Internal Function for Individual Variable Profiles
This function calculates individual variable profiles (ceteris paribus profiles), i.e. series of predictions from a model calculated for observations with altered single coordinate.
calculate_variable_profile(data, variable_splits, model, predict_function = predict, ...)
Arguments
| data | set of observations. Profile will be calculated for every observation (every row) |
|---|---|
| variable_splits | named list of vectors. Elements of the list are vectors with points in which profiles should be calculated. See an example for more details. |
| model | a model that will be passed to the |
| predict_function | function that takes data and model and returns numeric predictions. Note that the ... arguments will be passed to this function. |
| ... | other parameters that will be passed to the |
Value
a data frame with profiles for selected variables and selected observations
Details
Note that calculate_variable_profile function is S3 generic.
If you want to work on non standard data sources (like H2O ddf, external databases)
you should overload it.
Examples
library("DALEX2")library("randomForest") set.seed(59) apartments_rf_model <- randomForest(m2.price ~ construction.year + surface + floor + no.rooms + district, data = apartments) vars <- c("construction.year", "surface", "floor", "no.rooms", "district") variable_splits <- calculate_variable_split(apartments, vars) new_apartment <- apartments_test[1:10, ] profiles <- calculate_variable_profile(new_apartment, variable_splits, apartments_rf_model) profiles#> m2.price construction.year surface floor no.rooms district #> 1001 4644 1920.00 131.00 3.00 5 Srodmiescie #> 1001.1 4644 1921.00 131.00 3.00 5 Srodmiescie #> 1001.2 4644 1922.00 131.00 3.00 5 Srodmiescie #> 1001.3 4644 1923.00 131.00 3.00 5 Srodmiescie #> 1001.4 4644 1924.00 131.00 3.00 5 Srodmiescie #> 1001.5 4644 1925.00 131.00 3.00 5 Srodmiescie #> 1001.6 4644 1926.00 131.00 3.00 5 Srodmiescie #> 1001.7 4644 1927.00 131.00 3.00 5 Srodmiescie #> 1001.8 4644 1927.00 131.00 3.00 5 Srodmiescie #> 1001.9 4644 1928.00 131.00 3.00 5 Srodmiescie #> 1001.10 4644 1929.00 131.00 3.00 5 Srodmiescie #> 1001.11 4644 1929.89 131.00 3.00 5 Srodmiescie #> 1001.12 4644 1931.00 131.00 3.00 5 Srodmiescie #> 1001.13 4644 1932.00 131.00 3.00 5 Srodmiescie #> 1001.14 4644 1933.00 131.00 3.00 5 Srodmiescie #> 1001.15 4644 1934.00 131.00 3.00 5 Srodmiescie #> 1001.16 4644 1934.84 131.00 3.00 5 Srodmiescie #> 1001.17 4644 1935.00 131.00 3.00 5 Srodmiescie #> 1001.18 4644 1936.00 131.00 3.00 5 Srodmiescie #> 1001.19 4644 1937.00 131.00 3.00 5 Srodmiescie #> 1001.20 4644 1938.00 131.00 3.00 5 Srodmiescie #> 1001.21 4644 1939.00 131.00 3.00 5 Srodmiescie #> 1001.22 4644 1940.00 131.00 3.00 5 Srodmiescie #> 1001.23 4644 1941.00 131.00 3.00 5 Srodmiescie #> 1001.24 4644 1941.76 131.00 3.00 5 Srodmiescie #> 1001.25 4644 1943.00 131.00 3.00 5 Srodmiescie #> 1001.26 4644 1944.00 131.00 3.00 5 Srodmiescie #> 1001.27 4644 1945.00 131.00 3.00 5 Srodmiescie #> 1001.28 4644 1946.00 131.00 3.00 5 Srodmiescie #> 1001.29 4644 1946.00 131.00 3.00 5 Srodmiescie #> 1001.30 4644 1947.00 131.00 3.00 5 Srodmiescie #> 1001.31 4644 1948.00 131.00 3.00 5 Srodmiescie #> 1001.32 4644 1949.00 131.00 3.00 5 Srodmiescie #> 1001.33 4644 1949.00 131.00 3.00 5 Srodmiescie #> 1001.34 4644 1950.00 131.00 3.00 5 Srodmiescie #> 1001.35 4644 1951.00 131.00 3.00 5 Srodmiescie #> 1001.36 4644 1952.00 131.00 3.00 5 Srodmiescie #> 1001.37 4644 1953.00 131.00 3.00 5 Srodmiescie #> 1001.38 4644 1954.00 131.00 3.00 5 Srodmiescie #> 1001.39 4644 1956.00 131.00 3.00 5 Srodmiescie #> 1001.40 4644 1956.00 131.00 3.00 5 Srodmiescie #> 1001.41 4644 1957.00 131.00 3.00 5 Srodmiescie #> 1001.42 4644 1957.00 131.00 3.00 5 Srodmiescie #> 1001.43 4644 1958.00 131.00 3.00 5 Srodmiescie #> 1001.44 4644 1959.00 131.00 3.00 5 Srodmiescie #> 1001.45 4644 1959.00 131.00 3.00 5 Srodmiescie #> 1001.46 4644 1960.00 131.00 3.00 5 Srodmiescie #> 1001.47 4644 1961.53 131.00 3.00 5 Srodmiescie #> 1001.48 4644 1962.52 131.00 3.00 5 Srodmiescie #> 1001.49 4644 1963.51 131.00 3.00 5 Srodmiescie #> 1001.50 4644 1965.00 131.00 3.00 5 