duke_forest <- structure(list(address = c("1 Learned Pl, Durham, NC 27705", "1616 Pinecrest Rd, Durham, NC 27705", "2418 Wrightwood Ave, Durham, NC 27705", "2527 Sevier St, Durham, NC 27705", "2218 Myers St, Durham, NC 27707", "2619 Vesson Ave, Durham, NC 27707", "1803 Woodburn Rd, Durham, NC 27705", "19 Learned Pl, Durham, NC 27705", "2827 Mcdowell Rd, Durham, NC 27705", "2709 Mcdowell Rd, Durham, NC 27705", "2819 Mcdowell Rd, Durham, NC 27705", "2743 Sevier St, Durham, NC 27705", "2750 Mcdowell Rd, Durham, NC 27705", "1723 Tisdale St, Durham, NC 27705", "15 Upchurch Cir, Durham, NC 27705", "2906 Montgomery St, Durham, NC 27705", "2228 Cranford Rd, Durham, NC 27705", "2251 Cranford Rd, Durham, NC 27705", "2409 Wrightwood Ave, Durham, NC 27705", "1001 Norwood Ave, Durham, NC 27707", "1601 Anderson St, Durham, NC 27707", "2612 Mcdowell Rd, Durham, NC 27705", "2809 Mcdowell Rd, Durham, NC 27705", "1804 Woodburn Rd, Durham, NC 27705", "4 Womble Cir, Durham, NC 27705", "2727 Spencer St, Durham, NC 27705", "2413 Perkins Rd, Durham, NC 27705", "1020 Norwood Ave, Durham, NC 27707", "1017 Anderson St, Durham, NC 27705", "2429 Wrightwood Ave, Durham, NC 27705", "2732 Dogwood Rd, Durham, NC 27705", "2300 Elmwood Ave, Durham, NC 27707", "2630 Pickett Rd, Durham, NC 27705", "1118 Woodburn Rd, Durham, NC 27705", "2510 Wrightwood Ave, Durham, NC 27705", "4 Learned Pl, Durham, NC 27705", "2742 Circle Dr, Durham, NC 27705", "2722 Mcdowell Rd, Durham, NC 27705", "1114 Woodburn Rd, Durham, NC 27705", "2719 Montgomery St, Durham, NC 27705", "2409 Perkins Rd, Durham, NC 27705", "1129 Anderson St, Durham, NC 27705", "2714 Mcdowell Rd, Durham, NC 27705", "25 Scott Pl, Durham, NC 27705", "2209 Pike St, Durham, NC 27707", "1409 Pinecrest Rd, Durham, NC 27705", "2703 Montgomery St, Durham, NC 27705", "147 Pinecrest Rd, Durham, NC 27705", "1123 Woodburn Rd, Durham, NC 27705", "2528 Wrightwood Ave, Durham, NC 27705", "2753 Mcdowell Rd, Durham, NC 27705", "2502 Sevier St, Durham, NC 27705", "1121 Anderson St, Durham, NC 27705", "2522 Chapel Hill Rd, Durham, NC 27707", "2 Scott Pl, Durham, NC 27705", "2111 Lafayette St, Durham, NC 27707", "2745 Mcdowell Rd, Durham, NC 27705", "1101 Norwood Ave, Durham, NC 27707", "2 Brower Cir, Durham, NC 27705", "2736 Mcdowell Rd, Durham, NC 27705", "1217 Birchbark Rd, Durham, NC 27705", "1106 Anderson St, Durham, NC 27705", "2543 Sevier St, Durham, NC 27705", "2330 Auburn St, Durham, NC 27707", "2832 Mcdowell Rd, Durham, NC 27705", "1609 W Cornwallis Rd, Durham, NC 27705", "2801 Dogwood Rd, Durham, NC 27705", "2703 Sevier St, Durham, NC 27705", "2618 Pickett Rd, Durham, NC 27705", "1904 Shelton Ave, Durham, NC 27707", "1847 Woodburn Rd, Durham, NC 27705", "2813 Montgomery St, Durham, NC 27705", "2818 Mcdowell Rd, Durham, NC 27705", "2749 Dogwood Rd, Durham, NC 27705", "2510 Chapel Hill Rd, Durham, NC 27707", "2723 Circle Dr, Durham, NC 27705", "2535 Wrightwood Ave, Durham, NC 27705", "2401 Perkins Rd, Durham, NC 27705", "1103 Anderson St, Durham, NC 27705", "2521 Perkins Rd, Durham, NC 27705", "1817 Woodburn Rd, Durham, NC 27705", "19 Heath Pl, Durham, NC 27705", "2733 Spencer St, Durham, NC 27705", "2301 Elmwood Ave, Durham, NC 27707", "12 Upchurch Cir, Durham, NC 27705", "1109 Woodburn Rd, Durham, NC 27705", "2749 Mcdowell Rd, Durham, NC 27705", "2628 Mcdowell Rd, Durham, NC 27705", "2819 Montgomery St, Durham, NC 27705", "2604 Sevier St, Durham, NC 27705", "2808 Montgomery St, Durham, NC 27705", "1640 Marion Ave, Durham, NC 27705", "4 Harvey