房屋价格数据探索

背景

该数据集是美国爱荷华州(艾奥瓦州)下辖的埃姆斯市的2006~2010年房屋数据。该市位于美国中部地区，2018年人口数量约6.7万人，在美国属于小型城市，这个市有爱荷华州立大学和国家级实验室(艾姆斯实验室)

下面我们对这个数据集进行探索。

工具包及设置

Code

library(skimr)
library(dplyr)
library(readxl)
library(tidyverse)
library(lubridate)
library(plotly)
library(gt)
library(writexl)
library(knitr)
library(kableExtra)
library(DT)
library(visdat)
library(corrplot)
library(forcats)  # for fct_reorder
library(scales)   # for dollar formatting
library(viridis)  # for color palette

Code

# 通用函数
create_custom_datatable <- function(data) {
  datatable(
    data,
    options = list(
      scrollX = TRUE,  # 启用水平滚动条（左右滑动）
      autoWidth = FALSE  # 禁用自动宽度计算
    ),
    class = 'cell-border stripe'
  )
}


to_table <- function(data) {
  if (nrow(data) == 0 || ncol(data) == 0) {
    return("数据框为空")
  }
  
  # 添加行索引作为第一列，并生成表格
  data %>%
    rowid_to_column("index") %>%
    knitr::kable(
      format = "html", 
      booktabs = TRUE,
      escape = FALSE,
      align = "c",
      caption = paste0("数据框包含 ", nrow(data), " 行和 ", ncol(data), " 列")
    ) %>%
    kable_styling(
      full_width = FALSE, 
      font_size = 14,
      fixed_thead = TRUE
    ) %>%
    scroll_box(width = "100%", height = "400px")
}


del_dupli_all <- function(data) {
  # 检查数据框是否存在以及是否包含指定列
  if (!is.data.frame(data)) {
    stop("输入必须是一个数据框")
  }
  
  # 基于特定列判断重复行
  duplicate_indices <- which(duplicated(data) | duplicated(data, fromLast = TRUE))

  # 删除所有包含重复值的行
  df_clean <- data[-unique(duplicate_indices), ]

  # # 返回清理后的数据框
  # return(df_clean)
}

导入数据及说明

导入数据

Code

file_path <- "D:/R/house_price/ames_houseprice.csv"
ames <- read.csv(file_path) %>% 
  janitor::clean_names()  

ames_copy <- read.csv(file_path)
names1 <- names(ames)
names2 <- names(ames_copy)
# 处理过列名和没处理过的映射关系的映射关系
cols_df <- data.frame(col = names1, col2 = names2)
# 导入字段的注释说明
explanation_path <- "D:/R/house_price/ames_houseprice_explanation.xlsx"
explanation <- read_excel(explanation_path)
# 匹配
cols_df <- cols_df %>% 
  left_join(explanation, by = c("col2" = "col_name")) %>% 
  select(col, explanation, class)

字段说明

Code

skim_result <- skim(ames) %>% 
  as.data.frame() %>%
  mutate(
    miss_rate = scales::percent(1 - complete_rate, accuracy = 0.1)
    ) %>% 
  select(skim_variable, skim_type, numeric.p0, numeric.p100, numeric.p50,n_missing, miss_rate)  %>% 
  set_names(c("field",  "type", "min", "max", "median", "n_miss", "miss_rate")) %>%
  left_join(cols_df, c("field" = "col")) %>%
  select(field, type, class, explanation, min, max, median, n_miss, miss_rate) %>%
  arrange(desc(class))

to_table(skim_result)

数据框包含 81 行和 9 列
index	field	type	class	explanation	min	max	median	n_miss	miss_rate
1	exter_qual	character	评估结果	建筑表层砌体材料质量评估	NA	NA	NA	0	0.0%
2	exter_cond	character	评估结果	建筑表层砌体材料现状评估	NA	NA	NA	0	0.0%
3	bsmt_qual	character	评估结果	地下室高度评估	NA	NA	NA	37	2.5%
4	bsmt_cond	character	评估结果	地下室总体状况评估	NA	NA	NA	37	2.5%
5	bsmt_exposure	character	评估结果	走廊/花园外墙的评估	NA	NA	NA	38	2.6%
6	bsmt_fin_type1	character	评估结果	地下室完工区域的等级评价	NA	NA	NA	37	2.5%
7	heating_qc	character	评估结果	暖气设施的质量和条件	NA	NA	NA	0	0.0%
8	kitchen_qual	character	评估结果	厨房质量评估	NA	NA	NA	0	0.0%
9	fireplace_qu	character	评估结果	壁炉质量	NA	NA	NA	690	47.3%
10	garage_qual	character	评估结果	车库质量	NA	NA	NA	81	5.5%
11	garage_cond	character	评估结果	车库条件	NA	NA	NA	81	5.5%
12	pool_qc	character	评估结果	游泳池质量	NA	NA	NA	1453	99.5%
13	fence	character	评估结果	栅栏质量	NA	NA	NA	1179	80.8%
14	overall_cond	numeric	评估结果	房屋整体状况评估	1	9	5.0	0	0.0%
15	lot_shape	character	设计及装修	建筑物的形状	NA	NA	NA	0	0.0%
16	lot_config	character	设计及装修	房屋哪里配置多	NA	NA	NA	0	0.0%
17	land_slope	character	设计及装修	建筑的斜率	NA	NA	NA	0	0.0%
18	bldg_type	character	设计及装修	住宅类别（联排别墅、独栋别墅...）	NA	NA	NA	0	0.0%
19	house_style	character	设计及装修	建筑风格	NA	NA	NA	0	0.0%
20	roof_style	character	设计及装修	屋顶类型	NA	NA	NA	0	0.0%
21	roof_matl	character	设计及装修	屋顶材质	NA	NA	NA	0	0.0%
22	exterior1st	character	设计及装修	建筑外立面材质	NA	NA	NA	0	0.0%
23	exterior2nd	character	设计及装修	建筑外立面材质	NA	NA	NA	0	0.0%
24	mas_vnr_type	character	设计及装修	建筑表层砌体类型	NA	NA	NA	8	0.5%
25	foundation	character	设计及装修	建筑基础的类型	NA	NA	NA	0	0.0%
26	bsmt_fin_type2	character	设计及装修	其他地下室完工区域的等级评价	NA	NA	NA	38	2.6%
27	heating	character	设计及装修	房屋暖气类型（地暖、墙暖….）	NA	NA	NA	0	0.0%
28	central_air	character	设计及装修	是否有中央空调	NA	NA	NA	0	0.0%
29	electrical	character	设计及装修	电器系统配置标准	NA	NA	NA	1	0.1%
30	functional	character	设计及装修	房屋功能情况	NA	NA	NA	0	0.0%
31	garage_type	character	设计及装修	车库位置	NA	NA	NA	81	5.5%
32	garage_finish	character	设计及装修	车库内部装饰情况	NA	NA	NA	81	5.5%
33	paved_drive	character	设计及装修	车道施工方式	NA	NA	NA	0	0.0%
34	overall_qual	numeric	设计及装修	房屋装饰材质水平	1	10	6.0	0	0.0%
35	mas_vnr_area	numeric	设计及装修	每平方英尺的砌体面积	0	1600	0.0	8	0.5%
36	bsmt_fin_sf1	numeric	设计及装修	地下室完工区域的面积	0	5644	383.5	0	0.0%
37	bsmt_fin_sf2	numeric	设计及装修	其他地下室完工区域的面积	0	1474	0.0	0	0.0%
38	bsmt_unf_sf	numeric	设计及装修	地下室未完工部分的面积	0	2336	477.5	0	0.0%
39	total_bsmt_sf	numeric	设计及装修	地下室总面积	0	6110	991.5	0	0.0%
40	low_qual_fin_sf	numeric	设计及装修	所有楼层中低质量施工面积	0	572	0.0	0	0.0%
41	gr_liv_area	numeric	设计及装修	地上居住面积	334	5642	1464.0	0	0.0%
42	bsmt_full_bath	numeric	设计及装修	地下室标准卫生间个数	0	3	0.0	0	0.0%
43	bsmt_half_bath	numeric	设计及装修	地下室简易卫生间个数	0	2	0.0	0	0.0%
44	full_bath	numeric	设计及装修	地上楼层标准卫生间个数	0	3	2.0	0	0.0%
45	half_bath	numeric	设计及装修	地上楼层简易卫生间个数	0	2	0.0	0	0.0%
46	bedroom_abv_gr	numeric	设计及装修	地上楼层卧室个数	0	8	3.0	0	0.0%
47	kitchen_abv_gr	numeric	设计及装修	地上楼层厨房个数	0	3	1.0	0	0.0%
48	fireplaces	numeric	设计及装修	壁炉个数	0	3	1.0	0	0.0%
49	garage_cars	numeric	设计及装修	车库容量	0	4	2.0	0	0.0%
50	garage_area	numeric	设计及装修	车库占地面积	0	1418	480.0	0	0.0%
51	wood_deck_sf	numeric	设计及装修	木甲板面积	0	857	0.0	0	0.0%
52	open_porch_sf	numeric	设计及装修	开放式门廊面积	0	547	25.0	0	0.0%
53	enclosed_porch	numeric	设计及装修	封闭式门廊面积	0	552	0.0	0	0.0%
54	screen_porch	numeric	设计及装修	纱窗门廊面积	0	480	0.0	0	0.0%
55	pool_area	numeric	设计及装修	游泳池面积	0	738	0.0	0	0.0%
56	year_built	numeric	时间	房屋修建日期	1872	2010	1973.0	0	0.0%
57	year_remod_add	numeric	时间	房屋改建日期	1950	2010	1994.0	0	0.0%
58	garage_yr_blt	numeric	时间	车库建成年份	1900	2010	1980.0	81	5.5%
59	alley	character	房屋周边	建筑附近小巷的修建材质	NA	NA	NA	1369	93.8%
60	land_contour	character	房屋周边	地面平坦程度	NA	NA	NA	0	0.0%
61	utilities	character	房屋周边	可用公用设施类型	NA	NA	NA	0	0.0%
62	condition1	character	房屋周边	建筑附近的交通网络	NA	NA	NA	0	0.0%
63	condition2	character	房屋周边	建筑附近的交通网络	NA	NA	NA	0	0.0%
64	misc_feature	character	房屋周边	其他配套设施（网球场、电梯…）	NA	NA	NA	1406	96.3%
65	misc_val	numeric	房屋周边	其他配套设施的费用	0	15500	0.0	0	0.0%
66	ms_zoning	character	建筑性质	建筑性质（农业、商业、高/低密度住宅）	NA	NA	NA	0	0.0%
67	street	character	地理信息	建筑附近的路面材质	NA	NA	NA	0	0.0%
68	neighborhood	character	地理信息	建筑在Ames城市的位置	NA	NA	NA	0	0.0%
69	lot_frontage	numeric	地理信息	建筑离街道的距离	21	313	69.0	259	17.7%
70	lot_area	numeric	地理信息	占地面积	1300	215245	9478.5	0	0.0%
71	ms_sub_class	numeric	住宅概况	住宅概况	20	190	50.0	0	0.0%
72	sale_type	character	交易信息	支付方式	NA	NA	NA	0	0.0%
73	sale_condition	character	交易信息	房屋出售的情况	NA	NA	NA	0	0.0%
74	mo_sold	numeric	交易信息	销售月份	1	12	6.0	0	0.0%
75	yr_sold	numeric	交易信息	销售年份	2006	2010	2008.0	0	0.0%
76	sale_price	numeric	交易信息	售价	34900	755000	163000.0	0	0.0%
77	id	numeric	NA	NA	1	1460	730.5	0	0.0%
78	x1st_flr_sf	numeric	NA	NA	334	4692	1087.0	0	0.0%
79	x2nd_flr_sf	numeric	NA	NA	0	2065	0.0	0	0.0%
80	tot_rms_abv_grd	numeric	NA	NA	2	14	6.0	0	0.0%
81	x3ssn_porch	numeric	NA	NA	0	508	0.0	0	0.0%

字段分类说明

把字段分类更有助于理解数据

地理信息：房子的位置、占地面积信息
评估结果：评级等级等相关数据，从不同角度来评估房子的好坏
设计及装修：描述房子的外部、内部设计，软硬装修的程度和好坏
时间：房子时间相关的信息
房屋周边：房子附近的交通信息、公用设施、配套、道路信息
交易信息：房子的成交时间，交易价格等
建筑性质：建筑性质（农业、商业、高/低密度住宅）

数据探索

探索主题

探索影响房屋价格的因素

选择变量

作为购房者，确实会重点评估以下因素

lot_area 占地面积
gr_liv_area 地上居住面积
neighborhood 建筑在Ames城市的位置
lot_frontage 建筑离街道的距离
bldg_type 住宅类别（联排别墅、独栋别墅…）
ms_zoning 建筑性质（农业、商业、高/低密度住宅）
year_built 房屋修建年份

Code

# 选择所需列
choice <- ames %>% 
  select(lot_area, gr_liv_area, neighborhood, lot_frontage, bldg_type, year_built, ms_zoning, sale_price)

to_table(choice)