Srodmiescie #> 1001.51 4644 1965.00 131.00 3.00 5 Srodmiescie #> 1001.52 4644 1967.00 131.00 3.00 5 Srodmiescie #> 1001.53 4644 1967.47 131.00 3.00 5 Srodmiescie #> 1001.54 4644 1968.00 131.00 3.00 5 Srodmiescie #> 1001.55 4644 1969.00 131.00 3.00 5 Srodmiescie #> 1001.56 4644 1970.00 131.00 3.00 5 Srodmiescie #> 1001.57 4644 1971.00 131.00 3.00 5 Srodmiescie #> 1001.58 4644 1971.00 131.00 3.00 5 Srodmiescie #> 1001.59 4644 1972.00 131.00 3.00 5 Srodmiescie #> 1001.60 4644 1973.00 131.00 3.00 5 Srodmiescie #> 1001.61 4644 1974.39 131.00 3.00 5 Srodmiescie #> 1001.62 4644 1975.00 131.00 3.00 5 Srodmiescie #> 1001.63 4644 1977.00 131.00 3.00 5 Srodmiescie #> 1001.64 4644 1977.00 131.00 3.00 5 Srodmiescie #> 1001.65 4644 1978.00 131.00 3.00 5 Srodmiescie #> 1001.66 4644 1980.00 131.00 3.00 5 Srodmiescie #> 1001.67 4644 1981.00 131.00 3.00 5 Srodmiescie #> 1001.68 4644 1982.00 131.00 3.00 5 Srodmiescie #> 1001.69 4644 1983.00 131.00 3.00 5 Srodmiescie #> 1001.70 4644 1984.00 131.00 3.00 5 Srodmiescie #> 1001.71 4644 1985.00 131.00 3.00 5 Srodmiescie #> 1001.72 4644 1985.00 131.00 3.00 5 Srodmiescie #> 1001.73 4644 1986.00 131.00 3.00 5 Srodmiescie #> 1001.74 4644 1987.00 131.00 3.00 5 Srodmiescie #> 1001.75 4644 1988.00 131.00 3.00 5 Srodmiescie #> 1001.76 4644 1989.00 131.00 3.00 5 Srodmiescie #> 1001.77 4644 1990.00 131.00 3.00 5 Srodmiescie #> 1001.78 4644 1990.00 131.00 3.00 5 Srodmiescie #> 1001.79 4644 1991.00 131.00 3.00 5 Srodmiescie #> 1001.80 4644 1992.00 131.00 3.00 5 Srodmiescie #> 1001.81 4644 1993.00 131.00 3.00 5 Srodmiescie #> 1001.82 4644 1993.18 131.00 3.00 5 Srodmiescie #> 1001.83 4644 1994.00 131.00 3.00 5 Srodmiescie #> 1001.84 4644 1995.00 131.00 3.00 5 Srodmiescie #> 1001.85 4644 1996.00 131.00 3.00 5 Srodmiescie #> 1001.86 4644 1997.00 131.00 3.00 5 Srodmiescie #> 1001.87 4644 1997.00 131.00 3.00 5 Srodmiescie #> 1001.88 4644 1998.00 131.00 3.00 5 Srodmiescie #> 1001.89 4644 1999.00 131.00 3.00 5 Srodmiescie #> 1001.90 4644 2000.00 131.00 3.00 5 Srodmiescie #> 1001.91 4644 2001.00 131.00 3.00 5 Srodmiescie #> 1001.92 4644 2002.00 131.00 3.00 5 Srodmiescie #> 1001.93 4644 2003.00 131.00 3.00 5 Srodmiescie #> 1001.94 4644 2004.00 131.00 3.00 5 Srodmiescie #> 1001.95 4644 2005.00 131.00 3.00 5 Srodmiescie #> 1001.96 4644 2005.00 131.00 3.00 5 Srodmiescie #> 1001.97 4644 2007.00 131.00 3.00 5 Srodmiescie #> 1001.98 4644 2008.00 131.00 3.00 5 Srodmiescie #> 1001.99 4644 2009.00 131.00 3.00 5 Srodmiescie #> 1001.100 4644 2010.00 131.00 3.00 5 Srodmiescie #> 1002 3082 1920.00 112.00 9.00 4 Mokotow #> 1002.1 3082 1921.00 112.00 9.00 4 Mokotow #> 1002.2 3082 1922.00 112.00 9.00 4 Mokotow #> 1002.3 3082 1923.00 112.00 9.00 4 Mokotow #> 1002.4 3082 1924.00 112.00 9.00 4 Mokotow #> 1002.5 3082 1925.00 112.00 9.00 4 Mokotow #> 1002.6 3082 1926.00 112.00 9.00 4 Mokotow #> 1002.7 3082 1927.00 112.00 9.00 4 Mokotow #> 1002.8 3082 1927.00 112.00 9.00 4 Mokotow #> 1002.9 3082 1928.00 112.00 9.00 4 Mokotow #> _yhat_ _vname_ _ids_ #> 1001 4255.354 construction.year 1001 #> 1001.1 4300.702 construction.year 1001 #> 1001.2 4301.926 construction.year 1001 #> 1001.3 4305.352 construction.year 1001 #> 1001.4 4267.723 construction.year 1001 #> 1001.5 4264.109 construction.year 1001 #> 1001.6 4261.677 construction.year 1001 #> 1001.7 4238.826 construction.year 1001 #> 1001.8 4238.826 construction.year 1001 #> 1001.9 4253.075 construction.year 1001 #> 1001.10 4247.620 construction.year 1001 #> 1001.11 4242.458 construction.year 1001 #> 1001.12 4216.846 construction.year 1001 #> 1001.13 4221.414 construction.year 1001 #> 1001.14 4225.165 construction.year 1001 #> 1001.15 4229.791 construction.year 1001 #> 1001.16 4209.735 construction.year 1001 #> 1001.17 4209.735 construction.year 1001 #> 1001.18 4189.539 construction.year 1001 #> 1001.19 4213.459 construction.year 1001 #> 1001.20 4219.782 construction.year 1001 #> 1001.21 4193.273 construction.year 1001 #> 1001.22 4167.281 construction.year 1001 #> 1001.23 4157.711 construction.year 1001 #> 1001.24 4157.370 construction.year 1001 #> 1001.25 4145.599 construction.year 1001 #> 1001.26 4136.761 construction.year 1001 #> 1001.27 4137.529 construction.year 