Pl, Durham, NC 27705", "2507 Sevier St, Durham, NC 27705", "1207 Woodburn Rd, Durham, NC 27705", "3008 Montgomery St, Durham, NC 27705", "1614 Pinecrest Rd, Durham, NC 27705", "2708 Circle Dr, Durham, NC 27705"), price = c(1520000, 1030000, 420000, 680000, 428500, 456000, 1270000, 557450, 697500, 650000, 540000, 546000, 671500, 580000, 631500, 610000, 452500, 900000, 785000, 290000, 270000, 645000, 525000, 652000, 689000, 603000, 385000, 342500, 305000, 801000, 462000, 475000, 265000, 415000, 600000, 1250000, 615000, 481000, 465000, 535000, 368000, 535000, 425000, 705000, 155000, 812000, 915000, 600000, 416000, 525000, 339000, 725000, 863000, 199500, 521000, 150000, 577000, 400000, 579000, 450000, 509620, 580000, 392000, 559000, 95000, 609000, 565000, 475000, 412500, 105000, 520000, 540000, 650000, 592000, 285000, 640000, 552500, 550000, 525000, 750000, 1020000, 610000, 360000, 400000, 567000, 485000, 517000, 540000, 480000, 650000, 535000, 460000, 590000, 541000, 473000, 490000, 815000, 674500 ), bed = c(3, 5, 2, 4, 4, 3, 5, 4, 4, 3, 4, 4, 3, 5, 4, 5, 3, 4, 4, 3, 3, 4, 3, 4, 4, 4, 3, 3, 4, 4, 4, 4, 3, 4, 4, 6, 3, 4, 4, 3, 3, 3, 3, 4, 4, 4, 5, 3, 5, 4, 3, 4, 4, 3, 4, 3, 4, 4, 3, 3, 4, 4, 2, 3, 4, 5, 4, 3, 3, 2, 4, 3, 4, 3, 4, 4, 5, 3, 3, 5, 4, 4, 4, 4, 4, 4, 4, 4, 2, 4, 4, 5, 5, 4, 3, 4, 4, 4), bath = c(4, 4, 3, 3, 3, 3, 5, 3, 5, 2, 3, 3, 3, 4, 4, 4, 2.5, 4, 3, 2.5, 3, 4, 2, 2, 3, 4, 2, 2, 3, 2.5, 3, 3, 2, 3, 3, 5, 3, 3, 3, 2, 2, 3, 3, 2.5, 2, 4, 6, 2.5, 3, 3, 2, 5, 4, 1, 2, 1, 3, 3, 3, 2, 4, 2, 2, 4, 4.5, 4, 3, 2, 2, 1, 3, 3, 3, 2, 2.5, 4, 3, 3, 3, 5, 4, 4, 3, 3, 4, 3, 3, 3, 2, 3, 4, 4, 3, 4, 3, 4, 4, 4), area = c(6040, 4475, 1745, 2091, 1772, 1950, 3909, 2841, 3924, 2173, 2091, 2492, 2200, 3889, 3169, 2750, 3234, 2933, 3831, 2414, 1416, 2300, 1932, 2786, 2830, 3487, 1831, 1935, 2015, 2526, 2844, 2422, 1300, 2317, 3300, 6178, 2203, 2150, 2127, 2334, 1621, 2937, 2086, 2446, 1620, 2899, 4335, 2514, 2949, 2902, 2016, 3835, 3962, 1120, 2354, 1734, 2693, 2771, 2926, 2200, 3510, 2827, 2064, 2322, 4894, 3175, 2205, 2425, 1661, 1094, 2637, 2165, 3047, 2378, 2108, 2990, 3640, 2109, 2256, 3250, 3924, 3255, 1992, 4769, 3931, 2609, 2651, 4520, 2203, 3460, 2081, 3264, 3323, 2740, 2171, 2972, 3904, 3766 ), type = c("Single Family", "Single Family", "Single Family", "Single Family", "Single Family", "Single Family", "Single Family", "Single Family", "Single Family", "Single Family", "Single Family", "Single Family", "Single Family", "Single Family", "Single Family", "Single Family", "Single Family", "Single Family", "Single Family", "Single Family", "Single Family", "Single Family", "Single Family", "Single Family", "Single Family", "Single Family", "Single Family", "Single Family", "Single Family", "Single Family", "Single Family", "Single Family", "Single Family", "Single Family", "Single Family", "Single Family", "Single Family", "Single Family", "Single Family", "Single Family", "Single Family", "Single Family", "Single Family", "Single Family", "Single Family", "Single Family", "Single Family", "Single Family", "Single Family", "Single Family", "Single Family", "Single Family", "Single Family", "Single Family", "Single Family", "Single Family", "Single Family", "Single Family", "Single Family", "Single Family", "Single Family", "Single Family", "Single Family", "Single Family", "Single Family", "Single Family", "Single Family", "Single Family", "Single Family", "Single Family", "Single Family", "Single Family", "Single Family", "Single Family", "Single Family", "Single