数据框包含 1460 行和 8 列
index	lot_area	gr_liv_area	neighborhood	lot_frontage	bldg_type	year_built	ms_zoning	sale_price
1	8450	1710	CollgCr	65	1Fam	2003	RL	208500
2	9600	1262	Veenker	80	1Fam	1976	RL	181500
3	11250	1786	CollgCr	68	1Fam	2001	RL	223500
4	9550	1717	Crawfor	60	1Fam	1915	RL	140000
5	14260	2198	NoRidge	84	1Fam	2000	RL	250000
6	14115	1362	Mitchel	85	1Fam	1993	RL	143000
7	10084	1694	Somerst	75	1Fam	2004	RL	307000
8	10382	2090	NWAmes	NA	1Fam	1973	RL	200000
9	6120	1774	OldTown	51	1Fam	1931	RM	129900
10	7420	1077	BrkSide	50	2fmCon	1939	RL	118000
11	11200	1040	Sawyer	70	1Fam	1965	RL	129500
12	11924	2324	NridgHt	85	1Fam	2005	RL	345000
13	12968	912	Sawyer	NA	1Fam	1962	RL	144000
14	10652	1494	CollgCr	91	1Fam	2006	RL	279500
15	10920	1253	NAmes	NA	1Fam	1960	RL	157000
16	6120	854	BrkSide	51	1Fam	1929	RM	132000
17	11241	1004	NAmes	NA	1Fam	1970	RL	149000
18	10791	1296	Sawyer	72	Duplex	1967	RL	90000
19	13695	1114	SawyerW	66	1Fam	2004	RL	159000
20	7560	1339	NAmes	70	1Fam	1958	RL	139000
21	14215	2376	NridgHt	101	1Fam	2005	RL	325300
22	7449	1108	IDOTRR	57	1Fam	1930	RM	139400
23	9742	1795	CollgCr	75	1Fam	2002	RL	230000
24	4224	1060	MeadowV	44	TwnhsE	1976	RM	129900
25	8246	1060	Sawyer	NA	1Fam	1968	RL	154000
26	14230	1600	NridgHt	110	1Fam	2007	RL	256300
27	7200	900	NAmes	60	1Fam	1951	RL	134800
28	11478	1704	NridgHt	98	1Fam	2007	RL	306000
29	16321	1600	NAmes	47	1Fam	1957	RL	207500
30	6324	520	BrkSide	60	1Fam	1927	RM	68500
31	8500	1317	IDOTRR	50	1Fam	1920	C (all)	40000
32	8544	1228	Sawyer	NA	1Fam	1966	RL	149350
33	11049	1234	CollgCr	85	1Fam	2007	RL	179900
34	10552	1700	NAmes	70	1Fam	1959	RL	165500
35	7313	1561	NridgHt	60	TwnhsE	2005	RL	277500
36	13418	2452	NridgHt	108	1Fam	2004	RL	309000
37	10859	1097	CollgCr	112	1Fam	1994	RL	145000
38	8532	1297	NAmes	74	1Fam	1954	RL	153000
39	7922	1057	NAmes	68	1Fam	1953	RL	109000
40	6040	1152	Edwards	65	Duplex	1955	RL	82000
41	8658	1324	NAmes	84	1Fam	1965	RL	160000
42	16905	1328	Timber	115	1Fam	1959	RL	170000
43	9180	884	SawyerW	NA	1Fam	1983	RL	144000
44	9200	938	CollgCr	NA	1Fam	1975	RL	130250
45	7945	1150	NAmes	70	1Fam	1959	RL	141000
46	7658	1752	NridgHt	61	TwnhsE	2005	RL	319900
47	12822	2149	Mitchel	48	1Fam	2003	RL	239686
48	11096	1656	Somerst	84	1Fam	2006	FV	249700
49	4456	1452	OldTown	33	2fmCon	1920	RM	113000
50	7742	955	Sawyer	66	1Fam	1966	RL	127000
51	13869	1470	Gilbert	NA	1Fam	1997	RL	177000
52	6240	1176	BrkSide	52	1Fam	1934	RM	114500
53	8472	816	IDOTRR	110	Duplex	1963	RM	110000
54	50271	1842	Veenker	68	1Fam	1981	RL	385000
55	7134	1360	NAmes	60	1Fam	1955	RL	130000
56	10175	1425	NAmes	100	1Fam	1964	RL	180500
57	2645	1739	Somerst	24	Twnhs	1999	FV	172500
58	11645	1720	CollgCr	89	1Fam	2004	RL	196500
59	13682	2945	StoneBr	66	1Fam	2006	RL	438780
60	7200	780	CollgCr	60	1Fam	1972	RL	124900
61	13072	1158	SawyerW	63	1Fam	2004	RL	158000
62	7200	1111	IDOTRR	60	1Fam	1920	RM	101000
63	6442	1370	NridgHt	44	TwnhsE	2006	RL	202500
64	10300	1710	OldTown	50	1Fam	1921	RM	140000
65	9375	2034	CollgCr	NA	1Fam	1997	RL	219500
66	9591	2473	NridgHt	76	1Fam	2004	RL	317000
67	19900	2207	NAmes	NA	1Fam	1970	RL	180000
68	10665	1479	CollgCr	72	1Fam	2003	RL	226000
69	4608	747	OldTown	47	1Fam	1945	RM	80000
70	15593	2287	ClearCr	81	1Fam	1953	RL	225000
71	13651	2223	NAmes	95	1Fam	1973	RL	244000
72	7599	845	Mitchel	69	1Fam	1982	RL	129500
73	10141	1718	Gilbert	74	1Fam	1998	RL	185000
74	10200	1086	NAmes	85	1Fam	1954	RL	144900
75	5790	1605	OldTown	60	1Fam	1915	RM	107400
76	1596	988	MeadowV	21	Twnhs	1973	RM	91000
77	8475	952	NAmes	NA	1Fam	1956	RL	135750
78	8635	1285	BrkSide	50	1Fam	1948	RM	127000
79	10778	1768	Sawyer	72	Duplex	1968	RL	136500
80	10440	1230	OldTown	60	1Fam	1910	RM	110000
81	13000	2142	NAmes	100	1Fam	1968	RL	193500
82	4500	1337	Mitchel	32	TwnhsE	1998	RM	153500
83	10206	1563	Somerst	78	1Fam	2007	RL	245000
84	8892	1065	NAmes	80	1Fam	1960	RL	126500
85	8530	1474	Gilbert	NA	1Fam	1995	RL	168500
86	16059	2417	NoRidge	121	1Fam	1991	RL	260000
87	11911	1560	Gilbert	122	1Fam	2005	RL	174000
88	3951	1224	Somerst	40	TwnhsE	2009	FV	164500
89	8470	1526	IDOTRR	105	1Fam	1915	C (all)	85000
90	8070	990	CollgCr	60	1Fam	1994	RL	123600
91	7200	1040	NAmes	60	1Fam	1950	RL	109900
92	8500	1235	NAmes	85	1Fam	1961	RL	98600
93	13360	964	Crawfor	80	1Fam	1921	RL	163500
94	7200	2291	OldTown	60	2fmCon	1910	C (all)	133900
95	9337	1786	CollgCr	69	1Fam	1997	RL	204750
96	9765	1470	Gilbert	NA	1Fam	1993	RL	185000
97	10264	1588	CollgCr	78	1Fam	1999	RL	214000
98	10921	960	Edwards	73	1Fam	1965	RL	94750
99	10625	835	Edwards	85	1Fam	1920	RL	83000
100	9320	1225	NAmes	77	1Fam	1959	RL	128950
101	10603	1610	NWAmes	NA	1Fam	1977	RL	205000
102	9206	1732	SawyerW	77	1Fam	1985	RL	178000
103	7018	1535	SawyerW	64	Duplex	1979	RL	118964
104	10402	1226	CollgCr	94	1Fam	2009	RL	198900
105	7758	1818	IDOTRR	NA	1Fam	1931	RM	169500
106	9375	1992	Somerst	75	1Fam	2003	FV	250000
107	10800	1047	OldTown	60	1Fam	1885	RM	100000
108	6000	789	OldTown	50	1Fam	1948	RM	115000
109	8500	1517	IDOTRR	85	1Fam	1919	RM	115000
110	11751	1844	NWAmes	105	1Fam	1977	RL	190000
111	9525	1855	Edwards	75	1Fam	1954	RL	136900
112	7750	1430	Gilbert	NA	1Fam	2000	RL	180000
113	9965	2696	CollgCr	77	1Fam	2007	RL	383970
114	21000	2259	Crawfor	NA	1Fam	1953	RL	217000
115	7259	2320	Crawfor	61	1Fam	1945	RL	259500
116	3230	1458	Somerst	34	TwnhsE	1999	FV	176000
117	11616	1092	Sawyer	NA	1Fam	1962	RL	139000
118	8536	1125	Edwards	74	1Fam	2006	RL	155000
119	12376	3222	SawyerW	90	1Fam	1990	RL	320000
120	8461	1456	CollgCr	65	1Fam	2005	RL	163990
121	21453	988	ClearCr	NA	1Fam	1969	RL	180000
122	6060	1123	IDOTRR	50	1Fam	1939	RM	100000
123	9464	1080	NAmes	75	1Fam	1958	RL	136000
124	7892	1199	SawyerW	55	TwnhsE	1993	RL	153900
125	17043	1586	NWAmes	48	1Fam	1979	RL	181000
126	6780	754	IDOTRR	60	2fmCon	1935	RM	84500
127	4928	958	NPkVill	NA	TwnhsE	1976	RL	128000
128	4388	840	OldTown	55	1Fam	1930	RM	87000
129	7590	1348	NAmes	69	1Fam	1966	RL	155000
130	8973	1053	NAmes	69	1Fam	1958	RL	150000
131	14200	2157	NAmes	88	1Fam	1966	RL	226000
132	12224	2054	Gilbert	NA	1Fam	2000	RL	244000
133	7388	1327	NAmes	75	1Fam	1959	RL	150750
134	6853	1296	Timber	NA	1Fam	2001	RL	220000
135	10335	1721	Sawyer	78	1Fam	1968	RL	180000
136	10400	1682	NWAmes	80	1Fam	1970	RL	174000
137	10355	1214	NAmes	NA	1Fam	1967	RL	143000
138	11070	1959	Mitchel	82	Duplex	1988	RL	171000
139	9066	1852	CollgCr	73	1Fam	1999	RL	230000
140	15426	1764	CollgCr	65	1Fam	1997	RL	231500
141	10500	864	NAmes	70	1Fam	1971	RL	115000
142	11645	1734	CollgCr	78	1Fam	2005	RL	260000
143	8520	1385	NAmes	71	1Fam	1952	RL	166000
144	10335	1501	CollgCr	78	1Fam	1999	RL	204000
145	9100	1728	Sawyer	70	Duplex	1963	RM	125000
146	2522	1709	Edwards	24	Twnhs	2004	RM	130000
147	6120	875	BrkSide	51	1Fam	1931	RM	105000
148	9505	2035	Gilbert	NA	1Fam	2001	RL	222500
149	7500	1080	SawyerW	63	1Fam	2004	RL	141000
150	6240	1344	BrkSide	NA	1Fam	1936	RM	115000
151	10356	969	CollgCr	120	1Fam	1975	RL	122000
152	13891	1710	NridgHt	107	1Fam	2007	RL	372402
153	14803	1993	NWAmes	NA	1Fam	1971	RL	190000
154	13500	1252	ClearCr	NA	1Fam	1960	RL	235000
155	11340	1200	OldTown	84	1Fam	1923	RM	125000
156	9600	1096	Edwards	60	1Fam	1924	RL	79000
157	7200	1040	NAmes	60	1Fam	1950	RL	109500
158	12003	1968	Timber	92	1Fam	2009	RL	269500
159	12552	1947	Somerst	100	1Fam	2004	FV	254900
160	19378	2462	Gilbert	134	1Fam	2005	RL	320000
161	11120	1232	Veenker	NA	1Fam	1984	RL	162500
162	13688	2668	NridgHt	110	1Fam	2003	RL	412500
163	12182	1541	NridgHt	95	1Fam	2005	RL	220000
164	5500	882	OldTown	55	1Fam	1956	RL	103200
165	5400	1616	OldTown	40	1Fam	1926	RM	152000
166	10106	1355	Edwards	62	2fmCon	1940	RL	127500
167	10708	1867	ClearCr	NA	1Fam	1955	RL	190000
168	10562	2161	NridgHt	86	1Fam	2007	RL	325624
169	8244	1720	Gilbert	62	1Fam	2004	RL	183500
170	16669	1707	Timber	NA	1Fam	1981	RL	228000
171	12358	1382	OldTown	NA	1Fam	1941	RM	128500
172	31770	1656	NAmes	141	1Fam	1960	RL	215000
173	5306	1767	StoneBr	44	TwnhsE	1987	RL	239000
174	10197	1362	NAmes	80	1Fam	1961	RL	163000
175	12416	1651	Timber	47	1Fam	1986	RL	184000
176	12615	2158	Edwards	84	1Fam	1950	RL	243000
177	10029	2060	ClearCr	97	1Fam	1988	RL	211000
178	13650	1920	Sawyer	NA	1Fam	1958	RL	172500
179	17423	2234	StoneBr	63	1Fam	2008	RL	501837
180	8520	968	OldTown	60	1Fam	1923	RM	100000
181	2117	1525	Somerst	NA	Twnhs	2000	FV	177000
182	7588	1802	Crawfor	54	1Fam	1920	RL	200100
183	9060	1340	Edwards	60	1Fam	1957	RL	120000
184	11426	2082	OldTown	63	1Fam	2003	RM	200000
185	7438	1252	BrkSide	92	1Fam	1908	RL	127000
186	22950	3608	OldTown	90	1Fam	1892	RM	475000
187	9947	1217	Mitchel	NA	1Fam	1990	RL	173000
188	10410	1656	OldTown	60	1Fam	1916	RL	135000
189	7018	1224	SawyerW	64	Duplex	1979	RL	153337
190	4923	1593	StoneBr	41	TwnhsE	2001	RL	286000
191	10570	2727	Crawfor	70	1Fam	1932	RL	315000
192	7472	1479	NAmes	NA	1Fam	1972	RL	184000
193	9017	1431	CollgCr	68	1Fam	1999	RL	192000
194	2522	1709	Edwards	24	Twnhs	2004	RM	130000
195	7180	864	CollgCr	60	1Fam	1972	RL	127000
196	2280	1456	NPkVill	24	Twnhs	1976	RL	148500
197	9416	1726	Somerst	79	1Fam	2007	RL	311872
198	25419	3112	NAmes	174	1Fam	1918	RL	235000
199	5520	2229	OldTown	92	1Fam	1912	RM	104000
200	9591	1713	NridgHt	76	1Fam	2004	RL	274900
201	8546	1121	Edwards	80	1Fam	2003	RM	140000
202	10125	1279	Mitchel	75	1Fam	1977	RL	171500
203	7000	1310	OldTown	50	1Fam	1924	RL	112000
204	4438	848	CollgCr	NA	TwnhsE	2004	RM	149000
205	3500	1284	OldTown	50	1Fam	1947	RM	110000
206	11851	1442	Gilbert	99	1Fam	1990	RL	180500
207	13673	1696	Sawyer	40	1Fam	1962	RL	143900
208	12493	1100	NAmes	NA	1Fam	1960	RL	141000
209	14364	2062	SawyerW	NA	1Fam	1988	RL	277000
210	8250	1092	NAmes	75	1Fam	1964	RL	145000
211	5604	864	Edwards	67	1Fam	1925	RL	98000
212	10420	1212	Edwards	83	1Fam	2009	RL	186000
213	8640	1852	Somerst	72	1Fam	2009	FV	252678
214	13568	990	CollgCr	43	1Fam	1995	RL	156000
215	10900	1392	CollgCr	NA	1Fam	1977	RL	161750
216	10011	1236	NAmes	72	1Fam	1957	RL	134450
217	8450	1436	CollgCr	65	1Fam	2004	RL	210000
218	9906	1328	OldTown	57	1Fam	1925	RM	107000
219	15660	1954	Crawfor	NA	1Fam	1939	RL	311500
220	3010	1248	Blmngtn	43	TwnhsE	2005	RL	167240
221	8990	1498	CollgCr	73	1Fam	2006	RL	204900
222	8068	2267	Gilbert	NA	1Fam	2002	RL	200000
223	11475	1552	NWAmes	85	1Fam	1975	RL	179900
224	10500	864	NAmes	70	1Fam	1971	RL	97000
225	13472	2392	NridgHt	103	1Fam	2003	RL	386250
226	1680	1302	BrDale	21	Twnhs	1971	RM	112000
227	9950	2520	NoRidge	82	1Fam	1995	RL	290000
228	1869	987	BrDale	21	Twnhs	1970	RM	106000
229	8521	912	Sawyer	70	1Fam	1967	RL	125000
230	3182	1555	Blmngtn	43	TwnhsE	2005	RL	192500
231	8760	1194	NAmes	73	1Fam	1959	RL	148000
232	15138	2794	NoRidge	174	1Fam	1995	RL	403000
233	1680	987	BrDale	21	Twnhs	1972	RM	94500
234	10650	894	CollgCr	75	1Fam	1976	RL	128200
235	7851	1960	Gilbert	NA	1Fam	2002	RL	216500
236	1680	987	BrDale	21	TwnhsE	1971	RM	89500
237	8773	1414	CollgCr	65	1Fam	2004	RL	185500
238	9453	1744	SawyerW	NA	1Fam	1993	RL	194500
239	12030	1694	NridgHt	93	1Fam	2007	RL	318000
240	8741	1487	Edwards	52	1Fam	1945	RL	113000
241	9000	1566	Somerst	75	1Fam	2008	FV	262500
242	3880	866	OldTown	40	1Fam	1945	RM	110500
243	5000	1440	OldTown	63	1Fam	1900	RM	79000
244	10762	1217	SawyerW	75	TwnhsE	1980	RL	120000
245	8880	2110	SawyerW	NA	1Fam	1994	RL	205000
246	10400	1872	NWAmes	80	1Fam	1988	RL	241500
247	9142	1928	OldTown	69	2fmCon	1910	RM	137000
248	11310	1375	NAmes	75	1Fam	1954	RL	140000
249	11317	1668	CollgCr	72	1Fam	2003	RL	180000
250	159000	2144	ClearCr	NA	1Fam	1958	RL	277000
251	5350	1306	BrkSide	55	1Fam	1940	RL	76500
252	4750	1625	Crawfor	44	TwnhsE	2006	RM	235000
253	8366	1640	SawyerW	65	1Fam	2004	RL	173000
254	9350	1302	NAmes	85	1Fam	1964	RL	158000
255	8400	1314	NAmes	70	1Fam	1957	RL	145000
256	8738	2291	Gilbert	66	1Fam	1999	RL	230000
257	8791	1728	Somerst	64	1Fam	2003	FV	207500
258	8814	1604	CollgCr	68	1Fam	2006	RL	220000
259	12435	1792	CollgCr	80	1Fam	2001	RL	231500
260	12702	882	OldTown	70	1Fam	1956	RM	97000
261	19296	1382	NAmes	120	1Fam	1962	RL	176000
262	9588	2574	CollgCr	69	1Fam	2007	RL	276000
263	8471	1212	Sawyer	88	1Fam	1977	RL	151000
264	5500	1316	OldTown	50	1Fam	1929	RM	130000
265	5232	764	OldTown	30	1Fam	1925	RM	73000
266	12090	1422	NWAmes	78	1Fam	1981	RL	175500
267	11207	1511	Gilbert	70	1Fam	1997	RL	185000
268	8400	2192	SWISU	60	1Fam	1939	RL	179500
269	6900	778	IDOTRR	71	1Fam	1940	RM	120500
270	7917	1113	Edwards	NA	1Fam	1976	RL	148000
271	10728	1939	Somerst	84	1Fam	2006	FV	266000
272	39104	1363	ClearCr	73	1Fam	1954	RL	241500
273	11764	2270	NoRidge	92	1Fam	1999	RL	290000
274	9600	1632	NAmes	80	1Fam	1958	RL	139000
275	8314	816	Mitchel	76	1Fam	1982	RL	124500
276	7264	1548	BrkSide	55	1Fam	1925	RL	205000
277	9196	1560	Mitchel	129	1Fam	2003	RL	201000
278	19138	864	Gilbert	140	1Fam	1951	RL	141000
279	14450	2121	NridgHt	107	1Fam	2006	RL	415298
280	10005	2022	ClearCr	83	1Fam	1977	RL	192000
281	11287	1982	SawyerW	82	1Fam	1989	RL	228500
282	7200	1262	Somerst	60	1Fam	2006	FV	185000
283	5063	1314	NridgHt	34	Twnhs	2007	RL	207500
284	9612	1468	Somerst	74	1Fam	2008	RL	244600
285	8012	1575	SawyerW	50	TwnhsE	1992	RL	179200
286	4251	1250	Somerst	35	TwnhsE	2006	FV	164700
287	9786	1734	NAmes	77	1Fam	1962	RL	159000
288	8125	858	NAmes	NA	1Fam	1971	RL	88000
289	9819	900	Sawyer	NA	1Fam	1967	RL	122000
290	8730	1396	BrkSide	60	1Fam	1915	RL	153575
291	15611	1919	CollgCr	120	1Fam	2006	RL	233230
292	5687	1716	SWISU	55	2fmCon	1912	RL	135900
293	11409	1716	Edwards	60	1Fam	1949	RL	131000
294	16659	2263	NWAmes	NA	1Fam	1977	RL	235000
295	9600	1644	NAmes	80	1Fam	1953	RL	167000
296	7937	1003	Mitchel	37	1Fam	1984	RL	142500
297	13710	1558	IDOTRR	75	1Fam	1950	RM	152000
298	7399	1950	Somerst	66	1Fam	1997	FV	239000
299	11700	1743	NWAmes	90	1Fam	1968	RL	175000
300	14000	1152	Crawfor	80	1Fam	1950	RL	158500
301	15750	1336	Crawfor	90	2fmCon	1953	RL	157000
302	16226	2452	CollgCr	66	1Fam	1998	RL	267000
303	13704	1541	CollgCr	118	1Fam	2001	RL	205000
304	9800	894	CollgCr	70	1Fam	1972	RL	149900
305	18386	3493	OldTown	87	1Fam	1880	RM	295000
306	10386	2000	CollgCr	80	1Fam	2004	RL	305900
307	13474	2243	SawyerW	116	1Fam	1990	RL	225000
308	7920	1406	IDOTRR	NA	1Fam	1920	RM	89500
309	12342	861	Edwards	NA	1Fam	1940	RL	82500
310	12378	1944	NridgHt	90	1Fam	2003	RL	360000
311	7685	1501	Gilbert	NA	1Fam	1993	RL	165600
312	8000	972	NAmes	50	1Fam	1948	RL	132000
313	7800	1118	OldTown	65	2fmCon	1939	RM	119900
314	215245	2036	Timber	150	1Fam	1965	RL	375000
315	9600	1641	OldTown	60	1Fam	1925	RM	178000
316	7795	1432	Gilbert	71	1Fam	2004	RL	188500
317	13005	2353	NWAmes	94	1Fam	1980	RL	260000
318	9000	1959	Somerst	75	1Fam	2006	FV	270000
319	9900	2646	NoRidge	90	1Fam	1993	RL	260000
320	14115	1472	NWAmes	NA	1Fam	1980	RL	187500
321	16259	2596	NridgHt	111	1Fam	2006	RL	342643
322	12099	2468	NridgHt	99	1Fam	2004	RL	354000
323	10380	2730	SawyerW	86	1Fam	1986	RL	301000
324	5820	1163	OldTown	49	1Fam	1955	RM	126175
325	11275	2978	NAmes	96	1Fam	1967	RL	242000
326	5000	803	IDOTRR	50	1Fam	1941	RM	87000
327	10846	1719	Veenker	32	TwnhsE	1993	RL	324000
328	11600	1383	NAmes	80	1Fam	1960	RL	145250
329	11888	2134	BrkSide	NA	1Fam	1916	RL	214500
330	6402	1192	IDOTRR	60	1Fam	1920	RM	78000
331	10624	1728	NAmes	NA	Duplex	1964	RL	119000
332	8176	1056	NAmes	70	1Fam	1958	RL	139000
333	10655	1629	NridgHt	85	1Fam	2003	RL	284000
334	8198	1358	NridgHt	59	TwnhsE	2004	RM	207000
335	9042	1638	Gilbert	59	1Fam	1998	RL	192000
336	164660	1786	Timber	NA	2fmCon	1965	RL	228950
337	14157	1922	StoneBr	86	1Fam	2005	RL	377426
338	9135	1536	CollgCr	70	1Fam	2002	RL	214000
339	14145	1621	NWAmes	91	1Fam	1984	RL	202500
340	12400	1215	NAmes	66	1Fam	1958	RL	155000
341	14191	1908	Timber	85	1Fam	2002	RL	202900
342	8400	841	SawyerW	60	1Fam	1950	RH	82000
343	8544	1040	NAmes	NA	Duplex	1949	RL	87500
344	8849	1684	NridgHt	63	TwnhsE	2005	RL	266000
345	2592	1112	MeadowV	36	TwnhsE	1976	RM	85000
346	6435	1577	BrkSide	65	1Fam	1939	RL	140200
347	12772	958	NAmes	NA	1Fam	1960	RL	151500
348	17600	1478	NAmes	NA	1Fam	1960	RL	157500
349	2448	1626	NridgHt	36	Twnhs	2003	RL	154000
350	20431	2728	NridgHt	56	1Fam	2005	RL	437154
351	7820	1869	NridgHt	68	TwnhsE	2007	RL	318061
352	5271	1453	ClearCr	NA	1Fam	1986	RL	190000
353	9084	1111	Edwards	60	1Fam	1941	RL	95000
354	8520	720	OldTown	60	1Fam	1928	RM	105900
355	8400	1595	SWISU	60	1Fam	1940	RL	140000
356	11249	1200	CollgCr	105	1Fam	1995	RL	177500
357	9248	1167	Gilbert	NA	1Fam	1992	RL	173000
358	4224	1142	MeadowV	44	TwnhsE	1976	RM	134000
359	6930	1352	ClearCr	92	1Fam	1958	RL	130000
360	12011	1924	NoRidge	78	1Fam	1998	RL	280000
361	7540	912	Mitchel	NA	1Fam	1978	RL	156000
362	9144	1505	BrkSide	NA	1Fam	1940	RL	145000
363	7301	1922	Edwards	64	1Fam	2003	RL	198500
364	1680	987	BrDale	21	Twnhs	1972	RM	118000
365	18800	1574	NWAmes	NA	1Fam	1976	RL	190000
366	10690	1344	IDOTRR	59	1Fam	1920	RM	147000
367	9500	1394	NAmes	NA	1Fam	1963	RL	159000
368	9150	1431	NAmes	101	1Fam	1962	RL	165000
369	7800	1268	NAmes	78	1Fam	1954	RL	132000
370	9830	1287	NAmes	NA	1Fam	1959	RL	162000
371	8121	1664	Gilbert	NA	1Fam	2000	RL	172400
372	17120	1588	ClearCr	80	1Fam	1959	RL	134432
373	7175	752	SawyerW	50	TwnhsE	1984	RL	125000
374	10634	1319	NAmes	79	1Fam	1953	RL	123000
375	8200	1928	CollgCr	65	1Fam	2003	RL	219500
376	10020	904	Edwards	NA	1Fam	1922	RL	61000
377	8846	914	CollgCr	57	1Fam	1996	RL	148000
378	11143	2466	Somerst	102	1Fam	2004	FV	340000
379	11394	1856	StoneBr	88	1Fam	2010	RL	394432
380	8123	1800	Gilbert	60	1Fam	2000	RL	179000
381	5000	1691	SWISU	50	1Fam	1924	RL	127000
382	7200	1301	Somerst	60	1Fam	2006	FV	187750
383	9245	1797	CollgCr	79	1Fam	2006	RL	213500
384	9000	784	SawyerW	60	1Fam	1928	RH	76000
385	53107	1953	ClearCr	NA	1Fam	1992	RL	240000
386	3182	1269	Blmngtn	43	TwnhsE	2004	RL	192000
387	8410	1184	Edwards	58	1Fam	1910	RL	81000
388	7200	1125	Edwards	72	1Fam	1976	RL	125000
389	9382	1479	CollgCr	93	1Fam	1999	RL	191000
390	12474	2332	NridgHt	96	1Fam	2007	RL	426000
391	8405	1367	Edwards	50	1Fam	1900	RL	119000
392	12209	1961	Mitchel	71	1Fam	2001	RL	215000
393	8339	882	NAmes	NA	1Fam	1959	RL	106500
394	7446	788	BrkSide	NA	1Fam	1941	RL	100000
395	10134	1034	OldTown	60	1Fam	1940	RL	109000
396	9571	1144	Edwards	68	1Fam	1956	RL	129000
397	7200	894	CollgCr	60	1Fam	1972	RL	123000
398	7590	1812	NAmes	69	1Fam	1962	RL	169500
399	8967	1077	IDOTRR	60	1Fam	1920	RM	67000
400	8125	1550	Somerst	65	1Fam	2006	FV	241000
401	14963	1288	Veenker	38	TwnhsE	1996	RL	245500
402	8767	1310	CollgCr	65	1Fam	2005	RL	164990
403	10200	672	Sawyer	60	1Fam	1940	RL	108000
404	12090	2263	NoRidge	93	1Fam	1998	RL	258000
405	10364	1572	Gilbert	NA	1Fam	1995	RL	168000
406	9991	1620	Sawyer	NA	1Fam	1976	RL	150000
407	10480	1639	SWISU	51	1Fam	1936	RL	115000
408	15576	1680	Crawfor	63	1Fam	1915	RL	177000
409	14154	2172	NridgHt	109	1Fam	2006	RL	280000
410	10800	2078	Somerst	85	1Fam	2007	FV	339750
411	9571	1276	Edwards	68	1Fam	1958	RL	60000
412	34650	1056	Gilbert	100	2fmCon	1955	RL	145000
413	4403	1478	Somerst	NA	1Fam	2009	FV	222000
414	8960	1028	OldTown	56	1Fam	1927	RM	115000
415	11228	2097	SawyerW	59	1Fam	1993	RL	228000
416	8899	1340	Gilbert	73	1Fam	2007	RL	181134
417	7844	1400	Sawyer	74	1Fam	1978	RL	149500
418	22420	2624	Crawfor	86	1Fam	1918	RL	239000
419	8160	1134	Edwards	60	1Fam	1940	RL	126000
420	8450	1056	NAmes	65	1Fam	1968	RL	142000
421	7060	1344	Mitchel	78	Duplex	1997	RM	206300
422	16635	1602	NWAmes	NA	1Fam	1977	RL	215000
423	21750	988	Mitchel	100	1Fam	1954	RL	113000
424	9200	2630	NoRidge	80	1Fam	1998	RL	315000
425	9000	1196	NAmes	72	1Fam	1956	RL	139000
426	3378	1389	OldTown	60	1Fam	1946	RM	135000
427	12800	1644	SawyerW	NA	1Fam	1989	RL	275000
428	8593	907	NAmes	77	1Fam	1957	RL	109008
429	6762	1208	CollgCr	64	1Fam	2007	RL	195400
430	11457	1412	Timber	130	1Fam	1988	RL	175000
431	1680	987	BrDale	21	Twnhs	1971	RM	85400
432	5586	1198	OldTown	60	1Fam	1920	RM	79900
433	1920	1365	BrDale	24	TwnhsE	1971	RM	122500
434	10839	1604	Gilbert	100	1Fam	1997	RL	181000
435	1890	630	MeadowV	21	Twnhs	1972	RM	81000
436	10667	1661	CollgCr	43	1Fam	1996	RL	212000
437	4400	1118	OldTown	40	1Fam	1920	RM	116000
438	6000	904	BrkSide	50	1Fam	1926	RM	119000
439	4280	694	Crawfor	40	1Fam	1913	RL	90350
440	12354	1196	Edwards	67	1Fam	1920	RL	110000
441	15431	2402	NridgHt	105	1Fam	2008	RL	555000
442	12108	1440	Edwards	92	Duplex	1955	RL	118000
443	6240	1573	BrkSide	52	1Fam	1930	RM	162900
444	3922	1258	Blmngtn	53	TwnhsE	2006	RL	172500
445	8750	1908	CollgCr	70	1Fam	1994	RL	210000
446	9855	1689	Edwards	73	1Fam	1956	RL	127500
447	16492	1888	NAmes	137	1Fam	1966	RL	190000
448	11214	1886	Gilbert	NA	1Fam	1998	RL	199900
449	8600	1376	IDOTRR	50	1Fam	1937	RM	119500
450	6000	1183	OldTown	50	1Fam	1948	RM	120000
451	5684	813	OldTown	70	1Fam	1930	RM	110000
452	70761	1533	ClearCr	62	1Fam	1975	RL	280000
453	9303	1756	Timber	NA	1Fam	1996	RL	204000
454	9000	1590	Somerst	75	1Fam	2008	FV	210000
455	9297	1728	Mitchel	63	Duplex	1976	RL	188000
456	9600	1242	NWAmes	80	1Fam	1973	RL	175500
457	4571	1344	OldTown	34	1Fam	1916	RM	98000
458	53227	1663	ClearCr	NA	1Fam	1954	RL	256000
459	5100	1666	OldTown	NA	1Fam	1925	RM	161000
460	7015	1203	BrkSide	NA	1Fam	1950	RL	110000
461	8004	1935	Somerst	75	1Fam	2009	FV	263435
462	7200	1135	SWISU	60	1Fam	1936	RL	155000
463	8281	864	Sawyer	60	1Fam	1965	RL	62383
464	11988	1660	Crawfor	74	1Fam	1934	RL	188700
465	8430	1040	CollgCr	60	1Fam	1978	RL	124000
466	3072	1414	Blmngtn	NA	TwnhsE	2004	RM	178740
467	10628	1277	NAmes	85	1Fam	1970	RL	167000
468	9480	1644	NAmes	79	1Fam	1942	RL	146500
469	11428	1634	NridgHt	98	1Fam	2006	RL	250000
470	9291	1710	SawyerW	76	1Fam	1993	RL	187000
471	6820	1502	StoneBr	NA	TwnhsE	1985	RL	212000
472	11952	1969	NWAmes	92	1Fam	1977	RL	190000
473	3675	1072	Edwards	35	TwnhsE	2005	RM	148000
474	14977	1976	NridgHt	110	1Fam	2006	RL	440000
475	5330	1652	StoneBr	41	TwnhsE	2000	RL	251000
476	8480	970	Sawyer	80	1Fam	1963	RL	132500
477	13125	1493	CollgCr	75	1Fam	1997	RL	208900
478	13693	2643	NridgHt	105	1Fam	2006	RL	380000
479	10637	1718	CollgCr	79	1Fam	2007	RL	297000
480	5925	1131	OldTown	50	1Fam	1937	RM	89471
481	16033	1850	NridgHt	98	1Fam	2004	RL	326000
482	11846	1792	NridgHt	72	1Fam	2003	RL	374000
483	2500	1826	OldTown	50	1Fam	1915	RM	155000
484	4500	1216	Mitchel	32	Twnhs	1998	RM	164000
485	7758	999	Sawyer	NA	1Fam	1962	RL	132500
486	9600	1113	NAmes	80	1Fam	1950	RL	147000
487	10289	1073	NAmes	79	1Fam	1965	RL	156000
488	12243	1484	NWAmes	70	1Fam	1971	RL	175000
489	10800	2414	OldTown	60	2fmCon	1900	RL	160000
490	1526	630	MeadowV	21	Twnhs	1970	RM	86000
491	2665	1304	MeadowV	NA	TwnhsE	1976	RM	115000
492	9490	1578	NAmes	79	1Fam	1941	RL	133000
493	15578	1456	Gilbert	105	1Fam	2006	RL	172785
494	7931	1269	NAmes	70	1Fam	1960	RL	155000
495	5784	886	OldTown	50	1Fam	1938	RM	91300
496	7879	720	IDOTRR	60	1Fam	1920	C (all)	34900
497	12692	3228	NoRidge	NA	1Fam	1992	RL	430000
498	9120	1820	BrkSide	60	1Fam	1925	RL	184000
499	7800	899	Sawyer	65	1Fam	1967	RL	130000
500	7535	912	NAmes	70	1Fam	1958	RL	120000
501	1890	1218	BrDale	21	Twnhs	1973	RM	113000
502	9803	1768	Somerst	75	1Fam	2005	FV	226700
503	9170	1214	Edwards	70	1Fam	1965	RL	140000
504	15602	1801	Crawfor	100	1Fam	1959	RL	289000
505	2308	1322	NPkVill	24	TwnhsE	1974	RL	147000
506	7596	1960	OldTown	60	Duplex	1952	RM	124500
507	9554	1911	SawyerW	80	1Fam	1993	RL	215000
508	7862	1218	Somerst	75	1Fam	2009	FV	208300
509	9600	1378	OldTown	60	1Fam	1928	RM	161000
510	9600	1041	NAmes	80	1Fam	1959	RL	124500
511	14559	1363	NAmes	75	1Fam	1951	RL	164900
512	6792	1368	NridgHt	40	TwnhsE	2005	RL	202665
513	9100	864	NAmes	70	1Fam	1958	RL	129900
514	9187	1080	Mitchel	71	1Fam	1983	RL	134000
515	10594	789	Crawfor	55	1Fam	1926	RL	96500
516	12220	2020	NridgHt	94	1Fam	2009	RL	402861
517	10448	2119	NWAmes	NA	1Fam	1972	RL	158000
518	10208	2344	NoRidge	79	1Fam	1996	RL	265000
519	9531	1796	CollgCr	NA	1Fam	1998	RL	211000
520	10918	2080	Crawfor	53	1Fam	1926	RL	234000
521	10800	1294	OldTown	60	2fmCon	1900	RL	106250
522	11988	1244	NAmes	90	1Fam	1957	RL	150000
523	5000	1664	BrkSide	50	1Fam	1947	RM	159000
524	40094	4676	Edwards	130	1Fam	2007	RL	184750
525	11787	2398	NoRidge	95	1Fam	1996	RL	315750
526	7500	1266	Somerst	62	1Fam	2005	FV	176000
527	13300	928	NAmes	70	1Fam	1956	RL	132000
528	14948	2713	NridgHt	67	1Fam	2008	RL	446261
529	9098	605	Edwards	58	1Fam	1920	RL	86000
530	32668	2515	Crawfor	NA	1Fam	1957	RL	200624
531	10200	1509	Timber	85	1Fam	1988	RL	175000
532	6155	1362	BrkSide	60	1Fam	1920	RM	128000
533	7200	827	NAmes	60	1Fam	1955	RL	107500
534	5000	334	BrkSide	50	1Fam	1946	RL	39300
535	9056	1414	Gilbert	74	1Fam	2004	RL	178000
536	7000	1347	Edwards	70	2fmCon	1910	RL	107500
537	8924	1724	CollgCr	57	1Fam	1998	RL	188000
538	12735	864	NAmes	NA	1Fam	1972	RL	111250
539	11553	1159	Sawyer	NA	1Fam	1968	RL	158000
540	11423	1601	CollgCr	NA	1Fam	2001	RL	272000
541	14601	1838	Timber	85	1Fam	2006	RL	315000
542	11000	2285	NoRidge	NA	1Fam	2000	RL	248000
543	10140	1680	NWAmes	78	1Fam	1998	RL	213250
544	4058	767	NAmes	34	TwnhsE	1998	RH	133000
545	17104	1496	Gilbert	58	1Fam	2006	RL	179665
546	13837	2183	NWAmes	NA	1Fam	1988	RL	229000
547	8737	1635	BrkSide	70	1Fam	1923	RL	210000
548	7244	768	Mitchel	54	1Fam	1970	RL	129500
549	8235	825	OldTown	49	1Fam	1955	RM	125000
550	9375	2094	Somerst	75	1Fam	2003	FV	263000
551	4043	1069	NPkVill	53	TwnhsE	1977	RL	140000
552	6000	928	OldTown	50	1Fam	1957	RM	112500
553	11146	1717	NridgHt	87	1Fam	2006	RL	255500
554	8777	1126	Edwards	67	1Fam	1949	RL	108000
555	10625	2046	NridgHt	85	1Fam	2003	RL	284000
556	6380	1048	BrkSide	58	1Fam	1922	RM	113000
557	14850	1092	NAmes	69	1Fam	1957	RL	141000
558	11040	1336	IDOTRR	60	1Fam	1920	C (all)	108000
559	21872	1446	Gilbert	57	1Fam	1996	RL	175000
560	3196	1557	Blmngtn	NA	TwnhsE	2003	RL	234000
561	11341	1392	Sawyer	NA	1Fam	1957	RL	121500
562	10010	1389	Mitchel	77	1Fam	1974	RL	170000
563	13907	996	Edwards	63	1Fam	1940	RL	108000
564	21780	1674	Edwards	66	1Fam	1918	RL	185000
565	13346	2295	NoRidge	NA	1Fam	1992	RL	268000
566	6858	1647	SWISU	66	1Fam	1915	RL	128000
567	11198	2504	StoneBr	77	1Fam	2005	RL	325000
568	10171	1535	NridgHt	70	1Fam	2004	RL	214000
569	12327	2132	SawyerW	79	1Fam	1983	RL	316600
570	7032	943	NAmes	NA	Duplex	1979	RL	135960
571	13101	1728	NAmes	74	Duplex	1965	RL	142600
572	7332	864	NAmes	60	1Fam	1959	RL	120000
573	13159	1692	Timber	83	1Fam	2009	RL	224500
574	9967	1430	Gilbert	76	1Fam	2000	RL	170000
575	10500	1109	NAmes	70	1Fam	1971	RL	139000
576	8480	1216	NAmes	80	1Fam	1947	RL	118500
577	6292	1477	SWISU	52	1Fam	1928	RL	145000
578	11777	1320	Sawyer	96	1Fam	1966	RL	164500
579	3604	1392	Somerst	34	TwnhsE	2007	FV	146000
580	12150	1795	OldTown	81	1Fam	1954	RM	131500
581	14585	1429	NAmes	NA	1Fam	1960	RL	181900
582	12704	2042	NridgHt	98	1Fam	2008	RL	253293
583	11841	816	Edwards	81	Duplex	1990	RL	118500
584	13500	2775	OldTown	75	1Fam	1893	RM	325000
585	6120	1573	BrkSide	51	1Fam	1935	RM	133000
586	11443	2028	Timber	88	1Fam	2005	RL	369900
587	10267	838	BrkSide	55	1Fam	1918	RL	130000
588	8740	860	Sawyer	74	1Fam	1982	RL	137000
589	25095	1473	ClearCr	65	1Fam	1968	RL	143000
590	9100	935	BrkSide	50	1Fam	1930	RM	79500
591	8320	1582	CollgCr	64	1Fam	2004	RL	185900
592	13478	2296	NridgHt	97	1Fam	2008	RL	451950
593	6600	816	Mitchel	60	1Fam	1982	RL	138000
594	4435	848	CollgCr	NA	TwnhsE	2003	RM	140000
595	7990	924	CollgCr	88	1Fam	1975	RL	110000
596	11302	1826	StoneBr	69	1Fam	2005	RL	319000
597	3600	1368	OldTown	60	1Fam	1910	RM	114504
598	3922	1402	Blmngtn	53	TwnhsE	2006	RL	194201
599	12984	1647	Crawfor	80	1Fam	1977	RL	217500
600	1950	1556	Blueste	24	Twnhs	1980	RM	151000
601	10927	1904	NridgHt	74	1Fam	2005	RL	275000
602	9000	1375	IDOTRR	50	1Fam	1937	RM	141000
603	10041	1915	SawyerW	80	1Fam	1992	RL	220000
604	3182	1200	Somerst	30	TwnhsE	2004	FV	151000
605	12803	1494	CollgCr	88	1Fam	2002	RL	221000
606	13600	1986	NAmes	85	1Fam	1965	RL	205000
607	12464	1040	CollgCr	82	1Fam	1996	RL	152000
608	7800	2008	Edwards	78	1Fam	1948	RL	225000
609	12168	3194	Crawfor	78	1Fam	1934	RL	359100
610	7943	1029	Sawyer	61	1Fam	1961	RL	118500
611	11050	2153	CollgCr	NA	1Fam	2000	RL	313000
612	10395	1032	NWAmes	NA	1Fam	1978	RL	148000
613	11885	1872	CollgCr	NA	1Fam	2001	RL	261500
614	8402	1120	Mitchel	70	1Fam	2007	RL	147000
615	1491	630	MeadowV	21	TwnhsE	1972	RM	75500
616	8800	1054	NAmes	80	1Fam	1963	RL	137500
617	7861	1509	Gilbert	NA	1Fam	2002	RL	183200
618	7227	832	NAmes	59	1Fam	1954	RL	105500
619	11694	1828	NridgHt	90	1Fam	2007	RL	314813
620	12244	2262	Timber	85	1Fam	2003	RL	305000
621	8248	864	Edwards	45	1Fam	1914	RL	67000
622	10800	2614	NWAmes	90	1Fam	1974	RL	240000
623	7064	980	Sawyer	71	1Fam	1977	RL	135000
624	2117	1512	Somerst	NA	TwnhsE	2000	FV	168500
625	10400	1790	NWAmes	80	1Fam	1972	RL	165150
626	10000	1116	NAmes	87	1Fam	1962	RL	160000
627	12342	1422	NAmes	NA	1Fam	1960	RL	139900
628	9600	1520	NAmes	80	1Fam	1955	RL	153000
629	11606	2080	NAmes	70	1Fam	1969	RL	135000
630	9020	1350	NAmes	82	1Fam	1964	RL	168500
631	9000	1750	OldTown	50	1Fam	1880	RM	124000
632	4590	1554	NridgHt	34	Twnhs	2006	RL	209500
633	11900	1411	NWAmes	85	1Fam	1977	RL	82500
634	9250	1056	NAmes	80	1Fam	1954	RL	139400
635	6979	1056	OldTown	64	Duplex	1980	RL	144000
636	10896	3395	SWISU	60	2fmCon	1914	RH	200000
637	6120	800	BrkSide	51	1Fam	1936	RM	60000
638	6000	1387	OldTown	50	2fmCon	1954	RM	93000
639	8777	796	Edwards	67	1Fam	1910	RL	85000
640	3982	1567	Blmngtn	53	TwnhsE	2006	RL	264561
641	12677	1518	NridgHt	62	TwnhsE	2003	RL	274000
642	7050	1929	Somerst	NA	1Fam	2001	FV	226000
643	13860	2704	NAmes	75	1Fam	1972	RL	345000
644	10793	1620	NWAmes	80	1Fam	1969	RL	152000
645	9187	1766	Somerst	85	1Fam	2009	FV	370878
646	10530	981	NAmes	NA	1Fam	1971	RL	143250
647	7200	1048	NAmes	60	1Fam	1950	RL	98300
648	10452	1094	Edwards	85	1Fam	1953	RL	155000
649	7700	1839	NAmes	70	1Fam	1966	RL	155000
650	1936	630	MeadowV	21	Twnhs	1970	RM	84500
651	8125	1665	Somerst	65	1Fam	2007	FV	205950
652	9084	1510	Edwards	60	1Fam	1940	RL	108000
653	8750	1716	CollgCr	70	1Fam	1996	RL	191000
654	10320	1469	IDOTRR	60	1Fam	1906	RM	135000
655	10437	2113	NoRidge	91	1Fam	1995	RL	350000
656	1680	1092	BrDale	21	Twnhs	1971	RM	88000
657	10007	1053	NAmes	72	1Fam	1959	RL	145500
658	7200	1502	Crawfor	60	1Fam	1931	RL	149000
659	17503	1458	NAmes	78	1Fam	1948	RL	97500
660	9937	1486	Edwards	75	1Fam	1964	RL	167000
661	12384	1935	NWAmes	NA	1Fam	1976	RL	197900
662	46589	2448	NoRidge	52	1Fam	1994	RL	402000
663	13560	1392	NAmes	120	1Fam	1968	RL	110000
664	10012	1181	Edwards	90	1Fam	1972	RL	137500
665	20896	2097	Somerst	49	1Fam	2005	RL	423000
666	11194	1936	Gilbert	106	1Fam	2000	RL	230500
667	18450	2380	NAmes	NA	1Fam	1965	RL	129000
668	8125	1679	SawyerW	65	1Fam	1994	RL	193500
669	14175	1437	Sawyer	NA	1Fam	1956	RL	168000
670	11600	1180	Crawfor	80	1Fam	1922	RL	137500
671	8633	1476	CollgCr	64	1Fam	2005	RL	173500
672	6629	1369	Edwards	54	1Fam	1925	RH	103600
673	11250	1208	Veenker	NA	1Fam	1977	RL	165000
674	14442	1839	Crawfor	110	1Fam	1957	RL	257500
675	9200	1136	NAmes	80	1Fam	1965	RL	140000
676	2289	1441	NPkVill	24	Twnhs	1978	RL	148500
677	9600	1774	OldTown	60	1Fam	1900	RM	87000
678	9022	792	OldTown	52	1Fam	1924	RL	109500
679	11844	2046	StoneBr	80	1Fam	2008	RL	372500
680	9945	988	Sawyer	NA	1Fam	1961	RL	128500
681	8012	923	SawyerW	50	TwnhsE	1980	RL	143000
682	4500	1520	SWISU	55	1Fam	1932	RH	159434
683	2887	1291	ClearCr	NA	1Fam	1996	RL	173000
684	11248	1668	CollgCr	90	1Fam	2002	RL	285000
685	16770	1839	NoRidge	58	1Fam	1998	RL	221000
686	5062	2090	StoneBr	NA	TwnhsE	1984	RL	207500
687	10207	1761	Somerst	84	1Fam	2007	FV	227875
688	5105	1102	Somerst	NA	TwnhsE	2004	FV	148800
689	8089	1419	StoneBr	60	1Fam	2007	RL	392000
690	7577	1362	NridgHt	61	TwnhsE	2005	RL	194700
691	4426	848	CollgCr	NA	TwnhsE	2004	RM	141000
692	21535	4316	NoRidge	104	1Fam	1994	RL	755000
693	26178	2519	Timber	42	1Fam	1989	RL	335000
694	5400	1073	OldTown	60	1Fam	1921	RL	108480
695	6120	1539	BrkSide	51	1Fam	1936	RM	141500
696	13811	1137	Timber	54	1Fam	1987	RL	176000
697	6000	616	BrkSide	50	1Fam	1921	RM	89000
698	6420	1148	Edwards	57	1Fam	1952	RL	123500
699	8450	894	Sawyer	65	1Fam	1965	RL	138500
700	4282	1391	Somerst	59	TwnhsE	2004	FV	196000
701	14331	1800	Timber	85	1Fam	2002	RL	312500
702	9600	1164	NWAmes	80	1Fam	1969	RL	140000
703	12438	2576	StoneBr	82	1Fam	2006	RL	361919
704	7630	1812	OldTown	76	2fmCon	1900	RM	140000
705	8400	1484	CollgCr	70	1Fam	2004	RL	213000
706	5600	1092	IDOTRR	70	2fmCon	1930	RM	55000
707	115149	1824	ClearCr	NA	1Fam	1971	RL	302000
708	6240	1324	NridgHt	48	TwnhsE	2006	RL	254000
709	9018	1456	Gilbert	65	1Fam	2007	RL	179540
710	7162	904	Sawyer	NA	1Fam	1966	RL	109900
711	4130	729	BrkSide	56	1Fam	1935	RL	52000
712	8712	1178	IDOTRR	66	1Fam	1900	C (all)	102776
713	4671	1228	StoneBr	40	TwnhsE	1988	RL	189000
714	9873	960	BrkSide	60	2fmCon	1970	RL	129000
715	13517	1479	Sawyer	NA	1Fam	1976	RL	130500
716	10140	1350	NWAmes	78	1Fam	1974	RL	165000
717	10800	2554	OldTown	60	1Fam	1890	RM	159500
718	10000	1178	NWAmes	80	1Fam	1973	RL	157000
719	10542	2418	NoRidge	96	1Fam	1993	RL	341000
720	9920	971	CollgCr	69	1Fam	1969	RL	128500
721	6563	1742	StoneBr	NA	1Fam	1985	RL	275000
722	4426	848	CollgCr	NA	TwnhsE	2004	RM	143000
723	8120	864	NAmes	70	1Fam	1970	RL	124500
724	8172	1470	Edwards	60	1Fam	1954	RL	135000
725	13286	1698	Edwards	86	1Fam	2007	RL	320000
726	6960	864	NAmes	60	1Fam	1970	RL	120500
727	21695	1680	Crawfor	NA	1Fam	1988	RL	222000
728	7314	1232	CollgCr	64	1Fam	2007	RL	194500
729	11475	1776	NAmes	85	Duplex	1958	RL	110000
730	6240	1208	IDOTRR	52	1Fam	1925	RM	103000
731	5389	1616	StoneBr	39	TwnhsE	1995	RL	236500
732	9590	1146	Timber	73	1Fam	2003	RL	187500
733	11404	2031	CollgCr	75	1Fam	1998	RL	222500
734	10000	1144	Sawyer	80	1Fam	1961	RL	131400
735	8978	948	Sawyer	NA	1Fam	1968	RL	108000