1001 #> 1001.28 4125.729 construction.year 1001 #> 1001.29 4125.729 construction.year 1001 #> 1001.30 4122.412 construction.year 1001 #> 1001.31 4113.901 construction.year 1001 #> 1001.32 4122.415 construction.year 1001 #> 1001.33 4122.415 construction.year 1001 #> 1001.34 4123.531 construction.year 1001 #> 1001.35 4127.812 construction.year 1001 #> 1001.36 4127.789 construction.year 1001 #> 1001.37 4128.001 construction.year 1001 #> 1001.38 4127.478 construction.year 1001 #> 1001.39 4126.514 construction.year 1001 #> 1001.40 4126.514 construction.year 1001 #> 1001.41 4123.760 construction.year 1001 #> 1001.42 4123.760 construction.year 1001 #> 1001.43 4124.019 construction.year 1001 #> 1001.44 4134.426 construction.year 1001 #> 1001.45 4134.426 construction.year 1001 #> 1001.46 4145.110 construction.year 1001 #> 1001.47 4156.892 construction.year 1001 #> 1001.48 4152.235 construction.year 1001 #> 1001.49 4151.282 construction.year 1001 #> 1001.50 4148.171 construction.year 1001 #> 1001.51 4148.171 construction.year 1001 #> 1001.52 4150.367 construction.year 1001 #> 1001.53 4152.467 construction.year 1001 #> 1001.54 4155.783 construction.year 1001 #> 1001.55 4155.603 construction.year 1001 #> 1001.56 4163.589 construction.year 1001 #> 1001.57 4164.579 construction.year 1001 #> 1001.58 4164.579 construction.year 1001 #> 1001.59 4162.593 construction.year 1001 #> 1001.60 4166.334 construction.year 1001 #> 1001.61 4164.331 construction.year 1001 #> 1001.62 4164.331 construction.year 1001 #> 1001.63 4152.706 construction.year 1001 #> 1001.64 4152.706 construction.year 1001 #> 1001.65 4152.069 construction.year 1001 #> 1001.66 4141.466 construction.year 1001 #> 1001.67 4146.475 construction.year 1001 #> 1001.68 4155.826 construction.year 1001 #> 1001.69 4155.835 construction.year 1001 #> 1001.70 4159.167 construction.year 1001 #> 1001.71 4165.917 construction.year 1001 #> 1001.72 4165.917 construction.year 1001 #> 1001.73 4178.803 construction.year 1001 #> 1001.74 4190.869 construction.year 1001 #> 1001.75 4169.681 construction.year 1001 #> 1001.76 4174.008 construction.year 1001 #> 1001.77 4173.804 construction.year 1001 #> 1001.78 4173.804 construction.year 1001 #> 1001.79 4176.923 construction.year 1001 #> 1001.80 4192.352 construction.year 1001 #> 1001.81 4197.173 construction.year 1001 #> 1001.82 4203.862 construction.year 1001 #> 1001.83 4233.521 construction.year 1001 #> 1001.84 4292.069 construction.year 1001 #> 1001.85 4277.968 construction.year 1001 #> 1001.86 4267.546 construction.year 1001 #> 1001.87 4267.546 construction.year 1001 #> 1001.88 4264.769 construction.year 1001 #> 1001.89 4262.131 construction.year 1001 #> 1001.90 4276.898 construction.year 1001 #> 1001.91 4299.570 construction.year 1001 #> 1001.92 4305.047 construction.year 1001 #> 1001.93 4304.345 construction.year 1001 #> 1001.94 4300.306 construction.year 1001 #> 1001.95 4302.471 construction.year 1001 #> 1001.96 4302.471 construction.year 1001 #> 1001.97 4298.705 construction.year 1001 #> 1001.98 4304.087 construction.year 1001 #> 1001.99 4301.128 construction.year 1001 #> 1001.100 4300.863 construction.year 1001 #> 1002 3541.469 construction.year 1002 #> 1002.1 3588.630 construction.year 1002 #> 1002.2 3592.125 construction.year 1002 #> 1002.3 3583.712 construction.year 1002 #> 1002.4 3569.780 construction.year 1002 #> 1002.5 3565.148 construction.year 1002 #> 1002.6 3565.571 construction.year 1002 #> 1002.7 3595.734 construction.year 1002 #> 1002.8 3595.734 construction.year 1002 #> 1002.9 3617.611 construction.year 1002 #> [ reached getOption("max.print") -- omitted 4029 rows ]# only subset of observations small_apartments <- select_sample(apartments_test, n = 10) small_apartments#> m2.price construction.year surface floor no.rooms district #> 8946 2174 1959 123 8 4 Wola #> 4458 4319 1927 68 8 2 Ochota #> 7384 5501 1929 95 5 3 Srodmiescie #> 5450 2810 1982 124 10 5 Ochota #> 6744 1770 1982 143 9 6 Ursynow #> 6688 2796 1938 75 7 3 Wola #> 3167 5701 1971 55 1 3 Srodmiescie #> 1902 2672 1977 98 6 3 Ursus #> 5925 3916 1924 33 7 1 Bemowo #> 4293 3474 1979 113 5 4 Mokotowsmall_profiles <- calculate_variable_profile(small_apartments, variable_splits, apartments_rf_model) small_profiles#> m2.price construction.year surface floor no.rooms district #> 8946 2174 1920.00 123.00 8.00 4 Wola #> 8946.1 2174 1921.00 123.00 8.00 4 Wola #> 8946.2 2174 1922.00 123.00 8.00 4 Wola #> 8946.3 2174 1923.00 123.00 8.00 4 Wola #> 8946.4 2174 1924.00 123.00 8.00 4 Wola #> 8946.5 2174 1925.00 123.00 8.00 4 Wola #> 8946.6 2174 1926.00 123.00 8.00 4 Wola #> 8946.7 2174 1927.00 123.00 8.00 4 Wola #> 8946.8 2174 1927.00 123.00 8.00 4 Wola #> 8946.9 2174 1928.00 123.00 8.00 4 Wola #> 8946.10 2174 1929.00 123.00 8.00 4 Wola #> 8946.11 2174 1929.89 123.00 8.00 4 Wola #> 8946.12 2174 1931.00 123.00 8.00 4 Wola #> 8946.13 2174 1932.00 123.00 8.00 4 Wola #> 8946.14 2174 1933.00 123.00 8.00 4 Wola #> 8946.15 2174 1934.00 123.00 8.00 4 Wola #> 8946.16 2174 1934.84 123.00 8.00 4 Wola #> 8946.17 2174 1935.00 123.00 8.00 4 Wola #> 8946.18 2174 1936.00 123.00 8.00 4 Wola #> 8946.19 2174 1937.00 123.00 8.00 4 Wola #> 8946.20 2174 1938.00 123.00 8.00 4 Wola #> 8946.21 2174 1939.00 123.00 8.00 4 Wola #> 8946.22 2174 1940.00 123.00 8.00 4 Wola #> 8946.23 2174 1941.00 123.00 8.00 4 Wola #> 8946.24 2174 1941.76 123.00 8.00 4 Wola #> 8946.25 2174 1943.00 123.00 8.00 4 Wola #> 8946.26 2174 1944.00 123.00 8.00 4 Wola #> 8946.27 2174 1945.00 123.00 8.00 4 Wola #> 8946.28 2174 1946.00 123.00 8.00 4 Wola #> 8946.29 2174 1946.00 123.00 8.00 4 Wola #> 8946.30 2174 1947.00 123.00 8.00 4 Wola #> 8946.31 2174 1948.00 123.00 8.00 4 Wola #> 8946.32 2174 1949.00 123.00 8.00 4 Wola #> 8946.33 2174 1949.00 123.00 8.00 4 Wola #> 8946.34 2174 1950.00 123.00 8.00 4 Wola #> 8946.35 2174 1951.00 123.00 8.00 4 Wola #> 8946.36 2174 1952.00 123.00 8.00 4 Wola #> 8946.37 2174 1953.00 123.00 8.00 4 Wola #> 8946.38 2174 1954.00 123.00 8.00 4 Wola #> 8946.39 2174 1956.00 123.00 8.00 4 Wola #> 8946.40 2174 1956.00 123.00 8.00 4 Wola #> 8946.41 2174 1957.00 123.00 8.00 4 Wola #> 8946.42 2174 1957.00 123.00 8.00 4 Wola #> 8946.43 2174 1958.00 123.00 8.00 4 Wola #> 8946.44 2174 1959.00 123.00 8.00 4 Wola #> 8946.45 2174 1959.00 123.00 8.00 4 Wola #> 8946.46 2174 1960.00 123.00 8.00 4 Wola #> 8946.47 2174 1961.53 123.00 8.00 4 Wola #> 8946.48 2174 1962.52 123.00 8.00 4 Wola #> 8946.49 2174 1963.51 123.00 8.00 4 Wola #> 8946.50 2174 1965.00 123.00 8.00 4 Wola #> 8946.51 2174 1965.00 123.00 8.00 4 Wola #> 8946.52 2174 1967.00 123.00 8.00 4 Wola #> 8946.53 2174 1967.47 123.00 8.00 4 Wola #> 8946.54 2174 1968.00 123.00 8.00 4 Wola #> 8946.55 2174 1969.00 123.00 8.00 4 Wola #> 8946.56 2174 1970.00 123.00 8.00 4 Wola #> 8946.57 2174 1971.00 123.00 8.00 4 Wola #> 8946.58 2174 1971.00 123.00 8.00 4 Wola #> 8946.59 2174 1972.00 123.00 8.00 4 Wola #> 8946.60 2174 1973.00 123.00 8.00 4 Wola #> 8946.61 2174 1974.39 123.00 8.00 4 Wola #> 8946.62 2174 1975.00 123.00 8.00 4 Wola #> 8946.63 2174 1977.00 123.00 8.00 4 Wola #> 8946.64 2174 1977.00 123.00 8.00 4 Wola #> 8946.65 2174 1978.00 123.00 8.00 4 Wola #> 8946.66 2174 1980.00 123.00 8.00 4 Wola #> 8946.67 2174 1981.00 123.00 8.00 4 Wola #> 8946.68 2174 1982.00 123.00 8.00 4 Wola #> 8946.69 2174 1983.00 123.00 8.00 4 Wola #> 8946.70 2174 1984.00 123.00 8.00 4 Wola #> 8946.71 2174 1985.00 123.00 8.00 4 Wola #> 8946.72 2174 1985.00 123.00 8.00 4 Wola #> 8946.73 2174 1986.00 123.00 8.00 4 Wola #> 8946.74 2174 1987.00 123.00 8.00 4 Wola #> 8946.75 2174 1988.00 123.00 8.00 4 Wola #> 8946.76 2174 1989.00 123.00 8.00 4 Wola #> 8946.77 2174 1990.00 123.00 8.00 4 Wola #> 8946.78 2174 1990.00 123.00 8.00 4 Wola #> 8946.79 2174 1991.00 123.00 8.00 4 Wola #> 8946.80 2174 1992.00 123.00 8.00 4 Wola #> 8946.81 2174 1993.00 123.00 8.00 4 Wola #> 8946.82 2174 1993.18 123.00 8.00 4 Wola #> 8946.83 2174 1994.00 123.00 8.00 4 Wola #> 8946.84 2174 1995.00 123.00 8.00 4 Wola #> 8946.85 2174 1996.00 123.00 8.00 4 Wola #> 8946.86 2174 1997.00 123.00 8.00 4 Wola #> 8946.87 2174 1997.00 123.00 8.00 4 Wola #> 8946.88 2174 1998.00 123.00 8.00 4 Wola #> 8946.89 2174 1999.00 123.00 8.00 4 Wola #> 8946.90 2174 2000.00 123.00 8.00 4 Wola #> 8946.91 2174 2001.00 123.00 8.00 4 Wola #> 8946.92 2174 2002.00 123.00 8.00 4 Wola #> 8946.93 2174 2003.00 123.00 8.00 4 Wola #> 8946.94 