,sqm,n_rooms,storey,balcony,constr_year,unemployment,green_share,city_Berlin,city_Cologne,city_Dusseldorf,city_Frankfurt,city_Hamburg,city_Munich,city_Stuttgart,shap_sqm,shap_n_rooms,shap_storey,shap_balcony,shap_constr_year,shap_unemployment,shap_green_share,shap_city_Berlin,shap_city_Cologne,shap_city_Dusseldorf,shap_city_Frankfurt,shap_city_Hamburg,shap_city_Munich,shap_city_Stuttgart,y,pred,base_value
0,101.86,2.0,2.0,0.0,2023.0,3.0,3.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,276446.1,90430.38,-33185.62,-311.69,167513.12,-1138.27,84906.03,16367.33,4399.94,2689.9,-2209.87,-780.04,-57945.76,1227.24,1499000.0,1131990.5,583581.5
1,65.31,2.0,3.0,0.0,2023.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-219284.05,31884.13,-1002.33,-872.69,143909.77,9952.61,-54578.16,-12388.27,4182.46,1905.18,-4825.26,-4381.74,-57558.96,27.75,365990.0,420551.9,583581.5
2,65.27,3.0,2.0,1.0,2022.0,3.0,1.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,-170191.69,10970.55,-2161.85,502.19,162898.16,-25508.94,-45226.79,1098.44,3666.18,2329.83,37097.16,-3317.94,-58268.25,102.86,412000.0,497571.44,583581.5
3,119.0,4.0,0.0,0.0,2016.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,337452.16,-30110.34,-12020.3,-20154.07,89011.75,7495.13,-50859.14,5535.26,5838.68,913.82,-5059.14,1774.14,293114.75,159.35,995000.0,1206674.2,583581.5
5,102.1,3.5,0.0,0.0,1970.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,193685.3,-6137.82,-6831.82,12833.79,-158543.53,26921.1,-56268.86,2773.0,4752.28,202.88,-3707.56,-1408.69,243382.45,199.64,749000.0,835433.75,583581.5
7,29.0,1.0,1.0,1.0,1972.0,2.0,2.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,-315967.4,-33690.62,-1034.55,1083.12,-97347.72,-21857.11,4981.48,107.57,2353.29,1107.13,-1258.85,-4490.9,132339.34,684.67,175000.0,250590.81,583581.5
8,292.97,7.0,5.0,0.0,2023.0,3.0,3.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,1106658.6,-222527.19,-59736.04,-98974.46,142719.31,-71557.62,121226.09,-52242.92,4169.89,355.44,-133.87,-22327.3,-63863.66,1175.74,549000.0,1368524.0,583581.5
9,49.91,2.0,1.0,1.0,1908.0,1.0,3.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-256194.14,12517.14,-10218.12,-3157.7,17477.09,21520.05,26601.4,-5227.73,1648.27,1230.32,-3345.01,-12778.67,-45574.32,1769.75,230000.0,329849.97,583581.5
10,65.3,2.0,4.0,1.0,1911.0,1.0,3.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-186408.92,21332.4,4390.86,1677.31,-33205.1,22501.56,48987.92,-7530.66,2055.77,1637.06,-2884.5,-12594.29,-52633.84,1613.34,479000.0,392520.62,583581.5
12,67.41,3.0,1.0,1.0,2023.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,-189749.52,3865.41,-14247.98,-70.36,178900.06,23111.88,-40687.72,11990.07,3798.46,2493.35,-3601.31,-3469.33,221179.81,130.6,685000.0,777224.94,583581.5
14,59.0,2.0,4.0,1.0,1985.0,2.0,2.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,-217870.77,17770.33,17240.67,7866.69,-59359.36,-31838.78,5180.33,545.39,3892.97,1706.49,-1164.72,-5181.44,170750.86,341.92,429000.0,493462.12,583581.5
16,105.02,4.0,4.0,1.0,2023.0,2.0,3.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,188497.0,-42505.16,17995.99,2970.94,160112.25,-2406.51,82097.99,6133.53,3585.16,3343.44,-3160.43,-15914.31,-76432.6,3036.71,1029196.0,910935.5,583581.5