736	10800	1768	OldTown	60	1Fam	1914	RM	163000
737	8544	1040	NAmes	60	Duplex	1950	RL	93500
738	10463	1801	Gilbert	72	1Fam	2005	RL	239900
739	10800	1200	Edwards	60	Duplex	1987	RL	179000
740	9313	1728	CollgCr	65	1Fam	2004	RL	190000
741	9600	1432	OldTown	60	1Fam	1910	RM	132000
742	6768	912	Sawyer	65	1Fam	1961	RL	142000
743	8450	1349	SawyerW	65	1Fam	2000	RL	179000
744	12886	1464	Sawyer	70	1Fam	1963	RL	175000
745	5395	1337	StoneBr	41	TwnhsE	1993	RL	180000
746	8963	2715	NWAmes	NA	1Fam	1976	RL	299800
747	8795	2256	Gilbert	NA	1Fam	2000	RL	236000
748	11700	2640	OldTown	65	1Fam	1880	RM	265979
749	10593	1720	NoRidge	59	1Fam	1996	RL	260400
750	8405	1529	Edwards	50	1Fam	1945	RL	98000
751	8800	1140	OldTown	55	1Fam	1910	RM	96500
752	7750	1320	Gilbert	NA	1Fam	2003	RL	162000
753	9236	1494	CollgCr	79	1Fam	1997	RL	217000
754	10240	2098	NridgHt	80	1Fam	2005	RL	275500
755	7930	1026	NAmes	61	1Fam	1969	RL	156000
756	3230	1471	Somerst	34	TwnhsE	1999	FV	172500
757	10769	1768	CollgCr	68	1Fam	2007	RL	212000
758	11616	1386	Sawyer	NA	1Fam	1978	RL	158900
759	2280	1501	Somerst	24	Twnhs	1999	FV	179400
760	12257	2531	NoRidge	65	1Fam	1995	RL	290000
761	9100	864	NAmes	70	1Fam	1959	RL	127500
762	6911	1301	BrkSide	60	1Fam	1924	RM	100000
763	8640	1547	Somerst	72	1Fam	2009	FV	215200
764	9430	2365	NoRidge	82	1Fam	1999	RL	337000
765	9549	1494	Veenker	30	TwnhsE	1995	RL	270000
766	14587	1506	Somerst	75	1Fam	2008	RL	264132
767	10421	1714	NWAmes	80	1Fam	1988	RL	196500
768	12508	1750	Mitchel	75	1Fam	1940	RL	160000
769	9100	1836	CollgCr	70	1Fam	2004	RL	216837
770	53504	3279	StoneBr	47	1Fam	2003	RL	538000
771	7252	858	Sawyer	NA	1Fam	1982	RL	134900
772	8877	1220	Edwards	67	1Fam	1951	RL	102000
773	7819	1117	Edwards	94	1Fam	1976	RL	107000
774	10150	912	NAmes	70	1Fam	1958	RL	114500
775	14226	1973	NridgHt	110	1Fam	2006	RL	395000
776	4500	1204	Mitchel	32	TwnhsE	1998	RM	162000
777	11210	1614	CollgCr	86	1Fam	2005	RL	221500
778	13350	894	Sawyer	100	1Fam	1974	RL	142500
779	8400	2020	SawyerW	60	Duplex	1977	RH	144000
780	10530	1004	Mitchel	78	Duplex	1977	RL	135000
781	7875	1253	Gilbert	63	1Fam	1995	RL	176000
782	7153	1603	SawyerW	65	1Fam	1992	RL	175900
783	16285	1430	CollgCr	67	1Fam	2001	RL	187100
784	9101	1110	Mitchel	NA	1Fam	1978	RL	165500
785	6300	1484	OldTown	35	1Fam	1914	RM	128000
786	9790	1342	NWAmes	NA	1Fam	1967	RL	161500
787	10800	1652	OldTown	60	1Fam	1915	RM	139000
788	10142	2084	SawyerW	76	1Fam	2004	RL	233000
789	6000	901	OldTown	50	1Fam	1954	RM	107900
790	12205	2087	ClearCr	NA	1Fam	1966	RL	187500
791	3182	1145	Blmngtn	43	TwnhsE	2005	RL	160200
792	11333	1062	Mitchel	NA	1Fam	1976	RL	146800
793	9920	2013	NoRidge	92	1Fam	1996	RL	269790
794	9158	1496	Somerst	76	1Fam	2007	RL	225000
795	10832	1895	Gilbert	NA	1Fam	1994	RL	194500
796	8400	1564	SawyerW	70	1Fam	1980	RL	171000
797	8197	1285	Sawyer	71	1Fam	1977	RL	143500
798	7677	773	NAmes	57	1Fam	1953	RL	110000
799	13518	3140	NridgHt	104	1Fam	2008	RL	485000
800	7200	1768	SWISU	60	1Fam	1937	RL	175000
801	12798	1688	ClearCr	79	1Fam	1997	RL	200000
802	4800	1196	IDOTRR	40	1Fam	1916	RM	109900
803	8199	1456	CollgCr	63	1Fam	2005	RL	189000
804	13891	2822	NridgHt	107	1Fam	2008	RL	582933
805	9000	1128	NAmes	75	1Fam	1954	RL	118000
806	12274	1428	Somerst	91	1Fam	2008	RL	227680
807	9750	980	NAmes	75	1Fam	1967	RL	135500
808	21384	1576	BrkSide	144	1Fam	1923	RL	223500
809	13400	1086	NAmes	85	1Fam	1966	RL	159950
810	8100	2138	OldTown	90	1Fam	1898	RM	106000
811	10140	1309	NWAmes	78	1Fam	1974	RL	181000
812	4438	848	CollgCr	NA	TwnhsE	2004	RM	144500
813	8712	1044	IDOTRR	66	1Fam	1952	C (all)	55993
814	9750	1442	NAmes	75	1Fam	1958	RL	157900
815	8248	1250	Edwards	45	1Fam	1918	RL	116000
816	12137	1661	CollgCr	48	1Fam	1998	RL	224900
817	11425	1008	NAmes	NA	1Fam	1954	RL	137000
818	13265	1689	Mitchel	NA	1Fam	2002	RL	271000
819	8816	1052	ClearCr	80	1Fam	1971	RL	155000
820	6371	1358	NridgHt	44	TwnhsE	2009	RL	224000
821	7226	1640	CollgCr	72	1Fam	2003	RL	183000
822	6000	936	OldTown	60	2fmCon	1953	RM	93000
823	12394	1733	Gilbert	NA	1Fam	2003	RL	225000
824	9900	1489	SWISU	60	1Fam	1940	RL	139500
825	11216	1489	Somerst	81	1Fam	2006	FV	232600
826	14803	2084	NridgHt	114	1Fam	2007	RL	385000
827	6130	784	BrkSide	50	1Fam	1924	RM	109500
828	8529	1434	SawyerW	65	1Fam	2001	RL	189000
829	28698	2126	ClearCr	NA	1Fam	1967	RL	185000
830	2544	1223	Somerst	24	Twnhs	2005	FV	147400
831	11900	1392	NAmes	80	1Fam	1957	RL	166000
832	3180	1200	Somerst	30	TwnhsE	2005	FV	151000
833	9548	1829	CollgCr	44	1Fam	2003	RL	237000
834	10004	1516	NAmes	100	1Fam	1964	RL	167000
835	7875	1144	NAmes	75	1Fam	1961	RL	139950
836	9600	1067	Sawyer	60	1Fam	1950	RL	128000
837	8100	1559	OldTown	90	1Fam	1948	RM	153500
838	1680	987	BrDale	21	Twnhs	1973	RM	100000
839	9525	1099	CollgCr	75	1Fam	1995	RL	144000
840	11767	1200	Edwards	70	1Fam	1946	RL	130500
841	12155	1482	SWISU	NA	1Fam	1925	RH	140000
842	10440	1539	OldTown	60	1Fam	1904	RM	157500
843	9020	1165	NAmes	82	1Fam	1966	RL	174900
844	8000	1800	NAmes	80	Duplex	1961	RL	141000
845	12665	1416	OldTown	100	1Fam	1915	RM	153900
846	16647	1701	Sawyer	NA	1Fam	1975	RL	171000
847	9317	1775	SawyerW	75	1Fam	1993	RL	213000
848	15523	864	CollgCr	36	1Fam	1972	RL	133500
849	45600	2358	ClearCr	75	1Fam	1908	RL	240000
850	9600	1855	Veenker	80	1Fam	1976	RL	187000
851	4435	848	CollgCr	36	TwnhsE	2003	RM	131500
852	3196	1456	Blmngtn	NA	TwnhsE	2003	RL	215000
853	7128	1646	Crawfor	53	1Fam	1941	RL	164000
854	12095	1445	NAmes	NA	1Fam	1964	RL	158000
855	17920	1779	Sawyer	102	1Fam	1955	RL	170000
856	6897	1040	Sawyer	NA	1Fam	1962	RL	127000
857	10970	1026	CollgCr	NA	1Fam	1978	RL	147000
858	8125	1481	Gilbert	65	1Fam	1994	RL	174000
859	10400	1370	NWAmes	80	1Fam	1976	RL	152000
860	11029	2654	NWAmes	NA	1Fam	1968	RL	250000
861	7642	1426	Crawfor	55	1Fam	1918	RL	189950
862	11625	1039	Sawyer	75	2fmCon	1965	RL	131500
863	9672	1097	SawyerW	81	1Fam	1984	RL	152000
864	7931	1148	NAmes	70	1Fam	1959	RL	132500
865	8640	1372	Somerst	72	1Fam	2007	FV	250580
866	8750	1002	NAmes	NA	1Fam	1970	RL	148500
867	10656	1646	Timber	67	1Fam	2006	RL	248900
868	6970	1120	Sawyer	85	1Fam	1961	RL	129000
869	14762	2320	Gilbert	NA	1Fam	1948	RL	169000
870	9938	1949	SawyerW	80	1Fam	1993	RL	236000
871	6600	894	NAmes	60	1Fam	1962	RL	109500
872	8750	1682	CollgCr	70	1Fam	1998	RL	200500
873	8892	910	NAmes	74	1Fam	1953	RL	116000
874	12144	1268	NAmes	60	1Fam	1949	RL	133000
875	5720	1131	OldTown	52	1Fam	1941	RM	66500
876	9000	2610	Somerst	75	1Fam	2007	FV	303477
877	25286	1040	Mitchel	94	1Fam	1963	RL	132250
878	8834	2224	NridgHt	74	1Fam	2004	RL	350000
879	11782	1155	Sawyer	88	1Fam	1961	RL	148000
880	7000	864	CollgCr	NA	1Fam	1978	RL	136500
881	7024	1090	Edwards	60	1Fam	2005	RL	157000
882	13758	1717	Timber	44	1Fam	1990	RL	187500
883	9636	1593	Gilbert	NA	1Fam	1992	RL	178000
884	6204	2230	SWISU	60	1Fam	1912	RL	118500
885	7150	892	NAmes	65	1Fam	1967	RL	100000
886	5119	1709	Somerst	50	TwnhsE	1999	FV	328900
887	8393	1712	NAmes	70	Duplex	1959	RL	145000
888	16466	1393	Edwards	59	1Fam	1955	RL	135500
889	15865	2217	NAmes	95	1Fam	1970	RL	268000
890	12160	1505	NAmes	128	1Fam	1953	RL	149500
891	8064	924	NAmes	60	1Fam	1949	RL	122900
892	11184	1683	Sawyer	70	1Fam	1978	RL	172500
893	8414	1068	Sawyer	70	1Fam	1963	RL	154500
894	13284	1383	Sawyer	NA	1Fam	1954	RL	165000
895	7018	1535	SawyerW	64	Duplex	1979	RL	118858
896	7056	1796	NAmes	71	1Fam	1963	RL	140000
897	8765	951	IDOTRR	50	1Fam	1936	RM	106500
898	7018	2240	SawyerW	64	Duplex	1979	RL	142953
899	12919	2364	NridgHt	100	1Fam	2009	RL	611657
900	6993	1236	Sawyer	65	1Fam	1961	RL	135000
901	7340	858	NAmes	NA	1Fam	1971	RL	110000
902	8712	1306	NAmes	64	1Fam	1957	RL	153000
903	7875	1509	Gilbert	63	1Fam	2003	RL	180000
904	14859	1670	Gilbert	50	1Fam	2006	RL	240000
905	6173	902	Sawyer	NA	1Fam	1967	RL	125500
906	9920	1063	NAmes	80	1Fam	1954	RL	128000
907	13501	1636	Somerst	116	1Fam	2006	RL	255000
908	11500	2057	Crawfor	86	1Fam	1936	RL	250000
909	8885	902	Mitchel	NA	1Fam	1983	RL	131000
910	12589	1484	Gilbert	149	1Fam	2005	RL	174000
911	11600	2274	NAmes	80	Duplex	1960	RL	154300
912	9286	1268	CollgCr	NA	1Fam	1977	RL	143500
913	6120	1015	BrkSide	51	1Fam	1925	RM	88000
914	6270	2002	Crawfor	82	Duplex	1949	RH	145000
915	3000	1224	Somerst	30	TwnhsE	2009	FV	173733
916	2001	1092	MeadowV	21	Twnhs	1970	RM	75000
917	9000	480	IDOTRR	50	1Fam	1949	C (all)	35311
918	17140	1229	Edwards	NA	1Fam	1956	RL	135000
919	13125	2127	SawyerW	103	1Fam	1991	RL	238000
920	11029	1414	NAmes	87	1Fam	1958	RL	176500
921	8462	1721	SawyerW	70	1Fam	1994	RL	201000
922	8777	2200	Edwards	67	Duplex	1900	RL	145900
923	10237	1316	Gilbert	65	1Fam	2005	RL	169990
924	8012	1617	SawyerW	50	TwnhsE	1993	RL	193000
925	10240	1686	NWAmes	79	1Fam	1980	RL	207500
926	15611	1126	NWAmes	NA	1Fam	1977	RL	175000
927	11999	2374	NridgHt	93	1Fam	2003	RL	285000
928	9900	1978	NWAmes	NA	1Fam	1968	RL	176000
929	11838	1788	CollgCr	NA	1Fam	2001	RL	236500
930	13006	2236	Gilbert	NA	1Fam	1997	RL	222000
931	8925	1466	Timber	73	1Fam	2007	RL	201000
932	9100	925	NAmes	70	1Fam	1965	RL	117500
933	11670	1905	Somerst	84	1Fam	2006	RL	320000
934	8487	1500	CollgCr	63	1Fam	2004	RL	190000
935	27650	2069	NAmes	313	1Fam	1960	RL	242000
936	5825	747	BrkSide	52	1Fam	1926	RL	79900
937	10083	1200	SawyerW	67	1Fam	2003	RL	184900
938	9675	1971	Somerst	75	1Fam	2005	RL	253000
939	8760	1962	CollgCr	73	1Fam	2006	RL	239799
940	24090	2403	ClearCr	NA	1Fam	1940	RL	244400
941	12640	1728	Mitchel	55	Duplex	1976	RL	150900
942	8755	2060	Gilbert	NA	1Fam	1999	RL	214000
943	7711	1440	Edwards	42	Duplex	1977	RL	150000
944	25000	1632	Mitchel	100	Duplex	1967	RL	143000
945	14375	1344	Timber	NA	1Fam	1958	RL	137500
946	8820	1869	OldTown	98	1Fam	1890	RM	124900
947	8163	1144	NAmes	70	1Fam	1959	RL	143000
948	14536	1629	Timber	85	1Fam	2002	RL	270000
949	14006	1776	CollgCr	65	1Fam	2002	RL	192500
950	9360	1381	NWAmes	78	1Fam	1972	RL	197500
951	7200	864	NAmes	60	1Fam	1950	RL	129000
952	7800	965	SawyerW	60	1Fam	1965	RH	119900
953	7200	768	CollgCr	60	1Fam	1972	RL	133900
954	11075	1968	Mitchel	NA	1Fam	1969	RL	172000
955	9400	980	Edwards	35	Duplex	1975	RL	127500
956	7136	1958	Crawfor	82	Duplex	1946	RH	145000
957	1300	1229	Blueste	24	TwnhsE	1980	RM	124000
958	7420	1057	Sawyer	70	1Fam	1962	RL	132000
959	8450	1337	CollgCr	65	1Fam	2003	RL	185000
960	2572	1416	Somerst	24	Twnhs	1999	FV	155000
961	7207	858	BrkSide	50	1Fam	1958	RL	116500
962	12227	2872	NWAmes	NA	1Fam	1977	RL	272000
963	2308	1548	NPkVill	24	TwnhsE	1976	RL	155000
964	11923	1800	CollgCr	122	1Fam	2007	RL	239000
965	11316	1894	Timber	80	1Fam	2002	RL	214900
966	10237	1484	Gilbert	65	1Fam	2005	RL	178900
967	9600	1308	Crawfor	130	1Fam	1940	RL	160000
968	7390	1098	NAmes	NA	1Fam	1955	RL	135000
969	5925	968	OldTown	50	1Fam	1910	RM	37900
970	10382	1095	NAmes	75	2fmCon	1958	RL	140000
971	10800	1192	NAmes	60	1Fam	1949	RL	135000
972	2268	1626	NridgHt	36	Twnhs	2003	RL	173000
973	7892	918	SawyerW	55	TwnhsE	1979	RL	99500
974	11639	1428	Somerst	95	1Fam	2007	FV	182000
975	11414	2019	BrkSide	60	1Fam	1910	RL	167500
976	2651	1382	Somerst	NA	Twnhs	2000	FV	165000
977	5900	869	BrkSide	51	1Fam	1923	RL	85500
978	4274	1241	Somerst	35	TwnhsE	2006	FV	199900
979	9450	894	Edwards	68	1Fam	1954	RL	110000
980	8816	1121	Sawyer	80	1Fam	1963	RL	139000
981	12122	999	NAmes	NA	1Fam	1961	RL	178400
982	12203	2612	NoRidge	98	1Fam	1998	RL	336000
983	3182	1266	Blmngtn	43	1Fam	2007	RL	159895
984	11250	2290	CollgCr	NA	1Fam	2002	RL	255900
985	10125	1734	Mitchel	75	Duplex	1977	RL	126000
986	10880	1164	Edwards	68	2fmCon	1950	RL	125000
987	5310	1635	OldTown	59	1Fam	1910	RM	117000
988	10159	1940	NridgHt	83	1Fam	2009	RL	395192
989	12046	2030	NWAmes	NA	1Fam	1976	RL	195000
990	8125	1576	Somerst	65	1Fam	2006	FV	197000
991	9452	2392	NoRidge	82	1Fam	1997	RL	348000
992	17671	1742	OldTown	121	1Fam	1882	RM	168000
993	9760	1851	NAmes	80	1Fam	1964	RL	187000
994	8846	1500	CollgCr	68	1Fam	2005	RL	173900
995	12456	1718	NridgHt	96	1Fam	2006	RL	337500
996	4712	1230	BrkSide	51	1Fam	1946	RL	121600
997	10659	1050	NAmes	NA	1Fam	1961	RL	136500
998	11717	1442	NWAmes	NA	1Fam	1970	RL	185000
999	9786	1077	IDOTRR	60	1Fam	1922	RM	91000
1000	6762	1208	CollgCr	64	1Fam	2006	RL	206000
1001	10206	944	Edwards	74	1Fam	1952	RL	82000
1002	5400	691	OldTown	60	1Fam	1920	RL	86000
1003	11957	1574	Somerst	75	1Fam	2006	RL	232000
1004	11500	1680	NWAmes	NA	Duplex	1976	RL	136905
1005	3182	1504	Blmngtn	43	TwnhsE	2005	RL	181000
1006	8385	985	CollgCr	65	1Fam	1977	RL	149900
1007	12155	1657	NAmes	NA	1Fam	1970	RL	163500
1008	2217	1092	MeadowV	21	TwnhsE	1970	RM	88000
1009	12118	1710	Mitchel	43	1Fam	2004	RL	240000
1010	6000	1522	SWISU	60	1Fam	1926	RL	102000
1011	21286	1271	Sawyer	115	1Fam	1948	RL	135000
1012	9825	1664	Edwards	75	Duplex	1965	RL	100000
1013	10592	1502	Crawfor	55	1Fam	1923	RL	165000
1014	7200	1022	OldTown	60	1Fam	1910	RM	85000
1015	11664	1082	NAmes	60	1Fam	1948	RL	119200
1016	8400	1665	NWAmes	70	1Fam	2001	RL	227000
1017	11883	1504	CollgCr	73	1Fam	1996	RL	203000
1018	5814	1360	StoneBr	NA	TwnhsE	1984	RL	187500
1019	10784	1472	Gilbert	NA	1Fam	1991	RL	160000
1020	3013	1506	Blmngtn	43	TwnhsE	2005	RL	213490
1021	7024	1132	Edwards	60	1Fam	2005	RL	176000
1022	7406	1220	CollgCr	64	1Fam	2006	RL	194000
1023	9439	1248	OldTown	52	1Fam	1930	RM	87000
1024	3182	1504	Blmngtn	43	TwnhsE	2005	RL	191000
1025	15498	2898	Timber	NA	1Fam	1976	RL	287000
1026	7700	882	CollgCr	70	1Fam	1972	RL	112500
1027	9300	1264	NAmes	73	1Fam	1960	RL	167500
1028	9520	1646	Timber	71	1Fam	2007	RL	293077
1029	9492	1376	NAmes	79	1Fam	1941	RL	105000
1030	1680	1218	BrDale	21	Twnhs	1972	RM	118000
1031	7082	1928	SWISU	NA	2fmCon	1916	RH	160000
1032	15863	3082	SWISU	102	1Fam	1920	RL	197000
1033	14541	2520	NoRidge	NA	1Fam	1993	RL	310000
1034	8125	1654	CollgCr	NA	1Fam	2002	RL	230000
1035	6305	954	Crawfor	50	1Fam	1938	RL	119750
1036	11500	845	Edwards	NA	1Fam	1957	RL	84000
1037	12898	1620	Timber	89	1Fam	2007	RL	315500
1038	9240	2263	CollgCr	NA	1Fam	2001	RL	287000
1039	1533	1344	MeadowV	21	Twnhs	1970	RM	97000
1040	1477	630	MeadowV	21	TwnhsE	1970	RM	80000
1041	13125	1803	Sawyer	88	1Fam	1957	RL	155000
1042	9130	1632	NWAmes	NA	1Fam	1966	RL	173000
1043	5381	1306	NridgHt	34	Twnhs	2005	RL	196000
1044	11839	2329	SawyerW	86	1Fam	1990	RL	262280
1045	9600	2524	NWAmes	80	1Fam	1981	RL	278000
1046	13680	1733	Edwards	NA	1Fam	1955	RL	139600
1047	16056	2868	StoneBr	85	1Fam	2005	RL	556581
1048	9245	990	CollgCr	57	1Fam	1994	RL	145000
1049	21750	1771	Mitchel	100	1Fam	1960	RL	115000
1050	11100	930	Edwards	60	1Fam	1946	RL	84900
1051	8993	1302	Gilbert	73	1Fam	2007	RL	176485
1052	11175	1316	CollgCr	103	1Fam	2007	RL	200141
1053	9500	1977	NAmes	100	1Fam	1964	RL	165000
1054	8562	1526	Edwards	68	1Fam	1957	RL	144500
1055	11367	1989	CollgCr	90	1Fam	2002	RL	255000
1056	11361	1523	NWAmes	104	1Fam	1976	RL	180000
1057	7052	1364	NridgHt	43	TwnhsE	2005	RL	185850
1058	29959	1850	NoRidge	NA	1Fam	1994	RL	248000
1059	11308	2184	NridgHt	96	1Fam	2008	RL	335000
1060	11275	1991	Crawfor	NA	1Fam	1932	RL	220000
1061	4920	1338	StoneBr	41	TwnhsE	2001	RL	213500
1062	18000	894	IDOTRR	120	1Fam	1935	C (all)	81000
1063	13600	2337	OldTown	85	2fmCon	1900	RM	90000
1064	6000	1103	OldTown	50	1Fam	1925	RM	110500
1065	11000	1154	NAmes	NA	1Fam	1966	RL	154000
1066	14000	2260	ClearCr	80	1Fam	1996	RL	328000
1067	7837	1571	Gilbert	59	1Fam	1993	RL	178000
1068	9760	1611	NAmes	80	1Fam	1964	RL	167900
1069	3964	2521	MeadowV	42	TwnhsE	1973	RM	151400
1070	9600	893	NAmes	60	1Fam	1949	RL	135000
1071	10152	1048	NAmes	72	1Fam	1956	RL	135000
1072	11700	1556	NWAmes	78	1Fam	1968	RL	154000
1073	7585	1456	Edwards	50	1Fam	1948	RL	91500
1074	7950	1426	Edwards	75	1Fam	1977	RL	159500
1075	8556	1240	CollgCr	74	1Fam	2006	RL	194000
1076	13125	1740	Crawfor	75	1Fam	1940	RL	219500
1077	10800	1466	OldTown	60	1Fam	1936	RL	170000
1078	15870	1096	NAmes	NA	1Fam	1969	RL	138800
1079	4435	848	CollgCr	37	TwnhsE	2004	RM	155900
1080	8775	990	CollgCr	65	1Fam	1994	RL	126000
1081	11040	1258	NWAmes	80	1Fam	1971	RL	145000
1082	7500	1040	Sawyer	75	1Fam	1963	RL	133000
1083	8749	1459	CollgCr	70	1Fam	2002	RL	192000
1084	8800	1251	NAmes	80	1Fam	1964	RL	160000
1085	13031	1498	Gilbert	NA	1Fam	1995	RL	187500
1086	9069	996	SawyerW	73	1Fam	1992	RL	147000
1087	1974	1092	MeadowV	NA	TwnhsE	1973	RM	83500
1088	10574	1953	Somerst	85	1Fam	2005	FV	252000
1089	2522	1709	Edwards	24	Twnhs	2004	RM	137500
1090	3316	1247	Somerst	37	TwnhsE	2005	FV	197000
1091	8544	1040	NAmes	60	Duplex	1950	RL	92900
1092	2160	1252	Somerst	24	Twnhs	1999	FV	160000
1093	8400	1694	SWISU	60	1Fam	1925	RL	136500
1094	9230	1200	NAmes	71	1Fam	1965	RL	146000
1095	5868	936	NAmes	74	1Fam	1956	RL	129000
1096	9317	1314	CollgCr	78	1Fam	2006	RL	176432
1097	6882	1355	IDOTRR	60	1Fam	1914	RM	127000
1098	3696	1088	StoneBr	NA	TwnhsE	1986	RL	170000
1099	6000	1324	BrkSide	50	1Fam	1936	RM	128000
1100	11880	1601	NWAmes	82	1Fam	1978	RL	157000
1101	8400	438	SWISU	60	1Fam	1920	RL	60000
1102	9758	950	NAmes	61	1Fam	1971	RL	119500
1103	7000	1134	NAmes	70	1Fam	1960	RL	135000
1104	8910	1194	NAmes	79	1Fam	1959	RL	159500
1105	2016	1302	BrDale	24	TwnhsE	1970	RM	106000
1106	12256	2622	NoRidge	98	1Fam	1994	RL	325000
1107	10357	1442	SawyerW	114	1Fam	1990	RL	179900
1108	23257	2021	Gilbert	168	1Fam	2006	RL	274725
1109	8063	1690	Gilbert	NA	1Fam	2000	RL	181000
1110	11362	1836	NridgHt	107	1Fam	2004	RL	280000
1111	8000	1658	Gilbert	NA	1Fam	1995	RL	188000
1112	10480	1964	NWAmes	80	1Fam	1976	RL	205000
1113	7100	816	NAmes	73	1Fam	1957	RL	129900
1114	8923	1008	NAmes	66	1Fam	1953	RL	134500
1115	5400	833	OldTown	90	1Fam	1954	RL	117000
1116	12085	1734	NridgHt	93	1Fam	2007	RL	318000
1117	7750	1419	Gilbert	NA	1Fam	2002	RL	184100
1118	9764	894	Sawyer	57	1Fam	1967	RL	130000
1119	13825	1601	Sawyer	85	1Fam	1958	RL	140000
1120	7560	1040	NAmes	70	1Fam	1959	RL	133700
1121	8263	1012	IDOTRR	59	1Fam	1920	RM	118400
1122	10084	1552	CollgCr	84	1Fam	2005	RL	212900
1123	8926	960	Edwards	NA	1Fam	1956	RL	112000
1124	9405	698	Edwards	50	1Fam	1947	RL	118000
1125	9125	1482	Gilbert	NA	1Fam	1992	RL	163900
1126	10434	1005	NAmes	60	1Fam	1955	RL	115000
1127	3684	1555	Blmngtn	53	TwnhsE	2007	RL	174000
1128	14572	1530	Gilbert	182	1Fam	2004	RL	259000
1129	11796	1959	Gilbert	59	1Fam	2004	RL	215000
1130	7200	936	OldTown	60	Duplex	1980	RM	140000
1131	7804	1981	SWISU	65	1Fam	1928	RL	135000
1132	10712	974	Mitchel	63	1Fam	1991	RL	93500
1133	9900	2210	OldTown	90	1Fam	1880	RM	117500
1134	9828	2020	SawyerW	80	1Fam	1995	RL	239500
1135	8773	1600	Gilbert	57	1Fam	1997	RL	169000
1136	6180	986	BrkSide	60	1Fam	1926	RM	102000
1137	9600	1252	NAmes	80	1Fam	1950	RL	119000
1138	6342	1020	Sawyer	54	1Fam	1875	RL	94000
1139	9819	1567	Mitchel	NA	1Fam	1977	RL	196000
1140	8731	1167	BrkSide	98	1Fam	1920	RL	144000
1141	7350	952	NAmes	60	1Fam	1951	RL	139000
1142	10304	1868	NWAmes	NA	1Fam	1976	RL	197500
1143	9965	2828	CollgCr	77	1Fam	2006	RL	424870
1144	9000	1006	Sawyer	NA	1Fam	1959	RL	80000
1145	12180	924	Edwards	60	2fmCon	1941	RL	80000
1146	6240	1576	BrkSide	52	1Fam	1928	RM	149000
1147	11200	1298	SawyerW	NA	1Fam	1985	RL	180000
1148	12000	1564	Crawfor	75	1Fam	1941	RL	174500
1149	5700	1111	OldTown	NA	1Fam	1926	RM	116900
1150	9000	1482	OldTown	50	1Fam	1920	RM	143000
1151	8280	932	NAmes	57	1Fam	1950	RL	124000
1152	17755	1466	Edwards	134	1Fam	1959	RL	149900
1153	14115	1811	Crawfor	90	1Fam	1956	RL	230000
1154	5890	816	IDOTRR	NA	1Fam	1930	RM	120500
1155	13700	1820	NAmes	NA	1Fam	1965	RL	201800
1156	10768	1437	Veenker	90	1Fam	1976	RL	218000
1157	9350	1265	NAmes	85	1Fam	1965	RL	179900
1158	5001	1314	NridgHt	34	Twnhs	2007	RL	230000
1159	11932	1580	Somerst	92	1Fam	2007	RL	235128
1160	9120	1876	NWAmes	76	1Fam	1974	RL	185000
1161	2280	1456	NPkVill	24	Twnhs	1978	RL	146000
1162	14778	1640	Crawfor	NA	1Fam	1954	RL	224000
1163	8724	894	Sawyer	109	1Fam	1968	RL	129000
1164	12900	1258	Sawyer	60	Duplex	1969	RL	108959
1165	16157	1432	Veenker	NA	1Fam	1978	RL	194000
1166	9541	1502	NridgHt	79	1Fam	2009	RL	233170
1167	10475	1694	CollgCr	64	1Fam	2008	RL	245350
1168	10852	1671	Gilbert	58	1Fam	2000	RL	173000
1169	13728	2108	Edwards	120	1Fam	1935	RL	235000
1170	35760	3627	NoRidge	118	1Fam	1995	RL	625000
1171	9880	1118	Mitchel	76	1Fam	1977	RL	171000
1172	9120	1261	NAmes	76	1Fam	1958	RL	163000
1173	4017	1250	Somerst	35	TwnhsE	2006	FV	171900
1174	18030	3086	ClearCr	138	1Fam	1946	RL	200500
1175	16560	2345	Crawfor	80	1Fam	1932	RL	239000
1176	10678	2872	NoRidge	85	1Fam	1992	RL	285000
1177	6951	923	Mitchel	37	1Fam	1984	RL	119500
1178	3950	1224	OldTown	NA	1Fam	1926	RM	115000
1179	7681	1343	Crawfor	54	1Fam	1921	RL	154900
1180	8335	1124	Edwards	77	1Fam	1954	RL	93000
1181	11170	2514	Timber	NA	1Fam	1990	RL	250000
1182	5587	1652	Crawfor	64	TwnhsE	2008	RM	392500
1183	15623	4476	NoRidge	160	1Fam	1996	RL	745000
1184	10800	1130	OldTown	60	1Fam	1920	RL	120000
1185	35133	1572	Timber	50	1Fam	1963	RL	186700
1186	9738	1221	Edwards	60	1Fam	1924	RL	104900
1187	10615	1699	OldTown	107	2fmCon	1900	RL	95000
1188	12461	1624	NoRidge	89	1Fam	1994	RL	262000
1189	8935	1660	CollgCr	68	1Fam	2002	RL	195000
1190	7500	1804	Gilbert	60	1Fam	1999	RL	189000
1191	32463	1622	Mitchel	NA	2fmCon	1961	RL	168000
1192	2645	1441	Somerst	24	Twnhs	1999	FV	174000
1193	9600	1472	OldTown	60	1Fam	1925	RM	125000
1194	4500	1224	Mitchel	NA	TwnhsE	1999	RM	165000
1195	9364	1352	Sawyer	80	1Fam	1969	RL	158000
1196	8029	1456	Gilbert	51	1Fam	2005	RL	176000
1197	14054	1863	Gilbert	58	1Fam	2006	RL	219210
1198	8850	1690	OldTown	65	1Fam	1916	RM	144000
1199	9100	1212	CollgCr	70	1Fam	2001	RL	178000
1200	11235	1382	Sawyer	75	1Fam	1963	RL	148000
1201	9353	864	NAmes	71	1Fam	1970	RL	116050
1202	10400	1779	CollgCr	80	1Fam	1998	RL	197900
1203	6000	1348	BrkSide	50	1Fam	1925	RM	117000
1204	9750	1630	CollgCr	75	1Fam	2000	RL	213000
1205	10140	1074	NWAmes	78	1Fam	1975	RL	153500
1206	14684	2196	SawyerW	90	1Fam	1990	RL	271900
1207	8900	1056	SawyerW	NA	1Fam	1966	RH	107000
1208	9135	1700	CollgCr	70	1Fam	2003	RL	200000
1209	7763	1283	NAmes	70	1Fam	1962	RL	140000
1210	10182	1660	Somerst	85	1Fam	2006	RL	290000
1211	11218	1845	SawyerW	70	1Fam	1992	RL	189000
1212	12134	1752	Gilbert	152	1Fam	1988	RL	164000
1213	9340	672	Edwards	50	1Fam	1941	RL	113000
1214	10246	960	Sawyer	NA	1Fam	1965	RL	145000
1215	10205	999	NAmes	69	1Fam	1962	RL	134500
1216	7094	894	Sawyer	99	1Fam	1966	RL	125000
1217	8930	1902	Sawyer	68	Duplex	1978	RM	112000
1218	8640	1314	Somerst	72	1Fam	2009	FV	229456
1219	6240	912	BrkSide	52	1Fam	1947	RM	80500
1220	1680	1218	BrDale	21	Twnhs	1971	RM	91500
1221	7800	912	NAmes	66	1Fam	1964	RL	115000
1222	8250	1211	Sawyer	55	1Fam	1968	RL	134000
1223	10496	1846	NAmes	78	1Fam	1949	RL	143000
1224	10680	2136	NAmes	89	1Fam	1951	RL	137900
1225	15384	1490	Gilbert	60	1Fam	2004	RL	184000
1226	10482	1138	NAmes	65	1Fam	1958	RL	145000
1227	14598	1933	Somerst	86	1Fam	2007	RL	214000
1228	8872	912	NAmes	72	1Fam	1965	RL	147000
1229	8769	1702	NridgHt	65	TwnhsE	2008	RL	367294
1230	7910	1507	NAmes	70	1Fam	1960	RL	127000
1231	18890	2620	Sawyer	NA	Duplex	1977	RL	190000
1232	7728	1190	NAmes	70	Duplex	1962	RL	132500
1233	9842	1224	NAmes	70	Duplex	1962	RL	101800
1234	12160	1188	NAmes	NA	1Fam	1959	RL	142000
1235	8525	1964	SWISU	55	1Fam	1911	RH	130000
1236	13132	1784	Crawfor	96	1Fam	1914	RL	138887
1237	2628	1626	NridgHt	36	Twnhs	2003	RL	175500
1238	12393	1948	CollgCr	41	1Fam	2004	RL	195000
1239	13072	1141	SawyerW	63	1Fam	2005	RL	142500
1240	9037	1484	Timber	64	1Fam	2006	RL	265900
1241	8158	1768	CollgCr	65	1Fam	2003	RL	224900
1242	9849	1689	Somerst	83	1Fam	2007	RL	248328
1243	10625	1173	NWAmes	85	1Fam	1974	RL	170000
1244	13891	2076	NridgHt	107	1Fam	2006	RL	465000
1245	11435	1517	Crawfor	NA	1Fam	1929	RL	230000
1246	12090	1868	NWAmes	78	1Fam	1984	RL	178000
1247	8125	1553	Somerst	65	1Fam	2005	FV	186500
1248	12328	1034	Mitchel	NA	1Fam	1976	RL	169900
1249	9600	2058	OldTown	60	1Fam	1917	RM	129500
1250	7200	988	NAmes	60	1Fam	1950	RL	119000
1251	11160	2110	NAmes	93	1Fam	1968	RL	244000
1252	3136	1405	NridgHt	NA	TwnhsE	2003	RL	171750
1253	9858	874	Mitchel	62	1Fam	1968	RL	130000
1254	17542	2167	Veenker	NA	1Fam	1974	RL	294000
1255	6931	1656	Edwards	60	1Fam	2003	RL	165400
1256	6240	1367	BrkSide	52	1Fam	1931	RM	127500
1257	14303	1987	NoRidge	91	1Fam	1994	RL	301500
1258	4060	864	Edwards	56	1Fam	1922	RL	99900
1259	9587	1166	Gilbert	59	1Fam	2005	RL	190000
1260	9750	1054	NAmes	65	1Fam	1969	RL	151000
1261	24682	1675	Gilbert	NA	1Fam	1999	RL	181000
1262	9600	1050	NAmes	80	1Fam	1956	RL	128900
1263	11250	1788	ClearCr	NA	1Fam	1957	RL	161500
1264	13515	1824	BrkSide	60	1Fam	1919	RL	180500
1265	4060	1337	NAmes	34	TwnhsE	1998	RH	181000
1266	3735	1452	Somerst	35	TwnhsE	1999	FV	183900
1267	10120	1889	OldTown	60	2fmCon	1910	RM	122000
1268	13214	2018	Timber	89	1Fam	2008	RL	378500
1269	14100	3447	Crawfor	NA	1Fam	1935	RL	381000
1270	11344	1524	NAmes	78	1Fam	1958	RL	144000
1271	23595	1524	ClearCr	NA	1Fam	1979	RL	260000
1272	9156	1489	NWAmes	NA	1Fam	1968	RL	185750
1273	13526	935	Sawyer	NA	1Fam	1965	RL	137000
1274	11512	1357	Edwards	124	1Fam	1959	RL	177000
1275	5362	1250	Crawfor	53	1Fam	1910	RL	139000
1276	11345	1920	NAmes	95	Duplex	1948	RL	137000
1277	12936	1395	NWAmes	NA	1Fam	1972	RL	162000
1278	17871	1724	NWAmes	NA	1Fam	1967	RL	197900
1279	9473	2031	CollgCr	75	1Fam	2002	RL	237000
1280	7500	1128	IDOTRR	60	1Fam	1920	C (all)	68400
1281	9808	1573	CollgCr	67	1Fam	2002	RL	227000
1282	8049	1339	Timber	50	1Fam	1990	RL	180000
1283	8800	1040	CollgCr	61	1Fam	1977	RL	150500
1284	9400	1824	Mitchel	94	Duplex	1971	RL	139000
1285	9638	2447	SWISU	50	1Fam	1919	RL	169000
1286	6000	1412	BrkSide	50	1Fam	1939	RM	132500
1287	9790	1328	NWAmes	NA	1Fam	1963	RL	143000
1288	36500	1582	ClearCr	NA	1Fam	1964	RL	190000
1289	5664	1659	StoneBr	40	TwnhsE	2000	RL	278000
1290	11065	1970	NridgHt	86	1Fam	2006	RL	281000
1291	14112	1152	NAmes	NA	1Fam	1964	RL	180500
1292	1680	1302	BrDale	21	Twnhs	1972	RM	119500
1293	6600	2372	OldTown	60	1Fam	1892	RM	107500
1294	10140	1664	NWAmes	78	1Fam	1976	RL	162900
1295	8172	864	Edwards	60	1Fam	1955	RL	115000
1296	8400	1052	NAmes	70	1Fam	1968	RL	138500
1297	8700	1128	NAmes	80	1Fam	1963	RL	155000
1298	3675	1072	Edwards	35	TwnhsE	2005	RM	140000
1299	63887	5642	Edwards	313	1Fam	2008	RL	160000
1300	7500	1246	NAmes	75	1Fam	1959	RL	154000
1301	10762	1983	Gilbert	NA	1Fam	1999	RL	225000
1302	7500	1494	Crawfor	NA	1Fam	1942	RL	177500
1303	10120	2526	NoRidge	92	1Fam	1994	RL	290000
1304	8688	1616	Somerst	73	1Fam	2005	RL	232000
1305	3363	1708	Edwards	32	TwnhsE	2004	RM	130000
1306	13173	1652	NridgHt	108	1Fam	2006	RL	325000
1307	6955	1368	NridgHt	48	TwnhsE	2005	RL	202500
1308	8072	990	CollgCr	60	1Fam	1994	RL	138000
1309	12000	1122	OldTown	100	1Fam	1948	RM	147000
1310	7153	1294	SawyerW	NA	1Fam	1991	RL	179200
1311	17500	1902	Crawfor	100	1Fam	1959	RL	335000
1312	8814	1274	CollgCr	68	1Fam	2005	RL	203000
1313	9572	2810	NoRidge	NA	1Fam	1990	RL	302000
1314	14774	2599	NoRidge	108	1Fam	1999	RL	333168
1315	8190	948	Edwards	60	1Fam	1954	RL	119000
1316	11075	2112	NAmes	85	1Fam	1969	RL	206900
1317	10226	1630	CollgCr	61	1Fam	2008	RL	295493
1318	4230	1352	Somerst	47	TwnhsE	2006	FV	208900
1319	14781	1787	CollgCr	NA	1Fam	2001	RL	275000
1320	10215	948	Edwards	75	1Fam	1954	RL	111000
1321	8400	1478	NAmes	70	1Fam	1957	RL	156500
1322	6627	720	BrkSide	NA	1Fam	1949	RL	72500
1323	10186	1923	NoRidge	107	1Fam	1992	RL	190000
1324	5330	708	BrkSide	50	1Fam	1940	RL	82500
1325	9986	1795	Somerst	75	1Fam	2006	RL	147000
1326	3636	796	IDOTRR	40	1Fam	1922	RM	55000
1327	4270	774	Edwards	70	1Fam	1931	RH	79000
1328	6600	816	Mitchel	60	1Fam	1982	RL	130500
1329	10440	2792	OldTown	60	1Fam	1920	RM	256000
1330	9084	1632	Gilbert	63	1Fam	1998	RL	176500
1331	10000	1588	Somerst	85	1Fam	2006	RL	227000
1332	10780	954	CollgCr	55	1Fam	1976	RL	132500
1333	8877	816	Edwards	67	1Fam	1938	RL	100000
1334	7200	1360	IDOTRR	60	1Fam	1938	RM	125500
1335	2368	1365	BrDale	24	TwnhsE	1970	RM	125000
1336	9650	1334	NWAmes	80	1Fam	1977	RL	167900
1337	9246	1656	NWAmes	87	Duplex	1973	RL	135000
1338	4118	693	OldTown	153	1Fam	1941	RM	52500
1339	13450	1861	CollgCr	95	1Fam	2002	RL	200000
1340	9560	864	CollgCr	120	1Fam	1972	RL	128500
1341	8294	872	NAmes	70	1Fam	1971	RL	123000
1342	13695	1114	SawyerW	66	1Fam	2003	RL	155000
1343	9375	2169	CollgCr	NA	1Fam	2002	RL	228500
1344	7558	1913	Crawfor	57	1Fam	1928	RL	177000
1345	11103	1456	CollgCr	85	1Fam	2006	RL	155835
1346	6000	960	OldTown	50	1Fam	1920	RM	108500
1347	20781	2156	NWAmes	NA	1Fam	1968	RL	262500
1348	15306	1776	Timber	93	1Fam	2006	RL	283463
1349	16196	1494	SawyerW	NA	1Fam	1998	RL	215000
1350	5250	2358	OldTown	50	1Fam	1872	RM	122000
1351	11643	2634	NAmes	91	Duplex	1969	RL	200000
1352	9247	1716	NAmes	70	1Fam	1962	RL	171000
1353	6000	1176	BrkSide	50	1Fam	1937	RM	134900
1354	14720	3238	NoRidge	56	1Fam	1995	RL	410000
1355	10316	1865	CollgCr	NA	1Fam	2000	RL	235000
1356	10192	1920	NWAmes	102	1Fam	1968	RL	170000
1357	9477	892	NAmes	NA	1Fam	1966	RL	110000
1358	12537	1078	NAmes	NA	1Fam	1971	RL	149900
1359	2117	1573	Somerst	NA	Twnhs	2000	FV	177500
1360	16737	1980	NridgHt	129	1Fam	2004	RL	315000
1361	9842	2601	SWISU	51	1Fam	1921	RL	189000
1362	16158	1530	StoneBr	124	1Fam	2005	RL	260000
1363	12513	1738	NAmes	NA	1Fam	1920	RL	104900
1364	8499	1412	Gilbert	73	1Fam	2006	RL	156932
1365	3180	1200	Somerst	30	TwnhsE	2005	FV	144152
1366	7500	1674	Somerst	NA	1Fam	2000	FV	216000
1367	9179	1790	CollgCr	68	1Fam	1999	RL	193000
1368	2665	1475	MeadowV	41	TwnhsE	1977	RM	127000
1369	4435	848	CollgCr	NA	TwnhsE	2003	RM	144000
1370	10635	1668	CollgCr	48	1Fam	2003	RL	232000
1371	5400	1374	OldTown	90	1Fam	1920	RL	105000
1372	9600	1661	NAmes	80	1Fam	1955	RL	165500
1373	9750	2097	CollgCr	75	1Fam	1998	RL	274300
1374	11400	2633	NoRidge	NA	1Fam	2001	RL	466500
1375	10625	1958	Somerst	85	1Fam	2005	FV	250000
1376	10991	1571	Timber	89	1Fam	2007	RL	239000
1377	6292	790	SWISU	52	1Fam	1930	RL	91000
1378	10998	1604	Edwards	60	1Fam	1941	RL	117000
1379	1953	987	BrDale	21	Twnhs	1973	RM	83000
1380	9735	1394	Timber	73	1Fam	2006	RL	167500
1381	8212	864	Edwards	45	1Fam	1914	RL	58500
1382	12925	2117	NAmes	NA	1Fam	1970	RL	237500
1383	7200	1762	OldTown	60	1Fam	1920	RM	157000
1384	25339	1416	Sawyer	NA	1Fam	1918	RL	112000
1385	9060	1258	Edwards	60	1Fam	1939	RL	105000
1386	5436	1154	IDOTRR	40	1Fam	1922	RM	125500
1387	16692	2784	NWAmes	80	1Fam	1978	RL	250000
1388	8520	2526	OldTown	60	1Fam	1916	RM	136000
1389	14892	1746	Gilbert	42	1Fam	2006	RL	377500
1390	6000	1218	BrkSide	60	1Fam	1941	RM	131000
1391	9100	1525	CollgCr	70	1Fam	2000	RL	235000
1392	8944	1584	NAmes	65	Duplex	1967	RL	124000
1393	7838	900	NAmes	68	1Fam	1967	RL	123000
1394	10800	1912	OldTown	60	2fmCon	1905	RM	163000
1395	4045	1500	Blmngtn	53	TwnhsE	2006	RL	246578
1396	12665	2482	Timber	88	1Fam	2005	RL	281213
1397	57200	1687	Timber	NA	1Fam	1948	RL	160000
1398	6120	1513	BrkSide	51	1Fam	1920	RM	137500
1399	7200	1904	NAmes	60	1Fam	1950	RL	138000
1400	6171	1608	SWISU	51	1Fam	1925	RL	137450
1401	6000	1158	BrkSide	50	1Fam	1929	RM	120000
1402	7415	1593	Gilbert	62	1Fam	2004	RL	193000
1403	6762	1294	CollgCr	64	1Fam	2006	RL	193879
1404	15256	1464	Somerst	49	1Fam	2007	RL	282922
1405	10410	1214	OldTown	60	1Fam	1915	RL	105000
1406	3842	1646	Crawfor	44	TwnhsE	2004	RM	275000
1407	8445	768	CollgCr	70	1Fam	1972	RL	133000
1408	8780	833	Mitchel	NA	1Fam	1985	RL	112000
1409	7740	1363	OldTown	60	1Fam	1910	RM	125500
1410	20544	2093	NWAmes	46	1Fam	1986	RL	215000
1411	12420	1840	CollgCr	79	1Fam	2001	RL	230000
1412	9600	1668	NAmes	80	1Fam	1950	RL	140000
1413	7200	1040	NAmes	60	Duplex	1949	RL	90000
1414	10994	1844	SawyerW	88	1Fam	2005	RL	257000
1415	13053	1848	BrkSide	64	1Fam	1923	RL	207000
1416	3635	1569	Blmngtn	51	TwnhsE	2007	RL	175900
1417	11340	2290	OldTown	60	2fmCon	1885	RM	122500
1418	16545	2450	NoRidge	NA	1Fam	1998	RL	340000
1419	9204	1144	NAmes	71	1Fam	1963	RL	124000
1420	16381	1844	Crawfor	NA	1Fam	1969	RL	223000
1421	11700	1416	NWAmes	90	1Fam	1968	RL	179900
1422	4043	1069	NPkVill	53	TwnhsE	1977	RL	127500
1423	4435	848	CollgCr	37	TwnhsE	2003	RM	136500
1424	19690	2201	Edwards	NA	1Fam	1966	RL	274970
1425	9503	1344	NAmes	NA	1Fam	1958	RL	144000
1426	10721	1252	NAmes	80	1Fam	1959	RL	142000
1427	10944	2127	NoRidge	81	1Fam	1994	RL	271000
1428	10930	1558	NAmes	60	1Fam	1945	RL	140000
1429	7200	804	OldTown	60	1Fam	1940	RM	119000
1430	12546	1440	NWAmes	NA	1Fam	1981	RL	182900
1431	21930	1838	Gilbert	60	1Fam	2005	RL	192140
1432	4928	958	NPkVill	NA	TwnhsE	1976	RL	143750
1433	10800	968	OldTown	60	1Fam	1927	RL	64500
1434	10261	1792	Gilbert	93	1Fam	2000	RL	186500
1435	17400	1126	Mitchel	80	1Fam	1977	RL	160000
1436	8400	1537	NAmes	80	1Fam	1962	RL	174000
1437	9000	864	NAmes	60	1Fam	1971	RL	120500
1438	12444	1932	NridgHt	96	1Fam	2008	RL	394617
1439	7407	1236	OldTown	90	1Fam	1957	RM	149700
1440	11584	1725	NWAmes	80	1Fam	1979	RL	197000
1441	11526	2555	Crawfor	79	1Fam	1922	RL	191000
1442	4426	848	CollgCr	NA	TwnhsE	2004	RM	149300
1443	11003	2007	Somerst	85	1Fam	2008	FV	310000
1444	8854	952	BrkSide	NA	1Fam	1916	RL	121000
1445	8500	1422	CollgCr	63	1Fam	2004	RL	179600
1446	8400	913	Sawyer	70	1Fam	1966	RL	129000
1447	26142	1188	Mitchel	NA	1Fam	1962	RL	157900
1448	10000	2090	CollgCr	80	1Fam	1995	RL	240000
1449	11767	1346	Edwards	70	1Fam	1910	RL	112000
1450	1533	630	MeadowV	21	Twnhs	1970	RM	92000
1451	9000	1792	NAmes	60	Duplex	1974	RL	136000
1452	9262	1578	Somerst	78	1Fam	2008	RL	287090
1453	3675	1072	Edwards	35	TwnhsE	2005	RM	145000
1454	17217	1140	Mitchel	90	1Fam	2006	RL	84500
1455	7500	1221	Somerst	62	1Fam	2004	FV	185000
1456	7917	1647	Gilbert	62	1Fam	1999	RL	175000
1457	13175	2073	NWAmes	85	1Fam	1978	RL	210000
1458	9042	2340	Crawfor	66	1Fam	1941	RL	266500
1459	9717	1078	NAmes	68	1Fam	1950	RL	142125
1460	9937	1256	Edwards	75	1Fam	1965	RL	147500