2174 2004.00 123.00 8.00 4 Wola #> 8946.95 2174 2005.00 123.00 8.00 4 Wola #> 8946.96 2174 2005.00 123.00 8.00 4 Wola #> 8946.97 2174 2007.00 123.00 8.00 4 Wola #> 8946.98 2174 2008.00 123.00 8.00 4 Wola #> 8946.99 2174 2009.00 123.00 8.00 4 Wola #> 8946.100 2174 2010.00 123.00 8.00 4 Wola #> 4458 4319 1920.00 68.00 8.00 2 Ochota #> 4458.1 4319 1921.00 68.00 8.00 2 Ochota #> 4458.2 4319 1922.00 68.00 8.00 2 Ochota #> 4458.3 4319 1923.00 68.00 8.00 2 Ochota #> 4458.4 4319 1924.00 68.00 8.00 2 Ochota #> 4458.5 4319 1925.00 68.00 8.00 2 Ochota #> 4458.6 4319 1926.00 68.00 8.00 2 Ochota #> 4458.7 4319 1927.00 68.00 8.00 2 Ochota #> 4458.8 4319 1927.00 68.00 8.00 2 Ochota #> 4458.9 4319 1928.00 68.00 8.00 2 Ochota #> _yhat_ _vname_ _ids_ #> 8946 2871.626 construction.year 8946 #> 8946.1 2896.045 construction.year 8946 #> 8946.2 2901.677 construction.year 8946 #> 8946.3 2891.101 construction.year 8946 #> 8946.4 2890.361 construction.year 8946 #> 8946.5 2891.720 construction.year 8946 #> 8946.6 2892.942 construction.year 8946 #> 8946.7 2905.699 construction.year 8946 #> 8946.8 2905.699 construction.year 8946 #> 8946.9 2932.324 construction.year 8946 #> 8946.10 2917.397 construction.year 8946 #> 8946.11 2883.184 construction.year 8946 #> 8946.12 2851.169 construction.year 8946 #> 8946.13 2841.408 construction.year 8946 #> 8946.14 2845.897 construction.year 8946 #> 8946.15 2846.826 construction.year 8946 #> 8946.16 2657.459 construction.year 8946 #> 8946.17 2657.459 construction.year 8946 #> 8946.18 2577.608 construction.year 8946 #> 8946.19 2582.147 construction.year 8946 #> 8946.20 2483.345 construction.year 8946 #> 8946.21 2432.402 construction.year 8946 #> 8946.22 2381.263 construction.year 8946 #> 8946.23 2369.587 construction.year 8946 #> 8946.24 2367.230 construction.year 8946 #> 8946.25 2368.147 construction.year 8946 #> 8946.26 2365.981 construction.year 8946 #> 8946.27 2361.409 construction.year 8946 #> 8946.28 2365.369 construction.year 8946 #> 8946.29 2365.369 construction.year 8946 #> 8946.30 2361.936 construction.year 8946 #> 8946.31 2361.667 construction.year 8946 #> 8946.32 2368.523 construction.year 8946 #> 8946.33 2368.523 construction.year 8946 #> 8946.34 2371.393 construction.year 8946 #> 8946.35 2365.525 construction.year 8946 #> 8946.36 2372.786 construction.year 8946 #> 8946.37 2358.771 construction.year 8946 #> 8946.38 2361.055 construction.year 8946 #> 8946.39 2375.162 construction.year 8946 #> 8946.40 2375.162 construction.year 8946 #> 8946.41 2378.031 construction.year 8946 #> 8946.42 2378.031 construction.year 8946 #> 8946.43 2384.643 construction.year 8946 #> 8946.44 2386.002 construction.year 8946 #> 8946.45 2386.002 construction.year 8946 #> 8946.46 2387.544 construction.year 8946 #> 8946.47 2386.314 construction.year 8946 #> 8946.48 2387.674 construction.year 8946 #> 8946.49 2380.782 construction.year 8946 #> 8946.50 2381.437 construction.year 8946 #> 8946.51 2381.437 construction.year 8946 #> 8946.52 2375.481 construction.year 8946 #> 8946.53 2375.481 construction.year 8946 #> 8946.54 2375.780 construction.year 8946 #> 8946.55 2375.927 construction.year 8946 #> 8946.56 2376.794 construction.year 8946 #> 8946.57 2374.447 construction.year 8946 #> 8946.58 2374.447 construction.year 8946 #> 8946.59 2371.784 construction.year 8946 #> 8946.60 2369.082 construction.year 8946 #> 8946.61 2367.777 construction.year 8946 #> 8946.62 2369.347 construction.year 8946 #> 8946.63 2368.459 construction.year 8946 #> 8946.64 2368.459 construction.year 8946 #> 8946.65 2370.128 construction.year 8946 #> 8946.66 2374.941 construction.year 8946 #> 8946.67 2379.404 construction.year 8946 #> 8946.68 2377.033 construction.year 8946 #> 8946.69 2376.172 construction.year 8946 #> 8946.70 2372.465 construction.year 8946 #> 8946.71 2373.540 construction.year 8946 #> 8946.72 2373.540 construction.year 8946 #> 8946.73 2364.137 construction.year 8946 #> 8946.74 2362.709 construction.year 8946 #> 8946.75 2364.096 construction.year 8946 #> 8946.76 2367.460 construction.year 8946 #> 8946.77 2379.249 construction.year 8946 #> 8946.78 2379.249 construction.year 8946 #> 8946.79 2387.260 construction.year 