# This dataset was collected for A Visual Introduction to Machine Learning (http://www.r2d3.us). It is available under a Creative Commons Attribution-NonCommercial-ShareAlike 4.0 International License (http://creativecommons.org/licenses/by-nc-sa/4.0/).  We hope it helps you practice different data analysis and visualization techniques. ONE REQUEST: Please do not use this data to make any conclusions about the New York or San Francisco real estate markets. This data was collected with learning, not inference, in mind. :-)
#
in_sf,beds,bath,price,year_built,sqft,price_per_sqft,elevation
0,2,1,999000,1960,1000,999,10
0,2,2,2750000,2006,1418,1939,0
0,2,2,1350000,1900,2150,628,9
0,1,1,629000,1903,500,1258,9
0,0,1,439000,1930,500,878,10
0,0,1,439000,1930,500,878,10
0,1,1,475000,1920,500,950,10
0,1,1,975000,1930,900,1083,10
0,1,1,975000,1930,900,1083,12
0,2,1,1895000,1921,1000,1895,12
0,3,3,2095000,1926,2200,952,4
0,1,1,999000,1982,784,1274,5
0,1,1,999000,1982,784,1274,5
0,1,1,1249000,1987,826,1512,3
0,0,1,1110000,2008,698,1590,5
0,2,2,2059500,2008,1373,1500,5
0,2,2,2000000,1928,1200,1667,10
0,1,1,715000,1903,557,1284,3
0,2,2,2498000,2005,1260,1983,2
0,2,1.5,2650000,1915,2500,1060,5
0,2,2,3450000,1900,1850,1865,9
0,1,1,3105000,2016,1108,2802,10
0,4,5,13750000,2016,3699,3717,10
0,2,2,1185000,1900,1000,1185,4
0,1,2,1699000,1900,1500,1133,5
0,1,1,1195000,1900,1093,1093,6
0,1,1,450000,1920,500,900,10
0,1,1,1195000,1900,1093,1093,10
0,2,2,1185000,1900,1000,1185,10
0,0,1,625000,1964,800,781,8
0,2,2,3159990,2012,1420,2225,8
0,2,2,2200000,1920,2050,1073,10
0,2,2,4895000,2016,1520,3220,10
0,2,2,6525000,2016,2018,3233,10
0,2,2,4895000,2016,1520,3220,11
0,2,2,6525000,2016,2018,3233,11
0,2,2,1675000,2006,1225,1367,12
0,2,2,1675000,2006,1225,1367,12
0,2,1,999000,1985,799,1250,5
0,1,1,1550000,1926,1000,1550,6
0,1,1,1595000,2015,714,2234,7
0,2,2,3995000,1906,2400,1665,9
0,1,1,1285000,2012,749,1716,10
0,1,1,1595000,2015,714,2234,10
0,2,2,3995000,1906,2400,1665,10
0,2,2,4995000,1900,2024,2468,8
0,3,2,3580000,1880,3000,1193,10
0,3,3,6350000,2015,2500,2540,3
0,3,3,6550000,2015,2500,2620,3
0,3,3,5985000,1909,3300,1814,3
0,3,3,9900000,2015,2950,3356,4
0,1,1,1849000,1920,1400,1321,5
0,2,2,3500000,1915,2000,1750,5
0,2,2,3500000,1910,1887,1855,5
0,1,1,1250000,2007,720,1736,6
0,2,1,899000,1990,820,1096,7
0,1,2,1950000,1900,1300,1500,7
0,1,1,1750000,1963,1000,1750,5
0,0,1,775000,2009,546,1419,6
0,0,1,390000,1955,550,709,6
0,0,1,699999,1988,500,1400,9
0,1,1,649000,1965,750,865,10
0,2,2,1200000,1964,1200,1000,10
0,0,1,319000,1941,500,638,10
0,0,1,699999,1988,500,1400,10
0,0,1,775000,2009,546,1419,10
0,1,1,649000,1965,750,865,10