异常值处理

缺失值

Code

# 选择字段的缺失值信息
values_to_match <- c("lot_area", "gr_liv_area", "neighborhood", "lot_frontage", "bldg_type", "year_built", "ms_zoning","sale_price")
filtered_rows <- skim_result %>%
  filter(field %in% values_to_match)
  
to_table(filtered_rows)

数据框包含 8 行和 9 列
index	field	type	class	explanation	min	max	median	n_miss	miss_rate
1	bldg_type	character	设计及装修	住宅类别（联排别墅、独栋别墅...）	NA	NA	NA	0	0.0%
2	gr_liv_area	numeric	设计及装修	地上居住面积	334	5642	1464.0	0	0.0%
3	year_built	numeric	时间	房屋修建日期	1872	2010	1973.0	0	0.0%
4	ms_zoning	character	建筑性质	建筑性质（农业、商业、高/低密度住宅）	NA	NA	NA	0	0.0%
5	neighborhood	character	地理信息	建筑在Ames城市的位置	NA	NA	NA	0	0.0%
6	lot_frontage	numeric	地理信息	建筑离街道的距离	21	313	69.0	259	17.7%
7	lot_area	numeric	地理信息	占地面积	1300	215245	9478.5	0	0.0%
8	sale_price	numeric	交易信息	售价	34900	755000	163000.0	0	0.0%

lot_frontage:建筑离街道的距离这列有259个缺失值。明细如下：

Code

choice %>% 
  filter(if_any(everything(), is.na)) %>% 
  to_table()

数据框包含 259 行和 8 列
index	lot_area	gr_liv_area	neighborhood	lot_frontage	bldg_type	year_built	ms_zoning	sale_price
1	10382	2090	NWAmes	NA	1Fam	1973	RL	200000
2	12968	912	Sawyer	NA	1Fam	1962	RL	144000
3	10920	1253	NAmes	NA	1Fam	1960	RL	157000
4	11241	1004	NAmes	NA	1Fam	1970	RL	149000
5	8246	1060	Sawyer	NA	1Fam	1968	RL	154000
6	8544	1228	Sawyer	NA	1Fam	1966	RL	149350
7	9180	884	SawyerW	NA	1Fam	1983	RL	144000
8	9200	938	CollgCr	NA	1Fam	1975	RL	130250
9	13869	1470	Gilbert	NA	1Fam	1997	RL	177000
10	9375	2034	CollgCr	NA	1Fam	1997	RL	219500
11	19900	2207	NAmes	NA	1Fam	1970	RL	180000
12	8475	952	NAmes	NA	1Fam	1956	RL	135750
13	8530	1474	Gilbert	NA	1Fam	1995	RL	168500
14	9765	1470	Gilbert	NA	1Fam	1993	RL	185000
15	10603	1610	NWAmes	NA	1Fam	1977	RL	205000
16	7758	1818	IDOTRR	NA	1Fam	1931	RM	169500
17	7750	1430	Gilbert	NA	1Fam	2000	RL	180000
18	21000	2259	Crawfor	NA	1Fam	1953	RL	217000
19	11616	1092	Sawyer	NA	1Fam	1962	RL	139000
20	21453	988	ClearCr	NA	1Fam	1969	RL	180000
21	4928	958	NPkVill	NA	TwnhsE	1976	RL	128000
22	12224	2054	Gilbert	NA	1Fam	2000	RL	244000
23	6853	1296	Timber	NA	1Fam	2001	RL	220000
24	10355	1214	NAmes	NA	1Fam	1967	RL	143000
25	9505	2035	Gilbert	NA	1Fam	2001	RL	222500
26	6240	1344	BrkSide	NA	1Fam	1936	RM	115000
27	14803	1993	NWAmes	NA	1Fam	1971	RL	190000
28	13500	1252	ClearCr	NA	1Fam	1960	RL	235000
29	11120	1232	Veenker	NA	1Fam	1984	RL	162500
30	10708	1867	ClearCr	NA	1Fam	1955	RL	190000
31	16669	1707	Timber	NA	1Fam	1981	RL	228000
32	12358	1382	OldTown	NA	1Fam	1941	RM	128500
33	13650	1920	Sawyer	NA	1Fam	1958	RL	172500
34	2117	1525	Somerst	NA	Twnhs	2000	FV	177000
35	9947	1217	Mitchel	NA	1Fam	1990	RL	173000
36	7472	1479	NAmes	NA	1Fam	1972	RL	184000
37	4438	848	CollgCr	NA	TwnhsE	2004	RM	149000
38	12493	1100	NAmes	NA	1Fam	1960	RL	141000
39	14364	2062	SawyerW	NA	1Fam	1988	RL	277000
40	10900	1392	CollgCr	NA	1Fam	1977	RL	161750
41	15660	1954	Crawfor	NA	1Fam	1939	RL	311500
42	8068	2267	Gilbert	NA	1Fam	2002	RL	200000
43	7851	1960	Gilbert	NA	1Fam	2002	RL	216500
44	9453	1744	SawyerW	NA	1Fam	1993	RL	194500
45	8880	2110	SawyerW	NA	1Fam	1994	RL	205000
46	159000	2144	ClearCr	NA	1Fam	1958	RL	277000
47	7917	1113	Edwards	NA	1Fam	1976	RL	148000
48	8125	858	NAmes	NA	1Fam	1971	RL	88000
49	9819	900	Sawyer	NA	1Fam	1967	RL	122000
50	16659	2263	NWAmes	NA	1Fam	1977	RL	235000
51	7920	1406	IDOTRR	NA	1Fam	1920	RM	89500
52	12342	861	Edwards	NA	1Fam	1940	RL	82500
53	7685	1501	Gilbert	NA	1Fam	1993	RL	165600
54	14115	1472	NWAmes	NA	1Fam	1980	RL	187500
55	11888	2134	BrkSide	NA	1Fam	1916	RL	214500
56	10624	1728	NAmes	NA	Duplex	1964	RL	119000
57	164660	1786	Timber	NA	2fmCon	1965	RL	228950
58	8544	1040	NAmes	NA	Duplex	1949	RL	87500
59	12772	958	NAmes	NA	1Fam	1960	RL	151500
60	17600	1478	NAmes	NA	1Fam	1960	RL	157500
61	5271	1453	ClearCr	NA	1Fam	1986	RL	190000
62	9248	1167	Gilbert	NA	1Fam	1992	RL	173000
63	7540	912	Mitchel	NA	1Fam	1978	RL	156000
64	9144	1505	BrkSide	NA	1Fam	1940	RL	145000
65	18800	1574	NWAmes	NA	1Fam	1976	RL	190000
66	9500	1394	NAmes	NA	1Fam	1963	RL	159000
67	9830	1287	NAmes	NA	1Fam	1959	RL	162000
68	8121	1664	Gilbert	NA	1Fam	2000	RL	172400
69	10020	904	Edwards	NA	1Fam	1922	RL	61000
70	53107	1953	ClearCr	NA	1Fam	1992	RL	240000
71	8339	882	NAmes	NA	1Fam	1959	RL	106500
72	7446	788	BrkSide	NA	1Fam	1941	RL	100000
73	10364	1572	Gilbert	NA	1Fam	1995	RL	168000
74	9991	1620	Sawyer	NA	1Fam	1976	RL	150000
75	4403	1478	Somerst	NA	1Fam	2009	FV	222000
76	16635	1602	NWAmes	NA	1Fam	1977	RL	215000
77	12800	1644	SawyerW	NA	1Fam	1989	RL	275000
78	11214	1886	Gilbert	NA	1Fam	1998	RL	199900
79	9303	1756	Timber	NA	1Fam	1996	RL	204000
80	53227	1663	ClearCr	NA	1Fam	1954	RL	256000
81	5100	1666	OldTown	NA	1Fam	1925	RM	161000
82	7015	1203	BrkSide	NA	1Fam	1950	RL	110000
83	3072	1414	Blmngtn	NA	TwnhsE	2004	RM	178740
84	6820	1502	StoneBr	NA	TwnhsE	1985	RL	212000
85	7758	999	Sawyer	NA	1Fam	1962	RL	132500
86	2665	1304	MeadowV	NA	TwnhsE	1976	RM	115000
87	12692	3228	NoRidge	NA	1Fam	1992	RL	430000
88	10448	2119	NWAmes	NA	1Fam	1972	RL	158000
89	9531	1796	CollgCr	NA	1Fam	1998	RL	211000
90	32668	2515	Crawfor	NA	1Fam	1957	RL	200624
91	12735	864	NAmes	NA	1Fam	1972	RL	111250
92	11553	1159	Sawyer	NA	1Fam	1968	RL	158000
93	11423	1601	CollgCr	NA	1Fam	2001	RL	272000
94	11000	2285	NoRidge	NA	1Fam	2000	RL	248000
95	13837	2183	NWAmes	NA	1Fam	1988	RL	229000
96	3196	1557	Blmngtn	NA	TwnhsE	2003	RL	234000
97	11341	1392	Sawyer	NA	1Fam	1957	RL	121500
98	13346	2295	NoRidge	NA	1Fam	1992	RL	268000
99	7032	943	NAmes	NA	Duplex	1979	RL	135960
100	14585	1429	NAmes	NA	1Fam	1960	RL	181900
101	4435	848	CollgCr	NA	TwnhsE	2003	RM	140000
102	11050	2153	CollgCr	NA	1Fam	2000	RL	313000
103	10395	1032	NWAmes	NA	1Fam	1978	RL	148000
104	11885	1872	CollgCr	NA	1Fam	2001	RL	261500
105	7861	1509	Gilbert	NA	1Fam	2002	RL	183200
106	2117	1512	Somerst	NA	TwnhsE	2000	FV	168500
107	12342	1422	NAmes	NA	1Fam	1960	RL	139900
108	7050	1929	Somerst	NA	1Fam	2001	FV	226000
109	10530	981	NAmes	NA	1Fam	1971	RL	143250
110	12384	1935	NWAmes	NA	1Fam	1976	RL	197900
111	18450	2380	NAmes	NA	1Fam	1965	RL	129000
112	14175	1437	Sawyer	NA	1Fam	1956	RL	168000
113	11250	1208	Veenker	NA	1Fam	1977	RL	165000
114	9945	988	Sawyer	NA	1Fam	1961	RL	128500
115	2887	1291	ClearCr	NA	1Fam	1996	RL	173000
116	5062	2090	StoneBr	NA	TwnhsE	1984	RL	207500
117	5105	1102	Somerst	NA	TwnhsE	2004	FV	148800
118	4426	848	CollgCr	NA	TwnhsE	2004	RM	141000
119	115149	1824	ClearCr	NA	1Fam	1971	RL	302000
120	7162	904	Sawyer	NA	1Fam	1966	RL	109900
121	13517	1479	Sawyer	NA	1Fam	1976	RL	130500
122	6563	1742	StoneBr	NA	1Fam	1985	RL	275000
123	4426	848	CollgCr	NA	TwnhsE	2004	RM	143000
124	21695	1680	Crawfor	NA	1Fam	1988	RL	222000
125	8978	948	Sawyer	NA	1Fam	1968	RL	108000
126	8963	2715	NWAmes	NA	1Fam	1976	RL	299800
127	8795	2256	Gilbert	NA	1Fam	2000	RL	236000
128	7750	1320	Gilbert	NA	1Fam	2003	RL	162000
129	11616	1386	Sawyer	NA	1Fam	1978	RL	158900
130	7252	858	Sawyer	NA	1Fam	1982	RL	134900
131	9101	1110	Mitchel	NA	1Fam	1978	RL	165500
132	9790	1342	NWAmes	NA	1Fam	1967	RL	161500
133	12205	2087	ClearCr	NA	1Fam	1966	RL	187500
134	11333	1062	Mitchel	NA	1Fam	1976	RL	146800
135	10832	1895	Gilbert	NA	1Fam	1994	RL	194500
136	4438	848	CollgCr	NA	TwnhsE	2004	RM	144500
137	11425	1008	NAmes	NA	1Fam	1954	RL	137000
138	13265	1689	Mitchel	NA	1Fam	2002	RL	271000
139	12394	1733	Gilbert	NA	1Fam	2003	RL	225000
140	28698	2126	ClearCr	NA	1Fam	1967	RL	185000
141	12155	1482	SWISU	NA	1Fam	1925	RH	140000
142	16647	1701	Sawyer	NA	1Fam	1975	RL	171000
143	3196	1456	Blmngtn	NA	TwnhsE	2003	RL	215000
144	12095	1445	NAmes	NA	1Fam	1964	RL	158000
145	6897	1040	Sawyer	NA	1Fam	1962	RL	127000
146	10970	1026	CollgCr	NA	1Fam	1978	RL	147000
147	11029	2654	NWAmes	NA	1Fam	1968	RL	250000
148	8750	1002	NAmes	NA	1Fam	1970	RL	148500
149	14762	2320	Gilbert	NA	1Fam	1948	RL	169000
150	7000	864	CollgCr	NA	1Fam	1978	RL	136500
151	9636	1593	Gilbert	NA	1Fam	1992	RL	178000
152	13284	1383	Sawyer	NA	1Fam	1954	RL	165000
153	7340	858	NAmes	NA	1Fam	1971	RL	110000
154	6173	902	Sawyer	NA	1Fam	1967	RL	125500
155	8885	902	Mitchel	NA	1Fam	1983	RL	131000
156	9286	1268	CollgCr	NA	1Fam	1977	RL	143500
157	17140	1229	Edwards	NA	1Fam	1956	RL	135000
158	15611	1126	NWAmes	NA	1Fam	1977	RL	175000
159	9900	1978	NWAmes	NA	1Fam	1968	RL	176000
160	11838	1788	CollgCr	NA	1Fam	2001	RL	236500
161	13006	2236	Gilbert	NA	1Fam	1997	RL	222000
162	24090	2403	ClearCr	NA	1Fam	1940	RL	244400
163	8755	2060	Gilbert	NA	1Fam	1999	RL	214000
164	14375	1344	Timber	NA	1Fam	1958	RL	137500
165	11075	1968	Mitchel	NA	1Fam	1969	RL	172000
166	12227	2872	NWAmes	NA	1Fam	1977	RL	272000
167	7390	1098	NAmes	NA	1Fam	1955	RL	135000
168	2651	1382	Somerst	NA	Twnhs	2000	FV	165000
169	12122	999	NAmes	NA	1Fam	1961	RL	178400
170	11250	2290	CollgCr	NA	1Fam	2002	RL	255900
171	12046	2030	NWAmes	NA	1Fam	1976	RL	195000
172	10659	1050	NAmes	NA	1Fam	1961	RL	136500
173	11717	1442	NWAmes	NA	1Fam	1970	RL	185000
174	11500	1680	NWAmes	NA	Duplex	1976	RL	136905
175	12155	1657	NAmes	NA	1Fam	1970	RL	163500
176	5814	1360	StoneBr	NA	TwnhsE	1984	RL	187500
177	10784	1472	Gilbert	NA	1Fam	1991	RL	160000
178	15498	2898	Timber	NA	1Fam	1976	RL	287000
179	7082	1928	SWISU	NA	2fmCon	1916	RH	160000
180	14541	2520	NoRidge	NA	1Fam	1993	RL	310000
181	8125	1654	CollgCr	NA	1Fam	2002	RL	230000
182	11500	845	Edwards	NA	1Fam	1957	RL	84000
183	9240	2263	CollgCr	NA	1Fam	2001	RL	287000
184	9130	1632	NWAmes	NA	1Fam	1966	RL	173000
185	13680	1733	Edwards	NA	1Fam	1955	RL	139600
186	29959	1850	NoRidge	NA	1Fam	1994	RL	248000
187	11275	1991	Crawfor	NA	1Fam	1932	RL	220000
188	11000	1154	NAmes	NA	1Fam	1966	RL	154000
189	15870	1096	NAmes	NA	1Fam	1969	RL	138800
190	13031	1498	Gilbert	NA	1Fam	1995	RL	187500
191	1974	1092	MeadowV	NA	TwnhsE	1973	RM	83500
192	3696	1088	StoneBr	NA	TwnhsE	1986	RL	170000
193	8063	1690	Gilbert	NA	1Fam	2000	RL	181000
194	8000	1658	Gilbert	NA	1Fam	1995	RL	188000
195	7750	1419	Gilbert	NA	1Fam	2002	RL	184100
196	8926	960	Edwards	NA	1Fam	1956	RL	112000
197	9125	1482	Gilbert	NA	1Fam	1992	RL	163900
198	9819	1567	Mitchel	NA	1Fam	1977	RL	196000
199	10304	1868	NWAmes	NA	1Fam	1976	RL	197500
200	9000	1006	Sawyer	NA	1Fam	1959	RL	80000
201	11200	1298	SawyerW	NA	1Fam	1985	RL	180000
202	5700	1111	OldTown	NA	1Fam	1926	RM	116900
203	5890	816	IDOTRR	NA	1Fam	1930	RM	120500
204	13700	1820	NAmes	NA	1Fam	1965	RL	201800
205	14778	1640	Crawfor	NA	1Fam	1954	RL	224000
206	16157	1432	Veenker	NA	1Fam	1978	RL	194000
207	3950	1224	OldTown	NA	1Fam	1926	RM	115000
208	11170	2514	Timber	NA	1Fam	1990	RL	250000
209	32463	1622	Mitchel	NA	2fmCon	1961	RL	168000
210	4500	1224	Mitchel	NA	TwnhsE	1999	RM	165000
211	8900	1056	SawyerW	NA	1Fam	1966	RH	107000
212	10246	960	Sawyer	NA	1Fam	1965	RL	145000
213	18890	2620	Sawyer	NA	Duplex	1977	RL	190000
214	12160	1188	NAmes	NA	1Fam	1959	RL	142000
215	11435	1517	Crawfor	NA	1Fam	1929	RL	230000
216	12328	1034	Mitchel	NA	1Fam	1976	RL	169900
217	3136	1405	NridgHt	NA	TwnhsE	2003	RL	171750
218	17542	2167	Veenker	NA	1Fam	1974	RL	294000
219	24682	1675	Gilbert	NA	1Fam	1999	RL	181000
220	11250	1788	ClearCr	NA	1Fam	1957	RL	161500
221	14100	3447	Crawfor	NA	1Fam	1935	RL	381000
222	23595	1524	ClearCr	NA	1Fam	1979	RL	260000
223	9156	1489	NWAmes	NA	1Fam	1968	RL	185750
224	13526	935	Sawyer	NA	1Fam	1965	RL	137000
225	12936	1395	NWAmes	NA	1Fam	1972	RL	162000
226	17871	1724	NWAmes	NA	1Fam	1967	RL	197900
227	9790	1328	NWAmes	NA	1Fam	1963	RL	143000
228	36500	1582	ClearCr	NA	1Fam	1964	RL	190000
229	14112	1152	NAmes	NA	1Fam	1964	RL	180500
230	10762	1983	Gilbert	NA	1Fam	1999	RL	225000
231	7500	1494	Crawfor	NA	1Fam	1942	RL	177500
232	7153	1294	SawyerW	NA	1Fam	1991	RL	179200
233	9572	2810	NoRidge	NA	1Fam	1990	RL	302000
234	14781	1787	CollgCr	NA	1Fam	2001	RL	275000
235	6627	720	BrkSide	NA	1Fam	1949	RL	72500
236	9375	2169	CollgCr	NA	1Fam	2002	RL	228500
237	20781	2156	NWAmes	NA	1Fam	1968	RL	262500
238	16196	1494	SawyerW	NA	1Fam	1998	RL	215000
239	10316	1865	CollgCr	NA	1Fam	2000	RL	235000
240	9477	892	NAmes	NA	1Fam	1966	RL	110000
241	12537	1078	NAmes	NA	1Fam	1971	RL	149900
242	2117	1573	Somerst	NA	Twnhs	2000	FV	177500
243	12513	1738	NAmes	NA	1Fam	1920	RL	104900
244	7500	1674	Somerst	NA	1Fam	2000	FV	216000
245	4435	848	CollgCr	NA	TwnhsE	2003	RM	144000
246	11400	2633	NoRidge	NA	1Fam	2001	RL	466500
247	12925	2117	NAmes	NA	1Fam	1970	RL	237500
248	25339	1416	Sawyer	NA	1Fam	1918	RL	112000
249	57200	1687	Timber	NA	1Fam	1948	RL	160000
250	8780	833	Mitchel	NA	1Fam	1985	RL	112000
251	16545	2450	NoRidge	NA	1Fam	1998	RL	340000
252	16381	1844	Crawfor	NA	1Fam	1969	RL	223000
253	19690	2201	Edwards	NA	1Fam	1966	RL	274970
254	9503	1344	NAmes	NA	1Fam	1958	RL	144000
255	12546	1440	NWAmes	NA	1Fam	1981	RL	182900
256	4928	958	NPkVill	NA	TwnhsE	1976	RL	143750
257	4426	848	CollgCr	NA	TwnhsE	2004	RM	149300
258	8854	952	BrkSide	NA	1Fam	1916	RL	121000
259	26142	1188	Mitchel	NA	1Fam	1962	RL	157900