8946 #> 8946.80 2385.929 construction.year 8946 #> 8946.81 2391.043 construction.year 8946 #> 8946.82 2395.738 construction.year 8946 #> 8946.83 2438.211 construction.year 8946 #> 8946.84 2613.570 construction.year 8946 #> 8946.85 2693.063 construction.year 8946 #> 8946.86 2720.310 construction.year 8946 #> 8946.87 2720.310 construction.year 8946 #> 8946.88 2715.563 construction.year 8946 #> 8946.89 2729.473 construction.year 8946 #> 8946.90 2742.353 construction.year 8946 #> 8946.91 2747.852 construction.year 8946 #> 8946.92 2766.066 construction.year 8946 #> 8946.93 2760.714 construction.year 8946 #> 8946.94 2744.011 construction.year 8946 #> 8946.95 2770.095 construction.year 8946 #> 8946.96 2770.095 construction.year 8946 #> 8946.97 2792.435 construction.year 8946 #> 8946.98 2792.855 construction.year 8946 #> 8946.99 2790.318 construction.year 8946 #> 8946.100 2790.840 construction.year 8946 #> 4458 4220.874 construction.year 4458 #> 4458.1 4243.823 construction.year 4458 #> 4458.2 4269.480 construction.year 4458 #> 4458.3 4260.856 construction.year 4458 #> 4458.4 4271.707 construction.year 4458 #> 4458.5 4240.108 construction.year 4458 #> 4458.6 4245.880 construction.year 4458 #> 4458.7 4222.164 construction.year 4458 #> 4458.8 4222.164 construction.year 4458 #> 4458.9 4221.215 construction.year 4458 #> [ reached getOption("max.print") -- omitted 4029 rows ]# neighbors for a selected observation new_apartment <- apartments[1, 2:6] small_apartments <- select_neighbours(apartments_test, new_apartment, n = 10) small_apartments#> m2.price construction.year surface floor no.rooms district #> 2285 5875 1970 27 3 1 Srodmiescie #> 1073 5886 1960 36 2 1 Srodmiescie #> 8110 5614 1957 44 4 1 Srodmiescie #> 9527 6080 1947 27 1 1 Srodmiescie #> 3261 5859 1945 39 2 1 Srodmiescie #> 4309 5794 1947 31 3 2 Srodmiescie #> 1198 5821 1947 43 2 1 Srodmiescie #> 6647 5952 1938 30 2 1 Srodmiescie #> 4027 6457 1926 29 3 1 Srodmiescie #> 2655 5596 1950 25 6 1 Srodmiesciesmall_profiles <- calculate_variable_profile(small_apartments, variable_splits, apartments_rf_model) new_apartment#> construction.year surface floor no.rooms district #> 1 1953 25 3 1 Srodmiesciesmall_profiles#> m2.price construction.year surface floor no.rooms district #> 2285 5875 1920.00 27.00 3.00 1 Srodmiescie #> 2285.1 5875 1921.00 27.00 3.00 1 Srodmiescie #> 2285.2 5875 1922.00 27.00 3.00 1 Srodmiescie #> 2285.3 5875 1923.00 27.00 3.00 1 Srodmiescie #> 2285.4 5875 1924.00 27.00 3.00 1 Srodmiescie #> 2285.5 5875 1925.00 27.00 3.00 1 Srodmiescie #> 2285.6 5875 1926.00 27.00 3.00 1 Srodmiescie #> 2285.7 5875 1927.00 27.00 3.00 1 Srodmiescie #> 2285.8 5875 1927.00 27.00 3.00 1 Srodmiescie #> 2285.9 5875 1928.00 27.00 3.00 1 Srodmiescie #> 2285.10 5875 1929.00 27.00 3.00 1 Srodmiescie #> 2285.11 5875 1929.89 27.00 3.00 1 Srodmiescie #> 2285.12 5875 1931.00 27.00 3.00 1 Srodmiescie #> 2285.13 5875 1932.00 27.00 3.00 1 Srodmiescie #> 2285.14 5875 1933.00 27.00 3.00 1 Srodmiescie #> 2285.15 5875 1934.00 27.00 3.00 1 Srodmiescie #> 2285.16 5875 1934.84 27.00 3.00 1 Srodmiescie #> 2285.17 5875 1935.00 27.00 3.00 1 Srodmiescie #> 2285.18 5875 1936.00 27.00 3.00 1 Srodmiescie #> 2285.19 5875 1937.00 27.00 3.00 1 Srodmiescie #> 2285.20 5875 1938.00 27.00 3.00 1 Srodmiescie #> 2285.21 5875 1939.00 27.00 3.00 1 Srodmiescie #> 2285.22 5875 1940.00 27.00 3.00 1 Srodmiescie #> 2285.23 5875 1941.00 27.00 3.00 1 Srodmiescie #> 2285.24 5875 1941.76 27.00 3.00 1 Srodmiescie #> 2285.25 5875 1943.00 27.00 3.00 1 Srodmiescie #> 2285.26 5875 1944.00 27.00 3.00 1 Srodmiescie #> 2285.27 5875 1945.00 27.00 3.00 1 Srodmiescie #> 2285.28 5875 1946.00 27.00 3.00 1 Srodmiescie #> 2285.29 5875 1946.00 27.00 3.00 1 Srodmiescie #> 2285.30 5875 1947.00 27.00 3.00 1 Srodmiescie #> 2285.31 5875 1948.00 27.00 3.00 1 Srodmiescie #> 2285.32 5875 1949.00 27.00 3.00 1 Srodmiescie #> 2285.33 5875 1949.00 27.00 3.00 1 Srodmiescie #> 2285.34 5875 1950.00 27.00 3.00 1 Srodmiescie #> 2285.35 5875 1951.00 27.00 3.00 1 Srodmiescie #> 2285.36 5875 1952.00 27.00 3.00 1 Srodmiescie #> 2285.37 5875 1953.00 27.00 3.00 1 Srodmiescie #> 2285.38 5875 1954.00 27.00 3.00 1 Srodmiescie #> 2285.39 