18,161.0,6.0,0.0,1.0,1900.0,1.0,3.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,715103.7,6773.89,10777.63,4823.39,1153.09,26134.34,90644.95,-41974.84,2183.57,2923.89,-4752.61,-39000.14,-66081.34,6724.93,919000.0,1299016.2,583581.5
19,75.0,2.0,0.0,0.0,1900.0,1.0,3.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-129752.88,14500.61,-16464.5,-40.67,7910.72,22082.04,58355.08,-3971.66,2574.52,1184.37,-3372.88,-15086.57,-79109.6,2832.13,239000.0,445222.2,583581.5
21,77.86,2.0,1.0,0.0,1912.0,1.0,3.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-23668.35,16124.64,-8477.66,-662.09,-27633.23,42779.37,50199.79,-8059.05,2574.62,1221.33,-2873.48,-14691.07,-55524.22,1717.13,354300.0,556609.4,583581.5
22,90.0,4.0,0.0,0.0,2023.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,23863.65,-18991.82,-12208.78,-650.69,146934.36,11437.08,-52432.67,-2223.15,5141.68,1461.07,-3391.4,-5563.83,-67077.54,41.8,529950.0,609921.4,583581.5
24,74.0,3.0,1.0,0.0,1900.0,2.0,2.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,-88914.04,-1141.59,-3127.48,-6293.05,110332.3,-28950.69,815.66,-2444.82,4050.85,1480.94,-2228.41,-6395.92,301876.62,2356.56,1315000.0,864998.5,583581.5
25,56.0,2.0,1.0,0.0,1900.0,3.0,2.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-220785.69,15175.81,-1691.99,-3672.42,-6061.53,-21206.18,4919.06,1497.86,2867.34,1602.81,-2496.77,-6714.71,-48437.8,2707.36,247000.0,301284.7,583581.5
28,85.67,3.0,5.0,0.0,1937.0,2.0,1.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,37017.66,5221.78,35454.96,13601.66,-40520.83,-29224.06,-33852.17,-4718.09,4374.54,1408.72,-2238.78,-3625.11,281163.66,620.66,890000.0,848266.06,583581.5
29,167.0,4.0,0.0,1.0,2022.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,888491.5,-3709.74,-17409.02,-15075.14,191682.38,53292.45,-73159.14,18942.56,5786.97,15177.01,-4380.3,-2998.78,323069.66,564.11,2299000.0,1963855.6,583581.5
30,144.27,4.0,6.0,1.0,1996.0,2.0,3.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,589352.44,2182.92,100931.48,-18957.74,-151938.75,12052.26,85663.84,-3813.06,6230.16,3870.66,-1192.49,-31814.22,-41971.17,5060.41,699000.0,1139238.5,583581.5
32,126.17,3.5,4.0,1.0,1901.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,482302.25,27213.39,-57029.69,13354.3,84052.76,30997.0,-26298.8,21396.43,4586.84,260.87,-11007.68,-16438.49,360492.12,1694.52,1249000.0,1499157.9,583581.5
35,193.2,6.0,1.0,0.0,1912.0,1.0,3.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,882767.4,-14545.59,41820.38,-25424.8,-179179.73,8153.42,67240.52,-47252.99,1917.77,1562.08,-5721.94,-29176.47,-66322.8,4587.93,1497000.0,1224006.6,583581.5
37,74.78,2.0,1.0,1.0,1900.0,2.0,3.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-132739.34,16843.31,-10993.1,2408.24,-7226.66,-22423.29,56018.6,4822.49,2682.66,1499.83,-3213.21,-12919.76,-74680.04,2879.44,307900.0,406540.8,583581.5
38,58.14,2.5,2.0,1.0,2021.0,3.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-217334.69,17514.16,822.52,1329.47,166451.73,21.63,-69757.49,3393.17,3671.03,440.58,-4487.55,680.86,-55926.81,71.07,430560.0,430471.16,583581.5
40,110.0,4.0,0.0,1.0,1938.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,222782.23,-15780.02,-7450.55,-157.15,-61011.14,17525.93,-88117.91,-5995.36,5058.75,636.26,-12720.09,-8884.68,-59655.37,123.09,395000.0,569935.44,583581.5