查看缺失值分布

Code

# 执行后查看 1.每个变量的数据类型（通过颜色区分）2. 缺失值的位置（如果有）3.变量之间的相对位置和排列。
choice %>% vis_dat()

Code

# 排除lot_frontage 列之后的数据情况
choice %>% 
  select(-lot_frontage) %>% 
  vis_dat()

共计1460个样本，确实259个，占比17.8%

缺失值有以下处理方式：

如果不重要的列，直接删除(此处不行)
填充缺失值。用中位数/平均值/固定值填充
删除含缺失值的行。此处删除后还有 1201个样本。暂时使用此处理方式。

更好的处理方式。还请各位老师指导。

Code

choice <- choice %>% 
  drop_na()
to_table(choice)

数据框包含 1201 行和 8 列
index	lot_area	gr_liv_area	neighborhood	lot_frontage	bldg_type	year_built	ms_zoning	sale_price
1	8450	1710	CollgCr	65	1Fam	2003	RL	208500
2	9600	1262	Veenker	80	1Fam	1976	RL	181500
3	11250	1786	CollgCr	68	1Fam	2001	RL	223500
4	9550	1717	Crawfor	60	1Fam	1915	RL	140000
5	14260	2198	NoRidge	84	1Fam	2000	RL	250000
6	14115	1362	Mitchel	85	1Fam	1993	RL	143000
7	10084	1694	Somerst	75	1Fam	2004	RL	307000
8	6120	1774	OldTown	51	1Fam	1931	RM	129900
9	7420	1077	BrkSide	50	2fmCon	1939	RL	118000
10	11200	1040	Sawyer	70	1Fam	1965	RL	129500
11	11924	2324	NridgHt	85	1Fam	2005	RL	345000
12	10652	1494	CollgCr	91	1Fam	2006	RL	279500
13	6120	854	BrkSide	51	1Fam	1929	RM	132000
14	10791	1296	Sawyer	72	Duplex	1967	RL	90000
15	13695	1114	SawyerW	66	1Fam	2004	RL	159000
16	7560	1339	NAmes	70	1Fam	1958	RL	139000
17	14215	2376	NridgHt	101	1Fam	2005	RL	325300
18	7449	1108	IDOTRR	57	1Fam	1930	RM	139400
19	9742	1795	CollgCr	75	1Fam	2002	RL	230000
20	4224	1060	MeadowV	44	TwnhsE	1976	RM	129900
21	14230	1600	NridgHt	110	1Fam	2007	RL	256300
22	7200	900	NAmes	60	1Fam	1951	RL	134800
23	11478	1704	NridgHt	98	1Fam	2007	RL	306000
24	16321	1600	NAmes	47	1Fam	1957	RL	207500
25	6324	520	BrkSide	60	1Fam	1927	RM	68500
26	8500	1317	IDOTRR	50	1Fam	1920	C (all)	40000
27	11049	1234	CollgCr	85	1Fam	2007	RL	179900
28	10552	1700	NAmes	70	1Fam	1959	RL	165500
29	7313	1561	NridgHt	60	TwnhsE	2005	RL	277500
30	13418	2452	NridgHt	108	1Fam	2004	RL	309000
31	10859	1097	CollgCr	112	1Fam	1994	RL	145000
32	8532	1297	NAmes	74	1Fam	1954	RL	153000
33	7922	1057	NAmes	68	1Fam	1953	RL	109000
34	6040	1152	Edwards	65	Duplex	1955	RL	82000
35	8658	1324	NAmes	84	1Fam	1965	RL	160000
36	16905	1328	Timber	115	1Fam	1959	RL	170000
37	7945	1150	NAmes	70	1Fam	1959	RL	141000
38	7658	1752	NridgHt	61	TwnhsE	2005	RL	319900
39	12822	2149	Mitchel	48	1Fam	2003	RL	239686
40	11096	1656	Somerst	84	1Fam	2006	FV	249700
41	4456	1452	OldTown	33	2fmCon	1920	RM	113000
42	7742	955	Sawyer	66	1Fam	1966	RL	127000
43	6240	1176	BrkSide	52	1Fam	1934	RM	114500
44	8472	816	IDOTRR	110	Duplex	1963	RM	110000
45	50271	1842	Veenker	68	1Fam	1981	RL	385000
46	7134	1360	NAmes	60	1Fam	1955	RL	130000
47	10175	1425	NAmes	100	1Fam	1964	RL	180500
48	2645	1739	Somerst	24	Twnhs	1999	FV	172500
49	11645	1720	CollgCr	89	1Fam	2004	RL	196500
50	13682	2945	StoneBr	66	1Fam	2006	RL	438780
51	7200	780	CollgCr	60	1Fam	1972	RL	124900
52	13072	1158	SawyerW	63	1Fam	2004	RL	158000
53	7200	1111	IDOTRR	60	1Fam	1920	RM	101000
54	6442	1370	NridgHt	44	TwnhsE	2006	RL	202500
55	10300	1710	OldTown	50	1Fam	1921	RM	140000
56	9591	2473	NridgHt	76	1Fam	2004	RL	317000
57	10665	1479	CollgCr	72	1Fam	2003	RL	226000
58	4608	747	OldTown	47	1Fam	1945	RM	80000
59	15593	2287	ClearCr	81	1Fam	1953	RL	225000
60	13651	2223	NAmes	95	1Fam	1973	RL	244000
61	7599	845	Mitchel	69	1Fam	1982	RL	129500
62	10141	1718	Gilbert	74	1Fam	1998	RL	185000
63	10200	1086	NAmes	85	1Fam	1954	RL	144900
64	5790	1605	OldTown	60	1Fam	1915	RM	107400
65	1596	988	MeadowV	21	Twnhs	1973	RM	91000
66	8635	1285	BrkSide	50	1Fam	1948	RM	127000
67	10778	1768	Sawyer	72	Duplex	1968	RL	136500
68	10440	1230	OldTown	60	1Fam	1910	RM	110000
69	13000	2142	NAmes	100	1Fam	1968	RL	193500
70	4500	1337	Mitchel	32	TwnhsE	1998	RM	153500
71	10206	1563	Somerst	78	1Fam	2007	RL	245000
72	8892	1065	NAmes	80	1Fam	1960	RL	126500
73	16059	2417	NoRidge	121	1Fam	1991	RL	260000
74	11911	1560	Gilbert	122	1Fam	2005	RL	174000
75	3951	1224	Somerst	40	TwnhsE	2009	FV	164500
76	8470	1526	IDOTRR	105	1Fam	1915	C (all)	85000
77	8070	990	CollgCr	60	1Fam	1994	RL	123600
78	7200	1040	NAmes	60	1Fam	1950	RL	109900
79	8500	1235	NAmes	85	1Fam	1961	RL	98600
80	13360	964	Crawfor	80	1Fam	1921	RL	163500
81	7200	2291	OldTown	60	2fmCon	1910	C (all)	133900
82	9337	1786	CollgCr	69	1Fam	1997	RL	204750
83	10264	1588	CollgCr	78	1Fam	1999	RL	214000
84	10921	960	Edwards	73	1Fam	1965	RL	94750
85	10625	835	Edwards	85	1Fam	1920	RL	83000
86	9320	1225	NAmes	77	1Fam	1959	RL	128950
87	9206	1732	SawyerW	77	1Fam	1985	RL	178000
88	7018	1535	SawyerW	64	Duplex	1979	RL	118964
89	10402	1226	CollgCr	94	1Fam	2009	RL	198900
90	9375	1992	Somerst	75	1Fam	2003	FV	250000
91	10800	1047	OldTown	60	1Fam	1885	RM	100000
92	6000	789	OldTown	50	1Fam	1948	RM	115000
93	8500	1517	IDOTRR	85	1Fam	1919	RM	115000
94	11751	1844	NWAmes	105	1Fam	1977	RL	190000
95	9525	1855	Edwards	75	1Fam	1954	RL	136900
96	9965	2696	CollgCr	77	1Fam	2007	RL	383970
97	7259	2320	Crawfor	61	1Fam	1945	RL	259500
98	3230	1458	Somerst	34	TwnhsE	1999	FV	176000
99	8536	1125	Edwards	74	1Fam	2006	RL	155000
100	12376	3222	SawyerW	90	1Fam	1990	RL	320000
101	8461	1456	CollgCr	65	1Fam	2005	RL	163990
102	6060	1123	IDOTRR	50	1Fam	1939	RM	100000
103	9464	1080	NAmes	75	1Fam	1958	RL	136000
104	7892	1199	SawyerW	55	TwnhsE	1993	RL	153900
105	17043	1586	NWAmes	48	1Fam	1979	RL	181000
106	6780	754	IDOTRR	60	2fmCon	1935	RM	84500
107	4388	840	OldTown	55	1Fam	1930	RM	87000
108	7590	1348	NAmes	69	1Fam	1966	RL	155000
109	8973	1053	NAmes	69	1Fam	1958	RL	150000
110	14200	2157	NAmes	88	1Fam	1966	RL	226000
111	7388	1327	NAmes	75	1Fam	1959	RL	150750
112	10335	1721	Sawyer	78	1Fam	1968	RL	180000
113	10400	1682	NWAmes	80	1Fam	1970	RL	174000
114	11070	1959	Mitchel	82	Duplex	1988	RL	171000
115	9066	1852	CollgCr	73	1Fam	1999	RL	230000
116	15426	1764	CollgCr	65	1Fam	1997	RL	231500
117	10500	864	NAmes	70	1Fam	1971	RL	115000
118	11645	1734	CollgCr	78	1Fam	2005	RL	260000
119	8520	1385	NAmes	71	1Fam	1952	RL	166000
120	10335	1501	CollgCr	78	1Fam	1999	RL	204000
121	9100	1728	Sawyer	70	Duplex	1963	RM	125000
122	2522	1709	Edwards	24	Twnhs	2004	RM	130000
123	6120	875	BrkSide	51	1Fam	1931	RM	105000
124	7500	1080	SawyerW	63	1Fam	2004	RL	141000
125	10356	969	CollgCr	120	1Fam	1975	RL	122000
126	13891	1710	NridgHt	107	1Fam	2007	RL	372402
127	11340	1200	OldTown	84	1Fam	1923	RM	125000
128	9600	1096	Edwards	60	1Fam	1924	RL	79000
129	7200	1040	NAmes	60	1Fam	1950	RL	109500
130	12003	1968	Timber	92	1Fam	2009	RL	269500
131	12552	1947	Somerst	100	1Fam	2004	FV	254900
132	19378	2462	Gilbert	134	1Fam	2005	RL	320000
133	13688	2668	NridgHt	110	1Fam	2003	RL	412500
134	12182	1541	NridgHt	95	1Fam	2005	RL	220000
135	5500	882	OldTown	55	1Fam	1956	RL	103200
136	5400	1616	OldTown	40	1Fam	1926	RM	152000
137	10106	1355	Edwards	62	2fmCon	1940	RL	127500
138	10562	2161	NridgHt	86	1Fam	2007	RL	325624
139	8244	1720	Gilbert	62	1Fam	2004	RL	183500
140	31770	1656	NAmes	141	1Fam	1960	RL	215000
141	5306	1767	StoneBr	44	TwnhsE	1987	RL	239000
142	10197	1362	NAmes	80	1Fam	1961	RL	163000
143	12416	1651	Timber	47	1Fam	1986	RL	184000
144	12615	2158	Edwards	84	1Fam	1950	RL	243000
145	10029	2060	ClearCr	97	1Fam	1988	RL	211000
146	17423	2234	StoneBr	63	1Fam	2008	RL	501837
147	8520	968	OldTown	60	1Fam	1923	RM	100000
148	7588	1802	Crawfor	54	1Fam	1920	RL	200100
149	9060	1340	Edwards	60	1Fam	1957	RL	120000
150	11426	2082	OldTown	63	1Fam	2003	RM	200000
151	7438	1252	BrkSide	92	1Fam	1908	RL	127000
152	22950	3608	OldTown	90	1Fam	1892	RM	475000
153	10410	1656	OldTown	60	1Fam	1916	RL	135000
154	7018	1224	SawyerW	64	Duplex	1979	RL	153337
155	4923	1593	StoneBr	41	TwnhsE	2001	RL	286000
156	10570	2727	Crawfor	70	1Fam	1932	RL	315000
157	9017	1431	CollgCr	68	1Fam	1999	RL	192000
158	2522	1709	Edwards	24	Twnhs	2004	RM	130000
159	7180	864	CollgCr	60	1Fam	1972	RL	127000
160	2280	1456	NPkVill	24	Twnhs	1976	RL	148500
161	9416	1726	Somerst	79	1Fam	2007	RL	311872
162	25419	3112	NAmes	174	1Fam	1918	RL	235000
163	5520	2229	OldTown	92	1Fam	1912	RM	104000
164	9591	1713	NridgHt	76	1Fam	2004	RL	274900
165	8546	1121	Edwards	80	1Fam	2003	RM	140000
166	10125	1279	Mitchel	75	1Fam	1977	RL	171500
167	7000	1310	OldTown	50	1Fam	1924	RL	112000
168	3500	1284	OldTown	50	1Fam	1947	RM	110000
169	11851	1442	Gilbert	99	1Fam	1990	RL	180500
170	13673	1696	Sawyer	40	1Fam	1962	RL	143900
171	8250	1092	NAmes	75	1Fam	1964	RL	145000
172	5604	864	Edwards	67	1Fam	1925	RL	98000
173	10420	1212	Edwards	83	1Fam	2009	RL	186000
174	8640	1852	Somerst	72	1Fam	2009	FV	252678
175	13568	990	CollgCr	43	1Fam	1995	RL	156000
176	10011	1236	NAmes	72	1Fam	1957	RL	134450
177	8450	1436	CollgCr	65	1Fam	2004	RL	210000
178	9906	1328	OldTown	57	1Fam	1925	RM	107000
179	3010	1248	Blmngtn	43	TwnhsE	2005	RL	167240
180	8990	1498	CollgCr	73	1Fam	2006	RL	204900
181	11475	1552	NWAmes	85	1Fam	1975	RL	179900
182	10500	864	NAmes	70	1Fam	1971	RL	97000
183	13472	2392	NridgHt	103	1Fam	2003	RL	386250
184	1680	1302	BrDale	21	Twnhs	1971	RM	112000
185	9950	2520	NoRidge	82	1Fam	1995	RL	290000
186	1869	987	BrDale	21	Twnhs	1970	RM	106000
187	8521	912	Sawyer	70	1Fam	1967	RL	125000
188	3182	1555	Blmngtn	43	TwnhsE	2005	RL	192500
189	8760	1194	NAmes	73	1Fam	1959	RL	148000
190	15138	2794	NoRidge	174	1Fam	1995	RL	403000
191	1680	987	BrDale	21	Twnhs	1972	RM	94500
192	10650	894	CollgCr	75	1Fam	1976	RL	128200
193	1680	987	BrDale	21	TwnhsE	1971	RM	89500
194	8773	1414	CollgCr	65	1Fam	2004	RL	185500
195	12030	1694	NridgHt	93	1Fam	2007	RL	318000
196	8741	1487	Edwards	52	1Fam	1945	RL	113000
197	9000	1566	Somerst	75	1Fam	2008	FV	262500
198	3880	866	OldTown	40	1Fam	1945	RM	110500
199	5000	1440	OldTown	63	1Fam	1900	RM	79000
200	10762	1217	SawyerW	75	TwnhsE	1980	RL	120000
201	10400	1872	NWAmes	80	1Fam	1988	RL	241500
202	9142	1928	OldTown	69	2fmCon	1910	RM	137000
203	11310	1375	NAmes	75	1Fam	1954	RL	140000
204	11317	1668	CollgCr	72	1Fam	2003	RL	180000
205	5350	1306	BrkSide	55	1Fam	1940	RL	76500
206	4750	1625	Crawfor	44	TwnhsE	2006	RM	235000
207	8366	1640	SawyerW	65	1Fam	2004	RL	173000
208	9350	1302	NAmes	85	1Fam	1964	RL	158000
209	8400	1314	NAmes	70	1Fam	1957	RL	145000
210	8738	2291	Gilbert	66	1Fam	1999	RL	230000
211	8791	1728	Somerst	64	1Fam	2003	FV	207500
212	8814	1604	CollgCr	68	1Fam	2006	RL	220000
213	12435	1792	CollgCr	80	1Fam	2001	RL	231500
214	12702	882	OldTown	70	1Fam	1956	RM	97000
215	19296	1382	NAmes	120	1Fam	1962	RL	176000
216	9588	2574	CollgCr	69	1Fam	2007	RL	276000
217	8471	1212	Sawyer	88	1Fam	1977	RL	151000
218	5500	1316	OldTown	50	1Fam	1929	RM	130000
219	5232	764	OldTown	30	1Fam	1925	RM	73000
220	12090	1422	NWAmes	78	1Fam	1981	RL	175500
221	11207	1511	Gilbert	70	1Fam	1997	RL	185000
222	8400	2192	SWISU	60	1Fam	1939	RL	179500
223	6900	778	IDOTRR	71	1Fam	1940	RM	120500
224	10728	1939	Somerst	84	1Fam	2006	FV	266000
225	39104	1363	ClearCr	73	1Fam	1954	RL	241500
226	11764	2270	NoRidge	92	1Fam	1999	RL	290000
227	9600	1632	NAmes	80	1Fam	1958	RL	139000
228	8314	816	Mitchel	76	1Fam	1982	RL	124500
229	7264	1548	BrkSide	55	1Fam	1925	RL	205000
230	9196	1560	Mitchel	129	1Fam	2003	RL	201000
231	19138	864	Gilbert	140	1Fam	1951	RL	141000
232	14450	2121	NridgHt	107	1Fam	2006	RL	415298
233	10005	2022	ClearCr	83	1Fam	1977	RL	192000
234	11287	1982	SawyerW	82	1Fam	1989	RL	228500
235	7200	1262	Somerst	60	1Fam	2006	FV	185000
236	5063	1314	NridgHt	34	Twnhs	2007	RL	207500
237	9612	1468	Somerst	74	1Fam	2008	RL	244600
238	8012	1575	SawyerW	50	TwnhsE	1992	RL	179200
239	4251	1250	Somerst	35	TwnhsE	2006	FV	164700
240	9786	1734	NAmes	77	1Fam	1962	RL	159000
241	8730	1396	BrkSide	60	1Fam	1915	RL	153575
242	15611	1919	CollgCr	120	1Fam	2006	RL	233230
243	5687	1716	SWISU	55	2fmCon	1912	RL	135900
244	11409	1716	Edwards	60	1Fam	1949	RL	131000
245	9600	1644	NAmes	80	1Fam	1953	RL	167000
246	7937	1003	Mitchel	37	1Fam	1984	RL	142500
247	13710	1558	IDOTRR	75	1Fam	1950	RM	152000
248	7399	1950	Somerst	66	1Fam	1997	FV	239000
249	11700	1743	NWAmes	90	1Fam	1968	RL	175000
250	14000	1152	Crawfor	80	1Fam	1950	RL	158500
251	15750	1336	Crawfor	90	2fmCon	1953	RL	157000
252	16226	2452	CollgCr	66	1Fam	1998	RL	267000
253	13704	1541	CollgCr	118	1Fam	2001	RL	205000
254	9800	894	CollgCr	70	1Fam	1972	RL	149900
255	18386	3493	OldTown	87	1Fam	1880	RM	295000
256	10386	2000	CollgCr	80	1Fam	2004	RL	305900
257	13474	2243	SawyerW	116	1Fam	1990	RL	225000
258	12378	1944	NridgHt	90	1Fam	2003	RL	360000
259	8000	972	NAmes	50	1Fam	1948	RL	132000
260	7800	1118	OldTown	65	2fmCon	1939	RM	119900
261	215245	2036	Timber	150	1Fam	1965	RL	375000
262	9600	1641	OldTown	60	1Fam	1925	RM	178000
263	7795	1432	Gilbert	71	1Fam	2004	RL	188500
264	13005	2353	NWAmes	94	1Fam	1980	RL	260000
265	9000	1959	Somerst	75	1Fam	2006	FV	270000
266	9900	2646	NoRidge	90	1Fam	1993	RL	260000
267	16259	2596	NridgHt	111	1Fam	2006	RL	342643
268	12099	2468	NridgHt	99	1Fam	2004	RL	354000
269	10380	2730	SawyerW	86	1Fam	1986	RL	301000
270	5820	1163	OldTown	49	1Fam	1955	RM	126175
271	11275	2978	NAmes	96	1Fam	1967	RL	242000
272	5000	803	IDOTRR	50	1Fam	1941	RM	87000
273	10846	1719	Veenker	32	TwnhsE	1993	RL	324000
274	11600	1383	NAmes	80	1Fam	1960	RL	145250
275	6402	1192	IDOTRR	60	1Fam	1920	RM	78000
276	8176	1056	NAmes	70	1Fam	1958	RL	139000
277	10655	1629	NridgHt	85	1Fam	2003	RL	284000
278	8198	1358	NridgHt	59	TwnhsE	2004	RM	207000
279	9042	1638	Gilbert	59	1Fam	1998	RL	192000
280	14157	1922	StoneBr	86	1Fam	2005	RL	377426
281	9135	1536	CollgCr	70	1Fam	2002	RL	214000
282	14145	1621	NWAmes	91	1Fam	1984	RL	202500
283	12400	1215	NAmes	66	1Fam	1958	RL	155000
284	14191	1908	Timber	85	1Fam	2002	RL	202900
285	8400	841	SawyerW	60	1Fam	1950	RH	82000
286	8849	1684	NridgHt	63	TwnhsE	2005	RL	266000
287	2592	1112	MeadowV	36	TwnhsE	1976	RM	85000
288	6435	1577	BrkSide	65	1Fam	1939	RL	140200
289	2448	1626	NridgHt	36	Twnhs	2003	RL	154000
290	20431	2728	NridgHt	56	1Fam	2005	RL	437154
291	7820	1869	NridgHt	68	TwnhsE	2007	RL	318061
292	9084	1111	Edwards	60	1Fam	1941	RL	95000
293	8520	720	OldTown	60	1Fam	1928	RM	105900
294	8400	1595	SWISU	60	1Fam	1940	RL	140000
295	11249	1200	CollgCr	105	1Fam	1995	RL	177500
296	4224	1142	MeadowV	44	TwnhsE	1976	RM	134000
297	6930	1352	ClearCr	92	1Fam	1958	RL	130000
298	12011	1924	NoRidge	78	1Fam	1998	RL	280000
299	7301	1922	Edwards	64	1Fam	2003	RL	198500
300	1680	987	BrDale	21	Twnhs	1972	RM	118000
301	10690	1344	IDOTRR	59	1Fam	1920	RM	147000
302	9150	1431	NAmes	101	1Fam	1962	RL	165000
303	7800	1268	NAmes	78	1Fam	1954	RL	132000
304	17120	1588	ClearCr	80	1Fam	1959	RL	134432
305	7175	752	SawyerW	50	TwnhsE	1984	RL	125000
306	10634	1319	NAmes	79	1Fam	1953	RL	123000
307	8200	1928	CollgCr	65	1Fam	2003	RL	219500
308	8846	914	CollgCr	57	1Fam	1996	RL	148000
309	11143	2466	Somerst	102	1Fam	2004	FV	340000
310	11394	1856	StoneBr	88	1Fam	2010	RL	394432
311	8123	1800	Gilbert	60	1Fam	2000	RL	179000
312	5000	1691	SWISU	50	1Fam	1924	RL	127000
313	7200	1301	Somerst	60	1Fam	2006	FV	187750
314	9245	1797	CollgCr	79	1Fam	2006	RL	213500
315	9000	784	SawyerW	60	1Fam	1928	RH	76000
316	3182	1269	Blmngtn	43	TwnhsE	2004	RL	192000
317	8410	1184	Edwards	58	1Fam	1910	RL	81000
318	7200	1125	Edwards	72	1Fam	1976	RL	125000
319	9382	1479	CollgCr	93	1Fam	1999	RL	191000
320	12474	2332	NridgHt	96	1Fam	2007	RL	426000
321	8405	1367	Edwards	50	1Fam	1900	RL	119000
322	12209	1961	Mitchel	71	1Fam	2001	RL	215000
323	10134	1034	OldTown	60	1Fam	1940	RL	109000
324	9571	1144	Edwards	68	1Fam	1956	RL	129000
325	7200	894	CollgCr	60	1Fam	1972	RL	123000
326	7590	1812	NAmes	69	1Fam	1962	RL	169500
327	8967	1077	IDOTRR	60	1Fam	1920	RM	67000
328	8125	1550	Somerst	65	1Fam	2006	FV	241000
329	14963	1288	Veenker	38	TwnhsE	1996	RL	245500
330	8767	1310	CollgCr	65	1Fam	2005	RL	164990
331	10200	672	Sawyer	60	1Fam	1940	RL	108000
332	12090	2263	NoRidge	93	1Fam	1998	RL	258000
333	10480	1639	SWISU	51	1Fam	1936	RL	115000
334	15576	1680	Crawfor	63	1Fam	1915	RL	177000
335	14154	2172	NridgHt	109	1Fam	2006	RL	280000
336	10800	2078	Somerst	85	1Fam	2007	FV	339750
337	9571	1276	Edwards	68	1Fam	1958	RL	60000
338	34650	1056	Gilbert	100	2fmCon	1955	RL	145000
339	8960	1028	OldTown	56	1Fam	1927	RM	115000
340	11228	2097	SawyerW	59	1Fam	1993	RL	228000
341	8899	1340	Gilbert	73	1Fam	2007	RL	181134
342	7844	1400	Sawyer	74	1Fam	1978	RL	149500
343	22420	2624	Crawfor	86	1Fam	1918	RL	239000
344	8160	1134	Edwards	60	1Fam	1940	RL	126000
345	8450	1056	NAmes	65	1Fam	1968	RL	142000
346	7060	1344	Mitchel	78	Duplex	1997	RM	206300
347	21750	988	Mitchel	100	1Fam	1954	RL	113000
348	9200	2630	NoRidge	80	1Fam	1998	RL	315000
349	9000	1196	NAmes	72	1Fam	1956	RL	139000
350	3378	1389	OldTown	60	1Fam	1946	RM	135000
351	8593	907	NAmes	77	1Fam	1957	RL	109008
352	6762	1208	CollgCr	64	1Fam	2007	RL	195400
353	11457	1412	Timber	130	1Fam	1988	RL	175000
354	1680	987	BrDale	21	Twnhs	1971	RM	85400
355	5586	1198	OldTown	60	1Fam	1920	RM	79900
356	1920	1365	BrDale	24	TwnhsE	1971	RM	122500
357	10839	1604	Gilbert	100	1Fam	1997	RL	181000
358	1890	630	MeadowV	21	Twnhs	1972	RM	81000
359	10667	1661	CollgCr	43	1Fam	1996	RL	212000
360	4400	1118	OldTown	40	1Fam	1920	RM	116000
361	6000	904	BrkSide	50	1Fam	1926	RM	119000
362	4280	694	Crawfor	40	1Fam	1913	RL	90350
363	12354	1196	Edwards	67	1Fam	1920	RL	110000
364	15431	2402	NridgHt	105	1Fam	2008	RL	555000
365	12108	1440	Edwards	92	Duplex	1955	RL	118000
366	6240	1573	BrkSide	52	1Fam	1930	RM	162900
367	3922	1258	Blmngtn	53	TwnhsE	2006	RL	172500
368	8750	1908	CollgCr	70	1Fam	1994	RL	210000
369	9855	1689	Edwards	73	1Fam	1956	RL	127500
370	16492	1888	NAmes	137	1Fam	1966	RL	190000
371	8600	1376	IDOTRR	50	1Fam	1937	RM	119500
372	6000	1183	OldTown	50	1Fam	1948	RM	120000
373	5684	813	OldTown	70	1Fam	1930	RM	110000
374	70761	1533	ClearCr	62	1Fam	1975	RL	280000
375	9000	1590	Somerst	75	1Fam	2008	FV	210000
376	9297	1728	Mitchel	63	Duplex	1976	RL	188000
377	9600	1242	NWAmes	80	1Fam	1973	RL	175500
378	4571	1344	OldTown	34	1Fam	1916	RM	98000
379	8004	1935	Somerst	75	1Fam	2009	FV	263435
380	7200	1135	SWISU	60	1Fam	1936	RL	155000
381	8281	864	Sawyer	60	1Fam	1965	RL	62383
382	11988	1660	Crawfor	74	1Fam	1934	RL	188700
383	8430	1040	CollgCr	60	1Fam	1978	RL	124000
384	10628	1277	NAmes	85	1Fam	1970	RL	167000
385	9480	1644	NAmes	79	1Fam	1942	RL	146500
386	11428	1634	NridgHt	98	1Fam	2006	RL	250000
387	9291	1710	SawyerW	76	1Fam	1993	RL	187000
388	11952	1969	NWAmes	92	1Fam	1977	RL	190000
389	3675	1072	Edwards	35	TwnhsE	2005	RM	148000
390	14977	1976	NridgHt	110	1Fam	2006	RL	440000
391	5330	1652	StoneBr	41	TwnhsE	2000	RL	251000
392	8480	970	Sawyer	80	1Fam	1963	RL	132500
393	13125	1493	CollgCr	75	1Fam	1997	RL	208900
394	13693	2643	NridgHt	105	1Fam	2006	RL	380000
395	10637	1718	CollgCr	79	1Fam	2007	RL	297000
396	5925	1131	OldTown	50	1Fam	1937	RM	89471
397	16033	1850	NridgHt	98	1Fam	2004	RL	326000
398	11846	1792	NridgHt	72	1Fam	2003	RL	374000
399	2500	1826	OldTown	50	1Fam	1915	RM	155000
400	4500	1216	Mitchel	32	Twnhs	1998	RM	164000
401	9600	1113	NAmes	80	1Fam	1950	RL	147000
402	10289	1073	NAmes	79	1Fam	1965	RL	156000
403	12243	1484	NWAmes	70	1Fam	1971	RL	175000
404	10800	2414	OldTown	60	2fmCon	1900	RL	160000
405	1526	630	MeadowV	21	Twnhs	1970	RM	86000
406	9490	1578	NAmes	79	1Fam	1941	RL	133000
407	15578	1456	Gilbert	105	1Fam	2006	RL	172785
408	7931	1269	NAmes	70	1Fam	1960	RL	155000
409	5784	886	OldTown	50	1Fam	1938	RM	91300
410	7879	720	IDOTRR	60	1Fam	1920	C (all)	34900
411	9120	1820	BrkSide	60	1Fam	1925	RL	184000
412	7800	899	Sawyer	65	1Fam	1967	RL	130000
413	7535	912	NAmes	70	1Fam	1958	RL	120000
414	1890	1218	BrDale	21	Twnhs	1973	RM	113000
415	9803	1768	Somerst	75	1Fam	2005	FV	226700
416	9170	1214	Edwards	70	1Fam	1965	RL	140000
417	15602	1801	Crawfor	100	1Fam	1959	RL	289000
418	2308	1322	NPkVill	24	TwnhsE	1974	RL	147000
419	7596	1960	OldTown	60	Duplex	1952	RM	124500
420	9554	1911	SawyerW	80	1Fam	1993	RL	215000
421	7862	1218	Somerst	75	1Fam	2009	FV	208300
422	9600	1378	OldTown	60	1Fam	1928	RM	161000
423	9600	1041	NAmes	80	1Fam	1959	RL	124500
424	14559	1363	NAmes	75	1Fam	1951	RL	164900
425	6792	1368	NridgHt	40	TwnhsE	2005	RL	202665
426	9100	864	NAmes	70	1Fam	1958	RL	129900
427	9187	1080	Mitchel	71	1Fam	1983	RL	134000
428	10594	789	Crawfor	55	1Fam	1926	RL	96500
429	12220	2020	NridgHt	94	1Fam	2009	RL	402861
430	10208	2344	NoRidge	79	1Fam	1996	RL	265000
431	10918	2080	Crawfor	53	1Fam	1926	RL	234000
432	10800	1294	OldTown	60	2fmCon	1900	RL	106250
433	11988	1244	NAmes	90	1Fam	1957	RL	150000
434	5000	1664	BrkSide	50	1Fam	1947	RM	159000
435	40094	4676	Edwards	130	1Fam	2007	RL	184750
436	11787	2398	NoRidge	95	1Fam	1996	RL	315750
437	7500	1266	Somerst	62	1Fam	2005	FV	176000
438	13300	928	NAmes	70	1Fam	1956	RL	132000
439	14948	2713	NridgHt	67	1Fam	2008	RL	446261
440	9098	605	Edwards	58	1Fam	1920	RL	86000
441	10200	1509	Timber	85	1Fam	1988	RL	175000
442	6155	1362	BrkSide	60	1Fam	1920	RM	128000
443	7200	827	NAmes	60	1Fam	1955	RL	107500
444	5000	334	BrkSide	50	1Fam	1946	RL	39300
445	9056	1414	Gilbert	74	1Fam	2004	RL	178000
446	7000	1347	Edwards	70	2fmCon	1910	RL	107500
447	8924	1724	CollgCr	57	1Fam	1998	RL	188000
448	14601	1838	Timber	85	1Fam	2006	RL	315000
449	10140	1680	NWAmes	78	1Fam	1998	RL	213250
450	4058	767	NAmes	34	TwnhsE	1998	RH	133000
451	17104	1496	Gilbert	58	1Fam	2006	RL	179665
452	8737	1635	BrkSide	70	1Fam	1923	RL	210000
453	7244	768	Mitchel	54	1Fam	1970	RL	129500
454	8235	825	OldTown	49	1Fam	1955	RM	125000
455	9375	2094	Somerst	75	1Fam	2003	FV	263000
456	4043	1069	NPkVill	53	TwnhsE	1977	RL	140000
457	6000	928	OldTown	50	1Fam	1957	RM	112500
458	11146	1717	NridgHt	87	1Fam	2006	RL	255500
459	8777	1126	Edwards	67	1Fam	1949	RL	108000
460	10625	2046	NridgHt	85	1Fam	2003	RL	284000
461	6380	1048	BrkSide	58	1Fam	1922	RM	113000
462	14850	1092	NAmes	69	1Fam	1957	RL	141000
463	11040	1336	IDOTRR	60	1Fam	1920	C (all)	108000
464	21872	1446	Gilbert	57	1Fam	1996	RL	175000
465	10010	1389	Mitchel	77	1Fam	1974	RL	170000
466	13907	996	Edwards	63	1Fam	1940	RL	108000
467	21780	1674	Edwards	66	1Fam	1918	RL	185000
468	6858	1647	SWISU	66	1Fam	1915	RL	128000
469	11198	2504	StoneBr	77	1Fam	2005	RL	325000
470	10171	1535	NridgHt	70	1Fam	2004	RL	214000
471	12327	2132	SawyerW	79	1Fam	1983	RL	316600
472	13101	1728	NAmes	74	Duplex	1965	RL	142600
473	7332	864	NAmes	60	1Fam	1959	RL	120000
474	13159	1692	Timber	83	1Fam	2009	RL	224500
475	9967	1430	Gilbert	76	1Fam	2000	RL	170000
476	10500	1109	NAmes	70	1Fam	1971	RL	139000
477	8480	1216	NAmes	80	1Fam	1947	RL	118500
478	6292	1477	SWISU	52	1Fam	1928	RL	145000
479	11777	1320	Sawyer	96	1Fam	1966	RL	164500
480	3604	1392	Somerst	34	TwnhsE	2007	FV	146000
481	12150	1795	OldTown	81	1Fam	1954	RM	131500
482	12704	2042	NridgHt	98	1Fam	2008	RL	253293
483	11841	816	Edwards	81	Duplex	1990	RL	118500
484	13500	2775	OldTown	75	1Fam	1893	RM	325000
485	6120	1573	BrkSide	51	1Fam	1935	RM	133000
486	11443	2028	Timber	88	1Fam	2005	RL	369900
487	10267	838	BrkSide	55	1Fam	1918	RL	130000
488	8740	860	Sawyer	74	1Fam	1982	RL	137000
489	25095	1473	ClearCr	65	1Fam	1968	RL	143000
490	9100	935	BrkSide	50	1Fam	1930	RM	79500
491	8320	1582	CollgCr	64	1Fam	2004	RL	185900
492	13478	2296	NridgHt	97	1Fam	2008	RL	451950
493	6600	816	Mitchel	60	1Fam	1982	RL	138000
494	7990	924	CollgCr	88	1Fam	1975	RL	110000
495	11302	1826	StoneBr	69	1Fam	2005	RL	319000
496	3600	1368	OldTown	60	1Fam	1910	RM	114504
497	3922	1402	Blmngtn	53	TwnhsE	2006	RL	194201
498	12984	1647	Crawfor	80	1Fam	1977	RL	217500
499	1950	1556	Blueste	24	Twnhs	1980	RM	151000
500	10927	1904	NridgHt	74	1Fam	2005	RL	275000
501	9000	1375	IDOTRR	50	1Fam	1937	RM	141000
502	10041	1915	SawyerW	80	1Fam	1992	RL	220000
503	3182	1200	Somerst	30	TwnhsE	2004	FV	151000
504	12803	1494	CollgCr	88	1Fam	2002	RL	221000
505	13600	1986	NAmes	85	1Fam	1965	RL	205000
506	12464	1040	CollgCr	82	1Fam	1996	RL	152000
507	7800	2008	Edwards	78	1Fam	1948	RL	225000
508	12168	3194	Crawfor	78	1Fam	1934	RL	359100
509	7943	1029	Sawyer	61	1Fam	1961	RL	118500
510	8402	1120	Mitchel	70	1Fam	2007	RL	147000
511	1491	630	MeadowV	21	TwnhsE	1972	RM	75500
512	8800	1054	NAmes	80	1Fam	1963	RL	137500
513	7227	832	NAmes	59	1Fam	1954	RL	105500
514	11694	1828	NridgHt	90	1Fam	2007	RL	314813
515	12244	2262	Timber	85	1Fam	2003	RL	305000
516	8248	864	Edwards	45	1Fam	1914	RL	67000
517	10800	2614	NWAmes	90	1Fam	1974	RL	240000
518	7064	980	Sawyer	71	1Fam	1977	RL	135000
519	10400	1790	NWAmes	80	1Fam	1972	RL	165150
520	10000	1116	NAmes	87	1Fam	1962	RL	160000
521	9600	1520	NAmes	80	1Fam	1955	RL	153000
522	11606	2080	NAmes	70	1Fam	1969	RL	135000
523	9020	1350	NAmes	82	1Fam	1964	RL	168500
524	9000	1750	OldTown	50	1Fam	1880	RM	124000
525	4590	1554	NridgHt	34	Twnhs	2006	RL	209500
526	11900	1411	NWAmes	85	1Fam	1977	RL	82500
527	9250	1056	NAmes	80	1Fam	1954	RL	139400
528	6979	1056	OldTown	64	Duplex	1980	RL	144000
529	10896	3395	SWISU	60	2fmCon	1914	RH	200000
530	6120	800	BrkSide	51	1Fam	1936	RM	60000
531	6000	1387	OldTown	50	2fmCon	1954	RM	93000
532	8777	796	Edwards	67	1Fam	1910	RL	85000
533	3982	1567	Blmngtn	53	TwnhsE	2006	RL	264561
534	12677	1518	NridgHt	62	TwnhsE	2003	RL	274000
535	13860	2704	NAmes	75	1Fam	1972	RL	345000
536	10793	1620	NWAmes	80	1Fam	1969	RL	152000
537	9187	1766	Somerst	85	1Fam	2009	FV	370878
538	7200	1048	NAmes	60	1Fam	1950	RL	98300
539	10452	1094	Edwards	85	1Fam	1953	RL	155000
540	7700	1839	NAmes	70	1Fam	1966	RL	155000
541	1936	630	MeadowV	21	Twnhs	1970	RM	84500
542	8125	1665	Somerst	65	1Fam	2007	FV	205950
543	9084	1510	Edwards	60	1Fam	1940	RL	108000
544	8750	1716	CollgCr	70	1Fam	1996	RL	191000
545	10320	1469	IDOTRR	60	1Fam	1906	RM	135000
546	10437	2113	NoRidge	91	1Fam	1995	RL	350000
547	1680	1092	BrDale	21	Twnhs	1971	RM	88000
548	10007	1053	NAmes	72	1Fam	1959	RL	145500
549	7200	1502	Crawfor	60	1Fam	1931	RL	149000
550	17503	1458	NAmes	78	1Fam	1948	RL	97500
551	9937	1486	Edwards	75	1Fam	1964	RL	167000
552	46589	2448	NoRidge	52	1Fam	1994	RL	402000
553	13560	1392	NAmes	120	1Fam	1968	RL	110000
554	10012	1181	Edwards	90	1Fam	1972	RL	137500
555	20896	2097	Somerst	49	1Fam	2005	RL	423000
556	11194	1936	Gilbert	106	1Fam	2000	RL	230500
557	8125	1679	SawyerW	65	1Fam	1994	RL	193500
558	11600	1180	Crawfor	80	1Fam	1922	RL	137500
559	8633	1476	CollgCr	64	1Fam	2005	RL	173500
560	6629	1369	Edwards	54	1Fam	1925	RH	103600
561	14442	1839	Crawfor	110	1Fam	1957	RL	257500
562	9200	1136	NAmes	80	1Fam	1965	RL	140000
563	2289	1441	NPkVill	24	Twnhs	1978	RL	148500
564	9600	1774	OldTown	60	1Fam	1900	RM	87000
565	9022	792	OldTown	52	1Fam	1924	RL	109500
566	11844	2046	StoneBr	80	1Fam	2008	RL	372500
567	8012	923	SawyerW	50	TwnhsE	1980	RL	143000
568	4500	1520	SWISU	55	1Fam	1932	RH	159434
569	11248	1668	CollgCr	90	1Fam	2002	RL	285000
570	16770	1839	NoRidge	58	1Fam	1998	RL	221000
571	10207	1761	Somerst	84	1Fam	2007	FV	227875
572	8089	1419	StoneBr	60	1Fam	2007	RL	392000
573	7577	1362	NridgHt	61	TwnhsE	2005	RL	194700
574	21535	4316	NoRidge	104	1Fam	1994	RL	755000
575	26178	2519	Timber	42	1Fam	1989	RL	335000
576	5400	1073	OldTown	60	1Fam	1921	RL	108480
577	6120	1539	BrkSide	51	1Fam	1936	RM	141500
578	13811	1137	Timber	54	1Fam	1987	RL	176000
579	6000	616	BrkSide	50	1Fam	1921	RM	89000
580	6420	1148	Edwards	57	1Fam	1952	RL	123500
581	8450	894	Sawyer	65	1Fam	1965	RL	138500
582	4282	1391	Somerst	59	TwnhsE	2004	FV	196000
583	14331	1800	Timber	85	1Fam	2002	RL	312500
584	9600	1164	NWAmes	80	1Fam	1969	RL	140000
585	12438	2576	StoneBr	82	1Fam	2006	RL	361919
586	7630	1812	OldTown	76	2fmCon	1900	RM	140000
587	8400	1484	CollgCr	70	1Fam	2004	RL	213000
588	5600	1092	IDOTRR	70	2fmCon	1930	RM	55000
589	6240	1324	NridgHt	48	TwnhsE	2006	RL	254000
590	9018	1456	Gilbert	65	1Fam	2007	RL	179540
591	4130	729	BrkSide	56	1Fam	1935	RL	52000
592	8712	1178	IDOTRR	66	1Fam	1900	C (all)	102776
593	4671	1228	StoneBr	40	TwnhsE	1988	RL	189000
594	9873	960	BrkSide	60	2fmCon	1970	RL	129000
595	10140	1350	NWAmes	78	1Fam	1974	RL	165000
596	10800	2554	OldTown	60	1Fam	1890	RM	159500
597	10000	1178	NWAmes	80	1Fam	1973	RL	157000
598	10542	2418	NoRidge	96	1Fam	1993	RL	341000