5875 1956.00 27.00 3.00 1 Srodmiescie #> 2285.40 5875 1956.00 27.00 3.00 1 Srodmiescie #> 2285.41 5875 1957.00 27.00 3.00 1 Srodmiescie #> 2285.42 5875 1957.00 27.00 3.00 1 Srodmiescie #> 2285.43 5875 1958.00 27.00 3.00 1 Srodmiescie #> 2285.44 5875 1959.00 27.00 3.00 1 Srodmiescie #> 2285.45 5875 1959.00 27.00 3.00 1 Srodmiescie #> 2285.46 5875 1960.00 27.00 3.00 1 Srodmiescie #> 2285.47 5875 1961.53 27.00 3.00 1 Srodmiescie #> 2285.48 5875 1962.52 27.00 3.00 1 Srodmiescie #> 2285.49 5875 1963.51 27.00 3.00 1 Srodmiescie #> 2285.50 5875 1965.00 27.00 3.00 1 Srodmiescie #> 2285.51 5875 1965.00 27.00 3.00 1 Srodmiescie #> 2285.52 5875 1967.00 27.00 3.00 1 Srodmiescie #> 2285.53 5875 1967.47 27.00 3.00 1 Srodmiescie #> 2285.54 5875 1968.00 27.00 3.00 1 Srodmiescie #> 2285.55 5875 1969.00 27.00 3.00 1 Srodmiescie #> 2285.56 5875 1970.00 27.00 3.00 1 Srodmiescie #> 2285.57 5875 1971.00 27.00 3.00 1 Srodmiescie #> 2285.58 5875 1971.00 27.00 3.00 1 Srodmiescie #> 2285.59 5875 1972.00 27.00 3.00 1 Srodmiescie #> 2285.60 5875 1973.00 27.00 3.00 1 Srodmiescie #> 2285.61 5875 1974.39 27.00 3.00 1 Srodmiescie #> 2285.62 5875 1975.00 27.00 3.00 1 Srodmiescie #> 2285.63 5875 1977.00 27.00 3.00 1 Srodmiescie #> 2285.64 5875 1977.00 27.00 3.00 1 Srodmiescie #> 2285.65 5875 1978.00 27.00 3.00 1 Srodmiescie #> 2285.66 5875 1980.00 27.00 3.00 1 Srodmiescie #> 2285.67 5875 1981.00 27.00 3.00 1 Srodmiescie #> 2285.68 5875 1982.00 27.00 3.00 1 Srodmiescie #> 2285.69 5875 1983.00 27.00 3.00 1 Srodmiescie #> 2285.70 5875 1984.00 27.00 3.00 1 Srodmiescie #> 2285.71 5875 1985.00 27.00 3.00 1 Srodmiescie #> 2285.72 5875 1985.00 27.00 3.00 1 Srodmiescie #> 2285.73 5875 1986.00 27.00 3.00 1 Srodmiescie #> 2285.74 5875 1987.00 27.00 3.00 1 Srodmiescie #> 2285.75 5875 1988.00 27.00 3.00 1 Srodmiescie #> 2285.76 5875 1989.00 27.00 3.00 1 Srodmiescie #> 2285.77 5875 1990.00 27.00 3.00 1 Srodmiescie #> 2285.78 5875 1990.00 27.00 3.00 1 Srodmiescie #> 2285.79 5875 1991.00 27.00 3.00 1 Srodmiescie #> 2285.80 5875 1992.00 27.00 3.00 1 Srodmiescie #> 2285.81 5875 1993.00 27.00 3.00 1 Srodmiescie #> 2285.82 5875 1993.18 27.00 3.00 1 Srodmiescie #> 2285.83 5875 1994.00 27.00 3.00 1 Srodmiescie #> 2285.84 5875 1995.00 27.00 3.00 1 Srodmiescie #> 2285.85 5875 1996.00 27.00 3.00 1 Srodmiescie #> 2285.86 5875 1997.00 27.00 3.00 1 Srodmiescie #> 2285.87 5875 1997.00 27.00 3.00 1 Srodmiescie #> 2285.88 5875 1998.00 27.00 3.00 1 Srodmiescie #> 2285.89 5875 1999.00 27.00 3.00 1 Srodmiescie #> 2285.90 5875 2000.00 27.00 3.00 1 Srodmiescie #> 2285.91 5875 2001.00 27.00 3.00 1 Srodmiescie #> 2285.92 5875 2002.00 27.00 3.00 1 Srodmiescie #> 2285.93 5875 2003.00 27.00 3.00 1 Srodmiescie #> 2285.94 5875 2004.00 27.00 3.00 1 Srodmiescie #> 2285.95 5875 2005.00 27.00 3.00 1 Srodmiescie #> 2285.96 5875 2005.00 27.00 3.00 1 Srodmiescie #> 2285.97 5875 2007.00 27.00 3.00 1 Srodmiescie #> 2285.98 5875 2008.00 27.00 3.00 1 Srodmiescie #> 2285.99 5875 2009.00 27.00 3.00 1 Srodmiescie #> 2285.100 5875 2010.00 27.00 3.00 1 Srodmiescie #> 1073 5886 1920.00 36.00 2.00 1 Srodmiescie #> 1073.1 5886 1921.00 36.00 2.00 1 Srodmiescie #> 1073.2 5886 1922.00 36.00 2.00 1 Srodmiescie #> 1073.3 5886 1923.00 36.00 2.00 1 Srodmiescie #> 1073.4 5886 1924.00 36.00 2.00 1 Srodmiescie #> 1073.5 5886 1925.00 36.00 2.00 1 Srodmiescie #> 1073.6 5886 1926.00 36.00 2.00 1 Srodmiescie #> 1073.7 5886 1927.00 36.00 2.00 1 Srodmiescie #> 1073.8 5886 1927.00 36.00 2.00 1 Srodmiescie #> 1073.9 5886 1928.00 36.00 2.00 1 Srodmiescie #> _yhat_ _vname_ _ids_ #> 2285 5438.443 construction.year 2285 #> 2285.1 5478.624 construction.year 2285 #> 2285.2 5477.707 construction.year 2285 #> 2285.3 5494.789 construction.year 2285 #> 2285.4 5501.781 construction.year 2285 #> 2285.5 5468.007 construction.year 2285 #> 2285.6 5465.337 construction.year 2285 #> 2285.7 5433.560 construction.year 2285 #> 2285.8 5433.560 construction.year 2285 #> 2285.9 5425.320 construction.year 2285 #> 2285.10 5445.891 construction.year 2285 #> 2285.11 5438.457 construction.year 2285 #> 2285.12 5440.406 construction.year 2285 #> 2285.13 5448.960 construction.year 2285 #> 2285.14 5461.389 construction.year 2285 #> 