0,2,2,1849000,2009,1135,1629,10
0,1,1,615000,1960,750,820,11
0,1,1,1590000,2008,785,2025,12
0,1,1,1150000,2014,645,1783,18
0,2,2,2650000,2014,1240,2137,18
0,0,1,469000,1932,500,938,18
0,0,1,569000,1962,543,1048,8
0,1,1,549000,1924,750,732,10
0,2,2,799000,1928,850,940,19
0,2,2,879000,1928,800,1099,22
0,2,3,2999000,1925,3200,937,10
0,2,3,2999000,1925,3200,937,10
0,2,3,2999000,1925,3200,937,12
0,2,3,2999000,1925,3200,937,12
0,1,1,399000,1910,475,840,10
0,1,1,1135000,2005,715,1587,10
0,1,1,1145000,2005,700,1636,10
0,1,1,1760000,1969,950,1853,10
0,2,2,1725000,2005,976,1767,10
0,2,2,2750000,2007,1384,1987,10
0,2,2,2750000,2007,1384,1987,13
0,1,1,399000,1910,475,840,14
0,2,2,1725000,2005,1144,1508,16
0,1,1,869000,1988,670,1297,16
0,1,1,1760000,1969,950,1853,17
0,3,3,1249000,1962,1500,833,18
0,3,3,1500000,1962,1600,938,18
0,1,1,1135000,2005,715,1587,19
0,1,1,1145000,2005,700,1636,19
0,2,2,1725000,2005,976,1767,19
0,2,2,3500000,1925,1550,2258,20
0,0,1,525000,1940,525,1000,21
0,2,2,2025000,1940,1433,1413,21
0,2,2,3500000,1986,1463,2392,23
0,0,1,925000,1978,585,1581,24
0,2,2,1700000,1982,1007,1688,25
0,2,2,1700000,1982,1007,1688,25
0,0,1,449000,1962,550,816,10
0,0,1,299000,1930,400,748,12
0,1,1,695000,1961,720,965,16
0,1,1,695000,1961,720,965,16
0,4,5,17750000,2012,4476,3966,20
0,5,5,27500000,1930,7500,3667,21
0,0,1,539000,1957,485,1111,10
0,0,1,779000,1975,512,1521,10
0,1,1,925000,1985,745,1242,10
0,1,1,1319000,1958,1000,1319,10
0,2,2,4240000,2016,1741,2435,10
0,2,2,4285000,2016,1747,2453,10
0,3,3,4875000,2016,2017,2417,10
0,3,3,14950000,1931,4435,3371,10
0,3,3,10225000,2016,3007,3400,10
0,4,4,13400000,2016,3331,4023,10
0,5,5,19000000,2016,4972,3821,10
0,0,1,539000,1957,485,1111,11
0,1,1,835000,1963,700,1193,12
0,10,10,7995000,1910,6400,1249,12
0,0,1,349000,1960,400,873,13
0,1,1,588000,1970,600,980,14
0,2,2,8690000,2002,2178,3990,15
0,2,2,4195000,2016,1750,2397,15
0,2,2,4195000,2016,1742,2408,15
0,2,2,4240000,2016,1741,2435,15
0,2,2,4285000,2016,1747,2453,15
0,3,3,4875000,2016,2017,2417,15
0,3,3,5750000,2016,2196,2618,15
0,3,3,9350000,2016,3054,3062,15
0,3,3,10225000,2016,3007,3400,15
0,4,4,13150000,2016,3338,3939,15
0,4,4,13400000,2016,3331,4023,15
0,5,5,19000000,2016,4972,3821,15
0,0,1,850000,1924,546,1557,10
0,7,7,19500000,1994,4238,4601,10
0,1,1,1000000,1912,612,1634,18
0,0,1,485000,1902,310,1565,23
0,3,2,7350000,1999,2075,3542,23
0,1,1,1200000,1969,600,2000,23
0,2,2,4250000,2011,1504,2826,23
0,2,2,3600000,1960,1340,2687,24
0,2,2,3600000,1960,1340,2687,24
0,1,1,525000,1924,700,750,24
0,0,1,545000,1900,387,1408,10
0,1,1,535000,1900,450,1189,10
0,4,4,5500000,1923,3200,1719,21