599	9920	971	CollgCr	69	1Fam	1969	RL	128500
600	8120	864	NAmes	70	1Fam	1970	RL	124500
601	8172	1470	Edwards	60	1Fam	1954	RL	135000
602	13286	1698	Edwards	86	1Fam	2007	RL	320000
603	6960	864	NAmes	60	1Fam	1970	RL	120500
604	7314	1232	CollgCr	64	1Fam	2007	RL	194500
605	11475	1776	NAmes	85	Duplex	1958	RL	110000
606	6240	1208	IDOTRR	52	1Fam	1925	RM	103000
607	5389	1616	StoneBr	39	TwnhsE	1995	RL	236500
608	9590	1146	Timber	73	1Fam	2003	RL	187500
609	11404	2031	CollgCr	75	1Fam	1998	RL	222500
610	10000	1144	Sawyer	80	1Fam	1961	RL	131400
611	10800	1768	OldTown	60	1Fam	1914	RM	163000
612	8544	1040	NAmes	60	Duplex	1950	RL	93500
613	10463	1801	Gilbert	72	1Fam	2005	RL	239900
614	10800	1200	Edwards	60	Duplex	1987	RL	179000
615	9313	1728	CollgCr	65	1Fam	2004	RL	190000
616	9600	1432	OldTown	60	1Fam	1910	RM	132000
617	6768	912	Sawyer	65	1Fam	1961	RL	142000
618	8450	1349	SawyerW	65	1Fam	2000	RL	179000
619	12886	1464	Sawyer	70	1Fam	1963	RL	175000
620	5395	1337	StoneBr	41	TwnhsE	1993	RL	180000
621	11700	2640	OldTown	65	1Fam	1880	RM	265979
622	10593	1720	NoRidge	59	1Fam	1996	RL	260400
623	8405	1529	Edwards	50	1Fam	1945	RL	98000
624	8800	1140	OldTown	55	1Fam	1910	RM	96500
625	9236	1494	CollgCr	79	1Fam	1997	RL	217000
626	10240	2098	NridgHt	80	1Fam	2005	RL	275500
627	7930	1026	NAmes	61	1Fam	1969	RL	156000
628	3230	1471	Somerst	34	TwnhsE	1999	FV	172500
629	10769	1768	CollgCr	68	1Fam	2007	RL	212000
630	2280	1501	Somerst	24	Twnhs	1999	FV	179400
631	12257	2531	NoRidge	65	1Fam	1995	RL	290000
632	9100	864	NAmes	70	1Fam	1959	RL	127500
633	6911	1301	BrkSide	60	1Fam	1924	RM	100000
634	8640	1547	Somerst	72	1Fam	2009	FV	215200
635	9430	2365	NoRidge	82	1Fam	1999	RL	337000
636	9549	1494	Veenker	30	TwnhsE	1995	RL	270000
637	14587	1506	Somerst	75	1Fam	2008	RL	264132
638	10421	1714	NWAmes	80	1Fam	1988	RL	196500
639	12508	1750	Mitchel	75	1Fam	1940	RL	160000
640	9100	1836	CollgCr	70	1Fam	2004	RL	216837
641	53504	3279	StoneBr	47	1Fam	2003	RL	538000
642	8877	1220	Edwards	67	1Fam	1951	RL	102000
643	7819	1117	Edwards	94	1Fam	1976	RL	107000
644	10150	912	NAmes	70	1Fam	1958	RL	114500
645	14226	1973	NridgHt	110	1Fam	2006	RL	395000
646	4500	1204	Mitchel	32	TwnhsE	1998	RM	162000
647	11210	1614	CollgCr	86	1Fam	2005	RL	221500
648	13350	894	Sawyer	100	1Fam	1974	RL	142500
649	8400	2020	SawyerW	60	Duplex	1977	RH	144000
650	10530	1004	Mitchel	78	Duplex	1977	RL	135000
651	7875	1253	Gilbert	63	1Fam	1995	RL	176000
652	7153	1603	SawyerW	65	1Fam	1992	RL	175900
653	16285	1430	CollgCr	67	1Fam	2001	RL	187100
654	6300	1484	OldTown	35	1Fam	1914	RM	128000
655	10800	1652	OldTown	60	1Fam	1915	RM	139000
656	10142	2084	SawyerW	76	1Fam	2004	RL	233000
657	6000	901	OldTown	50	1Fam	1954	RM	107900
658	3182	1145	Blmngtn	43	TwnhsE	2005	RL	160200
659	9920	2013	NoRidge	92	1Fam	1996	RL	269790
660	9158	1496	Somerst	76	1Fam	2007	RL	225000
661	8400	1564	SawyerW	70	1Fam	1980	RL	171000
662	8197	1285	Sawyer	71	1Fam	1977	RL	143500
663	7677	773	NAmes	57	1Fam	1953	RL	110000
664	13518	3140	NridgHt	104	1Fam	2008	RL	485000
665	7200	1768	SWISU	60	1Fam	1937	RL	175000
666	12798	1688	ClearCr	79	1Fam	1997	RL	200000
667	4800	1196	IDOTRR	40	1Fam	1916	RM	109900
668	8199	1456	CollgCr	63	1Fam	2005	RL	189000
669	13891	2822	NridgHt	107	1Fam	2008	RL	582933
670	9000	1128	NAmes	75	1Fam	1954	RL	118000
671	12274	1428	Somerst	91	1Fam	2008	RL	227680
672	9750	980	NAmes	75	1Fam	1967	RL	135500
673	21384	1576	BrkSide	144	1Fam	1923	RL	223500
674	13400	1086	NAmes	85	1Fam	1966	RL	159950
675	8100	2138	OldTown	90	1Fam	1898	RM	106000
676	10140	1309	NWAmes	78	1Fam	1974	RL	181000
677	8712	1044	IDOTRR	66	1Fam	1952	C (all)	55993
678	9750	1442	NAmes	75	1Fam	1958	RL	157900
679	8248	1250	Edwards	45	1Fam	1918	RL	116000
680	12137	1661	CollgCr	48	1Fam	1998	RL	224900
681	8816	1052	ClearCr	80	1Fam	1971	RL	155000
682	6371	1358	NridgHt	44	TwnhsE	2009	RL	224000
683	7226	1640	CollgCr	72	1Fam	2003	RL	183000
684	6000	936	OldTown	60	2fmCon	1953	RM	93000
685	9900	1489	SWISU	60	1Fam	1940	RL	139500
686	11216	1489	Somerst	81	1Fam	2006	FV	232600
687	14803	2084	NridgHt	114	1Fam	2007	RL	385000
688	6130	784	BrkSide	50	1Fam	1924	RM	109500
689	8529	1434	SawyerW	65	1Fam	2001	RL	189000
690	2544	1223	Somerst	24	Twnhs	2005	FV	147400
691	11900	1392	NAmes	80	1Fam	1957	RL	166000
692	3180	1200	Somerst	30	TwnhsE	2005	FV	151000
693	9548	1829	CollgCr	44	1Fam	2003	RL	237000
694	10004	1516	NAmes	100	1Fam	1964	RL	167000
695	7875	1144	NAmes	75	1Fam	1961	RL	139950
696	9600	1067	Sawyer	60	1Fam	1950	RL	128000
697	8100	1559	OldTown	90	1Fam	1948	RM	153500
698	1680	987	BrDale	21	Twnhs	1973	RM	100000
699	9525	1099	CollgCr	75	1Fam	1995	RL	144000
700	11767	1200	Edwards	70	1Fam	1946	RL	130500
701	10440	1539	OldTown	60	1Fam	1904	RM	157500
702	9020	1165	NAmes	82	1Fam	1966	RL	174900
703	8000	1800	NAmes	80	Duplex	1961	RL	141000
704	12665	1416	OldTown	100	1Fam	1915	RM	153900
705	9317	1775	SawyerW	75	1Fam	1993	RL	213000
706	15523	864	CollgCr	36	1Fam	1972	RL	133500
707	45600	2358	ClearCr	75	1Fam	1908	RL	240000
708	9600	1855	Veenker	80	1Fam	1976	RL	187000
709	4435	848	CollgCr	36	TwnhsE	2003	RM	131500
710	7128	1646	Crawfor	53	1Fam	1941	RL	164000
711	17920	1779	Sawyer	102	1Fam	1955	RL	170000
712	8125	1481	Gilbert	65	1Fam	1994	RL	174000
713	10400	1370	NWAmes	80	1Fam	1976	RL	152000
714	7642	1426	Crawfor	55	1Fam	1918	RL	189950
715	11625	1039	Sawyer	75	2fmCon	1965	RL	131500
716	9672	1097	SawyerW	81	1Fam	1984	RL	152000
717	7931	1148	NAmes	70	1Fam	1959	RL	132500
718	8640	1372	Somerst	72	1Fam	2007	FV	250580
719	10656	1646	Timber	67	1Fam	2006	RL	248900
720	6970	1120	Sawyer	85	1Fam	1961	RL	129000
721	9938	1949	SawyerW	80	1Fam	1993	RL	236000
722	6600	894	NAmes	60	1Fam	1962	RL	109500
723	8750	1682	CollgCr	70	1Fam	1998	RL	200500
724	8892	910	NAmes	74	1Fam	1953	RL	116000
725	12144	1268	NAmes	60	1Fam	1949	RL	133000
726	5720	1131	OldTown	52	1Fam	1941	RM	66500
727	9000	2610	Somerst	75	1Fam	2007	FV	303477
728	25286	1040	Mitchel	94	1Fam	1963	RL	132250
729	8834	2224	NridgHt	74	1Fam	2004	RL	350000
730	11782	1155	Sawyer	88	1Fam	1961	RL	148000
731	7024	1090	Edwards	60	1Fam	2005	RL	157000
732	13758	1717	Timber	44	1Fam	1990	RL	187500
733	6204	2230	SWISU	60	1Fam	1912	RL	118500
734	7150	892	NAmes	65	1Fam	1967	RL	100000
735	5119	1709	Somerst	50	TwnhsE	1999	FV	328900
736	8393	1712	NAmes	70	Duplex	1959	RL	145000
737	16466	1393	Edwards	59	1Fam	1955	RL	135500
738	15865	2217	NAmes	95	1Fam	1970	RL	268000
739	12160	1505	NAmes	128	1Fam	1953	RL	149500
740	8064	924	NAmes	60	1Fam	1949	RL	122900
741	11184	1683	Sawyer	70	1Fam	1978	RL	172500
742	8414	1068	Sawyer	70	1Fam	1963	RL	154500
743	7018	1535	SawyerW	64	Duplex	1979	RL	118858
744	7056	1796	NAmes	71	1Fam	1963	RL	140000
745	8765	951	IDOTRR	50	1Fam	1936	RM	106500
746	7018	2240	SawyerW	64	Duplex	1979	RL	142953
747	12919	2364	NridgHt	100	1Fam	2009	RL	611657
748	6993	1236	Sawyer	65	1Fam	1961	RL	135000
749	8712	1306	NAmes	64	1Fam	1957	RL	153000
750	7875	1509	Gilbert	63	1Fam	2003	RL	180000
751	14859	1670	Gilbert	50	1Fam	2006	RL	240000
752	9920	1063	NAmes	80	1Fam	1954	RL	128000
753	13501	1636	Somerst	116	1Fam	2006	RL	255000
754	11500	2057	Crawfor	86	1Fam	1936	RL	250000
755	12589	1484	Gilbert	149	1Fam	2005	RL	174000
756	11600	2274	NAmes	80	Duplex	1960	RL	154300
757	6120	1015	BrkSide	51	1Fam	1925	RM	88000
758	6270	2002	Crawfor	82	Duplex	1949	RH	145000
759	3000	1224	Somerst	30	TwnhsE	2009	FV	173733
760	2001	1092	MeadowV	21	Twnhs	1970	RM	75000
761	9000	480	IDOTRR	50	1Fam	1949	C (all)	35311
762	13125	2127	SawyerW	103	1Fam	1991	RL	238000
763	11029	1414	NAmes	87	1Fam	1958	RL	176500
764	8462	1721	SawyerW	70	1Fam	1994	RL	201000
765	8777	2200	Edwards	67	Duplex	1900	RL	145900
766	10237	1316	Gilbert	65	1Fam	2005	RL	169990
767	8012	1617	SawyerW	50	TwnhsE	1993	RL	193000
768	10240	1686	NWAmes	79	1Fam	1980	RL	207500
769	11999	2374	NridgHt	93	1Fam	2003	RL	285000
770	8925	1466	Timber	73	1Fam	2007	RL	201000
771	9100	925	NAmes	70	1Fam	1965	RL	117500
772	11670	1905	Somerst	84	1Fam	2006	RL	320000
773	8487	1500	CollgCr	63	1Fam	2004	RL	190000
774	27650	2069	NAmes	313	1Fam	1960	RL	242000
775	5825	747	BrkSide	52	1Fam	1926	RL	79900
776	10083	1200	SawyerW	67	1Fam	2003	RL	184900
777	9675	1971	Somerst	75	1Fam	2005	RL	253000
778	8760	1962	CollgCr	73	1Fam	2006	RL	239799
779	12640	1728	Mitchel	55	Duplex	1976	RL	150900
780	7711	1440	Edwards	42	Duplex	1977	RL	150000
781	25000	1632	Mitchel	100	Duplex	1967	RL	143000
782	8820	1869	OldTown	98	1Fam	1890	RM	124900
783	8163	1144	NAmes	70	1Fam	1959	RL	143000
784	14536	1629	Timber	85	1Fam	2002	RL	270000
785	14006	1776	CollgCr	65	1Fam	2002	RL	192500
786	9360	1381	NWAmes	78	1Fam	1972	RL	197500
787	7200	864	NAmes	60	1Fam	1950	RL	129000
788	7800	965	SawyerW	60	1Fam	1965	RH	119900
789	7200	768	CollgCr	60	1Fam	1972	RL	133900
790	9400	980	Edwards	35	Duplex	1975	RL	127500
791	7136	1958	Crawfor	82	Duplex	1946	RH	145000
792	1300	1229	Blueste	24	TwnhsE	1980	RM	124000
793	7420	1057	Sawyer	70	1Fam	1962	RL	132000
794	8450	1337	CollgCr	65	1Fam	2003	RL	185000
795	2572	1416	Somerst	24	Twnhs	1999	FV	155000
796	7207	858	BrkSide	50	1Fam	1958	RL	116500
797	2308	1548	NPkVill	24	TwnhsE	1976	RL	155000
798	11923	1800	CollgCr	122	1Fam	2007	RL	239000
799	11316	1894	Timber	80	1Fam	2002	RL	214900
800	10237	1484	Gilbert	65	1Fam	2005	RL	178900
801	9600	1308	Crawfor	130	1Fam	1940	RL	160000
802	5925	968	OldTown	50	1Fam	1910	RM	37900
803	10382	1095	NAmes	75	2fmCon	1958	RL	140000
804	10800	1192	NAmes	60	1Fam	1949	RL	135000
805	2268	1626	NridgHt	36	Twnhs	2003	RL	173000
806	7892	918	SawyerW	55	TwnhsE	1979	RL	99500
807	11639	1428	Somerst	95	1Fam	2007	FV	182000
808	11414	2019	BrkSide	60	1Fam	1910	RL	167500
809	5900	869	BrkSide	51	1Fam	1923	RL	85500
810	4274	1241	Somerst	35	TwnhsE	2006	FV	199900
811	9450	894	Edwards	68	1Fam	1954	RL	110000
812	8816	1121	Sawyer	80	1Fam	1963	RL	139000
813	12203	2612	NoRidge	98	1Fam	1998	RL	336000
814	3182	1266	Blmngtn	43	1Fam	2007	RL	159895
815	10125	1734	Mitchel	75	Duplex	1977	RL	126000
816	10880	1164	Edwards	68	2fmCon	1950	RL	125000
817	5310	1635	OldTown	59	1Fam	1910	RM	117000
818	10159	1940	NridgHt	83	1Fam	2009	RL	395192
819	8125	1576	Somerst	65	1Fam	2006	FV	197000
820	9452	2392	NoRidge	82	1Fam	1997	RL	348000
821	17671	1742	OldTown	121	1Fam	1882	RM	168000
822	9760	1851	NAmes	80	1Fam	1964	RL	187000
823	8846	1500	CollgCr	68	1Fam	2005	RL	173900
824	12456	1718	NridgHt	96	1Fam	2006	RL	337500
825	4712	1230	BrkSide	51	1Fam	1946	RL	121600
826	9786	1077	IDOTRR	60	1Fam	1922	RM	91000
827	6762	1208	CollgCr	64	1Fam	2006	RL	206000
828	10206	944	Edwards	74	1Fam	1952	RL	82000
829	5400	691	OldTown	60	1Fam	1920	RL	86000
830	11957	1574	Somerst	75	1Fam	2006	RL	232000
831	3182	1504	Blmngtn	43	TwnhsE	2005	RL	181000
832	8385	985	CollgCr	65	1Fam	1977	RL	149900
833	2217	1092	MeadowV	21	TwnhsE	1970	RM	88000
834	12118	1710	Mitchel	43	1Fam	2004	RL	240000
835	6000	1522	SWISU	60	1Fam	1926	RL	102000
836	21286	1271	Sawyer	115	1Fam	1948	RL	135000
837	9825	1664	Edwards	75	Duplex	1965	RL	100000
838	10592	1502	Crawfor	55	1Fam	1923	RL	165000
839	7200	1022	OldTown	60	1Fam	1910	RM	85000
840	11664	1082	NAmes	60	1Fam	1948	RL	119200
841	8400	1665	NWAmes	70	1Fam	2001	RL	227000
842	11883	1504	CollgCr	73	1Fam	1996	RL	203000
843	3013	1506	Blmngtn	43	TwnhsE	2005	RL	213490
844	7024	1132	Edwards	60	1Fam	2005	RL	176000
845	7406	1220	CollgCr	64	1Fam	2006	RL	194000
846	9439	1248	OldTown	52	1Fam	1930	RM	87000
847	3182	1504	Blmngtn	43	TwnhsE	2005	RL	191000
848	7700	882	CollgCr	70	1Fam	1972	RL	112500
849	9300	1264	NAmes	73	1Fam	1960	RL	167500
850	9520	1646	Timber	71	1Fam	2007	RL	293077
851	9492	1376	NAmes	79	1Fam	1941	RL	105000
852	1680	1218	BrDale	21	Twnhs	1972	RM	118000
853	15863	3082	SWISU	102	1Fam	1920	RL	197000
854	6305	954	Crawfor	50	1Fam	1938	RL	119750
855	12898	1620	Timber	89	1Fam	2007	RL	315500
856	1533	1344	MeadowV	21	Twnhs	1970	RM	97000
857	1477	630	MeadowV	21	TwnhsE	1970	RM	80000
858	13125	1803	Sawyer	88	1Fam	1957	RL	155000
859	5381	1306	NridgHt	34	Twnhs	2005	RL	196000
860	11839	2329	SawyerW	86	1Fam	1990	RL	262280
861	9600	2524	NWAmes	80	1Fam	1981	RL	278000
862	16056	2868	StoneBr	85	1Fam	2005	RL	556581
863	9245	990	CollgCr	57	1Fam	1994	RL	145000
864	21750	1771	Mitchel	100	1Fam	1960	RL	115000
865	11100	930	Edwards	60	1Fam	1946	RL	84900
866	8993	1302	Gilbert	73	1Fam	2007	RL	176485
867	11175	1316	CollgCr	103	1Fam	2007	RL	200141
868	9500	1977	NAmes	100	1Fam	1964	RL	165000
869	8562	1526	Edwards	68	1Fam	1957	RL	144500
870	11367	1989	CollgCr	90	1Fam	2002	RL	255000
871	11361	1523	NWAmes	104	1Fam	1976	RL	180000
872	7052	1364	NridgHt	43	TwnhsE	2005	RL	185850
873	11308	2184	NridgHt	96	1Fam	2008	RL	335000
874	4920	1338	StoneBr	41	TwnhsE	2001	RL	213500
875	18000	894	IDOTRR	120	1Fam	1935	C (all)	81000
876	13600	2337	OldTown	85	2fmCon	1900	RM	90000
877	6000	1103	OldTown	50	1Fam	1925	RM	110500
878	14000	2260	ClearCr	80	1Fam	1996	RL	328000
879	7837	1571	Gilbert	59	1Fam	1993	RL	178000
880	9760	1611	NAmes	80	1Fam	1964	RL	167900
881	3964	2521	MeadowV	42	TwnhsE	1973	RM	151400
882	9600	893	NAmes	60	1Fam	1949	RL	135000
883	10152	1048	NAmes	72	1Fam	1956	RL	135000
884	11700	1556	NWAmes	78	1Fam	1968	RL	154000
885	7585	1456	Edwards	50	1Fam	1948	RL	91500
886	7950	1426	Edwards	75	1Fam	1977	RL	159500
887	8556	1240	CollgCr	74	1Fam	2006	RL	194000
888	13125	1740	Crawfor	75	1Fam	1940	RL	219500
889	10800	1466	OldTown	60	1Fam	1936	RL	170000
890	4435	848	CollgCr	37	TwnhsE	2004	RM	155900
891	8775	990	CollgCr	65	1Fam	1994	RL	126000
892	11040	1258	NWAmes	80	1Fam	1971	RL	145000
893	7500	1040	Sawyer	75	1Fam	1963	RL	133000
894	8749	1459	CollgCr	70	1Fam	2002	RL	192000
895	8800	1251	NAmes	80	1Fam	1964	RL	160000
896	9069	996	SawyerW	73	1Fam	1992	RL	147000
897	10574	1953	Somerst	85	1Fam	2005	FV	252000
898	2522	1709	Edwards	24	Twnhs	2004	RM	137500
899	3316	1247	Somerst	37	TwnhsE	2005	FV	197000
900	8544	1040	NAmes	60	Duplex	1950	RL	92900
901	2160	1252	Somerst	24	Twnhs	1999	FV	160000
902	8400	1694	SWISU	60	1Fam	1925	RL	136500
903	9230	1200	NAmes	71	1Fam	1965	RL	146000
904	5868	936	NAmes	74	1Fam	1956	RL	129000
905	9317	1314	CollgCr	78	1Fam	2006	RL	176432
906	6882	1355	IDOTRR	60	1Fam	1914	RM	127000
907	6000	1324	BrkSide	50	1Fam	1936	RM	128000
908	11880	1601	NWAmes	82	1Fam	1978	RL	157000
909	8400	438	SWISU	60	1Fam	1920	RL	60000
910	9758	950	NAmes	61	1Fam	1971	RL	119500
911	7000	1134	NAmes	70	1Fam	1960	RL	135000
912	8910	1194	NAmes	79	1Fam	1959	RL	159500
913	2016	1302	BrDale	24	TwnhsE	1970	RM	106000
914	12256	2622	NoRidge	98	1Fam	1994	RL	325000
915	10357	1442	SawyerW	114	1Fam	1990	RL	179900
916	23257	2021	Gilbert	168	1Fam	2006	RL	274725
917	11362	1836	NridgHt	107	1Fam	2004	RL	280000
918	10480	1964	NWAmes	80	1Fam	1976	RL	205000
919	7100	816	NAmes	73	1Fam	1957	RL	129900
920	8923	1008	NAmes	66	1Fam	1953	RL	134500
921	5400	833	OldTown	90	1Fam	1954	RL	117000
922	12085	1734	NridgHt	93	1Fam	2007	RL	318000
923	9764	894	Sawyer	57	1Fam	1967	RL	130000
924	13825	1601	Sawyer	85	1Fam	1958	RL	140000
925	7560	1040	NAmes	70	1Fam	1959	RL	133700
926	8263	1012	IDOTRR	59	1Fam	1920	RM	118400
927	10084	1552	CollgCr	84	1Fam	2005	RL	212900
928	9405	698	Edwards	50	1Fam	1947	RL	118000
929	10434	1005	NAmes	60	1Fam	1955	RL	115000
930	3684	1555	Blmngtn	53	TwnhsE	2007	RL	174000
931	14572	1530	Gilbert	182	1Fam	2004	RL	259000
932	11796	1959	Gilbert	59	1Fam	2004	RL	215000
933	7200	936	OldTown	60	Duplex	1980	RM	140000
934	7804	1981	SWISU	65	1Fam	1928	RL	135000
935	10712	974	Mitchel	63	1Fam	1991	RL	93500
936	9900	2210	OldTown	90	1Fam	1880	RM	117500
937	9828	2020	SawyerW	80	1Fam	1995	RL	239500
938	8773	1600	Gilbert	57	1Fam	1997	RL	169000
939	6180	986	BrkSide	60	1Fam	1926	RM	102000
940	9600	1252	NAmes	80	1Fam	1950	RL	119000
941	6342	1020	Sawyer	54	1Fam	1875	RL	94000
942	8731	1167	BrkSide	98	1Fam	1920	RL	144000
943	7350	952	NAmes	60	1Fam	1951	RL	139000
944	9965	2828	CollgCr	77	1Fam	2006	RL	424870
945	12180	924	Edwards	60	2fmCon	1941	RL	80000
946	6240	1576	BrkSide	52	1Fam	1928	RM	149000
947	12000	1564	Crawfor	75	1Fam	1941	RL	174500
948	9000	1482	OldTown	50	1Fam	1920	RM	143000
949	8280	932	NAmes	57	1Fam	1950	RL	124000
950	17755	1466	Edwards	134	1Fam	1959	RL	149900
951	14115	1811	Crawfor	90	1Fam	1956	RL	230000
952	10768	1437	Veenker	90	1Fam	1976	RL	218000
953	9350	1265	NAmes	85	1Fam	1965	RL	179900
954	5001	1314	NridgHt	34	Twnhs	2007	RL	230000
955	11932	1580	Somerst	92	1Fam	2007	RL	235128
956	9120	1876	NWAmes	76	1Fam	1974	RL	185000
957	2280	1456	NPkVill	24	Twnhs	1978	RL	146000
958	8724	894	Sawyer	109	1Fam	1968	RL	129000
959	12900	1258	Sawyer	60	Duplex	1969	RL	108959
960	9541	1502	NridgHt	79	1Fam	2009	RL	233170
961	10475	1694	CollgCr	64	1Fam	2008	RL	245350
962	10852	1671	Gilbert	58	1Fam	2000	RL	173000
963	13728	2108	Edwards	120	1Fam	1935	RL	235000
964	35760	3627	NoRidge	118	1Fam	1995	RL	625000
965	9880	1118	Mitchel	76	1Fam	1977	RL	171000
966	9120	1261	NAmes	76	1Fam	1958	RL	163000
967	4017	1250	Somerst	35	TwnhsE	2006	FV	171900
968	18030	3086	ClearCr	138	1Fam	1946	RL	200500
969	16560	2345	Crawfor	80	1Fam	1932	RL	239000
970	10678	2872	NoRidge	85	1Fam	1992	RL	285000
971	6951	923	Mitchel	37	1Fam	1984	RL	119500
972	7681	1343	Crawfor	54	1Fam	1921	RL	154900
973	8335	1124	Edwards	77	1Fam	1954	RL	93000
974	5587	1652	Crawfor	64	TwnhsE	2008	RM	392500
975	15623	4476	NoRidge	160	1Fam	1996	RL	745000
976	10800	1130	OldTown	60	1Fam	1920	RL	120000
977	35133	1572	Timber	50	1Fam	1963	RL	186700
978	9738	1221	Edwards	60	1Fam	1924	RL	104900
979	10615	1699	OldTown	107	2fmCon	1900	RL	95000
980	12461	1624	NoRidge	89	1Fam	1994	RL	262000
981	8935	1660	CollgCr	68	1Fam	2002	RL	195000
982	7500	1804	Gilbert	60	1Fam	1999	RL	189000
983	2645	1441	Somerst	24	Twnhs	1999	FV	174000
984	9600	1472	OldTown	60	1Fam	1925	RM	125000
985	9364	1352	Sawyer	80	1Fam	1969	RL	158000
986	8029	1456	Gilbert	51	1Fam	2005	RL	176000
987	14054	1863	Gilbert	58	1Fam	2006	RL	219210
988	8850	1690	OldTown	65	1Fam	1916	RM	144000
989	9100	1212	CollgCr	70	1Fam	2001	RL	178000
990	11235	1382	Sawyer	75	1Fam	1963	RL	148000
991	9353	864	NAmes	71	1Fam	1970	RL	116050
992	10400	1779	CollgCr	80	1Fam	1998	RL	197900
993	6000	1348	BrkSide	50	1Fam	1925	RM	117000
994	9750	1630	CollgCr	75	1Fam	2000	RL	213000
995	10140	1074	NWAmes	78	1Fam	1975	RL	153500
996	14684	2196	SawyerW	90	1Fam	1990	RL	271900
997	9135	1700	CollgCr	70	1Fam	2003	RL	200000
998	7763	1283	NAmes	70	1Fam	1962	RL	140000
999	10182	1660	Somerst	85	1Fam	2006	RL	290000
1000	11218	1845	SawyerW	70	1Fam	1992	RL	189000
1001	12134	1752	Gilbert	152	1Fam	1988	RL	164000
1002	9340	672	Edwards	50	1Fam	1941	RL	113000
1003	10205	999	NAmes	69	1Fam	1962	RL	134500
1004	7094	894	Sawyer	99	1Fam	1966	RL	125000
1005	8930	1902	Sawyer	68	Duplex	1978	RM	112000
1006	8640	1314	Somerst	72	1Fam	2009	FV	229456
1007	6240	912	BrkSide	52	1Fam	1947	RM	80500
1008	1680	1218	BrDale	21	Twnhs	1971	RM	91500
1009	7800	912	NAmes	66	1Fam	1964	RL	115000
1010	8250	1211	Sawyer	55	1Fam	1968	RL	134000
1011	10496	1846	NAmes	78	1Fam	1949	RL	143000
1012	10680	2136	NAmes	89	1Fam	1951	RL	137900
1013	15384	1490	Gilbert	60	1Fam	2004	RL	184000
1014	10482	1138	NAmes	65	1Fam	1958	RL	145000
1015	14598	1933	Somerst	86	1Fam	2007	RL	214000
1016	8872	912	NAmes	72	1Fam	1965	RL	147000
1017	8769	1702	NridgHt	65	TwnhsE	2008	RL	367294
1018	7910	1507	NAmes	70	1Fam	1960	RL	127000
1019	7728	1190	NAmes	70	Duplex	1962	RL	132500
1020	9842	1224	NAmes	70	Duplex	1962	RL	101800
1021	8525	1964	SWISU	55	1Fam	1911	RH	130000
1022	13132	1784	Crawfor	96	1Fam	1914	RL	138887
1023	2628	1626	NridgHt	36	Twnhs	2003	RL	175500
1024	12393	1948	CollgCr	41	1Fam	2004	RL	195000
1025	13072	1141	SawyerW	63	1Fam	2005	RL	142500
1026	9037	1484	Timber	64	1Fam	2006	RL	265900
1027	8158	1768	CollgCr	65	1Fam	2003	RL	224900
1028	9849	1689	Somerst	83	1Fam	2007	RL	248328
1029	10625	1173	NWAmes	85	1Fam	1974	RL	170000
1030	13891	2076	NridgHt	107	1Fam	2006	RL	465000
1031	12090	1868	NWAmes	78	1Fam	1984	RL	178000
1032	8125	1553	Somerst	65	1Fam	2005	FV	186500
1033	9600	2058	OldTown	60	1Fam	1917	RM	129500
1034	7200	988	NAmes	60	1Fam	1950	RL	119000
1035	11160	2110	NAmes	93	1Fam	1968	RL	244000
1036	9858	874	Mitchel	62	1Fam	1968	RL	130000
1037	6931	1656	Edwards	60	1Fam	2003	RL	165400
1038	6240	1367	BrkSide	52	1Fam	1931	RM	127500
1039	14303	1987	NoRidge	91	1Fam	1994	RL	301500
1040	4060	864	Edwards	56	1Fam	1922	RL	99900
1041	9587	1166	Gilbert	59	1Fam	2005	RL	190000
1042	9750	1054	NAmes	65	1Fam	1969	RL	151000
1043	9600	1050	NAmes	80	1Fam	1956	RL	128900
1044	13515	1824	BrkSide	60	1Fam	1919	RL	180500
1045	4060	1337	NAmes	34	TwnhsE	1998	RH	181000
1046	3735	1452	Somerst	35	TwnhsE	1999	FV	183900
1047	10120	1889	OldTown	60	2fmCon	1910	RM	122000
1048	13214	2018	Timber	89	1Fam	2008	RL	378500
1049	11344	1524	NAmes	78	1Fam	1958	RL	144000
1050	11512	1357	Edwards	124	1Fam	1959	RL	177000
1051	5362	1250	Crawfor	53	1Fam	1910	RL	139000
1052	11345	1920	NAmes	95	Duplex	1948	RL	137000
1053	9473	2031	CollgCr	75	1Fam	2002	RL	237000
1054	7500	1128	IDOTRR	60	1Fam	1920	C (all)	68400
1055	9808	1573	CollgCr	67	1Fam	2002	RL	227000
1056	8049	1339	Timber	50	1Fam	1990	RL	180000
1057	8800	1040	CollgCr	61	1Fam	1977	RL	150500
1058	9400	1824	Mitchel	94	Duplex	1971	RL	139000
1059	9638	2447	SWISU	50	1Fam	1919	RL	169000
1060	6000	1412	BrkSide	50	1Fam	1939	RM	132500
1061	5664	1659	StoneBr	40	TwnhsE	2000	RL	278000
1062	11065	1970	NridgHt	86	1Fam	2006	RL	281000
1063	1680	1302	BrDale	21	Twnhs	1972	RM	119500
1064	6600	2372	OldTown	60	1Fam	1892	RM	107500
1065	10140	1664	NWAmes	78	1Fam	1976	RL	162900
1066	8172	864	Edwards	60	1Fam	1955	RL	115000
1067	8400	1052	NAmes	70	1Fam	1968	RL	138500
1068	8700	1128	NAmes	80	1Fam	1963	RL	155000
1069	3675	1072	Edwards	35	TwnhsE	2005	RM	140000
1070	63887	5642	Edwards	313	1Fam	2008	RL	160000
1071	7500	1246	NAmes	75	1Fam	1959	RL	154000
1072	10120	2526	NoRidge	92	1Fam	1994	RL	290000
1073	8688	1616	Somerst	73	1Fam	2005	RL	232000
1074	3363	1708	Edwards	32	TwnhsE	2004	RM	130000
1075	13173	1652	NridgHt	108	1Fam	2006	RL	325000
1076	6955	1368	NridgHt	48	TwnhsE	2005	RL	202500
1077	8072	990	CollgCr	60	1Fam	1994	RL	138000
1078	12000	1122	OldTown	100	1Fam	1948	RM	147000
1079	17500	1902	Crawfor	100	1Fam	1959	RL	335000
1080	8814	1274	CollgCr	68	1Fam	2005	RL	203000
1081	14774	2599	NoRidge	108	1Fam	1999	RL	333168
1082	8190	948	Edwards	60	1Fam	1954	RL	119000
1083	11075	2112	NAmes	85	1Fam	1969	RL	206900
1084	10226	1630	CollgCr	61	1Fam	2008	RL	295493
1085	4230	1352	Somerst	47	TwnhsE	2006	FV	208900
1086	10215	948	Edwards	75	1Fam	1954	RL	111000
1087	8400	1478	NAmes	70	1Fam	1957	RL	156500
1088	10186	1923	NoRidge	107	1Fam	1992	RL	190000
1089	5330	708	BrkSide	50	1Fam	1940	RL	82500
1090	9986	1795	Somerst	75	1Fam	2006	RL	147000
1091	3636	796	IDOTRR	40	1Fam	1922	RM	55000
1092	4270	774	Edwards	70	1Fam	1931	RH	79000
1093	6600	816	Mitchel	60	1Fam	1982	RL	130500
1094	10440	2792	OldTown	60	1Fam	1920	RM	256000
1095	9084	1632	Gilbert	63	1Fam	1998	RL	176500
1096	10000	1588	Somerst	85	1Fam	2006	RL	227000
1097	10780	954	CollgCr	55	1Fam	1976	RL	132500
1098	8877	816	Edwards	67	1Fam	1938	RL	100000
1099	7200	1360	IDOTRR	60	1Fam	1938	RM	125500
1100	2368	1365	BrDale	24	TwnhsE	1970	RM	125000
1101	9650	1334	NWAmes	80	1Fam	1977	RL	167900
1102	9246	1656	NWAmes	87	Duplex	1973	RL	135000
1103	4118	693	OldTown	153	1Fam	1941	RM	52500
1104	13450	1861	CollgCr	95	1Fam	2002	RL	200000
1105	9560	864	CollgCr	120	1Fam	1972	RL	128500
1106	8294	872	NAmes	70	1Fam	1971	RL	123000
1107	13695	1114	SawyerW	66	1Fam	2003	RL	155000
1108	7558	1913	Crawfor	57	1Fam	1928	RL	177000
1109	11103	1456	CollgCr	85	1Fam	2006	RL	155835
1110	6000	960	OldTown	50	1Fam	1920	RM	108500
1111	15306	1776	Timber	93	1Fam	2006	RL	283463
1112	5250	2358	OldTown	50	1Fam	1872	RM	122000
1113	11643	2634	NAmes	91	Duplex	1969	RL	200000
1114	9247	1716	NAmes	70	1Fam	1962	RL	171000
1115	6000	1176	BrkSide	50	1Fam	1937	RM	134900
1116	14720	3238	NoRidge	56	1Fam	1995	RL	410000
1117	10192	1920	NWAmes	102	1Fam	1968	RL	170000
1118	16737	1980	NridgHt	129	1Fam	2004	RL	315000
1119	9842	2601	SWISU	51	1Fam	1921	RL	189000
1120	16158	1530	StoneBr	124	1Fam	2005	RL	260000
1121	8499	1412	Gilbert	73	1Fam	2006	RL	156932
1122	3180	1200	Somerst	30	TwnhsE	2005	FV	144152
1123	9179	1790	CollgCr	68	1Fam	1999	RL	193000
1124	2665	1475	MeadowV	41	TwnhsE	1977	RM	127000
1125	10635	1668	CollgCr	48	1Fam	2003	RL	232000
1126	5400	1374	OldTown	90	1Fam	1920	RL	105000
1127	9600	1661	NAmes	80	1Fam	1955	RL	165500
1128	9750	2097	CollgCr	75	1Fam	1998	RL	274300
1129	10625	1958	Somerst	85	1Fam	2005	FV	250000
1130	10991	1571	Timber	89	1Fam	2007	RL	239000
1131	6292	790	SWISU	52	1Fam	1930	RL	91000
1132	10998	1604	Edwards	60	1Fam	1941	RL	117000
1133	1953	987	BrDale	21	Twnhs	1973	RM	83000
1134	9735	1394	Timber	73	1Fam	2006	RL	167500
1135	8212	864	Edwards	45	1Fam	1914	RL	58500
1136	7200	1762	OldTown	60	1Fam	1920	RM	157000
1137	9060	1258	Edwards	60	1Fam	1939	RL	105000
1138	5436	1154	IDOTRR	40	1Fam	1922	RM	125500
1139	16692	2784	NWAmes	80	1Fam	1978	RL	250000
1140	8520	2526	OldTown	60	1Fam	1916	RM	136000
1141	14892	1746	Gilbert	42	1Fam	2006	RL	377500
1142	6000	1218	BrkSide	60	1Fam	1941	RM	131000
1143	9100	1525	CollgCr	70	1Fam	2000	RL	235000
1144	8944	1584	NAmes	65	Duplex	1967	RL	124000
1145	7838	900	NAmes	68	1Fam	1967	RL	123000
1146	10800	1912	OldTown	60	2fmCon	1905	RM	163000
1147	4045	1500	Blmngtn	53	TwnhsE	2006	RL	246578
1148	12665	2482	Timber	88	1Fam	2005	RL	281213
1149	6120	1513	BrkSide	51	1Fam	1920	RM	137500
1150	7200	1904	NAmes	60	1Fam	1950	RL	138000
1151	6171	1608	SWISU	51	1Fam	1925	RL	137450
1152	6000	1158	BrkSide	50	1Fam	1929	RM	120000
1153	7415	1593	Gilbert	62	1Fam	2004	RL	193000
1154	6762	1294	CollgCr	64	1Fam	2006	RL	193879
1155	15256	1464	Somerst	49	1Fam	2007	RL	282922
1156	10410	1214	OldTown	60	1Fam	1915	RL	105000
1157	3842	1646	Crawfor	44	TwnhsE	2004	RM	275000
1158	8445	768	CollgCr	70	1Fam	1972	RL	133000
1159	7740	1363	OldTown	60	1Fam	1910	RM	125500
1160	20544	2093	NWAmes	46	1Fam	1986	RL	215000
1161	12420	1840	CollgCr	79	1Fam	2001	RL	230000
1162	9600	1668	NAmes	80	1Fam	1950	RL	140000
1163	7200	1040	NAmes	60	Duplex	1949	RL	90000
1164	10994	1844	SawyerW	88	1Fam	2005	RL	257000
1165	13053	1848	BrkSide	64	1Fam	1923	RL	207000
1166	3635	1569	Blmngtn	51	TwnhsE	2007	RL	175900
1167	11340	2290	OldTown	60	2fmCon	1885	RM	122500
1168	9204	1144	NAmes	71	1Fam	1963	RL	124000
1169	11700	1416	NWAmes	90	1Fam	1968	RL	179900
1170	4043	1069	NPkVill	53	TwnhsE	1977	RL	127500
1171	4435	848	CollgCr	37	TwnhsE	2003	RM	136500
1172	10721	1252	NAmes	80	1Fam	1959	RL	142000
1173	10944	2127	NoRidge	81	1Fam	1994	RL	271000
1174	10930	1558	NAmes	60	1Fam	1945	RL	140000
1175	7200	804	OldTown	60	1Fam	1940	RM	119000
1176	21930	1838	Gilbert	60	1Fam	2005	RL	192140
1177	10800	968	OldTown	60	1Fam	1927	RL	64500
1178	10261	1792	Gilbert	93	1Fam	2000	RL	186500
1179	17400	1126	Mitchel	80	1Fam	1977	RL	160000
1180	8400	1537	NAmes	80	1Fam	1962	RL	174000
1181	9000	864	NAmes	60	1Fam	1971	RL	120500
1182	12444	1932	NridgHt	96	1Fam	2008	RL	394617
1183	7407	1236	OldTown	90	1Fam	1957	RM	149700
1184	11584	1725	NWAmes	80	1Fam	1979	RL	197000
1185	11526	2555	Crawfor	79	1Fam	1922	RL	191000
1186	11003	2007	Somerst	85	1Fam	2008	FV	310000
1187	8500	1422	CollgCr	63	1Fam	2004	RL	179600
1188	8400	913	Sawyer	70	1Fam	1966	RL	129000
1189	10000	2090	CollgCr	80	1Fam	1995	RL	240000
1190	11767	1346	Edwards	70	1Fam	1910	RL	112000
1191	1533	630	MeadowV	21	Twnhs	1970	RM	92000
1192	9000	1792	NAmes	60	Duplex	1974	RL	136000
1193	9262	1578	Somerst	78	1Fam	2008	RL	287090
1194	3675	1072	Edwards	35	TwnhsE	2005	RM	145000
1195	17217	1140	Mitchel	90	1Fam	2006	RL	84500
1196	7500	1221	Somerst	62	1Fam	2004	FV	185000
1197	7917	1647	Gilbert	62	1Fam	1999	RL	175000
1198	13175	2073	NWAmes	85	1Fam	1978	RL	210000
1199	9042	2340	Crawfor	66	1Fam	1941	RL	266500
1200	9717	1078	NAmes	68	1Fam	1950	RL	142125
1201	9937	1256	Edwards	75	1Fam	1965	RL	147500