2285.15 5436.837 construction.year 2285 #> 2285.16 5404.217 construction.year 2285 #> 2285.17 5404.217 construction.year 2285 #> 2285.18 5363.778 construction.year 2285 #> 2285.19 5403.416 construction.year 2285 #> 2285.20 5387.823 construction.year 2285 #> 2285.21 5373.990 construction.year 2285 #> 2285.22 5349.621 construction.year 2285 #> 2285.23 5348.618 construction.year 2285 #> 2285.24 5366.241 construction.year 2285 #> 2285.25 5373.509 construction.year 2285 #> 2285.26 5374.568 construction.year 2285 #> 2285.27 5373.597 construction.year 2285 #> 2285.28 5372.107 construction.year 2285 #> 2285.29 5372.107 construction.year 2285 #> 2285.30 5356.377 construction.year 2285 #> 2285.31 5330.178 construction.year 2285 #> 2285.32 5336.091 construction.year 2285 #> 2285.33 5336.091 construction.year 2285 #> 2285.34 5332.569 construction.year 2285 #> 2285.35 5338.205 construction.year 2285 #> 2285.36 5352.517 construction.year 2285 #> 2285.37 5359.004 construction.year 2285 #> 2285.38 5347.291 construction.year 2285 #> 2285.39 5355.566 construction.year 2285 #> 2285.40 5355.566 construction.year 2285 #> 2285.41 5357.378 construction.year 2285 #> 2285.42 5357.378 construction.year 2285 #> 2285.43 5356.493 construction.year 2285 #> 2285.44 5366.250 construction.year 2285 #> 2285.45 5366.250 construction.year 2285 #> 2285.46 5364.315 construction.year 2285 #> 2285.47 5369.621 construction.year 2285 #> 2285.48 5357.827 construction.year 2285 #> 2285.49 5358.855 construction.year 2285 #> 2285.50 5359.039 construction.year 2285 #> 2285.51 5359.039 construction.year 2285 #> 2285.52 5333.112 construction.year 2285 #> 2285.53 5332.424 construction.year 2285 #> 2285.54 5332.356 construction.year 2285 #> 2285.55 5332.342 construction.year 2285 #> 2285.56 5334.859 construction.year 2285 #> 2285.57 5340.739 construction.year 2285 #> 2285.58 5340.739 construction.year 2285 #> 2285.59 5318.358 construction.year 2285 #> 2285.60 5305.124 construction.year 2285 #> 2285.61 5294.639 construction.year 2285 #> 2285.62 5291.872 construction.year 2285 #> 2285.63 5288.428 construction.year 2285 #> 2285.64 5288.428 construction.year 2285 #> 2285.65 5281.820 construction.year 2285 #> 2285.66 5281.746 construction.year 2285 #> 2285.67 5280.012 construction.year 2285 #> 2285.68 5281.034 construction.year 2285 #> 2285.69 5281.772 construction.year 2285 #> 2285.70 5280.657 construction.year 2285 #> 2285.71 5270.261 construction.year 2285 #> 2285.72 5270.261 construction.year 2285 #> 2285.73 5265.607 construction.year 2285 #> 2285.74 5254.770 construction.year 2285 #> 2285.75 5256.543 construction.year 2285 #> 2285.76 5270.716 construction.year 2285 #> 2285.77 5270.145 construction.year 2285 #> 2285.78 5270.145 construction.year 2285 #> 2285.79 5267.953 construction.year 2285 #> 2285.80 5256.818 construction.year 2285 #> 2285.81 5271.034 construction.year 2285 #> 2285.82 5279.476 construction.year 2285 #> 2285.83 5304.553 construction.year 2285 #> 2285.84 5302.645 construction.year 2285 #> 2285.85 5309.422 construction.year 2285 #> 2285.86 5295.701 construction.year 2285 #> 2285.87 5295.701 construction.year 2285 #> 2285.88 5298.538 construction.year 2285 #> 2285.89 5296.419 construction.year 2285 #> 2285.90 5298.509 construction.year 2285 #> 2285.91 5311.769 construction.year 2285 #> 2285.92 5302.862 construction.year 2285 #> 2285.93 5297.707 construction.year 2285 #> 2285.94 5305.363 construction.year 2285 #> 2285.95 5289.706 construction.year 2285 #> 2285.96 5289.706 construction.year 2285 #> 2285.97 5279.423 construction.year 2285 #> 2285.98 5278.751 construction.year 2285 #> 2285.99 5267.900 construction.year 2285 #> 2285.100 5261.709 construction.year 2285 #> 1073 5606.226 construction.year 1073 #> 1073.1 5647.030 construction.year 1073 #> 1073.2 5641.355 construction.year 1073 #> 1073.3 5666.310 construction.year 1073 #> 1073.4 5681.604 construction.year 1073 #> 1073.5 5620.077 construction.year 1073 #> 1073.6 5593.802 construction.year 1073 #> 1073.7 5553.468 construction.year 1073 #> 1073.8 5553.468 construction.year 1073 #> 1073.9 5539.046 construction.year 1073 #> [ reached getOption("max.print") -- omitted 4029 rows ]