0,4,5,12000000,1939,3700,3243,22
0,1,2,1850000,2007,839,2205,23
0,1,1,535000,1900,450,1189,27
0,2,2,1350000,1931,1300,1038,36
0,1,1,779000,1902,700,1113,10
0,2,1,1475000,1973,971,1519,10
0,2,2,1385000,1971,962,1440,10
0,1,1,779000,1902,700,1113,13
0,1,1,649000,1929,800,811,25
0,0,1,725000,1960,600,1208,26
0,2,1,925000,1941,790,1171,27
0,1,1,965000,1961,787,1226,27
0,2,1,1250000,1922,1145,1092,30
0,1,1,650000,1907,720,903,32
0,2,1,385000,1999,820,470,8
0,2,2,1695000,2012,1051,1613,16
0,1,1,600000,1899,1060,566,8
0,2,1,910000,1899,1060,858,8
0,8,7,2300000,1910,4180,550,9
0,1,1,600000,1899,1060,566,10
0,2,1,910000,1899,1060,858,10
0,2,2,1599000,1973,1400,1142,10
0,2,2,4625000,1987,1695,2729,10
0,0,1,325000,1910,375,867,11
0,2,2,1599000,1973,1400,1142,14
0,2,2,1965000,2005,1330,1477,16
0,1,1,735000,1928,800,919,22
0,2,2,4625000,1987,1695,2729,29
0,1,1,749000,2011,762,983,10
0,1,1,499999,2011,669,747,35
0,1,1,749000,2011,762,983,35
0,2,2,904000,1920,1503,601,10
0,2,2,904000,1920,1503,601,10
0,2,1,559900,1925,1200,467,51
0,2,1,545000,1939,1049,520,39
0,2,1,365000,1925,700,521,73
0,2,1,365000,1925,700,521,73
0,1,1,935000,1910,1102,848,8
0,0,1,820000,2013,533,1538,8
0,0,1,835000,2013,501,1667,8
0,1,1,935000,1910,1102,848,10
0,1,1,1420000,2004,768,1849,10
0,1,1,1550000,2004,794,1952,10
0,2,2,1635000,2004,957,1708,10
0,1,1,1550000,2004,794,1952,11
0,1,1,1780000,2007,988,1802,14
0,2,2,2800000,2007,1308,2141,14
0,1,1,411500,1921,586,702,6
0,2,2,2175000,1999,1569,1386,10
0,2,2,1995000,1996,1044,1911,10
0,2,2,2235000,1999,1548,1444,14
0,4,4,8800000,1941,3382,2602,15
0,2,2,1850000,1996,1044,1772,17
0,2,2,1995000,1996,1044,1911,17
0,1,1,1695000,1927,680,2493,17
0,1,1,1495000,1962,1125,1329,19
0,2,2,2200000,2000,1044,2107,2
0,0.5,1,384900,1962,540,713,10
0,1,1,515000,1962,725,710,10
0,3,2,1950000,1956,1600,1219,10
0,0,1,307000,1910,330,930,15
0,2,2,1735000,1980,1585,1095,18
0,3,3,1850000,2005,1353,1367,8
0,3,3,1850000,2005,1353,1367,10
0,2,2,1995000,1986,1406,1419,14
0,2,2,2900000,1987,1600,1813,24
0,2,2,2499000,2004,1658,1507,24
0,2,2,1575000,1930,1324,1190,33
0,3,3,1495000,1990,1360,1099,0
0,1,1,529000,1986,650,814,0
0,3,3,2695000,2006,1991,1354,1
0,3,3,2695000,2006,1991,1354,1
0,4,3,3895000,2001,2277,1711,0
1,1,1,550000,1982,724,760,24
1,2,2,849000,1982,1030,824,24
1,3,2,1750000,1900,2950,593,26
1,1,1,799000,2008,847,943,29
1,1,1.5,899000,1997,1453,619,3
1,1,1,598000,2005,534,1120,5
1,1,2,1088000,1998,1086,1002,6
1,1,1,798000,1926,769,1038,10
1,1,1,798000,1926,769,1038,10
1,1,1,1495000,1927,2275,657,10
1,4,4,4300000,2006,3321,1295,10
1,1,1,699000,2008,756,925,12
1,2,2,334905,2000,1047,320,12