重复值

检查是否有重复值

Code

# 检查整个数据框是否有重复行
has_duplicates <- any(duplicated(choice))
has_duplicates

[1] TRUE

有重复值，从原始数据找出重复明细

Code

duplicate_rows <- choice %>%
  group_by_all() %>%  # 如果您只想检查某些列，请指定列名，例如：group_by(column1, column2)
  filter(n() > 1) %>%
  ungroup()

ames %>% 
  filter(
    lot_area == 2522,
    gr_liv_area == 1709 
  ) %>% 
  select(id, yr_sold, mo_sold, sale_price) %>% 
  to_table()

数据框包含 3 行和 4 列
index	id	yr_sold	mo_sold	sale_price
1	146	2006	4	130000
2	194	2006	5	130000
3	1089	2006	4	137500

发现这三行数据的差异在id，mo_sold(销售月份)，sale_price(销售价格)，不一样，其他信息均相同。不知道为什么。暂时做删除处理。

Code

df_clean <- del_dupli_all(choice) %>% 
  mutate(unit_price = sale_price/gr_liv_area)  # 新增一列单价

开始探索

数值型变量分布

查看数值型变量整体分布有助于了解数据

备注：

1平方英尺 = 0.092903平方米 (m²)
1英尺 = 0.3048米，1码 = 3英尺 = 0.9144米

人民币 2010年人民币和美元汇率在6.615到6.7695之间，取6.7

从以下图中可以得出以下信息：

lot_area（地块面积）：大部分地块面积在5000平方英尺以下
gr_liv_area（地面以上居住面积）
- 大部分房屋的地面以上居住面积集中在1000到2000平方英尺之间。
- 有少数房屋的居住面积较大，超过3000平方英尺。
lot_frontage (和街道距离)：大部分集中在100以内(单位是英尺还是码？待确认)
year_built（建造年份）
- 房屋建造年份分布广泛，从早期到现代都有。
- 有两个明显的峰值，一个在1960年代左右，另一个在2000年代左右。
sale_price（销售价格）
- 销售价格主要集中在较低的价格区间，大部分房屋的销售价格在200,000美元以下。
- 有少数房屋的销售价格较高，超过500,000美元。
unit_price（单价）
- 单位价格（每平方英尺的价格）主要集中在较低的价格区间，大部分房屋的单位价格在100美元/平方英尺(7212元/平方米)以下。
- 有少数房屋的单位价格较高，超过200美元/平方英尺(14424/平方米)。

概率密度函数

Code

library(purrr)
library(tidyr)
library(patchwork)

# 改进后的绘制函数，包含x轴标签处理
plot_density_all_numeric <- function(data) {
  numeric_cols <- data %>% select_if(is.numeric)
  
  data_long <- numeric_cols %>%
    pivot_longer(everything(), names_to = "variable", values_to = "value")
  
  unique_vars <- unique(data_long$variable)
  
  map(unique_vars, ~ {
    ggplot(data_long %>% filter(variable == .x), aes(x = value)) +
      geom_density(fill = "blue", alpha = 0.5) +
      labs(title = .x,
           x = .x,
           y = "Density") +
      theme_minimal() +
      # 根据需要选择一个或多个以下选项来调整x轴标签
      theme(axis.text.x = element_text(angle = 45, hjust = 1)) + # 旋转x轴标签
      scale_x_continuous(labels = scales::label_number())        # 或者简化数字标签
  })
}

# 应用函数到数据框并获取图形列表
density_plots <- plot_density_all_numeric(df_clean)

# 使用 patchwork 将所有图形组合在一起
combined_plot <- Reduce(`+`, density_plots)

# 打印组合后的图形
print(combined_plot)

箱线图

Code

# 定义一个函数来绘制所有数值型变量的箱线图，并添加抖动点和异常值，使用facet_wrap分割图形
plot_boxplot_with_jitter_facet <- function(data) {
  # 获取所有数值型列的名字，并转换成长格式
  data_long <- data %>%
    select_if(is.numeric) %>%
    pivot_longer(everything(), names_to = "variable", values_to = "value")
  
  # 创建箱线图并添加抖动点，使用facet_wrap分割图形
  p <- ggplot(data_long, aes(x = "", y = value)) +
    geom_boxplot(outlier.shape = 1, outlier.color = "red") +  # 异常点用红色标记
    geom_jitter(alpha = 0.6, color = "#ADD8E6", width = 0.2) +  # 使用浅蓝色 (#ADD8E6),抖动点
    facet_wrap(~ variable, scales = "free_y") +  # 每个变量有自己的y轴尺度
    labs(
         # title = "数据分布图",
         x = "",
         y = "Value") +
    theme_minimal() +
    theme(axis.text.x = element_blank(),
          axis.ticks.x = element_blank()) +
    scale_fill_brewer(palette = "Set3")
  
  return(p)
}

# 应用函数到数据框并创建图形
faceted_plots <- plot_boxplot_with_jitter_facet(df_clean)

# 打印图形
print(faceted_plots)

各因素对房价的影响

综合评估

通过以下随机森林模型查看各因素对房价影响，重要性排序如下：

neighborhood 建筑在Ames城市的位置
gr_liv_area 地上居住面积
year_built 房屋修建年份
lot_area 占地面积
lot_frontage 建筑离街道的距离
ms_zoning 建筑性质（农业、商业、高/低密度住宅）
bldg_type 住宅类别（联排别墅、独栋别墅…）