43,65.0,3.0,3.0,1.0,1967.0,3.0,3.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,-166422.95,4963.63,1670.61,937.13,-123826.91,-32250.53,34833.44,-430.97,2170.0,1790.38,-1130.45,-5026.2,155040.64,1278.82,612000.0,457178.2,583581.5
44,150.0,5.0,2.0,1.0,1899.0,2.0,3.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,628324.56,778.02,-13772.74,10636.94,128345.84,-32898.05,97157.88,-4529.0,3643.3,2986.9,-4062.7,-23298.79,-76482.34,9487.17,1199000.0,1309898.5,583581.5
46,100.0,3.0,2.0,1.0,1985.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,162844.64,3762.05,8373.3,-136.16,-84773.95,31412.63,-60875.52,8038.88,5270.36,1111.45,-3348.45,-5092.93,248975.45,-507.85,830000.0,898635.6,583581.5
49,58.0,2.0,4.0,1.0,2018.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,-273663.34,20486.87,41376.48,924.98,122001.73,-4965.46,-55808.16,4251.77,3186.81,576.12,-3474.12,-897.23,201108.58,-597.89,590000.0,638088.56,583581.5
50,76.21,3.0,-1.0,1.0,2024.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,-133911.1,10695.4,-27507.16,716.4,216024.5,13320.13,-47814.96,3818.14,3365.76,2056.19,-4150.3,-2269.24,211390.12,1521.41,745900.0,830836.94,583581.5
51,72.17,3.0,3.0,1.0,1965.0,2.0,3.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-130744.84,3322.59,924.46,432.61,-109773.71,-11614.36,50800.22,-1487.9,2500.0,1928.69,-1687.71,-10240.41,-36887.06,1610.44,299000.0,342664.75,583581.5
52,56.44,2.0,2.0,1.0,1960.0,3.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-190600.56,14854.94,-2581.13,667.7,-84894.2,-14758.32,-60602.04,-1139.37,2949.85,1319.86,-2717.7,-3324.73,-43220.2,-5.86,155000.0,199529.69,583581.5
53,54.0,2.0,6.0,1.0,2014.0,1.0,3.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,-324122.53,22126.58,56017.18,-5561.99,67322.26,6295.86,33683.98,-2888.82,854.01,2161.17,15566.14,-16566.32,-41501.14,340.85,390000.0,397308.8,583581.5
54,85.0,3.0,3.0,0.0,1920.0,2.0,3.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-14246.08,2087.54,-1250.62,-863.06,-79999.36,-16935.88,63048.83,1121.3,3961.84,1573.19,-2617.03,-12945.63,-55344.76,1583.33,800000.0,472755.28,583581.5
55,61.45,3.0,1.0,1.0,1962.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,-213976.05,2372.03,-337.05,615.33,-95173.74,24472.41,-40534.78,5314.97,2480.19,1546.49,-2236.74,-5067.23,183561.45,203.74,525000.0,446822.62,583581.5
56,29.0,1.0,-1.0,0.0,2010.0,3.0,3.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-311847.75,-58585.48,-8170.34,1721.59,33382.03,-8548.74,42008.34,9591.92,342.3,1354.01,-1899.37,-10436.43,-29567.65,717.32,299000.0,243643.31,583581.5
58,59.8,2.0,1.0,1.0,2023.0,1.0,3.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,-199649.05,18740.88,-14032.9,57.08,156338.16,18598.14,43089.96,6538.05,3446.4,3036.87,24819.85,-14537.25,-49868.06,1500.8,523100.0,581660.56,583581.5
59,51.0,2.0,-1.0,1.0,2004.0,2.0,2.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-240848.2,11319.54,-9958.08,-2320.96,13046.46,-8584.5,3842.76,2281.28,3262.83,1797.92,-2181.25,-5643.19,-33339.82,853.48,189000.0,317109.8,583581.5
60,34.0,1.0,5.0,0.0,1963.0,3.0,3.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,-347223.1,-26971.43,26807.89,-5357.36,-106873.91,-38731.29,26227.16,-7691.06,2179.73,1243.7,-1528.47,-5875.68,132844.62,999.54,221000.0,233631.77,583581.5