1,1,1.5,849000,1996,1127,753,13
1,1,1.5,1365000,1996,1607,849,13
1,1,1,649000,2011,674,963,14
1,3,3,1245000,1907,1503,828,23
1,1,1,649000,1983,850,764,163
1,2,2,1700000,1987,1250,1360,11
1,2,2,1980000,2009,1469,1348,0
1,2,2,3600000,2009,1652,2179,0
1,2,3,4995000,2009,2230,2240,0
1,2,2,1298000,2008,1159,1120,0
1,2,2,2149000,2008,1317,1632,0
1,3,2,1995000,2006,1362,1465,3
1,2,2,1650000,1937,1640,1006,7
1,1,1,949000,2010,824,1152,8
1,1,1,187518,2000,670,280,12
1,3,2.5,1995000,2008,2354,847,23
1,3,2.5,1995000,2008,2354,847,23
1,2,2,2799000,2008,1328,2108,35
1,2,2.5,1050000,2000,1640,640,2
1,2,2,895000,2006,1113,804,3
1,1,1,998000,2006,872,1144,3
1,2,2,1659000,2000,1165,1424,4
1,1,1,788000,2004,903,873,4
1,2,2,1395000,2001,1334,1046,4
1,2,2,1299000,2004,1453,894,5
1,2,2.5,850000,2000,1136,748,5
1,3,2.5,2850000,2013,2075,1373,5
1,2,2,950000,2000,1258,755,6
1,2,2,1600000,2002,1173,1364,7
1,3,2,1275000,2001,1502,849,13
1,1,1.5,775000,2009,835,928,14
1,3,2,1399000,1892,1809,773,41
1,2,2,879000,1912,950,925,53
1,1,1,699000,1907,932,750,59
1,1,1,985000,1978,884,1114,11
1,1,1,725000,1978,1063,682,60
1,2,2,849000,1911,1100,772,66
1,1,1,618000,1973,705,877,72
1,2,2,5950000,1989,3700,1608,83
1,4,4,1800000,1948,2475,727,10
1,2,2.5,2350000,2008,1314,1788,19
1,1,1,740200,1920,989,748,41
1,1,1,699000,1982,780,896,51
1,2,2,958000,2005,915,1047,54
1,2,2,1200000,1909,1302,922,56
1,3,3,1575000,1993,2233,705,62
1,2,2,1199000,1964,1100,1090,68
1,1,1,529000,1966,791,669,69
1,1,1,699000,1984,880,794,73
1,3,2,1295000,1926,1675,773,77
1,4,4,1800000,1948,2347,767,87
1,1,1,795000,2000,990,803,7
1,2,2,779000,2007,808,964,7
1,1,1.5,378551,2000,1000,379,9
1,4,2.3,1398000,1904,2492,561,13
1,2,1.3,1097000,1904,1493,735,14
1,1,1,670000,2014,507,1321,20
1,2,2,1199000,2014,943,1271,20
1,2,2,1095000,2010,1135,965,30
1,1,2,795000,2014,616,1291,31
1,3,2,979000,1900,1440,680,33
1,3,3,1488888,1977,2100,709,38
1,3,2,1389000,1908,1546,898,55
1,3,2,1389000,1908,1546,898,55
1,4,2,1099000,1962,1267,867,69
1,3,3.5,1799000,1900,2449,735,75
1,3,2,1250000,1924,1450,862,83
1,3,2,998000,1907,1464,682,84
1,3,2.5,1300000,1975,1642,792,4
1,1,1,539000,2000,709,760,5
1,1,1,735000,1983,779,944,12
1,3,2,688000,1942,1441,477,34
1,2,1,859000,1890,1100,781,44
1,3,2,699000,1964,1250,559,48
1,2,1,750000,1924,980,765,48
1,3,2,549000,1915,1972,278,51
1,6,3,1600000,1926,2567,623,52
1,2,2,875000,1909,1700,515,54
1,4,3,900000,2003,1870,481,54
1,3,2,748000,1930,1522,491,54
1,2,1.5,749000,1949,1348,556,56
1,2,1,599000,1942,707,847,61
1,3,1,648800,1940,1325,490,66
1,2,2,649000,1924,1320,492,72
1,2,1,798888,1929,1025,779,74
1,5,2,899000,1972,1940,463,81