和我们购房的逻辑基本一致：面积，房子地段，年限

Code

library(randomForest)
df_clean <- df_clean %>% 
  mutate(
    across(where(is.character) | where(is.factor), as.factor)
  )
# 随机森林模型
rf_model <- randomForest(sale_price ~ lot_area + gr_liv_area + lot_frontage + year_built + ms_zoning + bldg_type + neighborhood, data = df_clean)
# importance(rf_model)
varImpPlot(rf_model)

各区域的房屋价格分析

位置对房价影响第二，重点看一下。

各位置房子数量、占比、房价中位数

共计25个区域，共1199套房子，NAmes、CollgCr、OldTown、Edwards、Somerst五个区域占了全市房子的49%。有可能是该市人口聚集区。

Code

# 假设 df_clean 是你的数据框，包含 sale_price 和 neighborhood 列
df_summary <- df_clean %>%
  group_by(neighborhood) %>%
  summarise(
    cnt = n(),
    median_sale_price = round(median(sale_price, na.rm = TRUE), 0),
    mean_sale_price = round(mean(sale_price, na.rm = TRUE), 0),
    .groups = 'drop'
  ) %>%
  arrange(desc(cnt)) %>%
  mutate(
    pct = round(prop.table(cnt) * 100, 1),
    cum_pct = round(cumsum(pct), 1)  # 累计百分比列
  )

# 打印结果
to_table(df_summary)

数据框包含 25 行和 6 列
index	neighborhood	cnt	median_sale_price	mean_sale_price	pct	cum_pct
1	NAmes	186	140000	145824	15.5	15.5
2	CollgCr	126	197200	197938	10.5	26.0
3	OldTown	109	119000	128147	9.1	35.1
4	Edwards	90	119500	128054	7.5	42.6
5	Somerst	78	227778	229255	6.5	49.1
6	NridgHt	76	316000	318172	6.3	55.4
7	BrkSide	51	127000	124752	4.3	59.7
8	SawyerW	50	179100	184602	4.2	63.9
9	Gilbert	49	180000	194059	4.1	68.0
10	Sawyer	48	134500	135180	4.0	72.0
11	NWAmes	45	179900	184211	3.8	75.8
12	Crawfor	41	188700	203298	3.4	79.2
13	Mitchel	36	143000	152032	3.0	82.2
14	IDOTRR	34	102888	97796	2.8	85.0
15	NoRidge	33	290000	337412	2.8	87.8
16	Timber	30	243950	249665	2.5	90.3
17	SWISU	23	137450	141947	1.9	92.2
18	StoneBr	20	322000	335524	1.7	93.9
19	BrDale	16	106000	104494	1.3	95.2
20	MeadowV	15	88000	98487	1.3	96.5
21	Blmngtn	14	186000	191790	1.2	97.7
22	ClearCr	13	200500	206187	1.1	98.8
23	NPkVill	7	147000	144643	0.6	99.4
24	Veenker	7	245500	258714	0.6	100.0
25	Blueste	2	137500	137500	0.2	100.2

各区域房价房价中位数

Code

# 假设 df_summary 包含原始数据和 cnt 列
df_summary <- df_summary %>%
  mutate(cnt_neg = -abs(cnt * 1500))  # 创建负数的房子数量列

# 创建左右堆叠条形图
ggplot(df_summary, aes(y = fct_reorder(neighborhood, median_sale_price))) +
  # 左边: 房子数量 (用负数表示，所以它们朝左)
  geom_col(aes(x = cnt_neg, fill = "房子数量"), width = 0.4, position = position_nudge(x = -0.2)) +
  # 右边: 房价中位数
  geom_col(aes(x = median_sale_price, fill = "房价中位数"), 
           data = df_summary %>% filter(!is.na(median_sale_price)),  # 确保只使用有房价数据的行
           width = 0.4, position = position_nudge(x = 0.2)) +
  # 添加数值标签
  geom_text(data = df_summary %>% filter(!is.na(median_sale_price)),  # 确保只使用有房价数据的行
            aes(x = median_sale_price, 
                label = round(median_sale_price, 0)), hjust = 1, position = position_nudge(x = 0.2)) +
  geom_text(data = df_summary %>% filter(!is.na(cnt)),  # 确保只使用有房子数量数据的行
            aes(x = ifelse(!is.na(cnt_neg), cnt_neg, NA), 
                label = abs(cnt)), hjust = 1, position = position_nudge(x = -0.2)) +
    scale_x_continuous(
    expand = c(0, 0),
    breaks = NULL,  # 移除x轴断点
    labels = NULL   # 移除x轴标签
  ) +
  scale_fill_viridis_d(option = "D", begin = 0.5, end = 1, direction = -1) +  # 使用离散色阶并调整颜色为更浅的紫色
  theme_classic() +
  labs(x = NULL, y = NULL, fill = NULL) +
  guides(fill = guide_legend(reverse=TRUE)) + 
   theme(
      axis.text.x = element_text(angle = 45, hjust = 1, vjust = 1),  # 明确设置x轴标签样式
      axis.title.x = element_blank(),  # 如果不需要x轴标题可以移除或设置为element_blank()
      axis.line.x = element_line(color = "black")  # 可选：添加x轴线
  )

发现房价高的区域并不是房子最多的区域，这是为什么？

地上居住面积和房子价格关系

数据非正态分布，对数处理后再看。发现数据更接近正态分布了

为什么要对数据进行对数处理？

1. 稳定方差

异方差问题：当变量的方差随着均值的变化而变化时（即存在异方差性），这可能会导致统计模型的假设不成立。对数变换可以帮助稳定方差，使得不同水平上的方差更加一致。
线性回归模型：在线性回归中，残差应该具有恒定的方差。如果原始数据存在异方差，对数变换可以改善这一特性。

2. 减少偏斜

右偏分布：许多实际中的数据集往往呈现出右偏（正偏）分布，例如收入、房价等。对数变换可以将这种偏斜的数据转换为更接近正态分布的形式，从而更容易进行统计分析和建模。
对称性：对数变换可以使分布更加对称，这对于某些统计检验和模型假设是有利的。

3. 线性化关系

幂律或指数关系：当两个变量之间存在幂律或指数关系时，直接绘制散点图可能难以看出它们之间的关系。通过对数变换，可以将这些非线性关系转化为线性关系，使得图形更容易解释，并且适合使用线性回归模型。
比例变化：对数尺度下，距离表示的是相对变化而不是绝对变化。这有助于展示变量间的比例关系，尤其是在宽范围数值的情况下。

4. 压缩极端值

异常值影响：对数变换可以有效压缩极端值的影响，使数据分布更加紧凑和平滑。这有助于减少异常值对模型拟合和结果解释的负面影响。
可视化效果：在绘制图表时，对数变换可以使数据点更加均匀地分布在图表上，避免少数极大或极小值占据过多空间，从而使图形更具可读性和信息量。

5. 经济学和金融学中的应用

百分比变化：在经济学和金融学中，经常使用对数来表示变量的百分比变化。例如，股票价格的对数差分可以近似看作是收益率。
弹性计算：对数变换后的变量可以直接用于计算弹性（一个变量相对于另一个变量的百分比变化）。这在经济学中尤其有用，因为弹性是一个重要的概念。

6. 提高模型性能

预测精度：对于一些机器学习算法，对数变换可以提高模型的预测精度。通过减少偏斜和稳定方差，模型能够更好地捕捉数据的真实模式。
梯度下降优化：在训练神经网络等模型时，对数变换可以使损失函数的梯度更加平滑，有助于更快收敛。

Code

df_clean_log <- df_clean %>%
  mutate(across(where(is.numeric) & !all_of(c("year_built", "unit_price")),
                ~ log(.), .names = "{col}_log"))

# 画图
# 应用函数到数据框并获取图形列表
df_clean_log_only <- df_clean_log %>% 
  select(ends_with("_log"))
density_plots_log <- plot_density_all_numeric(df_clean_log_only)

# 使用 patchwork 将所有图形组合在一起
combined_plot_log <- Reduce(`+`, density_plots_log)

# 打印组合后的图形
combined_plot_log

Code

df_clean %>% 
  ggplot(aes(x = gr_liv_area, y = sale_price)) + 
  geom_point(aes(colour = neighborhood)) + 
  geom_smooth(method = lm, se = TRUE, formula = "y ~ x")

占地面积和房子价格关系

不做对数处理时候的数据

Code

df_clean %>% 
  ggplot(aes(x = lot_area, y = sale_price)) + 
  geom_point(aes(colour = neighborhood)) + 
  geom_smooth(method = lm, se = TRUE, formula = "y ~ x")

做对数处理后，更接近线性关系。

为什么？有可能本来是指数关系嘛。

Code

df_clean_log %>% 
  ggplot(aes(x = lot_area_log, y = sale_price_log)) + 
  geom_point(aes(colour = neighborhood)) + 
  geom_smooth(method = lm, se = TRUE, formula = "y ~ x")

不同区域占地面积和价格关系

Code

df_clean_log %>%
  ggplot(aes(x = lot_area_log, y = sale_price_log)) +
  geom_point(colour = "blue") +
  geom_smooth(method = lm, se = FALSE, formula = "y ~ x", fullrange = TRUE) +
  facet_wrap(~neighborhood) +
  theme(strip.background = element_blank())

房屋价格和居住面积关系

Code

df_clean_log %>%
  ggplot(aes(x = gr_liv_area, y = sale_price_log)) +
  geom_point(aes(colour = neighborhood)) +
  geom_smooth(method = lm, se = FALSE, formula = "y ~ x")

不同区域房屋价格和居住面积散点图

Code

df_clean_log %>%
  ggplot(aes(x = gr_liv_area_log, y = sale_price_log)) +
  geom_point() +
  geom_smooth(method = lm, se = FALSE, formula = "y ~ x", fullrange = TRUE) +
  facet_wrap(~neighborhood) +
  theme(strip.background = element_blank())

---
title: "房屋价格数据探索"
format: 
  html:
    toc: True
    toc-location: right
    code-fold: true
    code-tools: true
editor_options: 
  chunk_output_type: inline
---

# 背景

该数据集是美国爱荷华州(艾奥瓦州)下辖的埃姆斯市的2006\~2010年房屋数据。该市位于美国中部地区，2018年人口数量约6.7万人，在美国属于小型城市，这个市有爱荷华州立大学和国家级实验室(艾姆斯实验室)

![](images/clipboard-3304261671.png){width="462"}

![](images/地图.jpeg){width="460"}

下面我们对这个数据集进行探索。

# 工具包及设置

```{r setup, include=FALSE}
options(warn=-1)  # 忽略警告信息
knitr::opts_chunk$set(message=FALSE, warning=FALSE, echo =TRUE)
```

quarto-executable-code-5450563D

```r
library(skimr)
library(dplyr)
library(readxl)
library(tidyverse)
library(lubridate)
library(plotly)
library(gt)
library(writexl)
library(knitr)
library(kableExtra)
library(DT)
library(visdat)
library(corrplot)
library(forcats)  # for fct_reorder
library(scales)   # for dollar formatting
library(viridis)  # for color palette
```

quarto-executable-code-5450563D

```r
# 通用函数
create_custom_datatable <- function(data) {
  datatable(
    data,
    options = list(
      scrollX = TRUE,  # 启用水平滚动条（左右滑动）
      autoWidth = FALSE  # 禁用自动宽度计算
    ),
    class = 'cell-border stripe'
  )
}


to_table <- function(data) {
  if (nrow(data) == 0 || ncol(data) == 0) {
    return("数据框为空")
  }
  
  # 添加行索引作为第一列，并生成表格
  data %>%
    rowid_to_column("index") %>%
    knitr::kable(
      format = "html", 
      booktabs = TRUE,
      escape = FALSE,
      align = "c",
      caption = paste0("数据框包含 ", nrow(data), " 行和 ", ncol(data), " 列")
    ) %>%
    kable_styling(
      full_width = FALSE, 
      font_size = 14,
      fixed_thead = TRUE
    ) %>%
    scroll_box(width = "100%", height = "400px")
}


del_dupli_all <- function(data) {
  # 检查数据框是否存在以及是否包含指定列
  if (!is.data.frame(data)) {
    stop("输入必须是一个数据框")
  }
  
  # 基于特定列判断重复行
  duplicate_indices <- which(duplicated(data) | duplicated(data, fromLast = TRUE))

  # 删除所有包含重复值的行
  df_clean <- data[-unique(duplicate_indices), ]

  # # 返回清理后的数据框
  # return(df_clean)
}



```

# 导入数据及说明

## 导入数据

quarto-executable-code-5450563D

```r
file_path <- "D:/R/house_price/ames_houseprice.csv"
ames <- read.csv(file_path) %>% 
  janitor::clean_names()  

ames_copy <- read.csv(file_path)
names1 <- names(ames)
names2 <- names(ames_copy)
# 处理过列名和没处理过的映射关系的映射关系
cols_df <- data.frame(col = names1, col2 = names2)
# 导入字段的注释说明
explanation_path <- "D:/R/house_price/ames_houseprice_explanation.xlsx"
explanation <- read_excel(explanation_path)
# 匹配
cols_df <- cols_df %>% 
  left_join(explanation, by = c("col2" = "col_name")) %>% 
  select(col, explanation, class)

```

## 字段说明

quarto-executable-code-5450563D

```r
skim_result <- skim(ames) %>% 
  as.data.frame() %>%
  mutate(
    miss_rate = scales::percent(1 - complete_rate, accuracy = 0.1)
    ) %>% 
  select(skim_variable, skim_type, numeric.p0, numeric.p100, numeric.p50,n_missing, miss_rate)  %>% 
  set_names(c("field",  "type", "min", "max", "median", "n_miss", "miss_rate")) %>%
  left_join(cols_df, c("field" = "col")) %>%
  select(field, type, class, explanation, min, max, median, n_miss, miss_rate) %>%
  arrange(desc(class))

to_table(skim_result)
```

字段分类说明

把字段分类更有助于理解数据

-   地理信息：房子的位置、占地面积信息

-   评估结果：评级等级等相关数据，从不同角度来评估房子的好坏

-   设计及装修：描述房子的外部、内部设计，软硬装修的程度和好坏

-   时间：房子时间相关的信息

-   房屋周边：房子附近的交通信息、公用设施、配套、道路信息

-   交易信息：房子的成交时间，交易价格等

-   建筑性质：建筑性质（农业、商业、高/低密度住宅）

# 数据探索

## 探索主题

探索影响房屋价格的因素

## 选择变量

作为购房者，确实会重点评估以下因素

-   lot_area 占地面积

-   gr_liv_area 地上居住面积

-   neighborhood 建筑在Ames城市的位置

-   lot_frontage 建筑离街道的距离

-   bldg_type 住宅类别（联排别墅、独栋别墅...）

-   ms_zoning 建筑性质（农业、商业、高/低密度住宅）

-   year_built 房屋修建年份

quarto-executable-code-5450563D

```r
# 选择所需列
choice <- ames %>% 
  select(lot_area, gr_liv_area, neighborhood, lot_frontage, bldg_type, year_built, ms_zoning, sale_price)

to_table(choice)
```

## 异常值处理

### 缺失值

quarto-executable-code-5450563D

```r
# 选择字段的缺失值信息
values_to_match <- c("lot_area", "gr_liv_area", "neighborhood", "lot_frontage", "bldg_type", "year_built", "ms_zoning","sale_price")
filtered_rows <- skim_result %>%
  filter(field %in% values_to_match)
  
to_table(filtered_rows)
```

lot_frontage:建筑离街道的距离 这列有259个缺失值。明细如下：

quarto-executable-code-5450563D

```r
choice %>% 
  filter(if_any(everything(), is.na)) %>% 
  to_table()
```

查看缺失值分布

quarto-executable-code-5450563D

```r
# 执行后查看 1.每个变量的数据类型（通过颜色区分）2. 缺失值的位置（如果有）3.变量之间的相对位置和排列。
choice %>% vis_dat()
```

quarto-executable-code-5450563D

```r
# 排除lot_frontage 列之后的数据情况
choice %>% 
  select(-lot_frontage) %>% 
  vis_dat()
```

共计1460个样本，确实259个，占比17.8%

缺失值有以下处理方式：

-   如果不重要的列，直接删除(此处不行)

-   填充缺失值。用中位数/平均值/固定值填充

-   删除含缺失值的行。此处删除后还有 1201个样本。暂时使用此处理方式。

更好的处理方式。还请各位老师指导。

quarto-executable-code-5450563D

```r
choice <- choice %>% 
  drop_na()
to_table(choice)
```

### 重复值

检查是否有重复值

quarto-executable-code-5450563D

```r
# 检查整个数据框是否有重复行
has_duplicates <- any(duplicated(choice))
has_duplicates
```

有重复值，从原始数据找出重复明细

quarto-executable-code-5450563D

```r
duplicate_rows <- choice %>%
  group_by_all() %>%  # 如果您只想检查某些列，请指定列名，例如：group_by(column1, column2)
  filter(n() > 1) %>%
  ungroup()

ames %>% 
  filter(
    lot_area == 2522,
    gr_liv_area == 1709 
  ) %>% 
  select(id, yr_sold, mo_sold, sale_price) %>% 
  to_table()
```

发现这三行数据的差异在id，mo_sold(销售月份)，sale_price(销售价格)，不一样，其他信息均相同。不知道为什么。暂时做删除处理。

quarto-executable-code-5450563D

```r
df_clean <- del_dupli_all(choice) %>% 
  mutate(unit_price = sale_price/gr_liv_area)  # 新增一列单价
```

## 开始探索

### 数值型变量分布

查看数值型变量整体分布有助于了解数据

备注：

-   1平方英尺 = 0.092903平方米 (m²)

-   1英尺 = 0.3048米，1码 = 3英尺 = 0.9144米

<!-- -->

-   人民币 2010年人民币和美元汇率在6.615到6.7695之间，取6.7

**从以下图中可以得出以下信息：**

1.  lot_area（地块面积）：大部分地块面积在5000平方英尺以下

2.  gr_liv_area（地面以上居住面积）

    -   大部分房屋的地面以上居住面积集中在1000到2000平方英尺之间。

    -   有少数房屋的居住面积较大，超过3000平方英尺。

3.  lot_frontage (和街道距离)：大部分集中在100以内(单位是英尺还是码？待确认)

4.  year_built（建造年份）

    -   房屋建造年份分布广泛，从早期到现代都有。

    -   有两个明显的峰值，一个在1960年代左右，另一个在2000年代左右。

5.  sale_price（销售价格）

    -   销售价格主要集中在较低的价格区间，大部分房屋的销售价格在200,000美元以下。

    -   有少数房屋的销售价格较高，超过500,000美元。

6.  unit_price（单价）

    -   单位价格（每平方英尺的价格）主要集中在较低的价格区间，大部分房屋的单位价格在100美元/平方英尺(7212元/平方米)以下。

    -   有少数房屋的单位价格较高，超过200美元/平方英尺(14424/平方米)。

概率密度函数

quarto-executable-code-5450563D

```r
library(purrr)
library(tidyr)
library(patchwork)

# 改进后的绘制函数，包含x轴标签处理
plot_density_all_numeric <- function(data) {
  numeric_cols <- data %>% select_if(is.numeric)
  
  data_long <- numeric_cols %>%
    pivot_longer(everything(), names_to = "variable", values_to = "value")
  
  unique_vars <- unique(data_long$variable)
  
  map(unique_vars, ~ {
    ggplot(data_long %>% filter(variable == .x), aes(x = value)) +
      geom_density(fill = "blue", alpha = 0.5) +
      labs(title = .x,
           x = .x,
           y = "Density") +
      theme_minimal() +
      # 根据需要选择一个或多个以下选项来调整x轴标签
      theme(axis.text.x = element_text(angle = 45, hjust = 1)) + # 旋转x轴标签
      scale_x_continuous(labels = scales::label_number())        # 或者简化数字标签
  })
}

# 应用函数到数据框并获取图形列表
density_plots <- plot_density_all_numeric(df_clean)

# 使用 patchwork 将所有图形组合在一起
combined_plot <- Reduce(`+`, density_plots)

# 打印组合后的图形
print(combined_plot)
```

箱线图

quarto-executable-code-5450563D

```r
# 定义一个函数来绘制所有数值型变量的箱线图，并添加抖动点和异常值，使用facet_wrap分割图形
plot_boxplot_with_jitter_facet <- function(data) {
  # 获取所有数值型列的名字，并转换成长格式
  data_long <- data %>%
    select_if(is.numeric) %>%
    pivot_longer(everything(), names_to = "variable", values_to = "value")
  
  # 创建箱线图并添加抖动点，使用facet_wrap分割图形
  p <- ggplot(data_long, aes(x = "", y = value)) +
    geom_boxplot(outlier.shape = 1, outlier.color = "red") +  # 异常点用红色标记
    geom_jitter(alpha = 0.6, color = "#ADD8E6", width = 0.2) +  # 使用浅蓝色 (#ADD8E6),抖动点
    facet_wrap(~ variable, scales = "free_y") +  # 每个变量有自己的y轴尺度
    labs(
         # title = "数据分布图",
         x = "",
         y = "Value") +
    theme_minimal() +
    theme(axis.text.x = element_blank(),
          axis.ticks.x = element_blank()) +
    scale_fill_brewer(palette = "Set3")
  
  return(p)
}

# 应用函数到数据框并创建图形
faceted_plots <- plot_boxplot_with_jitter_facet(df_clean)

# 打印图形
print(faceted_plots)
```

### 各因素对房价的影响

#### 相关性分析

通过相关系数查看和各因素和房价的相关性，异常值可能会显著影响皮尔逊相关系数的结果，因此在分析前应考虑去除或处理异常值。

-   结论：连续性变量中，gr_liv_area(地上居住面积)和year_built (房屋修建年份)和房子售价相关性最高。分别为0.68，0.66

quarto-executable-code-5450563D

```r
# 定义一个函数来检测并剔除所有数值型列的异常值
remove_all_outliers_iqr_simplified <- function(data) {
  # 获取所有数值型列的名字
  numeric_cols <- select_if(data, is.numeric)

  # 计算每列的上下限
  bounds <- numeric_cols %>%
    summarise(across(everything(), ~ {
      qnt <- quantile(., probs = c(0.25, 0.75), na.rm = TRUE)
      iqr <- IQR(., na.rm = TRUE)
      list(lower = qnt[1] - 1.5 * iqr, upper = qnt[2] + 1.5 * iqr)
    }))

  # 创建一个布尔矩阵，标识哪些行和列符合 IQR 范围内的条件
  within_bounds <- map2_df(numeric_cols, bounds, ~ between(.x, .y$lower, .y$upper))

  # 确保所有数值型列都满足条件
  valid_rows <- rowSums(within_bounds) == ncol(within_bounds)

  filtered_data <- data %>%
    filter(valid_rows)

  return(filtered_data)
}

# 应用函数到数据框
df_no_outliers_simplified <- remove_all_outliers_iqr_simplified(df_clean)

# 查看结果
# to_table(df_no_outliers_simplified)


# 选择数值型变量
numeric_vars <- df_no_outliers_simplified %>%
  select(lot_area, gr_liv_area, lot_frontage, year_built, sale_price)

# 计算相关矩阵，忽略缺失值
cor_matrix <- cor(numeric_vars, use = "complete.obs")

# 打印相关矩阵（可选）
# 使用 corrplot 包绘制相关矩阵的热力图，并显示相关系数
corrplot(
  cor_matrix,
  method = "color",          # 使用颜色填充表示相关系数
  type = "upper",            # 只显示上三角部分的相关系数
  tl.col = "black",          # 设置标签颜色为黑色
  tl.srt = 45,               # 旋转标签45度以提高可读性
  diag = FALSE,              # 不显示对角线上的1.00
  addCoef.col = "black",     # 添加相关系数的颜色
  number.cex = 0.8           # 调整相关系数文本大小
)
```

#### 综合评估

通过以下随机森林模型查看各因素对房价影响，重要性排序如下：

-   neighborhood 建筑在Ames城市的位置

-   gr_liv_area 地上居住面积

-   year_built 房屋修建年份

-   lot_area 占地面积

-   lot_frontage 建筑离街道的距离

-   ms_zoning 建筑性质（农业、商业、高/低密度住宅）

-   bldg_type 住宅类别（联排别墅、独栋别墅...）

和我们购房的逻辑基本一致：面积，房子地段，年限

quarto-executable-code-5450563D

```r
library(randomForest)
df_clean <- df_clean %>% 
  mutate(
    across(where(is.character) | where(is.factor), as.factor)
  )
# 随机森林模型
rf_model <- randomForest(sale_price ~ lot_area + gr_liv_area + lot_frontage + year_built + ms_zoning + bldg_type + neighborhood, data = df_clean)
# importance(rf_model)
varImpPlot(rf_model)
```

### **各区域的房屋价格分析**

位置对房价影响第二，重点看一下。

#### 各位置房子数量、占比、房价中位数

共计25个区域，共1199套房子，NAmes、CollgCr、OldTown、Edwards、Somerst五个区域占了全市房子的49%。有可能是该市人口聚集区。

quarto-executable-code-5450563D

```r
# 假设 df_clean 是你的数据框，包含 sale_price 和 neighborhood 列
df_summary <- df_clean %>%
  group_by(neighborhood) %>%
  summarise(
    cnt = n(),
    median_sale_price = round(median(sale_price, na.rm = TRUE), 0),
    mean_sale_price = round(mean(sale_price, na.rm = TRUE), 0),
    .groups = 'drop'
  ) %>%
  arrange(desc(cnt)) %>%
  mutate(
    pct = round(prop.table(cnt) * 100, 1),
    cum_pct = round(cumsum(pct), 1)  # 累计百分比列
  )

# 打印结果
to_table(df_summary)
```

各区域房价房价中位数

quarto-executable-code-5450563D

```r
# 假设 df_summary 包含原始数据和 cnt 列
df_summary <- df_summary %>%
  mutate(cnt_neg = -abs(cnt * 1500))  # 创建负数的房子数量列

# 创建左右堆叠条形图
ggplot(df_summary, aes(y = fct_reorder(neighborhood, median_sale_price))) +
  # 左边: 房子数量 (用负数表示，所以它们朝左)
  geom_col(aes(x = cnt_neg, fill = "房子数量"), width = 0.4, position = position_nudge(x = -0.2)) +
  # 右边: 房价中位数
  geom_col(aes(x = median_sale_price, fill = "房价中位数"), 
           data = df_summary %>% filter(!is.na(median_sale_price)),  # 确保只使用有房价数据的行
           width = 0.4, position = position_nudge(x = 0.2)) +
  # 添加数值标签
  geom_text(data = df_summary %>% filter(!is.na(median_sale_price)),  # 确保只使用有房价数据的行
            aes(x = median_sale_price, 
                label = round(median_sale_price, 0)), hjust = 1, position = position_nudge(x = 0.2)) +
  geom_text(data = df_summary %>% filter(!is.na(cnt)),  # 确保只使用有房子数量数据的行
            aes(x = ifelse(!is.na(cnt_neg), cnt_neg, NA), 
                label = abs(cnt)), hjust = 1, position = position_nudge(x = -0.2)) +
    scale_x_continuous(
    expand = c(0, 0),
    breaks = NULL,  # 移除x轴断点
    labels = NULL   # 移除x轴标签
  ) +
  scale_fill_viridis_d(option = "D", begin = 0.5, end = 1, direction = -1) +  # 使用离散色阶并调整颜色为更浅的紫色
  theme_classic() +
  labs(x = NULL, y = NULL, fill = NULL) +
  guides(fill = guide_legend(reverse=TRUE)) + 
   theme(
      axis.text.x = element_text(angle = 45, hjust = 1, vjust = 1),  # 明确设置x轴标签样式
      axis.title.x = element_blank(),  # 如果不需要x轴标题可以移除或设置为element_blank()
      axis.line.x = element_line(color = "black")  # 可选：添加x轴线
  )
```

发现房价高的区域并不是房子最多的区域，这是为什么？

### 地上居住面积和房子价格关系

数据非正态分布，对数处理后再看。发现数据更接近正态分布了

#### **为什么要对数据进行对数处理？**

##### **1. 稳定方差**

-   **异方差问题**：当变量的方差随着均值的变化而变化时（即存在异方差性），这可能会导致统计模型的假设不成立。对数变换可以帮助稳定方差，使得不同水平上的方差更加一致。

-   **线性回归模型**：在线性回归中，残差应该具有恒定的方差。如果原始数据存在异方差，对数变换可以改善这一特性。

##### **2. 减少偏斜**

-   **右偏分布**：许多实际中的数据集往往呈现出右偏（正偏）分布，例如收入、房价等。对数变换可以将这种偏斜的数据转换为更接近正态分布的形式，从而更容易进行统计分析和建模。

-   **对称性**：对数变换可以使分布更加对称，这对于某些统计检验和模型假设是有利的。

##### **3. 线性化关系**

-   **幂律或指数关系**：当两个变量之间存在幂律或指数关系时，直接绘制散点图可能难以看出它们之间的关系。通过对数变换，可以将这些非线性关系转化为线性关系，使得图形更容易解释，并且适合使用线性回归模型。

-   **比例变化**：对数尺度下，距离表示的是相对变化而不是绝对变化。这有助于展示变量间的比例关系，尤其是在宽范围数值的情况下。

##### **4. 压缩极端值**

-   **异常值影响**：对数变换可以有效压缩极端值的影响，使数据分布更加紧凑和平滑。这有助于减少异常值对模型拟合和结果解释的负面影响。

-   **可视化效果**：在绘制图表时，对数变换可以使数据点更加均匀地分布在图表上，避免少数极大或极小值占据过多空间，从而使图形更具可读性和信息量。

##### **5. 经济学和金融学中的应用**

-   **百分比变化**：在经济学和金融学中，经常使用对数来表示变量的百分比变化。例如，股票价格的对数差分可以近似看作是收益率。

-   **弹性计算**：对数变换后的变量可以直接用于计算弹性（一个变量相对于另一个变量的百分比变化）。这在经济学中尤其有用，因为弹性是一个重要的概念。

##### **6. 提高模型性能**

-   **预测精度**：对于一些机器学习算法，对数变换可以提高模型的预测精度。通过减少偏斜和稳定方差，模型能够更好地捕捉数据的真实模式。

-   **梯度下降优化**：在训练神经网络等模型时，对数变换可以使损失函数的梯度更加平滑，有助于更快收敛。

quarto-executable-code-5450563D

```r
df_clean_log <- df_clean %>%
  mutate(across(where(is.numeric) & !all_of(c("year_built", "unit_price")),
                ~ log(.), .names = "{col}_log"))

# 画图
# 应用函数到数据框并获取图形列表
df_clean_log_only <- df_clean_log %>% 
  select(ends_with("_log"))
density_plots_log <- plot_density_all_numeric(df_clean_log_only)

# 使用 patchwork 将所有图形组合在一起
combined_plot_log <- Reduce(`+`, density_plots_log)

# 打印组合后的图形
combined_plot_log
```

quarto-executable-code-5450563D

```r
df_clean %>% 
  ggplot(aes(x = gr_liv_area, y = sale_price)) + 
  geom_point(aes(colour = neighborhood)) + 
  geom_smooth(method = lm, se = TRUE, formula = "y ~ x")
```

### 占地面积和房子价格关系

不做对数处理时候的数据

quarto-executable-code-5450563D

```r
df_clean %>% 
  ggplot(aes(x = lot_area, y = sale_price)) + 
  geom_point(aes(colour = neighborhood)) + 
  geom_smooth(method = lm, se = TRUE, formula = "y ~ x")
```

做对数处理后，更接近线性关系。

-   为什么？有可能本来是指数关系嘛。

quarto-executable-code-5450563D

```r
df_clean_log %>% 
  ggplot(aes(x = lot_area_log, y = sale_price_log)) + 
  geom_point(aes(colour = neighborhood)) + 
  geom_smooth(method = lm, se = TRUE, formula = "y ~ x")
```

不同区域占地面积和价格关系

quarto-executable-code-5450563D

```r
df_clean_log %>%
  ggplot(aes(x = lot_area_log, y = sale_price_log)) +
  geom_point(colour = "blue") +
  geom_smooth(method = lm, se = FALSE, formula = "y ~ x", fullrange = TRUE) +
  facet_wrap(~neighborhood) +
  theme(strip.background = element_blank())
```

### 房屋价格和居住面积关系

quarto-executable-code-5450563D

```r
df_clean_log %>%
  ggplot(aes(x = gr_liv_area, y = sale_price_log)) +
  geom_point(aes(colour = neighborhood)) +
  geom_smooth(method = lm, se = FALSE, formula = "y ~ x")
```

不同区域房屋价格和居住面积散点图

quarto-executable-code-5450563D

```r
df_clean_log %>%
  ggplot(aes(x = gr_liv_area_log, y = sale_price_log)) +
  geom_point() +
  geom_smooth(method = lm, se = FALSE, formula = "y ~ x", fullrange = TRUE) +
  facet_wrap(~neighborhood) +
  theme(strip.background = element_blank())
```