61,60.22,2.0,0.0,0.0,2022.0,2.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-186629.14,17266.08,-12525.43,-522.54,162713.47,-7038.17,-59517.26,-2368.25,3877.75,2014.19,-4878.77,-1418.52,-54236.25,87.04,349000.0,440405.72,583581.5
65,59.04,2.0,5.0,1.0,2022.0,1.0,2.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,-283497.66,16797.34,87092.39,-4115.27,230006.23,34618.42,33273.17,2976.13,3927.2,3010.35,-1488.9,-7484.09,262443.9,790.29,855000.0,961930.8,583581.5
66,44.0,2.0,0.0,1.0,2026.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-320510.72,7826.44,-17758.62,-428.21,187478.69,-5034.05,-63450.49,-2006.33,2714.01,1760.6,-4720.84,-4139.15,-46613.44,152.52,297000.0,318851.97,583581.5
67,129.02,4.0,1.0,1.0,2015.0,1.0,2.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,580847.7,-34029.83,14368.17,-147.26,115362.66,50687.94,27296.0,1865.09,6728.52,1094.73,-2782.92,1315.46,330783.6,1392.76,1700000.0,1678364.5,583581.5
68,88.24,3.0,1.0,1.0,1958.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,52277.88,7994.71,207.35,-1331.77,-35579.95,27609.76,-46244.54,7494.77,4325.62,2048.46,-3423.49,-3055.43,281075.06,187.66,819749.6,877167.75,583581.5
69,110.32,3.0,0.0,0.0,2022.0,1.0,1.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,277054.4,30823.32,-30500.9,-1105.03,137039.16,23208.88,-52970.05,2406.47,6412.36,1878.34,62271.78,-5097.14,-70185.04,171.56,927900.0,964989.6,583581.5
70,85.34,3.0,2.0,1.0,1890.0,1.0,3.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,-9242.24,129.99,-12549.01,3125.8,-26407.45,8509.97,51044.36,-7199.97,3410.85,1128.79,-3823.06,-17893.14,-85873.87,4584.66,539000.0,492527.47,583581.5
71,110.0,3.0,3.0,1.0,1898.0,2.0,3.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,280226.34,15220.54,-1507.6,16691.94,71394.26,-21590.63,77445.51,3673.19,3543.89,1378.88,-5239.95,-15785.97,-52256.64,4999.86,895000.0,961775.2,583581.5
73,130.0,5.0,4.0,1.0,1905.0,1.0,3.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,375065.25,-9892.7,-59940.88,12449.06,-30848.23,25981.61,45211.56,-200.42,3408.19,158.05,-5402.52,-20446.38,-73110.14,1368.99,900000.0,847383.1,583581.5
74,32.0,1.0,1.0,1.0,1969.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,-318358.4,-32756.77,-195.89,-163.29,-91116.09,17121.67,-35078.34,3758.97,2003.36,975.37,-2145.45,-4549.14,150839.05,130.43,245000.0,274046.88,583581.5
76,123.71,3.0,7.0,1.0,2022.0,1.0,1.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,326525.2,6461.35,57358.16,-812.6,141764.45,13842.76,-62330.95,-1139.55,5825.79,2504.29,67627.71,-19573.36,-72773.6,457.96,1183700.0,1049319.4,583581.5
79,80.54,3.0,5.0,1.0,1967.0,3.0,3.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,-82808.33,225.91,18768.49,-1770.0,-158730.72,-31029.88,36357.23,-8718.44,2148.54,3352.79,-1669.11,-7057.1,163925.2,1869.92,333000.0,518446.1,583581.5
80,108.12,3.0,2.0,1.0,2023.0,2.0,2.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,220711.56,34410.67,-6474.65,334.33,151137.72,-23787.85,6757.86,4112.01,6629.29,3114.58,-3157.98,-5388.39,-59893.97,1323.27,598700.0,913410.2,583581.5
81,33.0,1.0,2.0,1.0,1973.0,2.0,1.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,-236682.06,-36776.09,-2310.43,-908.26,-84029.48,-11977.91,-42463.56,1269.77,2575.0,1072.08,26862.31,-5143.67,-34108.49,152.71,149000.0,161113.45,583581.5
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