Family", "Single Family", "Single Family", "Single Family", "Single Family", "Single Family", "Single Family", "Single Family", "Single Family", "Single Family", "Single Family", "Single Family", "Single Family", "Single Family", "Single Family", "Single Family", "Single Family", "Single Family", "Single Family", "Single Family", "Single Family", "Single Family", "Single Family"), year_built = c(1972, 1969, 1959, 1961, 2020, 2014, 1968, 1973, 1972, 1964, 1977, 1962, 1964, 1981, 1985, 1983, 1941, 1945, 1960, 1956, 1990, 1969, 1978, 1968, 1984, 1965, 1951, 1960, 1955, 1959, 1956, 1988, 1938, 1955, 1953, 2009, 1954, 1961, 1957, 1969, 1957, 1957, 1960, 1969, 1957, 1989, 1966, 1934, 1955, 1958, 1962, 1961, 1952, 1952, 1970, 1945, 1965, 1958, 1984, 1960, 2019, 1954, 1961, 2017, 1970, 2016, 1954, 1961, 1941, 1940, 1968, 1983, 1972, 1960, 1923, 1954, 1958, 1953, 2016, 1951, 1969, 1969, 1970, 1962, 1982, 1962, 1965, 1970, 1984, 1963, 1983, 1961, 1980, 1960, 1955, 1984, 1970, 1955), heating = c("Other, Gas", "Forced air, Gas", "Forced air, Gas", "Heat pump, Other, Electric, Gas", "Forced air, Gas", "Forced air, Electric, Gas", "Forced air, Gas", "Heat pump, Gas", "Other, Electric, Gas", "Forced air, Electric, Gas", "Forced air, Electric, Gas", "Heat pump, Electric", "Other, Electric, Gas", "Forced air, Electric, Gas", "Forced air, Heat pump, Electric, Gas", "Forced air, Electric", "Other", "Forced air, Electric, Gas", "Other, Gas", "Other", "No Data", "Other, Gas", "Forced air, Heat pump, Gas", "Forced air, Gas", "Forced air, Heat pump, Electric", "Other, Gas", "Forced air, Gas", "Forced air, Electric, Gas", "Forced air, Gas", "Other", "Forced air, Gas", "Other", "Other, Radiant, Gas", "Forced air, Electric, Gas", "Forced air, Gas", "Forced air, Gas, Wood / Pellet", "Heat pump, Electric", "Forced air, Other", "Forced air, Heat pump, Electric", "Forced air, Heat pump, Gas", "Heat pump, Electric, Gas", "Forced air, Gas", "Other, Electric, Gas", "Forced air, Gas", "Forced air", "Forced air, Gas", "Forced air, Gas", "Other", "Forced air, Gas", "Forced air, Electric, Gas", "Other", "Other, Gas", "Forced air, Electric, Gas", "Other", "Forced air, Gas", "Other", "Forced air, Gas", "Other, Gas", "Forced air, Gas", "Forced air, Gas", "No Data", "Forced air, Electric, Gas", "Forced air, Electric", "Other, Electric, Gas", "Other", "Heat pump, Gas", "Forced air, Gas", "Forced air, Gas", "Other, Electric, Gas", "Other", "Other, Gas", "Forced air, Heat pump, Electric, Gas", "Forced air, Gas", "Forced air, Gas", "Other", "Forced air, Gas", "Other, Electric, Gas", "Forced air, Gas", "Heat pump, Gas", "Forced air, Heat pump, Electric", "Forced air, Gas", "Baseboard, Heat pump, Gas", "Forced air, Gas", "Forced air, Gas", "Forced air, Gas", "Forced air, Gas", "Forced air, Gas", "Other", "Heat pump, Electric, Gas", "Forced air, Gas", "Forced air, Electric, Gas", "Forced air, Gas", "Forced air, Gas", "Forced air, Heat pump, Gas", "Forced air, Electric, Gas", "Forced air, Electric, Gas", "Forced air, Gas", "Forced air, Electric, Gas" ), cooling = structure(c(2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 1L, 2L, 1L, 2L, 2L, 2L, 2L, 1L, 2L, 2L, 1L, 1L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 1L, 2L, 1L, 2L, 2L, 2L, 2L, 1L, 1L, 1L, 2L, 2L, 1L, 2L, 1L, 1L, 2L, 1L, 1L, 1L, 1L, 1L, 1L, 2L, 1L, 2L, 1L, 1L, 2L, 1L, 2L, 1L, 1L, 1L, 1L, 1L, 1L, 2L, 1L, 1L, 1L, 1L, 2L, 1L, 1L, 1L, 1L, 1L, 2L, 1L, 1L, 1L, 2L, 2L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 2L, 