1,3,1.5,699000,1910,1625,430,94
1,3,2,749000,1907,1513,495,95
1,3,2,535000,1967,1824,293,102
1,2,1,699000,1913,900,777,108
1,2,1,699000,1913,900,777,108
1,2,1,500000,1958,1166,429,136
1,3,2.5,879000,1981,2111,416,139
1,3,2.5,879000,1981,2111,416,139
1,4,2.5,699900,1982,1752,399,140
1,2,1,688000,1950,1145,601,143
1,3,2,1195000,1907,1396,856,33
1,3,2,1195000,1907,1396,856,33
1,1,1,697000,1922,694,1004,50
1,5,3.5,3995000,1905,3350,1193,59
1,1,1,650000,1955,600,1083,74
1,1,1,650000,1955,600,1083,74
1,1,1,775000,1955,600,1292,74
1,1,1,825000,1955,600,1375,74
1,2,1,699000,1907,915,764,89
1,3,2,1495000,1927,1520,984,105
1,4,4.5,5200000,1952,4813,1080,238
1,2,2,989000,1984,988,1001,46
1,3,1,1095000,1895,1465,747,68
1,1,1,725000,1900,811,894,70
1,1,1,725000,1900,811,894,70
1,4,4,2650000,1900,3816,694,75
1,2,2,1680000,1962,1850,908,89
1,1,1,1199000,1906,1139,1053,91
1,3,2.5,799000,1947,1400,571,35
1,3,2,795000,1954,1350,589,36
1,2,1,699000,1944,995,703,41
1,3,2,848000,1940,1500,565,42
1,3,2,899000,1948,1665,540,52
1,3,2,899000,1948,1665,540,52
1,6,4,1198000,1937,1965,610,79
1,3,3,1100000,1925,2633,418,91
1,6,3.5,949000,1918,2473,384,97
1,5,5,2990000,2014,5000,598,108
1,4,3,1338800,1940,2330,575,119
1,3,2.5,1388000,1928,1905,729,160
1,3,2,989000,1940,1603,617,227
1,3,1,1295000,1890,1772,731,65
1,6,6,6895000,1902,7800,884,67
1,2,2,1725000,1922,1415,1219,86
1,3,3,1995000,1922,1915,1042,88
1,0,1,499000,1900,510,978,91
1,0,1,499000,1900,510,978,91
1,1,1,599000,1900,624,960,91
1,1,1,599000,1900,624,960,91
1,3,2,1200000,1929,1284,935,121
1,3,2,1395000,1909,1877,743,57
1,3,3,1785000,1925,1970,906,58
1,3,2,1099000,1905,1457,754,67
1,5,5.5,3495000,1921,4310,811,73
1,3,2,2395000,1929,2323,1031,73
1,4,2.5,2549000,1907,2746,928,75
1,3,2,995000,2000,1393,714,75
1,5,3.5,6495000,1906,4609,1409,89
1,4,3,1698000,1890,1789,949,102
1,5,2,6298000,1914,3585,1757,26
1,3,3,1139000,2008,1532,743,44
1,3,2,1080000,1914,1954,553,49
1,4,1,1050000,1932,1767,594,55
1,1,1,739900,1941,875,846,70
1,4,4,1595000,1925,2750,580,81
1,2,1,699000,1907,1200,583,14
1,2,1,799000,1938,1150,695,36
1,4,2.5,995000,1915,2180,456,62
1,2,1,829000,1925,1145,724,71
1,2,1,875000,1908,1158,756,84
1,5,3,950000,1939,1846,515,97
1,2,1,749000,1936,1450,517,110
1,2,1,749000,1936,1450,517,110
1,6,6.5,9500000,1937,5420,1753,3
1,4,3,3595000,1931,3017,1192,9
1,2,1.5,1425000,1925,1360,1048,14
1,1,1,865000,1993,960,901,17
1,2,2.5,2495000,1940,1809,1379,48
1,2,2,2000000,1925,1518,1318,50
1,4,3.5,9895000,2008,6024,1643,62
1,3,2,358000,1989,1325,270,5
1,3,2.5,899000,2015,1391,646,5
1,3,2.5,929000,2015,1391,668,5
1,4,4,850000,1928,2470,344,8
1,2,1,648000,1921,1125,576,11