1L, 1L, 2L, 1L, 2L, 1L, 1L ), .Label = c("other", "central"), class = "factor"), parking = c("0 spaces", "Carport, Covered", "Garage - Attached, Covered", "Carport, Covered", "0 spaces", "Off-street, Covered", "Carport, Garage - Attached, Covered", "Carport, Covered", "Covered", "0 spaces", "0 spaces", "Garage - Attached, Covered", "Carport, Covered", "0 spaces", "Covered", "Garage - Attached, Covered", "0 spaces", "Garage, Garage - Detached, Covered", "Garage - Attached, Covered", "0 spaces", "0 spaces", "Garage - Attached, On-street, Covered", "Garage - Attached, Covered", "0 spaces", "Garage, Garage - Attached, Covered", "Garage - Attached, Covered", "0 spaces", "0 spaces", "Off-street", "0 spaces", "Carport, Covered", "0 spaces", "Garage, Garage - Detached, Off-street", "Carport, Garage - Attached, Covered", "Off-street, Covered", "Garage - Attached, Covered", "0 spaces", "0 spaces", "Garage - Attached", "Garage, Carport, Covered", "0 spaces", "0 spaces", "0 spaces", "0 spaces", "0 spaces", "0 spaces", "0 spaces", "Garage", "0 spaces", "Garage - Attached", "0 spaces", "0 spaces", "Garage - Detached, Off-street, Covered", "0 spaces", "Garage - Attached", "0 spaces", "Carport, Covered", "Garage - Attached, Covered", "0 spaces", "Garage - Attached, Garage - Detached, Covered", "Garage - Attached", "0 spaces", "Garage, Carport, Covered", "0 spaces", "0 spaces", "Garage - Attached", "Garage - Attached, Covered", "Carport, Covered", "Garage, Garage - Detached, Covered", "Garage", "Garage - Attached", "Carport, Garage - Attached, Covered", "Carport, Covered", "0 spaces", "0 spaces", "Covered", "Garage - Attached", "Garage - Attached, Covered", "Covered", "0 spaces", "Garage - Attached", "Garage - Attached", "Garage, Garage - Detached, Off-street, On-street, Covered", "Garage - Attached", "0 spaces", "0 spaces", "0 spaces", "0 spaces", "Carport, Covered", "Carport, Covered", "Garage, Garage - Detached, Off-street, Covered", "0 spaces", "0 spaces", "Carport, Covered", "0 spaces", "Garage - Attached, Off-street, Covered", "Garage - Attached, Garage - Detached, Covered", "0 spaces" ), lot = c(0.96999999999999997, 1.3800000000000001, 0.51000000000000001, 0.84000000000000008, 0.16, 0.45000000000000001, 0.94000000000000006, 0.78999999999999992, 0.53000000000000003, 0.72999999999999998, 0.57999999999999996, 0.52000000000000002, 0.51000000000000001, 0.45000000000000001, 0.45000000000000001, 0.48000000000000004, 0.60999999999999999, 0.63, 0.41000000000000003, 0.48000000000000004, 0.35999999999999999, 0.47000000000000003, 0.54000000000000004, 0.68999999999999995, 0.43000000000000005, 0.60999999999999999, 0.29000000000000004, 0.27000000000000002, 0.28000000000000003, 0.68999999999999995, 0.63, 0.76000000000000001, 0.42000000000000004, 0.56000000000000005, 0.58999999999999997, 0.62, 0.63, 0.5, 0.60999999999999999, 0.58999999999999997, 0.29000000000000004, 0.57000000000000006, 0.55000000000000004, 0.76000000000000001, 0.17000000000000001, 0.55000000000000004, 0.59999999999999998, 0.68999999999999995, 0.55000000000000004, 0.60999999999999999, 1.1000000000000001, 0.63, 0.65000000000000002, 0.14999999999999999, 0.65000000000000002, 0.16, 0.72999999999999998, 0.52000000000000002, 0.54000000000000004, 0.51000000000000001, NA, 0.38, 0.48000000000000004, 0.29999999999999999, 0.63, 0.47000000000000003, 0.53000000000000003, 0.94000000000000006, 0.54000000000000004, 0.26000000000000001, 0.65000000000000002, 0.39000000000000001, 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