1,2,1,480000,1915,680,706,13
1,1,1,499000,1900,1076,464,19
1,4,2,689000,1951,1473,468,21
1,2,2,669000,1986,1317,508,23
1,2,1.5,729000,1942,1012,720,27
1,2,2,767000,1916,1380,556,31
1,3,1,660000,1900,1520,434,35
1,2,1,995000,1908,600,1658,36
1,2,1,759900,1941,1175,647,43
1,6,3.5,995000,2001,3080,323,55
1,2,1,725000,1945,1040,697,60
1,4,3,3420000,1926,5113,669,98
1,3,2,1650000,1922,2025,815,106
1,3,3.5,2250000,1928,3258,691,127
1,3,1,1319000,1925,1752,753,141
1,5,3.5,1698000,1966,2769,613,176
1,3,2,1049000,1947,1626,645,179
1,2,2,599000,1990,862,695,181
1,5,3.5,2995000,1947,3890,770,181
1,3,2,995000,1956,1305,762,216
1,1,1,350000,1908,600,583,43
1,2,1,550000,1908,800,688,43
1,4,4,3760000,1900,3085,1219,49
1,3,2,1050000,1922,1266,829,52
1,2,2,1895000,1907,1756,1079,54
1,1,1,599000,1961,680,881,56
1,4,3,1895000,2001,2041,928,61
1,3,2,1799000,1926,1800,999,66
1,2,1,600000,1908,1350,444,92
1,2,1,1495000,1908,1700,879,98
1,3,2,1595000,1961,1515,1053,103
1,3,2,849000,1947,1622,523,106
1,4,3.5,1995000,1992,3312,602,108
1,3,2,1495000,1937,1635,914,112
1,3,3.5,2195000,1922,2168,1012,125
1,4,2,1798000,1951,2050,877,131
1,2,2,849000,1978,1555,546,139
1,3,2,1159000,1977,1731,670,143
1,3,2.5,995000,1976,1959,508,163
1,4,3,1388000,1968,2275,610,163
1,5,3.5,2250000,1962,3729,603,174
1,3,2,1080000,1989,1524,709,185
1,3,2.5,1095000,1968,1868,586,187
1,2,1,599000,1972,990,605,189
1,2,1,915000,1954,1251,731,24
1,2,1,915000,1954,1251,731,24
1,3,2,725000,1975,1474,492,34
1,3,2.5,1588000,2015,2001,794,43
1,2,1,795000,1941,1256,633,63
1,2,1,795000,1941,1256,633,63
1,4,2,848000,1949,1646,515,69
1,1,1,439000,2002,667,658,80
1,3,2,849900,1958,1310,649,118
1,2,1,599000,1941,1254,478,123
1,3,2.5,1539514,2014,2024,761,136
1,3,2.5,1339000,2015,2133,628,143
1,3,2.5,1294000,2015,2133,607,143
1,3,2.5,1611000,2015,2001,805,153
1,2,2,1495000,1913,1174,1273,35
1,1,1,699000,1908,750,932,36
1,2,2.5,3495000,1900,1968,1776,76
1,4,2,699000,1949,1550,451,11
1,2,1,699000,1949,1050,666,64
1,3,3,888000,1975,1555,571,79
1,1,1,599000,1945,631,949,84
1,3,3,758000,1989,2157,351,90
1,2,2,1698000,2008,1620,1048,1
1,2,2,1698000,2008,1620,1048,1
1,1,1,849000,2012,886,958,2
1,2,2,1675000,2012,1562,1072,2
1,2,2,1695000,2007,1610,1053,2
1,3,2,2219000,2012,1921,1155,13
1,1,1,788000,2004,903,873,4
1,2,2,1950000,1995,1930,1010,4
1,0,1,539000,2000,709,760,5
1,2,2,849000,1982,1030,824,24
1,2,2.5,2495000,1940,1809,1379,48
1,4,4,3760000,1894,3085,1219,49
1,3,2,1799000,1926,1800,999,66
1,5,2.5,1800000,1890,3073,586,76
1,2,1,695000,1923,1045,665,106
1,3,2,1650000,1922,1483,1113,106
1,1,1,649000,1983,850,764,163
1,3,2,995000,1956,1305,762,216