commit 0c8713c83d6718992b587e27b8422f37f3dd9860 Author: Kamil Szostak <116744020+Kamszooo@users.noreply.github.com> Date: Sun Feb 25 17:26:20 2024 +0100 Dodano nowe pliki do repozytorium diff --git a/.idea/.gitignore b/.idea/.gitignore new file mode 100644 index 0000000..26d3352 --- /dev/null +++ b/.idea/.gitignore @@ -0,0 +1,3 @@ +# Default ignored files +/shelf/ +/workspace.xml diff --git a/.idea/ML9.iml b/.idea/ML9.iml new file mode 100644 index 0000000..74d515a --- /dev/null +++ b/.idea/ML9.iml @@ -0,0 +1,10 @@ + + + + + + + + + + \ No newline at end of file diff --git a/.idea/inspectionProfiles/profiles_settings.xml b/.idea/inspectionProfiles/profiles_settings.xml new file mode 100644 index 0000000..105ce2d --- /dev/null +++ b/.idea/inspectionProfiles/profiles_settings.xml @@ -0,0 +1,6 @@ + + + + \ No newline at end of file diff --git a/.idea/misc.xml b/.idea/misc.xml new file mode 100644 index 0000000..f905516 --- /dev/null +++ b/.idea/misc.xml @@ -0,0 +1,4 @@ + + + + \ No newline at end of file diff --git a/.idea/modules.xml b/.idea/modules.xml new file mode 100644 index 0000000..d3f5c2c --- /dev/null +++ b/.idea/modules.xml @@ -0,0 +1,8 @@ + + + + + + + + \ No newline at end of file diff --git a/Raport Kamil Szostak.docx b/Raport Kamil Szostak.docx new file mode 100644 index 0000000..a76d9ef Binary files /dev/null and b/Raport Kamil Szostak.docx differ diff --git a/Raport Kamil Szostak.pdf b/Raport Kamil Szostak.pdf new file mode 100644 index 0000000..7712cd9 Binary files /dev/null and b/Raport Kamil Szostak.pdf differ diff --git a/archive/apartments_pl_2023_08.csv b/archive/apartments_pl_2023_08.csv new file mode 100644 index 0000000..d3f0915 --- /dev/null +++ b/archive/apartments_pl_2023_08.csv @@ -0,0 +1,18906 @@ 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+1dea45d2f0de99edd88f7f55ecafaa8c,szczecin,,44.0,2.0,4.0,10.0,,53.4545,14.4972,5.46,12.0,0.256,1.483,0.154,0.208,0.418,2.604,0.118,condominium,,,no,no,yes,no,no,439999 +358a3a41905a20267cff010fbd4f9a18,szczecin,tenement,58.0,3.0,2.0,3.0,1930.0,53.4459704,14.5590098,2.51,9.0,0.167,0.686,0.76,0.077,0.421,1.582,0.17,condominium,brick,,no,no,no,no,no,399000 +324455fa0f2c49eb75ca34246e0cc160,szczecin,blockOfFlats,27.25,1.0,3.0,4.0,1980.0,53.418611,14.549722,0.92,11.0,0.371,0.319,0.225,0.63,0.323,1.208,0.359,condominium,,low,no,yes,no,no,yes,275000 +e3cb408c565848fd68aca190b8723415,szczecin,,51.97,3.0,4.0,4.0,,53.4506011,14.5422766,3.27,10.0,0.192,0.758,0.428,0.413,0.319,1.197,0.022,condominium,,,no,yes,no,no,no,459000 +31e1269d061a05484131fe1619445858,szczecin,blockOfFlats,59.75,3.0,2.0,4.0,1970.0,53.4393654,14.5650356,1.8,18.0,0.091,0.8,0.552,0.132,0.189,1.136,0.142,condominium,concreteSlab,low,no,yes,no,no,yes,460000 +c08790c320d8899996c16ac5847cc9d0,szczecin,tenement,61.38,2.0,3.0,4.0,1940.0,53.4456258,14.54739186,2.63,16.0,0.472,0.625,0.352,0.218,0.229,1.097,0.118,condominium,brick,,no,no,no,no,yes,520000 +11ab045dc3103c39d0b6c9ab37fe2981,szczecin,blockOfFlats,63.56,4.0,2.0,4.0,,53.3983721,14.4946119,5.2,2.0,1.528,2.569,0.158,1.805,0.131,3.422,0.689,condominium,,,no,yes,no,no,yes,529000 +da899602f9e8c0eac970cb1d53414cb9,szczecin,blockOfFlats,80.0,3.0,,1.0,,53.45416667,14.52944444,4.01,9.0,0.061,0.245,0.413,0.223,0.498,1.322,0.348,condominium,brick,,yes,no,no,yes,yes,920000 +31e006412946000db9b80443ef8bb0e7,szczecin,blockOfFlats,46.95,2.0,4.0,4.0,1969.0,53.4459492,14.5624689,2.51,6.0,0.142,0.842,0.675,0.222,0.565,1.757,0.298,cooperative,,low,no,no,,no,no,289000 +ee6d9d4f68def3b1e450c6f8dc2ca84d,szczecin,tenement,93.82,4.0,3.0,3.0,1905.0,53.4262,14.5294,2.11,16.0,0.345,0.427,0.143,0.814,0.173,0.723,0.088,condominium,brick,,yes,yes,no,no,yes,599000 +03d399de942bb186cc43d3e0e56103c1,szczecin,,35.0,2.0,,10.0,,53.4502548,14.5686597,3.03,9.0,0.126,0.511,0.306,0.146,0.303,1.527,0.317,cooperative,concreteSlab,premium,no,no,yes,no,yes,299000 +7cde8910fbd7074e23d81ca3525b1043,szczecin,blockOfFlats,38.0,2.0,4.0,4.0,1978.0,53.455075,14.5474,3.64,4.0,0.71,0.951,0.238,0.193,0.532,1.797,0.122,cooperative,concreteSlab,low,no,no,no,no,yes,299000 +1fb2b52ea49ad6dc13c6f119bde68023,szczecin,blockOfFlats,57.41,3.0,3.0,3.0,2016.0,53.4014513,14.5071442,4.32,1.0,1.083,1.672,0.721,0.921,0.388,2.609,0.538,condominium,brick,premium,no,yes,no,no,no,599000 +ba5577d4e9af3e4154093a29ae7585ac,szczecin,blockOfFlats,59.4,3.0,5.0,11.0,1985.0,53.3797008,14.655164,7.91,23.0,0.128,0.164,0.274,0.254,0.157,,0.149,condominium,concreteSlab,,no,yes,yes,no,yes,549000 +6e37451ee1876232ca54b7035c0b2b07,szczecin,blockOfFlats,64.0,4.0,1.0,2.0,1930.0,53.4438433,14.5055732,4.32,9.0,0.467,0.179,0.226,0.28,0.274,1.677,0.249,cooperative,brick,,no,no,no,no,yes,569000 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+3d9be4ca85102210ab6b5ee3ea583167,szczecin,,83.0,4.0,2.0,2.0,2016.0,53.4797653,14.5418161,6.39,2.0,1.506,2.854,1.167,0.735,0.435,3.08,0.235,condominium,brick,premium,yes,yes,no,no,no,699000 +fd5acf191086bf4b997a59421cb01807,szczecin,blockOfFlats,68.0,3.0,,3.0,2008.0,53.4134297,14.4925976,4.66,4.0,0.602,1.18,0.345,0.437,0.174,2.681,0.876,condominium,brick,premium,yes,yes,yes,no,no,758000 +9afea2869a7fd85bc53bbecd38e98db5,szczecin,blockOfFlats,51.54,2.0,,3.0,2004.0,53.4304,14.4887,4.85,1.0,0.938,0.757,0.547,0.614,0.836,2.908,0.464,cooperative,,,no,yes,no,no,no,499000 +cb583a9389b023c7af12b2a9b4aec27d,szczecin,,64.0,4.0,1.0,2.0,,53.4345048,14.5041512,3.96,4.0,0.095,0.873,0.512,0.429,0.675,1.805,0.565,cooperative,brick,,no,no,no,no,no,569000 +364b228f9426329c1b8db8541b5238c8,szczecin,tenement,80.2,4.0,2.0,2.0,1925.0,53.4414321,14.5113939,3.85,6.0,0.411,0.361,0.076,0.522,0.643,1.287,0.051,condominium,brick,low,yes,yes,no,no,no,650000 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+a766fe7cac8e590474f6886406d1a113,szczecin,,68.2,3.0,1.0,1.0,,53.477,14.526,6.39,0.0,1.486,2.53,1.28,0.719,1.339,3.819,1.239,condominium,,,no,no,no,no,no,590000 +cc68e56820bf3c4e94ed3dea92c97824,szczecin,blockOfFlats,28.5,2.0,1.0,4.0,1980.0,53.4497592,14.575036,3.08,2.0,0.509,0.882,0.711,0.522,0.227,1.455,0.203,condominium,concreteSlab,premium,no,no,,no,no,310000 +07026d7c3791a9298a5a3544f4274eaa,szczecin,blockOfFlats,76.0,3.0,3.0,4.0,2021.0,53.3953648,14.4923302,5.51,2.0,1.892,2.858,0.232,2.058,0.236,3.766,0.597,condominium,brick,premium,yes,yes,yes,no,no,960000 +e16baf91abc3809defa68bfa288ca70f,szczecin,blockOfFlats,67.26,3.0,2.0,2.0,2022.0,53.474167,14.537222,5.86,1.0,0.888,2.189,0.795,0.494,0.598,3.013,0.662,condominium,,,no,yes,no,no,no,578436 +5a365bb1a2e6e38e59a2ca3865424028,szczecin,blockOfFlats,54.0,2.0,4.0,5.0,1995.0,53.4567738,14.5812682,3.95,7.0,0.015,1.234,0.794,0.819,0.21,0.683,0.213,condominium,,,no,no,no,no,yes,415000 +0c0fd7b93407bf45b0208d61368b1178,szczecin,,63.4,3.0,1.0,4.0,1991.0,53.365412,14.6509226,8.78,5.0,0.34,0.766,0.316,0.525,0.081,,0.334,cooperative,concreteSlab,premium,no,yes,no,no,no,485000 +e301872d920b82455d34de4af2c0b0fb,szczecin,tenement,56.74,3.0,3.0,4.0,1950.0,53.4482833,14.5490308,2.88,11.0,0.413,0.845,0.469,0.293,0.29,1.38,0.09,condominium,brick,low,no,no,,no,no,324000 +f3d2de2f4ea3d75563cd8fa6ce4ee0c6,szczecin,blockOfFlats,57.0,2.0,1.0,2.0,1975.0,53.3892225,14.6906469,9.4,0.0,1.285,1.585,1.252,1.536,1.39,,1.312,cooperative,,premium,yes,no,no,no,no,355000 +199fec8d37cdcc35211ee42753ce2dcf,szczecin,blockOfFlats,37.94,2.0,1.0,3.0,2008.0,53.3968096,14.6640641,7.45,11.0,0.198,2.143,0.42,0.433,0.278,,0.21,condominium,brick,premium,no,yes,yes,no,no,339000 +bd098b92fccbe2170e517f8b769c81a5,szczecin,tenement,92.73,5.0,4.0,5.0,,53.432222,14.555833,1.04,47.0,0.173,0.332,0.01,0.261,0.062,0.501,0.121,condominium,brick,,no,no,no,no,yes,549000 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+4c35bae908e0f9d72644321b3918738f,szczecin,blockOfFlats,67.34,4.0,,3.0,2006.0,53.46253219,14.54176165,4.53,5.0,0.446,1.05,0.286,0.415,0.144,2.364,0.025,condominium,brick,premium,no,yes,no,no,yes,699000 +0556110b334f085f9dfa0c210a674fec,szczecin,blockOfFlats,47.17,3.0,2.0,3.0,1938.0,53.444725,14.50301,4.51,6.0,0.369,0.343,0.301,0.37,0.237,1.858,0.252,condominium,brick,low,no,no,no,no,no,340000 +58cf24aab5f39585201df024caab9141,szczecin,blockOfFlats,97.0,4.0,4.0,4.0,2000.0,53.445816,14.549937,2.6,14.0,0.413,0.566,0.388,0.387,0.124,1.189,0.052,cooperative,brick,,yes,no,,no,no,595000 +0fd4f67c8060b60fb2583ff43cc52d83,szczecin,blockOfFlats,48.0,3.0,3.0,3.0,,53.4119,14.4964,4.47,6.0,0.315,1.371,0.084,0.456,0.373,2.494,0.692,cooperative,brick,,yes,yes,no,no,yes,620000 +364285b318df00c56cc9b8aa058ae475,szczecin,blockOfFlats,76.0,4.0,,2.0,2023.0,53.4285438,14.5528116,0.79,67.0,0.288,0.285,0.268,0.245,0.068,0.593,0.085,condominium,,,yes,yes,no,no,no,480000 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+dd3f8b54d4b4b8fb7f54167a58af17f7,radom,,48.0,2.0,3.0,4.0,1980.0,51.4278455,21.1612487,3.06,15.0,0.184,0.607,0.11,0.139,0.157,0.395,0.153,condominium,,,no,no,,no,no,320000 +ba3cff83f75b4484795d201326428c2d,radom,,73.1,3.0,2.0,4.0,2000.0,51.40392595,21.12218538,1.41,8.0,0.178,0.442,0.514,0.16,0.326,0.953,0.5,cooperative,brick,,no,yes,no,no,yes,510000 +de76aee9c9ac2e26a2a73a2e88da6063,radom,blockOfFlats,54.0,3.0,10.0,10.0,1978.0,51.3809397,21.1671196,2.99,9.0,0.361,0.308,0.332,0.231,0.618,2.153,0.179,condominium,concreteSlab,,no,no,yes,no,no,365000 +2a7101c1b0242f62f5a853040064b789,radom,,55.92,3.0,4.0,4.0,1983.0,51.37837145,21.16663144,3.21,9.0,0.18,0.408,0.409,0.191,0.661,2.289,0.14,condominium,concreteSlab,,no,yes,no,no,yes,340000 +a597a813428aad1be45f9cacdfdaf59b,radom,,61.0,3.0,4.0,4.0,1990.0,51.383989,21.10624,3.28,2.0,1.275,1.403,0.113,1.167,0.817,1.957,0.079,cooperative,concreteSlab,,no,yes,no,no,yes,369000 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+67216d85a29dfdcf2819c106e241933e,czestochowa,,38.75,2.0,1.0,4.0,1960.0,50.80717,19.10602,1.74,17.0,0.078,0.274,0.467,0.188,0.053,0.362,0.254,condominium,,,no,yes,no,no,yes,274000 +046393ecfd02f16f85f1d42c635bfe3e,czestochowa,blockOfFlats,47.82,3.0,4.0,4.0,,50.82827,19.11451,2.05,23.0,0.293,1.97,0.168,0.151,0.149,2.241,0.229,condominium,,,no,yes,no,no,yes,295000 +cbedd608dd1616d4a1cbeb027586f293,czestochowa,blockOfFlats,52.0,3.0,,4.0,,50.82480665,19.11226273,1.82,18.0,0.165,1.821,0.191,0.374,0.063,1.824,0.127,condominium,,,no,no,no,no,yes,372000 +d4d004757b230881bc907a447e75bb0f,czestochowa,blockOfFlats,60.3,3.0,2.0,10.0,1979.0,50.77143698,19.14137815,4.64,2.0,0.397,0.701,0.666,1.15,1.163,1.602,0.259,cooperative,concreteSlab,low,no,no,yes,no,no,299000 +6e0e48dd196cd2f24118b526706b9bd9,czestochowa,blockOfFlats,87.0,3.0,3.0,4.0,1970.0,50.8129012,19.10864773,1.45,33.0,0.01,0.487,0.263,0.556,0.104,0.564,0.439,cooperative,brick,premium,no,yes,no,no,yes,600000 +ee9fb0228bdc8ce653117cff3d2cbae4,czestochowa,tenement,119.0,4.0,2.0,2.0,1920.0,50.807218,19.113464,1.25,30.0,0.161,0.33,0.197,0.45,0.117,0.809,0.162,condominium,brick,low,no,yes,yes,no,no,485000 +03f929afc36bf8adc4c144b074c81524,czestochowa,blockOfFlats,68.9,3.0,6.0,10.0,,50.8092054,19.1137746,1.15,39.0,0.234,0.326,0.05,0.648,0.025,0.788,0.295,cooperative,,low,no,yes,yes,no,yes,379000 +a2d430627096af08d7cd943e41c07ecf,czestochowa,blockOfFlats,37.0,2.0,4.0,4.0,,50.7778599,19.158432,4.35,3.0,0.256,0.762,0.824,0.498,1.137,0.795,0.431,condominium,,low,no,yes,no,no,yes,199000 +b7c7f236fd12036b2c21afcfd8703ba9,czestochowa,,55.0,3.0,,10.0,1990.0,50.8155,19.123,0.56,21.0,0.14,1.237,0.501,0.49,0.3,1.579,0.189,cooperative,concreteSlab,,no,yes,yes,no,yes,270000 +cab87fb864323986f8fe63f73e828990,czestochowa,,39.71,2.0,,5.0,,50.8118195,19.1203094,0.64,27.0,0.183,0.858,0.462,0.595,0.044,1.271,0.033,condominium,,,no,no,yes,no,no,323636 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+42dd441c02623a3887a0a7f3348096a2,radom,blockOfFlats,40.0,2.0,3.0,10.0,1980.0,51.38041,21.163,2.89,12.0,0.243,0.079,0.071,0.148,0.342,1.951,0.065,condominium,concreteSlab,,no,yes,yes,no,no,235000 +96d68a2c1ff8ba21c31e76a16e2a90ba,radom,blockOfFlats,70.0,3.0,4.0,4.0,,51.37062945,21.13329388,3.65,5.0,0.177,0.87,0.112,0.344,0.85,1.671,0.192,condominium,,low,no,yes,no,no,no,410000 +e34cac35c1a4a8d6b48ef4431ea57636,radom,,59.0,3.0,,4.0,1980.0,51.3795031,21.16197843,2.94,11.0,0.194,0.184,0.157,0.184,0.319,1.961,0.172,cooperative,concreteSlab,,no,yes,no,no,yes,390000 +f842ab5f8ef4269194ac83bfeca3ba21,radom,blockOfFlats,60.71,3.0,1.0,4.0,1983.0,51.38608475,21.15986747,2.23,16.0,0.391,0.22,0.245,0.409,0.26,1.44,0.103,cooperative,concreteSlab,low,no,yes,no,no,yes,395000 +5044869a59d37b0f756f8cdd7472c8b4,radom,blockOfFlats,47.0,2.0,4.0,10.0,1975.0,51.38175735,21.15795515,2.59,18.0,0.256,0.292,0.074,0.239,0.07,1.585,0.013,cooperative,concreteSlab,low,no,yes,yes,no,yes,269000 +17bff719fb55b7a82c322ff367a71cf9,radom,blockOfFlats,65.7,4.0,3.0,3.0,,51.4050758,21.1237562,1.31,12.0,0.27,0.302,0.382,0.262,0.182,0.895,0.387,cooperative,brick,,no,no,no,no,no,395000 +7d3e9e2419fea239159aaabec312e0fb,radom,,57.14,2.0,3.0,3.0,,51.4162293,21.1787388,2.92,11.0,0.24,0.941,0.416,0.248,0.553,0.945,0.188,condominium,,premium,no,yes,no,no,yes,549000 +ba64c18255196420edd064fcb51a8eda,radom,blockOfFlats,48.55,2.0,2.0,4.0,1970.0,51.4064621,21.1684595,1.85,21.0,0.308,0.262,0.7,0.226,0.343,0.215,0.203,condominium,brick,premium,no,no,,no,no,389000 +6a026e041ae05528de1356b80586d1af,radom,blockOfFlats,51.26,2.0,,3.0,1951.0,51.4103283,21.1483457,0.92,16.0,0.16,0.152,0.509,0.052,0.262,0.603,0.269,condominium,brick,low,no,no,no,no,yes,285000 +7e43a364f0472c6435ae6868931e0903,radom,blockOfFlats,47.47,2.0,,4.0,1990.0,51.4038937,21.1730221,2.13,11.0,0.118,0.259,0.546,0.296,0.362,0.256,0.371,cooperative,concreteSlab,premium,no,yes,no,no,yes,315000 +88424614accc35c0305b5a9c421ccc49,radom,tenement,28.07,1.0,,1.0,,51.4062479,21.1612117,1.36,42.0,0.195,0.168,0.366,0.496,0.061,0.231,0.22,condominium,brick,,no,no,no,yes,no,210000 +0cec94e6652d5c723e07351aff546816,radom,blockOfFlats,51.26,2.0,,3.0,1953.0,51.4103283,21.1483457,0.92,16.0,0.16,0.152,0.509,0.052,0.262,0.603,0.269,condominium,brick,low,no,no,no,no,yes,285000 +01db9fcc7f6095818e1a29429679f7e6,radom,,38.0,2.0,9.0,10.0,1971.0,51.4008221,21.1575891,1.08,61.0,0.228,0.351,0.231,0.176,0.046,0.374,0.108,condominium,,low,no,no,yes,no,no,215000 +ba557524eafcf683b3c9c8f9199a7528,radom,,54.0,3.0,2.0,10.0,1975.0,51.382847,21.158284,2.49,20.0,0.202,0.17,0.171,0.241,0.118,1.526,0.124,condominium,,,no,no,yes,no,no,330000 +8ac421b357db3a1b54708583e16d9259,radom,,47.08,2.0,2.0,4.0,2023.0,51.4124186,21.1305096,1.34,3.0,0.269,0.2,0.791,0.454,0.792,1.245,0.769,condominium,,,yes,yes,no,no,no,395000 +198b26d2656f1336102ef1439551a177,radom,blockOfFlats,46.5,2.0,4.0,4.0,1980.0,51.4230292,21.1648645,2.72,8.0,0.313,1.197,0.554,0.21,0.198,0.533,0.266,condominium,concreteSlab,low,no,yes,no,no,yes,310000 +9d4ddc74f8054b6d47d5d08a92d85754,radom,blockOfFlats,64.6,4.0,1.0,4.0,1975.0,51.38445105,21.15233705,2.17,15.0,0.165,0.411,0.366,0.179,0.465,1.095,0.174,condominium,concreteSlab,low,no,yes,no,no,yes,415000 +6ec6b085997fa0d4d26874425d3a3bfe,radom,,64.45,3.0,10.0,10.0,1981.0,51.400057,21.158253,1.15,62.0,0.325,0.381,0.247,0.262,0.022,0.467,0.185,cooperative,,,no,yes,yes,no,no,469000 +8a24200383023e6d5e45367030ef2d6f,radom,,48.2,2.0,6.0,10.0,1978.0,51.3897029,21.12557738,1.88,14.0,0.238,0.212,0.142,0.286,0.185,0.756,0.154,condominium,concreteSlab,,no,yes,yes,no,yes,299000 +c0203cc70f179d2f90d656c56644848e,radom,blockOfFlats,53.52,2.0,8.0,12.0,1978.0,51.4114405,21.1827828,2.96,15.0,0.312,0.341,0.199,0.195,0.163,0.666,0.172,cooperative,concreteSlab,,no,yes,yes,no,yes,285000 +839a4b12645056c5134571312b225fde,radom,,48.1,2.0,4.0,10.0,1980.0,51.3986209,21.16568714,1.69,19.0,0.114,0.463,0.255,0.305,0.087,0.682,0.127,condominium,concreteSlab,,no,yes,yes,no,yes,270000 +1bbc1be09cb3ca3cbb02195996842637,radom,blockOfFlats,64.0,3.0,4.0,4.0,1970.0,51.39286305,21.14324347,1.12,17.0,0.212,0.131,0.867,0.097,0.267,0.257,0.103,cooperative,brick,premium,no,yes,no,no,yes,439000 +0240e8f596e59362abb0228c2314df58,radom,blockOfFlats,50.73,3.0,3.0,4.0,1975.0,51.4008,21.1576,1.08,61.0,0.231,0.352,0.23,0.178,0.045,0.377,0.109,condominium,concreteSlab,,no,yes,no,no,yes,299999 +2ac4776f4fbef77f6c26954532c8885e,radom,blockOfFlats,71.0,3.0,4.0,4.0,,51.4166478598467,21.1745059475221,2.7,9.0,0.104,1.133,0.445,0.055,0.628,0.952,0.067,condominium,concreteSlab,low,no,no,no,no,no,349000 +03d4402ced54b83459e63a43108563cd,radom,blockOfFlats,45.0,2.0,3.0,10.0,1979.0,51.37680615,21.15204157,2.98,10.0,0.3,0.879,0.476,0.32,0.646,1.574,0.249,condominium,concreteSlab,premium,no,no,yes,no,no,300000 +08695c136a3dfede0d1996554a90ff41,radom,blockOfFlats,57.86,2.0,,4.0,1999.0,51.3775265,21.1731676,3.54,3.0,0.154,0.829,0.84,0.136,0.776,2.711,0.512,condominium,brick,,no,yes,no,no,yes,378000 +fe7d976a3f1375176ce9e373a9f8a6d5,radom,blockOfFlats,50.0,2.0,4.0,4.0,1993.0,51.4314972,21.1509847,3.23,3.0,0.482,0.523,0.789,0.481,0.283,0.866,0.655,cooperative,concreteSlab,premium,no,yes,no,no,yes,349000 +59cf5c919ba9c21c5180347ffc6e9144,radom,blockOfFlats,58.0,3.0,3.0,4.0,1980.0,51.43109,21.16204,3.41,13.0,0.178,0.339,0.255,0.338,0.363,0.737,0.246,condominium,concreteSlab,,no,yes,no,no,yes,336000 +6fbd82c3ad99f34a1cba8b860e45ed61,radom,,66.0,3.0,1.0,1.0,1990.0,51.3772605,21.1412773,2.86,2.0,0.45,0.739,0.631,0.916,1.253,1.05,0.114,condominium,,premium,no,no,no,no,no,300000 +37141d019a9c29c3d17440c27efe6be7,radom,blockOfFlats,43.36,2.0,2.0,4.0,2022.0,51.3753039,21.1745619,3.8,3.0,0.11,1.046,1.052,0.353,0.727,2.933,0.771,condominium,,premium,yes,yes,yes,no,no,415000 +3b47efd5950e6d6e0c31ef5e1203b724,radom,,66.3,3.0,1.0,10.0,1976.0,51.4219561,21.16147621,2.49,11.0,0.41,1.244,0.524,0.257,0.078,0.421,0.211,cooperative,concreteSlab,,no,yes,yes,no,yes,419000 +1bb5f54ab2deb9303df0a741f664587b,radom,blockOfFlats,52.0,2.0,3.0,3.0,1950.0,51.3940462,21.1537407,1.27,31.0,0.099,0.434,0.269,0.218,0.094,0.805,0.217,condominium,brick,low,no,no,no,no,yes,297000 +f8a0b4e82cfaac602c24e5638936b6e7,radom,blockOfFlats,47.09,3.0,4.0,4.0,1969.0,51.4087233,21.1766279,2.46,19.0,0.206,0.419,0.274,0.306,0.117,0.144,0.231,cooperative,concreteSlab,,no,yes,no,no,yes,325500 +c760f4752b79535b444e7f4738975341,radom,blockOfFlats,44.75,2.0,2.0,4.0,1982.0,51.3775745,21.15264141,2.91,10.0,0.301,0.8,0.428,0.324,0.555,1.556,0.31,condominium,concreteSlab,low,no,yes,no,no,yes,309000 +68d1fdc30305b6b1d918db2c5d914167,radom,blockOfFlats,54.66,2.0,3.0,3.0,1953.0,51.3940462,21.1537407,1.27,31.0,0.099,0.434,0.269,0.218,0.094,0.805,0.217,condominium,brick,low,no,no,no,no,yes,297000 +2814be230cc99807e16a771e4f8a897b,radom,blockOfFlats,47.79,2.0,4.0,4.0,1984.0,51.4277153764392,21.1619255578583,3.07,14.0,0.148,0.638,0.126,0.1,0.113,0.414,0.106,cooperative,,low,no,yes,no,no,yes,315000 +f1cebedd5d4aecaabbfe887b513c49ca,radom,,81.39,4.0,,,,51.3716914778783,21.1511342229844,3.53,0.0,0.529,1.318,0.998,0.584,1.161,1.941,0.544,condominium,,,no,no,,no,no,586000 +204f8c0061379553c18d16c96e87a88f,radom,blockOfFlats,40.0,2.0,1.0,4.0,1970.0,51.40921645,21.16428079,1.67,19.0,0.2,0.2,0.306,0.168,0.224,0.592,0.118,cooperative,brick,premium,no,no,,no,no,270000 +3b057720d47a92bddfeccef77df722e0,radom,,48.4,2.0,2.0,10.0,1978.0,51.4118618,21.1593603,1.54,17.0,0.236,0.417,0.22,0.245,0.203,0.771,0.209,cooperative,concreteSlab,,no,yes,yes,no,yes,307000 +b434a4a9ae9a8d26db113700497eb1eb,radom,,73.0,4.0,4.0,4.0,1992.0,51.4186127,21.1707357,2.63,14.0,0.263,1.333,0.351,0.233,0.343,1.14,0.361,cooperative,brick,,no,yes,no,no,yes,435000 +ba9e55c1a29196ee266f8184335d7844,radom,blockOfFlats,46.7,2.0,1.0,3.0,1960.0,51.4070232,21.1699582,1.96,19.0,0.323,0.183,0.585,0.228,0.226,0.156,0.302,condominium,brick,low,no,yes,no,no,yes,285000 +c1eb6615b5567e05d81676590a8fcfb5,radom,blockOfFlats,59.2,3.0,5.0,10.0,1971.0,51.3935,21.1463,1.09,21.0,0.24,0.255,0.672,0.179,0.181,0.465,0.15,condominium,concreteSlab,premium,no,yes,yes,no,yes,412000 +d805c3c8372536142cc459d69efb88e3,radom,,35.5,2.0,1.0,4.0,1960.0,51.39471,21.1438,0.92,22.0,0.078,0.299,0.752,0.08,0.375,0.449,0.302,condominium,,,no,yes,no,no,yes,279030 +272528edf80541bc2e5bf90a11ea787a,radom,,49.15,2.0,4.0,4.0,1984.0,51.42779,21.15861,2.98,15.0,0.098,0.575,0.232,0.149,0.125,0.315,0.195,condominium,,,no,yes,no,no,yes,349014 +26d77efcd83bfea8cc16265795e4363b,radom,,49.61,2.0,1.0,3.0,,51.4024,21.1673,1.73,20.0,0.203,0.407,0.322,0.181,0.356,0.447,0.286,condominium,,,no,no,no,no,no,269000 +9c639bc4b5b44a708a3ffda5785f275b,radom,blockOfFlats,58.69,3.0,4.0,4.0,1980.0,51.4139083,21.18402405,3.13,9.0,0.097,0.597,0.487,0.112,0.413,0.909,0.338,condominium,concreteSlab,low,no,yes,no,no,yes,299000 +5240e4883ab2e90f0a15ad3c4f997561,radom,,48.4,2.0,2.0,10.0,1976.0,51.4118618,21.1593603,1.54,17.0,0.236,0.417,0.22,0.245,0.203,0.771,0.209,cooperative,brick,low,no,yes,yes,no,yes,307349 +0cf12762568ddb5f9132964bab41c8a8,radom,blockOfFlats,64.14,3.0,2.0,4.0,1972.0,51.3935,21.1454,1.07,20.0,0.234,0.219,0.732,0.117,0.202,0.415,0.184,cooperative,,low,no,yes,no,no,yes,370000 +9e28fa06c464fa85859db75cf4a493ed,radom,,59.2,3.0,5.0,10.0,1978.0,51.39372315,21.1466954,1.07,20.0,0.205,0.292,0.653,0.195,0.203,0.501,0.165,cooperative,concreteSlab,,no,yes,yes,no,yes,412000 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+aa0f2a502f38787d490dc3cf50976f8c,lodz,blockOfFlats,31.0,1.0,5.0,10.0,1980.0,51.74978,19.40988,4.69,20.0,0.206,0.253,0.435,0.156,0.181,2.975,0.146,condominium,concreteSlab,,no,no,yes,no,yes,249000 +393d8550ce025cbb56ddc86485c6aa01,lodz,blockOfFlats,44.31,2.0,,4.0,1966.0,51.79264,19.47459,1.84,12.0,0.086,1.42,0.338,0.089,0.481,1.66,0.291,condominium,concreteSlab,,no,no,no,no,no,310000 +7ff8de61f67333aadd54db6dbb8150e5,lodz,blockOfFlats,38.0,2.0,1.0,4.0,,51.7958833,19.3870002,4.93,16.0,0.136,3.241,0.255,0.266,0.356,0.933,0.247,cooperative,concreteSlab,,yes,yes,no,no,yes,268000 +2d119ca564ef1cb3b7702353cdcf453c,lodz,blockOfFlats,45.13,2.0,4.0,4.0,1972.0,51.79373255,19.3770802,5.51,14.0,0.12,3.549,0.379,0.207,0.295,1.365,0.214,condominium,concreteSlab,,no,no,,no,no,314000 +f43ca4f89f5707b7ca2458f6be433592,lodz,apartmentBuilding,51.15,3.0,8.0,10.0,,51.774,19.4802,1.94,8.0,0.322,0.587,0.533,0.432,0.595,0.501,0.152,condominium,brick,,no,yes,yes,no,no,501721 +e201a5e050cce03e10a9542bc5287c89,lodz,blockOfFlats,48.0,2.0,1.0,4.0,1999.0,51.7590651,19.5296984,5.73,19.0,0.231,0.327,0.472,0.235,0.078,1.617,0.234,cooperative,concreteSlab,premium,no,no,,no,no,410000 +254a2c1baaa5ed79c1e6876125feb5ca,lodz,tenement,47.0,2.0,1.0,1.0,,51.7600999,19.454,2.38,36.0,0.269,0.417,0.364,0.075,0.249,1.023,0.261,condominium,brick,low,no,no,,no,no,329000 +e493c47dce27c4e0122e19a201c6cbdf,lodz,blockOfFlats,45.43,2.0,1.0,4.0,,51.7670503,19.5571715,7.23,0.0,0.837,1.973,1.164,1.087,1.443,2.703,0.928,condominium,,low,no,yes,no,no,yes,330000 +66b77cc5aba9c1e305f964bc60a7ab7a,lodz,blockOfFlats,44.0,2.0,4.0,4.0,,51.7365,19.5093,6.26,2.0,0.425,2.12,0.961,0.427,0.657,2.92,0.595,cooperative,concreteSlab,,yes,yes,no,no,yes,315000 +e74cc0289517201c11ee0249d46df0ff,lodz,tenement,57.0,2.0,3.0,3.0,,51.77308,19.46018,1.01,38.0,0.094,0.532,0.108,0.148,0.278,0.772,0.263,condominium,brick,,no,yes,no,yes,no,360000 +5bb094838218cd1707fc93881d06d83f,lodz,blockOfFlats,53.0,3.0,4.0,4.0,,51.8211,19.4406,4.51,13.0,0.379,0.382,0.253,0.228,0.016,3.342,0.163,condominium,concreteSlab,,no,yes,no,no,yes,350000 +8489b77303ee781b905c6c3890fc6460,lodz,blockOfFlats,51.62,2.0,3.0,3.0,,51.79006,19.45982,1.01,21.0,0.135,0.365,0.314,0.108,0.444,0.903,0.305,condominium,brick,,no,yes,no,no,no,349000 +7f5fff0b4fc4bd432a7e041d0192f5a0,lodz,,45.0,2.0,,4.0,1970.0,51.7966,19.3711,5.99,15.0,0.136,4.069,0.356,0.131,0.216,1.868,0.252,condominium,concreteSlab,,no,no,no,no,yes,315000 +73b374ac879dbe206c420e37149ced89,lodz,blockOfFlats,50.0,2.0,2.0,4.0,1981.0,51.71873355,19.48665619,7.32,23.0,0.349,0.108,0.256,0.343,0.096,1.775,0.123,cooperative,concreteSlab,premium,yes,yes,no,no,yes,472500 +15447732aa5f1e19b18bdf5ed3e2dcbb,lodz,blockOfFlats,38.0,2.0,,10.0,,51.79683,19.45977,1.74,14.0,0.111,0.898,0.34,0.235,0.299,1.65,0.386,condominium,concreteSlab,,no,yes,yes,no,no,310000 +16663b6a921a1490a7e227093c3f11cb,lodz,blockOfFlats,31.24,1.0,,3.0,2000.0,51.718,19.4776,7.23,15.0,0.435,0.497,0.087,0.251,0.363,1.473,0.147,cooperative,brick,,no,yes,no,no,no,250000 +36efb7f2ecb44fab373054f8d7985434,lodz,blockOfFlats,38.0,2.0,,10.0,,51.7974572,19.4598283,1.81,12.0,0.128,0.964,0.289,0.18,0.326,1.719,0.354,condominium,concreteSlab,,yes,yes,yes,no,yes,310000 +b1758ee498b6fdb454e75f98fc30519d,lodz,,45.04,2.0,,2.0,,51.8059555,19.4522864,2.72,1.0,0.272,1.628,0.802,0.737,0.758,2.376,0.817,condominium,brick,low,no,no,no,no,yes,359000 +a04c8f337f2ca241e4a19903dd411b1b,lodz,blockOfFlats,47.2,3.0,9.0,11.0,,51.737899,19.49996,5.76,22.0,0.141,1.884,0.351,0.048,0.305,2.357,0.072,condominium,,,no,yes,yes,no,yes,319000 +062c2198e5c9c89357e949e3b52f2ea3,lodz,tenement,44.0,2.0,,,,51.8064416,19.460037,2.8,1.0,0.452,1.93,0.819,0.6,0.592,2.594,0.91,condominium,brick,low,yes,no,,no,no,225000 +9b80aa6195758282609794882e89692f,lodz,blockOfFlats,54.15,2.0,,4.0,1992.0,51.7397,19.5635,8.81,12.0,0.298,2.608,0.228,0.063,0.484,4.727,0.331,condominium,concreteSlab,low,no,yes,no,no,no,420000 +2f5928175b14f339aa9cec4fa12ba68f,lodz,,36.65,2.0,9.0,10.0,,51.7326562,19.4892807,5.93,18.0,0.202,1.157,0.104,0.286,0.324,1.48,0.154,condominium,,,no,no,yes,no,no,278000 +a76d62055cf5d9b5ca6b2a5cabbf3dad,lodz,blockOfFlats,53.0,3.0,2.0,4.0,,51.7573067,19.4167069,3.76,4.0,0.169,0.931,0.857,0.191,0.515,2.683,0.391,cooperative,,,yes,yes,no,no,yes,360000 +e5db9298eab5aee3a1bc49d37945480e,lodz,tenement,53.92,2.0,2.0,3.0,1938.0,51.78075,19.47176,1.17,16.0,0.156,0.724,0.568,0.334,0.37,0.379,0.179,condominium,brick,,no,no,no,no,no,350000 +de70778f7046b8b1ab56bde25939e6d4,lodz,,35.34,2.0,6.0,10.0,1977.0,51.75616035,19.53232164,6.04,30.0,0.115,0.113,0.294,0.12,0.104,1.987,0.04,cooperative,concreteSlab,low,no,no,yes,no,no,245000 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b/archive/apartments_pl_2023_11.csv new file mode 100644 index 0000000..32302ee --- /dev/null +++ b/archive/apartments_pl_2023_11.csv @@ -0,0 +1,16303 @@ +id,city,type,squareMeters,rooms,floor,floorCount,buildYear,latitude,longitude,centreDistance,poiCount,schoolDistance,clinicDistance,postOfficeDistance,kindergartenDistance,restaurantDistance,collegeDistance,pharmacyDistance,ownership,buildingMaterial,condition,hasParkingSpace,hasBalcony,hasElevator,hasSecurity,hasStorageRoom,price +0d9b89891919809b6465f1f8bd942c62,szczecin,blockOfFlats,82.2,4.0,3.0,4.0,1981.0,53.4519,14.5606,3.17,18.0,0.373,0.257,0.252,0.139,0.189,1.684,0.197,condominium,concreteSlab,,yes,no,no,no,yes,669000 +8373aa373dbc3fe7ca3b7434166b8766,szczecin,tenement,73.02,3.0,2.0,3.0,,53.45222222,14.55333333,3.24,9.0,0.275,0.672,0.367,0.246,0.3,1.857,0.28,condominium,brick,,no,no,no,no,no,650000 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+06049ff917cf78c603af1f6e93466483,radom,,48.22,2.0,,4.0,1982.0,51.3764565,21.16223085,3.25,10.0,0.243,0.517,0.494,0.383,0.591,2.19,0.334,condominium,concreteSlab,,yes,yes,no,no,yes,315000 +a5c546d9a7d725b4a6c5d59fb4505f11,radom,blockOfFlats,44.0,2.0,3.0,10.0,1975.0,51.3846,21.1561,2.25,19.0,0.103,0.152,0.107,0.106,0.216,1.289,0.123,cooperative,concreteSlab,low,yes,yes,yes,no,yes,270000 +045600d8c4da2cba81588c68d71805d3,radom,blockOfFlats,45.0,2.0,2.0,4.0,1960.0,51.4027236,21.1471333,0.33,48.0,0.046,0.336,0.074,0.569,0.118,0.271,0.235,condominium,brick,,no,no,,no,no,275000 +1b48df447bac891d867e2b57c138a3c1,radom,blockOfFlats,53.74,2.0,2.0,3.0,,51.4095528,21.1483329,0.84,15.0,0.164,0.071,0.539,0.133,0.218,0.536,0.228,condominium,,,no,no,no,no,yes,348999 +27213b1cc6499703acb966008431dd64,radom,,47.03,3.0,2.0,4.0,,51.4056,21.1745,2.25,10.0,0.116,0.171,0.61,0.087,0.265,0.215,0.166,condominium,,,no,no,,no,no,251000 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+ad703d5c9de08bf31a03fda5f4ee7102,radom,blockOfFlats,53.89,2.0,1.0,6.0,1998.0,51.41267515,21.17110632,2.27,8.0,0.598,0.728,0.346,0.498,0.418,0.571,0.434,condominium,brick,low,yes,yes,yes,no,yes,400000 +7b221cbcdeaabeaa295ffabccafaa242,radom,,48.22,2.0,4.0,4.0,1982.0,51.3753648,21.16189492,3.35,8.0,0.226,0.639,0.616,0.387,0.692,2.229,0.451,cooperative,concreteSlab,,no,yes,no,no,yes,299000 +ef1c03f3df6bccbb07dcc6f68d7a0bca,radom,blockOfFlats,57.0,3.0,7.0,10.0,,51.3880436,21.1247084,2.06,15.0,0.259,0.062,0.321,0.315,0.12,0.718,0.045,condominium,,low,no,no,yes,no,no,385000 +ad647318ad61bbecc39931e71fe2f546,radom,,48.0,2.0,4.0,4.0,1965.0,51.40020075,21.16805029,1.81,14.0,0.202,0.542,0.083,0.184,0.153,0.633,0.119,condominium,concreteSlab,,no,yes,no,no,yes,255000 +7efa2334531b189fdfb17f90b7a57cbe,radom,blockOfFlats,57.82,3.0,4.0,4.0,1985.0,51.4062842,21.175561,2.33,12.0,0.221,0.233,0.531,0.025,0.245,0.202,0.113,cooperative,concreteSlab,,no,yes,no,no,yes,380000 +80e2dae29091044826b6d03e14a4bdbc,radom,blockOfFlats,54.0,3.0,4.0,4.0,1974.0,51.38022,21.15585,2.69,21.0,0.155,0.484,0.167,0.015,0.194,1.604,0.203,condominium,concreteSlab,low,no,yes,no,no,yes,325000 +5b02abe345eff2f20a1aebd64766d457,radom,blockOfFlats,45.94,2.0,4.0,4.0,1969.0,51.39286305,21.14324347,1.12,17.0,0.212,0.131,0.867,0.097,0.267,0.257,0.103,cooperative,brick,,no,yes,no,no,yes,276000 +444373eedf0f401bb20b5cc3bc42859b,radom,blockOfFlats,57.5,3.0,4.0,4.0,,51.4100265,21.1685069,1.97,15.0,0.505,0.438,0.489,0.193,0.397,0.484,0.38,condominium,,,no,no,no,no,yes,299000 +b3547c03929600374c9c6b1e7156ebc4,radom,,30.0,1.0,10.0,10.0,1980.0,51.3896053,21.12506747,1.91,14.0,0.204,0.204,0.177,0.256,0.192,0.779,0.167,cooperative,concreteSlab,,no,no,yes,no,no,220000 +437acdbfdb2f3966729f632f102d1f00,radom,blockOfFlats,30.0,2.0,4.0,4.0,,51.39009395,21.11993768,2.11,6.0,0.158,0.464,0.507,0.097,0.502,1.114,0.442,condominium,,premium,no,no,yes,no,yes,265000 +52999598bbeee6d253413e23e8b27191,radom,blockOfFlats,64.0,3.0,3.0,4.0,1984.0,51.4319236,21.1616209,3.49,11.0,0.257,0.266,0.345,0.435,0.436,0.814,0.31,condominium,concreteSlab,,no,no,,no,no,339000 +89f77ac7c480406444f7d1d6c89187dc,radom,blockOfFlats,47.23,2.0,5.0,8.0,1970.0,51.4125391,21.1634545,1.81,11.0,0.069,0.566,0.375,0.223,0.204,0.917,0.291,condominium,concreteSlab,premium,no,yes,yes,no,yes,369000 +e2cd63029b844eea38998feb1f4c8ab9,radom,blockOfFlats,52.5,3.0,2.0,4.0,1960.0,51.40794745,21.16561055,1.7,20.0,0.311,0.141,0.446,0.142,0.188,0.461,0.12,cooperative,brick,low,no,yes,no,no,yes,315000 +54a56c9c2883dfb70f543f076206ffde,radom,blockOfFlats,59.5,3.0,4.0,4.0,1980.0,51.4157088,21.1950876,3.92,2.0,0.872,1.087,1.133,0.752,0.218,0.663,1.105,cooperative,concreteSlab,premium,no,yes,no,no,yes,369000 +98c17019c17a86a60f477e57d85cc889,radom,blockOfFlats,49.6,2.0,2.0,4.0,1960.0,51.4034745343046,21.1594008026971,1.18,70.0,0.062,0.161,0.035,0.298,0.116,0.167,0.132,udział,brick,low,no,yes,no,yes,yes,280000 +469148781c3e131e20f97f2fb3379c69,radom,blockOfFlats,53.46,2.0,3.0,3.0,1953.0,51.4107,21.1467,0.91,8.0,0.27,0.205,0.612,0.088,0.224,0.707,0.224,condominium,brick,,no,no,no,no,no,298000 +e34cac35c1a4a8d6b48ef4431ea57636,radom,,59.0,3.0,,4.0,1980.0,51.3795031,21.16197843,2.94,11.0,0.194,0.184,0.157,0.184,0.319,1.961,0.172,cooperative,concreteSlab,,no,yes,no,no,yes,390000 +f842ab5f8ef4269194ac83bfeca3ba21,radom,blockOfFlats,60.71,3.0,1.0,4.0,1983.0,51.38608475,21.15986747,2.23,16.0,0.391,0.22,0.245,0.409,0.26,1.44,0.103,cooperative,concreteSlab,low,no,yes,no,no,yes,395000 +17bff719fb55b7a82c322ff367a71cf9,radom,blockOfFlats,65.7,4.0,3.0,3.0,,51.4050758,21.1237562,1.31,12.0,0.27,0.302,0.382,0.262,0.182,0.895,0.387,cooperative,brick,,no,no,no,no,no,395000 +7d3e9e2419fea239159aaabec312e0fb,radom,,57.14,2.0,3.0,3.0,,51.4162293,21.1787388,2.92,11.0,0.24,0.941,0.416,0.248,0.553,0.945,0.188,condominium,,premium,no,yes,no,no,yes,549000 +ba64c18255196420edd064fcb51a8eda,radom,blockOfFlats,48.55,2.0,2.0,4.0,1970.0,51.4064621,21.1684595,1.85,21.0,0.308,0.262,0.7,0.226,0.343,0.215,0.203,condominium,brick,premium,no,no,,no,no,389000 +6a026e041ae05528de1356b80586d1af,radom,blockOfFlats,51.26,2.0,,3.0,1951.0,51.4103283,21.1483457,0.92,16.0,0.16,0.152,0.509,0.052,0.262,0.603,0.269,condominium,brick,low,no,no,no,no,yes,275000 +7e43a364f0472c6435ae6868931e0903,radom,blockOfFlats,47.47,2.0,,4.0,1990.0,51.4038937,21.1730221,2.13,11.0,0.118,0.259,0.546,0.296,0.362,0.256,0.371,cooperative,concreteSlab,premium,no,yes,no,no,yes,315000 +88424614accc35c0305b5a9c421ccc49,radom,tenement,28.07,1.0,,1.0,,51.4062479,21.1612117,1.36,42.0,0.195,0.168,0.366,0.496,0.061,0.231,0.22,condominium,brick,,no,no,no,yes,no,210000 +0cec94e6652d5c723e07351aff546816,radom,blockOfFlats,51.26,2.0,,3.0,1953.0,51.4103283,21.1483457,0.92,16.0,0.16,0.152,0.509,0.052,0.262,0.603,0.269,condominium,brick,low,no,no,no,no,yes,285000 +01db9fcc7f6095818e1a29429679f7e6,radom,,38.0,2.0,9.0,10.0,1971.0,51.4008221,21.1575891,1.08,61.0,0.228,0.351,0.231,0.176,0.046,0.374,0.108,condominium,,low,no,no,yes,no,no,215000 +ba557524eafcf683b3c9c8f9199a7528,radom,,54.0,3.0,2.0,10.0,1975.0,51.382847,21.158284,2.49,20.0,0.202,0.17,0.171,0.241,0.118,1.526,0.124,condominium,,,no,no,yes,no,no,330000 +198b26d2656f1336102ef1439551a177,radom,blockOfFlats,46.5,2.0,4.0,4.0,1980.0,51.4230292,21.1648645,2.72,8.0,0.313,1.197,0.554,0.21,0.198,0.533,0.266,condominium,concreteSlab,low,no,yes,no,no,yes,310000 +9d4ddc74f8054b6d47d5d08a92d85754,radom,blockOfFlats,64.6,4.0,1.0,4.0,1975.0,51.38445105,21.15233705,2.17,15.0,0.165,0.411,0.366,0.179,0.465,1.095,0.174,condominium,concreteSlab,low,no,yes,no,no,yes,415000 +6ec6b085997fa0d4d26874425d3a3bfe,radom,,64.45,3.0,10.0,10.0,1981.0,51.400057,21.158253,1.15,62.0,0.325,0.381,0.247,0.262,0.022,0.467,0.185,cooperative,,,no,yes,yes,no,no,469000 +8a24200383023e6d5e45367030ef2d6f,radom,,48.2,2.0,6.0,10.0,1978.0,51.3897029,21.12557738,1.88,14.0,0.238,0.212,0.142,0.286,0.185,0.756,0.154,condominium,concreteSlab,,no,yes,yes,no,yes,299000 +c0203cc70f179d2f90d656c56644848e,radom,blockOfFlats,53.52,2.0,8.0,12.0,1978.0,51.4114405,21.1827828,2.96,15.0,0.312,0.341,0.199,0.195,0.163,0.666,0.172,cooperative,concreteSlab,,no,yes,yes,no,yes,285000 +839a4b12645056c5134571312b225fde,radom,,48.1,2.0,4.0,10.0,1980.0,51.3986209,21.16568714,1.69,19.0,0.114,0.463,0.255,0.305,0.087,0.682,0.127,condominium,concreteSlab,,no,yes,yes,no,yes,270000 +1bbc1be09cb3ca3cbb02195996842637,radom,blockOfFlats,64.0,3.0,4.0,4.0,1970.0,51.39286305,21.14324347,1.12,17.0,0.212,0.131,0.867,0.097,0.267,0.257,0.103,cooperative,brick,premium,no,yes,no,no,yes,439000 +0240e8f596e59362abb0228c2314df58,radom,blockOfFlats,50.73,3.0,3.0,4.0,1975.0,51.4008,21.1576,1.08,61.0,0.231,0.352,0.23,0.178,0.045,0.377,0.109,condominium,concreteSlab,,no,yes,no,no,yes,299999 +013ab5472f74169b0311a4c0d9a6f44f,radom,blockOfFlats,43.8,2.0,6.0,10.0,,51.385466,21.1551039,2.14,18.0,0.185,0.25,0.211,0.182,0.324,1.179,0.05,condominium,concreteSlab,premium,no,yes,yes,no,yes,319000 +2ac4776f4fbef77f6c26954532c8885e,radom,blockOfFlats,71.0,3.0,4.0,4.0,,51.4166478598467,21.1745059475221,2.7,9.0,0.104,1.133,0.445,0.055,0.628,0.952,0.067,condominium,concreteSlab,low,no,no,no,no,no,349000 +03d4402ced54b83459e63a43108563cd,radom,blockOfFlats,45.0,2.0,3.0,10.0,1979.0,51.37680615,21.15204157,2.98,10.0,0.3,0.879,0.476,0.32,0.646,1.574,0.249,condominium,concreteSlab,premium,no,no,yes,no,no,300000 +08695c136a3dfede0d1996554a90ff41,radom,blockOfFlats,57.86,2.0,,4.0,1999.0,51.3775265,21.1731676,3.54,3.0,0.154,0.829,0.84,0.136,0.776,2.711,0.512,condominium,brick,,no,yes,no,no,yes,378000 +fe7d976a3f1375176ce9e373a9f8a6d5,radom,blockOfFlats,50.0,2.0,4.0,4.0,1993.0,51.4314972,21.1509847,3.23,3.0,0.482,0.523,0.789,0.481,0.283,0.866,0.655,cooperative,concreteSlab,premium,no,yes,no,no,yes,349000 +6fbd82c3ad99f34a1cba8b860e45ed61,radom,,66.0,3.0,1.0,1.0,1990.0,51.3772605,21.1412773,2.86,2.0,0.45,0.739,0.631,0.916,1.253,1.05,0.114,condominium,,premium,no,no,no,no,no,300000 +3b47efd5950e6d6e0c31ef5e1203b724,radom,,66.3,3.0,1.0,10.0,1976.0,51.4219561,21.16147621,2.49,11.0,0.41,1.244,0.524,0.257,0.078,0.421,0.211,cooperative,concreteSlab,,no,yes,yes,no,yes,419000 +1bb5f54ab2deb9303df0a741f664587b,radom,blockOfFlats,52.0,2.0,3.0,3.0,1950.0,51.3940462,21.1537407,1.27,31.0,0.099,0.434,0.269,0.218,0.094,0.805,0.217,condominium,brick,low,no,no,no,no,yes,297000 +f8a0b4e82cfaac602c24e5638936b6e7,radom,blockOfFlats,47.09,3.0,4.0,4.0,1969.0,51.4087233,21.1766279,2.46,19.0,0.206,0.419,0.274,0.306,0.117,0.144,0.231,cooperative,concreteSlab,,no,yes,no,no,yes,325500 +c760f4752b79535b444e7f4738975341,radom,blockOfFlats,44.75,2.0,2.0,4.0,1982.0,51.3775745,21.15264141,2.91,10.0,0.301,0.8,0.428,0.324,0.555,1.556,0.31,condominium,concreteSlab,low,no,yes,no,no,yes,295000 +68d1fdc30305b6b1d918db2c5d914167,radom,blockOfFlats,54.66,2.0,3.0,3.0,1953.0,51.3940462,21.1537407,1.27,31.0,0.099,0.434,0.269,0.218,0.094,0.805,0.217,condominium,brick,low,no,no,no,no,yes,297000 +2814be230cc99807e16a771e4f8a897b,radom,blockOfFlats,47.79,2.0,4.0,4.0,1984.0,51.4277153764392,21.1619255578583,3.07,14.0,0.148,0.638,0.126,0.1,0.113,0.414,0.106,cooperative,,low,no,yes,no,no,yes,315000 +f1cebedd5d4aecaabbfe887b513c49ca,radom,,81.39,4.0,,,,51.3716914778783,21.1511342229844,3.53,0.0,0.529,1.318,0.998,0.584,1.161,1.941,0.544,condominium,,,no,no,,no,no,586000 +204f8c0061379553c18d16c96e87a88f,radom,blockOfFlats,40.0,2.0,1.0,4.0,1970.0,51.40921645,21.16428079,1.67,19.0,0.2,0.2,0.306,0.168,0.224,0.592,0.118,cooperative,brick,premium,no,no,,no,no,270000 +3b057720d47a92bddfeccef77df722e0,radom,,48.4,2.0,2.0,10.0,1978.0,51.4118618,21.1593603,1.54,17.0,0.236,0.417,0.22,0.245,0.203,0.771,0.209,cooperative,concreteSlab,,no,yes,yes,no,yes,307000 +b434a4a9ae9a8d26db113700497eb1eb,radom,,73.0,4.0,4.0,4.0,1992.0,51.4186127,21.1707357,2.63,14.0,0.263,1.333,0.351,0.233,0.343,1.14,0.361,cooperative,brick,,no,yes,no,no,yes,435000 +ba9e55c1a29196ee266f8184335d7844,radom,blockOfFlats,46.7,2.0,1.0,3.0,1960.0,51.4070232,21.1699582,1.96,19.0,0.323,0.183,0.585,0.228,0.226,0.156,0.302,condominium,brick,low,no,yes,no,no,yes,285000 +c1eb6615b5567e05d81676590a8fcfb5,radom,blockOfFlats,59.2,3.0,5.0,10.0,1971.0,51.3935,21.1463,1.09,21.0,0.24,0.255,0.672,0.179,0.181,0.465,0.15,condominium,concreteSlab,premium,no,yes,yes,no,yes,412000 +9c639bc4b5b44a708a3ffda5785f275b,radom,blockOfFlats,58.69,3.0,4.0,4.0,1980.0,51.4139083,21.18402405,3.13,9.0,0.097,0.597,0.487,0.112,0.413,0.909,0.338,condominium,concreteSlab,low,no,yes,no,no,yes,299000 +5240e4883ab2e90f0a15ad3c4f997561,radom,,48.4,2.0,2.0,10.0,1976.0,51.4118618,21.1593603,1.54,17.0,0.236,0.417,0.22,0.245,0.203,0.771,0.209,cooperative,brick,low,no,yes,yes,no,yes,307349 +0cf12762568ddb5f9132964bab41c8a8,radom,blockOfFlats,64.14,3.0,2.0,4.0,1972.0,51.3935,21.1454,1.07,20.0,0.234,0.219,0.732,0.117,0.202,0.415,0.184,cooperative,,low,no,yes,no,no,yes,370000 +9e28fa06c464fa85859db75cf4a493ed,radom,,59.2,3.0,5.0,10.0,1978.0,51.39372315,21.1466954,1.07,20.0,0.205,0.292,0.653,0.195,0.203,0.501,0.165,cooperative,concreteSlab,,no,yes,yes,no,yes,412000 +61bfaa721502b551292c5595ccd313a8,radom,tenement,54.9,2.0,,2.0,,51.3973918,21.1644086,1.65,19.0,0.255,0.3,0.405,0.445,0.25,0.781,0.094,condominium,brick,low,no,no,no,no,no,235000 +3471d580f3afcfb472fbcedfd07ae662,radom,blockOfFlats,59.36,3.0,2.0,4.0,1979.0,51.3804093,21.1629999,2.89,12.0,0.243,0.079,0.071,0.148,0.342,1.951,0.065,condominium,,,no,yes,no,no,yes,349000 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+e7ffb5471e4a15ba6bc6aaca6f8820af,radom,blockOfFlats,49.0,2.0,3.0,3.0,1980.0,51.3935,21.1454,1.07,20.0,0.234,0.219,0.732,0.117,0.202,0.415,0.184,condominium,concreteSlab,,yes,no,no,no,yes,250000 +9037be4ea3db26bb810b41a4a0ef2f4a,radom,blockOfFlats,70.0,3.0,2.0,4.0,1995.0,51.38022,21.15585,2.69,21.0,0.155,0.484,0.167,0.015,0.194,1.604,0.203,condominium,concreteSlab,premium,no,no,,no,no,486000 +d15fd6706de4f6857c9a1083008e2e30,radom,blockOfFlats,53.72,3.0,,4.0,,51.40618,21.15776,1.12,56.0,0.231,0.343,0.2,0.432,0.087,0.242,0.053,cooperative,concreteSlab,premium,no,yes,no,no,yes,441000 +5bec6a6d4c0a0bc84dabf200f270b5e3,radom,blockOfFlats,47.9,3.0,4.0,4.0,1975.0,51.4110466,21.1571958,1.37,19.0,0.176,0.242,0.134,0.097,0.126,0.62,0.144,condominium,,,no,yes,no,no,yes,249000 +838746e9e8dc34f5feb1deddd5f1ad36,radom,,50.2,2.0,7.0,10.0,1978.0,51.40919509,21.17811767,2.57,18.0,0.092,0.443,0.265,0.393,0.212,0.259,0.268,condominium,concreteSlab,,no,no,yes,no,no,335000 +e8cb0fa15c8db622cbacf962e2b57141,radom,blockOfFlats,53.0,3.0,3.0,4.0,1980.0,51.3804093,21.1629999,2.89,12.0,0.243,0.079,0.071,0.148,0.342,1.951,0.065,cooperative,concreteSlab,low,no,yes,no,no,yes,329000 +cd8279bc8661207e69702f7779c0a93b,radom,apartmentBuilding,73.52,3.0,3.0,3.0,2012.0,51.4209197,21.1670706,2.63,14.0,0.046,1.473,0.329,0.15,0.27,0.783,0.228,condominium,brick,premium,yes,yes,no,no,yes,629000 +c325b749e8a589652859f658c1f3987a,radom,blockOfFlats,80.0,4.0,4.0,4.0,1981.0,51.4138301,21.183282,3.08,11.0,0.06,0.593,0.465,0.064,0.378,0.867,0.29,condominium,,,no,no,,no,no,545000 +428adb30c83e3ad566262c11836c8529,radom,blockOfFlats,56.0,3.0,1.0,4.0,1973.0,51.4033818144415,21.1729043024372,2.12,10.0,0.175,0.313,0.494,0.336,0.304,0.305,0.428,condominium,,low,no,yes,no,no,yes,363000 +33436bc04fef27f35d8d5a4228b30037,radom,blockOfFlats,35.0,2.0,4.0,4.0,,51.4034745343046,21.1594008026971,1.18,70.0,0.062,0.161,0.035,0.298,0.116,0.167,0.132,condominium,,,no,no,no,no,no,220000 +f7d9bc843359a9bfce963c1cf55c3e67,radom,,37.0,3.0,1.0,3.0,,51.4027236,21.1471333,0.33,48.0,0.046,0.336,0.074,0.569,0.118,0.271,0.235,condominium,,,no,no,no,no,no,279000 +70d34c8b48b8cf213f0893425dcae10b,radom,,51.12,2.0,2.0,3.0,2009.0,51.4218,21.1668,2.69,12.0,0.143,1.377,0.421,0.149,0.311,0.714,0.24,condominium,,low,yes,no,no,yes,no,420000 +cba3430976a0adafe2b680998b5a9da5,radom,,37.62,2.0,3.0,4.0,1968.0,51.39628915,21.15783548,1.3,36.0,0.093,0.141,0.443,0.481,0.295,0.816,0.259,condominium,brick,,no,yes,no,no,yes,345000 +363532102def93e9ba11b234d69265ba,radom,blockOfFlats,43.1,2.0,6.0,10.0,,51.3980954,21.1663985,1.75,18.0,0.186,0.449,0.25,0.37,0.127,0.756,0.131,condominium,,,no,yes,yes,no,no,270000 +663e7eb79e6ade7e3e0148bb795c824c,radom,blockOfFlats,45.0,2.0,4.0,10.0,,51.3766,21.1519,3.0,10.0,0.304,0.9,0.491,0.322,0.669,1.581,0.235,cooperative,concreteSlab,,yes,yes,yes,no,yes,265000 +7c0a681d9ec7211a33441a8f600bba2b,radom,,85.6,4.0,4.0,4.0,1997.0,51.40029905,21.11499308,1.92,0.0,0.636,1.073,1.137,0.51,0.933,1.426,1.104,cooperative,brick,,no,yes,no,no,yes,490000 +dc73ea0e00a4c15b66a4502c06cc7119,radom,,47.45,3.0,4.0,4.0,1975.0,51.4088825,21.1816028,2.8,14.0,0.161,0.199,0.098,0.469,0.06,0.478,0.129,cooperative,concreteSlab,,no,yes,no,no,yes,339000 +5b8d4683a66c35fd9734e175d6732396,radom,,76.0,3.0,2.0,2.0,1985.0,51.4308164,21.1372682,3.12,0.0,1.421,1.468,1.696,1.368,0.812,1.568,1.43,condominium,,,yes,yes,no,no,yes,433200 +4f9cd7db95d2161139d0053500cb60d2,radom,,80.21,4.0,3.0,4.0,1980.0,51.4135836,21.1812813,2.95,14.0,0.125,0.601,0.355,0.068,0.306,0.757,0.178,condominium,concreteSlab,,no,yes,no,no,yes,416000 +2ac311946b0ccbc74ae47b102b5e100c,radom,,55.0,2.0,2.0,3.0,,51.4027236,21.1471333,0.33,48.0,0.046,0.336,0.074,0.569,0.118,0.271,0.235,condominium,brick,,no,no,no,no,no,437200 +2ace37de247a7d22f2d62f52d451f744,radom,,58.0,3.0,4.0,4.0,,51.4027236,21.1471333,0.33,48.0,0.046,0.336,0.074,0.569,0.118,0.271,0.235,condominium,,,no,no,,no,no,322500 +e63a26ef2bcdbbb793095adefebdc08f,radom,,40.0,2.0,1.0,4.0,,51.4027236,21.1471333,0.33,48.0,0.046,0.336,0.074,0.569,0.118,0.271,0.235,condominium,,,no,no,,no,no,310000 +0f2f927ab55ac0dc0e0184d90a13f519,radom,blockOfFlats,62.09,3.0,3.0,3.0,1989.0,51.40732365,21.12480241,1.31,11.0,0.256,0.212,0.379,0.452,0.104,0.97,0.373,condominium,concreteSlab,premium,yes,yes,no,no,yes,395000 +8036a7634c57a3de3212c9adc6debfb9,radom,blockOfFlats,57.5,3.0,3.0,3.0,,51.40095085,21.12030295,1.55,3.0,0.28,0.735,0.79,0.183,0.682,1.052,0.747,condominium,,low,no,yes,no,no,yes,460000 +c0967af00bea293b67eb7dd9e96bfd0a,radom,blockOfFlats,49.0,2.0,,4.0,1988.0,51.4298,21.157,3.15,14.0,0.188,0.359,0.332,0.072,0.125,0.538,0.2,cooperative,concreteSlab,,yes,yes,no,no,yes,294000 +d28ba1188032793e4ea457c7814978aa,radom,tenement,78.55,4.0,1.0,1.0,,51.4026778,21.1597087,1.2,67.0,0.033,0.124,0.079,0.304,0.05,0.209,0.22,condominium,brick,,no,no,no,no,no,490000 +1cf141649b3b710f30539737205fafeb,radom,,51.16,2.0,3.0,3.0,1958.0,51.39221504,21.1499574,1.3,23.0,0.269,0.423,0.397,0.338,0.224,0.649,0.194,condominium,brick,,yes,no,no,no,yes,250000 +af620c3bab1577d7b42b685cd79f5143,radom,blockOfFlats,59.0,3.0,3.0,4.0,1993.0,51.4063507,21.128692,1.02,12.0,0.498,0.082,0.118,0.631,0.181,0.701,0.101,cooperative,,,no,no,,no,no,359000 +72a8559c756c7115b3a8b7596990baf6,radom,blockOfFlats,61.44,3.0,3.0,4.0,1979.0,51.3806,21.1576,2.7,17.0,0.264,0.357,0.117,0.14,0.074,1.655,0.132,condominium,concreteSlab,low,no,yes,no,no,yes,365000 +9849c174f165b53d784bd9bec9c18ad8,radom,,50.0,2.0,5.0,10.0,1980.0,51.4052164,21.1241943,1.29,12.0,0.28,0.27,0.351,0.296,0.17,0.874,0.36,cooperative,concreteSlab,,no,yes,yes,no,yes,300000 +39a28fa3c5ad78e83fbbe61c561e9de7,radom,blockOfFlats,31.7,1.0,2.0,2.0,,51.3879966,21.1593312,2.04,15.0,0.321,0.204,0.418,0.198,0.465,1.335,0.128,cooperative,,premium,no,no,yes,no,no,215000 +897e16e5753a1242de1b98a74d22f9f9,radom,blockOfFlats,54.1,3.0,2.0,4.0,1972.0,51.3856,21.1511,2.02,11.0,0.256,0.515,0.471,0.026,0.58,0.946,0.246,cooperative,concreteSlab,low,no,yes,no,no,yes,329000 +dd4bd2444d58ad1976bb820bfa0ab585,radom,,48.0,2.0,3.0,3.0,1970.0,51.4027236,21.1471333,0.33,48.0,0.046,0.336,0.074,0.569,0.118,0.271,0.235,condominium,,,no,no,,no,no,260000 +0ed526b49dfb5efb92081b01c00bb53c,radom,blockOfFlats,65.5,3.0,,4.0,1970.0,51.3949003,21.159283,1.47,22.0,0.166,0.076,0.414,0.565,0.23,0.988,0.101,condominium,brick,low,no,no,,no,no,389000 +5a21f243fcbc449b12bd7e49effb9ac4,radom,,60.0,2.0,1.0,4.0,1997.0,51.40618,21.15776,1.12,56.0,0.231,0.343,0.2,0.432,0.087,0.242,0.053,cooperative,brick,,yes,yes,no,no,yes,449000 +d522e90f8f4e9cecd907f67c68145804,radom,,45.0,2.0,4.0,4.0,1984.0,51.42779,21.15861,2.98,15.0,0.098,0.575,0.232,0.149,0.125,0.315,0.195,condominium,,,no,yes,no,no,yes,299990 +c0db3ab0d3134e754a86e19e70964ece,radom,blockOfFlats,33.5,2.0,4.0,4.0,,51.3917972,21.1364401,1.31,10.0,0.237,0.518,0.657,0.432,0.126,0.309,0.508,condominium,,premium,no,no,,no,no,229000 +2afb9f7fc4bcfaa0ce7652657c01215d,radom,blockOfFlats,58.6,3.0,1.0,4.0,1977.0,51.3772198,21.15320835,2.96,11.0,0.246,0.786,0.484,0.269,0.558,1.611,0.291,cooperative,concreteSlab,premium,no,yes,no,no,yes,395000 +d9496a8519f18f3c0db3b027b9f09f77,radom,blockOfFlats,60.51,3.0,4.0,4.0,1993.0,51.3837052,21.1069337,3.26,2.0,1.25,1.367,0.075,1.143,0.874,1.913,0.103,condominium,concreteSlab,low,yes,yes,no,no,yes,390000 +0adb59a222cfc82205bd8de8750c592b,radom,,57.0,2.0,4.0,4.0,,51.4027236,21.1471333,0.33,48.0,0.046,0.336,0.074,0.569,0.118,0.271,0.235,condominium,,,no,no,,no,no,255000 +136704657fb68b9ee50735a7dd5afd88,radom,,49.0,2.0,3.0,5.0,1984.0,51.4027236,21.1471333,0.33,48.0,0.046,0.336,0.074,0.569,0.118,0.271,0.235,condominium,,low,no,no,yes,no,no,300000 +b788e753225512b1ea68a215b5068610,radom,blockOfFlats,58.9,3.0,4.0,4.0,,51.4033818144415,21.1729043024372,2.12,10.0,0.175,0.313,0.494,0.336,0.304,0.305,0.428,condominium,,low,no,yes,no,no,yes,300000 +eca7457a16f5959449c7740237d32c52,radom,blockOfFlats,63.14,3.0,3.0,4.0,1985.0,51.42766,21.1632465,3.1,13.0,0.091,0.686,0.176,0.053,0.037,0.477,0.022,cooperative,brick,premium,no,yes,no,no,yes,455000 +ee234cf29bd8ebdfab608ce050584533,radom,,60.0,3.0,4.0,4.0,1990.0,51.4027236,21.1471333,0.33,48.0,0.046,0.336,0.074,0.569,0.118,0.271,0.235,condominium,,,no,no,no,no,yes,390000 +71e92f30510e3af1fd3187aa1449bfb3,radom,blockOfFlats,58.5,3.0,3.0,4.0,1962.0,51.4122727,21.16887852,2.11,7.0,0.446,0.644,0.47,0.44,0.301,0.621,0.482,cooperative,brick,premium,no,yes,no,no,yes,449000 +3dcfc390f4ff88f5d776dcc8368cd445,radom,blockOfFlats,35.12,2.0,2.0,4.0,1970.0,51.4098257,21.1617306,1.54,22.0,0.099,0.298,0.119,0.125,0.045,0.628,0.091,condominium,brick,,no,no,,no,no,266000 +0ebc3b3c467a0c53fd6aea0bfb1edfd7,radom,,70.32,4.0,,,,51.4015181,21.1621732,1.38,42.0,0.169,0.154,0.29,0.218,0.145,0.299,0.315,condominium,,,no,no,,no,no,489000 +17b68a0aa20d4e9fe794df7464c1ce7a,radom,blockOfFlats,57.5,3.0,3.0,4.0,1962.0,51.4100265,21.1685069,1.97,15.0,0.505,0.438,0.489,0.193,0.397,0.484,0.38,condominium,brick,,no,yes,no,no,yes,317000 +93bee28ba6792e633561eb40b867bf73,radom,blockOfFlats,38.0,2.0,3.0,10.0,1985.0,51.39771205,21.1655849,1.71,19.0,0.213,0.379,0.32,0.406,0.18,0.772,0.077,cooperative,,premium,yes,yes,yes,no,yes,338200 +238eb075619e6d138168e77a786e2b04,radom,blockOfFlats,38.6,2.0,,10.0,1975.0,51.3861454,21.1758598,2.98,4.0,0.497,0.655,0.347,0.386,0.51,2.226,0.337,condominium,concreteSlab,,no,yes,yes,no,yes,267000 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b/archive/apartments_pl_2024_01.csv new file mode 100644 index 0000000..437c1c9 --- /dev/null +++ b/archive/apartments_pl_2024_01.csv @@ -0,0 +1,15522 @@ +id,city,type,squareMeters,rooms,floor,floorCount,buildYear,latitude,longitude,centreDistance,poiCount,schoolDistance,clinicDistance,postOfficeDistance,kindergartenDistance,restaurantDistance,collegeDistance,pharmacyDistance,ownership,buildingMaterial,condition,hasParkingSpace,hasBalcony,hasElevator,hasSecurity,hasStorageRoom,price +a01d82c9529f98a54d64b9e061c9a73b,szczecin,apartmentBuilding,105.0,4.0,3.0,4.0,2016.0,53.43150295,14.4858204,5.06,1.0,1.08,0.949,0.623,0.791,1.054,3.062,0.335,condominium,brick,premium,no,yes,yes,no,no,1199999 +8373aa373dbc3fe7ca3b7434166b8766,szczecin,tenement,73.02,3.0,2.0,3.0,,53.45222222,14.55333333,3.24,9.0,0.275,0.672,0.367,0.246,0.3,1.857,0.28,condominium,brick,,no,no,no,no,no,650000 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+77eb16e7d7b14b71b2e743a4d77577f3,bialystok,,63.25,3.0,1.0,7.0,2009.0,53.14580215,23.13371751,1.58,12.0,0.16,0.503,0.519,0.152,0.159,1.389,0.123,condominium,brick,premium,no,yes,yes,no,yes,590000 +f59cac29a5900c8e688fe44b22c0db5e,bialystok,blockOfFlats,48.0,2.0,,4.0,1980.0,53.1562424,23.121772,2.99,8.0,0.173,0.397,0.753,0.258,0.362,2.775,0.305,condominium,concreteSlab,,no,yes,no,no,yes,379000 +d7a51a45ad844586a26da5811528ab8a,bialystok,blockOfFlats,59.5,3.0,1.0,4.0,1979.0,53.1512261,23.1233612,2.47,23.0,0.233,0.263,0.484,0.273,0.155,2.237,0.071,cooperative,concreteSlab,low,no,yes,no,no,yes,399990 +77cec6b11685263644e776cc327ae7aa,bialystok,,46.0,2.0,9.0,10.0,,53.1385203097428,23.1574422749532,1.0,21.0,0.178,0.111,0.29,0.339,0.051,0.765,0.399,condominium,,,no,yes,no,no,yes,430000 +1c4c2b115eeae4e7c0cdd9a2b256bdc3,bialystok,blockOfFlats,47.0,2.0,11.0,11.0,1985.0,53.15388378,23.12966281,2.51,13.0,0.355,0.282,0.169,0.085,0.371,2.326,0.312,condominium,,,no,yes,yes,no,yes,349000 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+6807506a7b9ad4de58148b5ac40d848c,radom,blockOfFlats,48.0,3.0,3.0,4.0,1970.0,51.4021,21.1681,1.79,17.0,0.247,0.467,0.274,0.211,0.338,0.49,0.279,condominium,concreteSlab,,yes,yes,no,no,no,283000 +20a3392a7bb53401be521e2226c5ffd6,radom,blockOfFlats,48.0,3.0,1.0,4.0,1980.0,51.3995,21.1196,1.63,2.0,0.429,0.885,0.933,0.194,0.85,1.124,0.883,cooperative,concreteSlab,,yes,yes,no,no,yes,399000 +d55f7547b579d88afb5a44ab23071724,radom,blockOfFlats,53.37,2.0,,4.0,,51.4062603,21.1695396,1.92,20.0,0.293,0.185,0.669,0.277,0.292,0.137,0.281,condominium,,premium,no,no,no,no,yes,365000 +0b9115a7cca9193f1af31aca461e545c,radom,blockOfFlats,74.0,4.0,1.0,4.0,,51.4227514,21.16817884,2.84,9.0,0.263,1.33,0.547,0.115,0.421,0.758,0.378,condominium,,premium,yes,no,,no,no,620000 +838746e9e8dc34f5feb1deddd5f1ad36,radom,,50.2,2.0,7.0,10.0,1978.0,51.40919509,21.17811767,2.57,18.0,0.092,0.443,0.265,0.393,0.212,0.259,0.268,condominium,concreteSlab,,no,no,yes,no,no,335000 +f7d9bc843359a9bfce963c1cf55c3e67,radom,,37.0,3.0,1.0,3.0,,51.4027236,21.1471333,0.33,48.0,0.046,0.336,0.074,0.569,0.118,0.271,0.235,condominium,,,no,no,no,no,no,279000 +70d34c8b48b8cf213f0893425dcae10b,radom,,51.12,2.0,2.0,3.0,2009.0,51.4218,21.1668,2.69,12.0,0.143,1.377,0.421,0.149,0.311,0.714,0.24,condominium,,low,yes,no,no,yes,no,420000 +cba3430976a0adafe2b680998b5a9da5,radom,,37.62,2.0,3.0,4.0,1968.0,51.39628915,21.15783548,1.3,36.0,0.093,0.141,0.443,0.481,0.295,0.816,0.259,condominium,brick,,no,yes,no,no,yes,345000 +363532102def93e9ba11b234d69265ba,radom,blockOfFlats,43.1,2.0,6.0,10.0,,51.3980954,21.1663985,1.75,18.0,0.186,0.449,0.25,0.37,0.127,0.756,0.131,condominium,,,no,yes,yes,no,no,255000 +663e7eb79e6ade7e3e0148bb795c824c,radom,blockOfFlats,45.0,2.0,4.0,10.0,,51.3766,21.1519,3.0,10.0,0.304,0.9,0.491,0.322,0.669,1.581,0.235,cooperative,concreteSlab,,yes,yes,yes,no,yes,265000 +7c0a681d9ec7211a33441a8f600bba2b,radom,,85.6,4.0,4.0,4.0,1997.0,51.40029905,21.11499308,1.92,0.0,0.636,1.073,1.137,0.51,0.933,1.426,1.104,cooperative,brick,,no,yes,no,no,yes,490000 +dc73ea0e00a4c15b66a4502c06cc7119,radom,,47.45,3.0,4.0,4.0,1975.0,51.4088825,21.1816028,2.8,14.0,0.161,0.199,0.098,0.469,0.06,0.478,0.129,cooperative,concreteSlab,,no,yes,no,no,yes,339000 +5b8d4683a66c35fd9734e175d6732396,radom,,76.0,3.0,2.0,2.0,1985.0,51.4308164,21.1372682,3.12,0.0,1.421,1.468,1.696,1.368,0.812,1.568,1.43,condominium,,,yes,yes,no,no,yes,433200 +4f9cd7db95d2161139d0053500cb60d2,radom,,80.21,4.0,3.0,4.0,1980.0,51.4135836,21.1812813,2.95,14.0,0.125,0.601,0.355,0.068,0.306,0.757,0.178,condominium,concreteSlab,,no,yes,no,no,yes,416000 +2ac311946b0ccbc74ae47b102b5e100c,radom,,55.0,2.0,2.0,3.0,,51.4027236,21.1471333,0.33,48.0,0.046,0.336,0.074,0.569,0.118,0.271,0.235,condominium,brick,,no,no,no,no,no,437200 +2ace37de247a7d22f2d62f52d451f744,radom,,58.0,3.0,4.0,4.0,,51.4027236,21.1471333,0.33,48.0,0.046,0.336,0.074,0.569,0.118,0.271,0.235,condominium,,,no,no,,no,no,322500 +e63a26ef2bcdbbb793095adefebdc08f,radom,,40.0,2.0,1.0,4.0,,51.4027236,21.1471333,0.33,48.0,0.046,0.336,0.074,0.569,0.118,0.271,0.235,condominium,,,no,no,,no,no,310000 +0f2f927ab55ac0dc0e0184d90a13f519,radom,blockOfFlats,62.09,3.0,3.0,3.0,1989.0,51.40732365,21.12480241,1.31,11.0,0.256,0.212,0.379,0.452,0.104,0.97,0.373,condominium,concreteSlab,premium,yes,yes,no,no,yes,395000 +8036a7634c57a3de3212c9adc6debfb9,radom,blockOfFlats,57.5,3.0,3.0,3.0,,51.40095085,21.12030295,1.55,3.0,0.28,0.735,0.79,0.183,0.682,1.052,0.747,condominium,,low,no,yes,no,no,yes,460000 +d28ba1188032793e4ea457c7814978aa,radom,tenement,78.55,4.0,1.0,1.0,,51.4026778,21.1597087,1.2,67.0,0.033,0.124,0.079,0.304,0.05,0.209,0.22,condominium,brick,,no,no,no,no,no,490000 +1cf141649b3b710f30539737205fafeb,radom,,51.16,2.0,3.0,3.0,1958.0,51.39221504,21.1499574,1.3,23.0,0.269,0.423,0.397,0.338,0.224,0.649,0.194,condominium,brick,,yes,no,no,no,yes,250000 +af620c3bab1577d7b42b685cd79f5143,radom,blockOfFlats,59.0,3.0,3.0,4.0,1993.0,51.4063507,21.128692,1.02,12.0,0.498,0.082,0.118,0.631,0.181,0.701,0.101,cooperative,,,no,no,,no,no,359000 +72a8559c756c7115b3a8b7596990baf6,radom,blockOfFlats,61.44,3.0,3.0,4.0,1979.0,51.3806,21.1576,2.7,17.0,0.264,0.357,0.117,0.14,0.074,1.655,0.132,condominium,concreteSlab,low,no,yes,no,no,yes,365000 +5a99b6c7cb7d3800053c7498ac177065,radom,,67.0,2.0,2.0,3.0,,51.3916,21.1534,1.48,24.0,0.327,0.486,0.161,0.405,0.008,0.878,0.276,condominium,,,no,no,no,no,no,399000 +39a28fa3c5ad78e83fbbe61c561e9de7,radom,blockOfFlats,31.7,1.0,2.0,2.0,,51.3879966,21.1593312,2.04,15.0,0.321,0.204,0.418,0.198,0.465,1.335,0.128,cooperative,,premium,no,no,yes,no,no,215000 +897e16e5753a1242de1b98a74d22f9f9,radom,blockOfFlats,54.1,3.0,2.0,4.0,1972.0,51.3856,21.1511,2.02,11.0,0.256,0.515,0.471,0.026,0.58,0.946,0.246,cooperative,concreteSlab,low,no,yes,no,no,yes,329000 +dd4bd2444d58ad1976bb820bfa0ab585,radom,,48.0,2.0,3.0,3.0,1970.0,51.4027236,21.1471333,0.33,48.0,0.046,0.336,0.074,0.569,0.118,0.271,0.235,condominium,,,no,no,,no,no,260000 +0ed526b49dfb5efb92081b01c00bb53c,radom,blockOfFlats,65.5,3.0,,4.0,1970.0,51.3949003,21.159283,1.47,22.0,0.166,0.076,0.414,0.565,0.23,0.988,0.101,condominium,brick,low,no,no,,no,no,389000 +5a21f243fcbc449b12bd7e49effb9ac4,radom,,60.0,2.0,1.0,4.0,1997.0,51.40618,21.15776,1.12,56.0,0.231,0.343,0.2,0.432,0.087,0.242,0.053,cooperative,brick,,yes,yes,no,no,yes,449000 +78391266dcbbd1343ff2ae167c1be141,radom,,45.0,2.0,4.0,4.0,1984.0,51.42779,21.15861,2.98,15.0,0.098,0.575,0.232,0.149,0.125,0.315,0.195,condominium,,,no,yes,no,no,yes,279990 +2afb9f7fc4bcfaa0ce7652657c01215d,radom,blockOfFlats,58.6,3.0,1.0,4.0,1977.0,51.3772198,21.15320835,2.96,11.0,0.246,0.786,0.484,0.269,0.558,1.611,0.291,cooperative,concreteSlab,premium,no,yes,no,no,yes,395000 +d9496a8519f18f3c0db3b027b9f09f77,radom,blockOfFlats,60.51,3.0,4.0,4.0,1993.0,51.3837052,21.1069337,3.26,2.0,1.25,1.367,0.075,1.143,0.874,1.913,0.103,condominium,concreteSlab,low,yes,yes,no,no,yes,390000 +136704657fb68b9ee50735a7dd5afd88,radom,,49.0,2.0,3.0,5.0,1984.0,51.4027236,21.1471333,0.33,48.0,0.046,0.336,0.074,0.569,0.118,0.271,0.235,condominium,,low,no,no,yes,no,no,300000 +eca7457a16f5959449c7740237d32c52,radom,blockOfFlats,63.14,3.0,3.0,4.0,1985.0,51.42766,21.1632465,3.1,13.0,0.091,0.686,0.176,0.053,0.037,0.477,0.022,cooperative,brick,premium,no,yes,no,no,yes,455000 +3bf8e0166630000a3a8b12f3ad44f880,radom,blockOfFlats,35.12,2.0,2.0,4.0,1970.0,51.4055059,21.1749636,2.28,11.0,0.137,0.205,0.618,0.072,0.289,0.248,0.178,condominium,concreteSlab,low,no,yes,no,no,yes,199000 +ee234cf29bd8ebdfab608ce050584533,radom,,60.0,3.0,4.0,4.0,1990.0,51.4027236,21.1471333,0.33,48.0,0.046,0.336,0.074,0.569,0.118,0.271,0.235,condominium,,,no,no,no,no,yes,390000 +71e92f30510e3af1fd3187aa1449bfb3,radom,blockOfFlats,58.5,3.0,3.0,4.0,1962.0,51.4122727,21.16887852,2.11,7.0,0.446,0.644,0.47,0.44,0.301,0.621,0.482,cooperative,brick,premium,no,yes,no,no,yes,449000 +2dae348790d1bb66fc21896ace1987de,radom,blockOfFlats,72.74,4.0,4.0,4.0,1985.0,51.4269856,21.1568435,2.85,13.0,0.13,0.67,0.383,0.153,0.213,0.233,0.136,cooperative,brick,,no,yes,no,no,no,455000 +5a057be0d66194e0c050c4689f1fb7ad,radom,blockOfFlats,74.66,3.0,3.0,4.0,,51.412846,21.16990184,2.2,5.0,0.515,0.737,0.428,0.521,0.333,0.629,0.474,condominium,,premium,no,yes,no,no,yes,510000 +3dcfc390f4ff88f5d776dcc8368cd445,radom,blockOfFlats,35.12,2.0,2.0,4.0,1970.0,51.4098257,21.1617306,1.54,22.0,0.099,0.298,0.119,0.125,0.045,0.628,0.091,condominium,brick,,no,no,,no,no,266000 +0ebc3b3c467a0c53fd6aea0bfb1edfd7,radom,,70.32,4.0,,,,51.4015181,21.1621732,1.38,42.0,0.169,0.154,0.29,0.218,0.145,0.299,0.315,condominium,,,no,no,,no,no,489000 +17b68a0aa20d4e9fe794df7464c1ce7a,radom,blockOfFlats,57.5,3.0,3.0,4.0,1962.0,51.4100265,21.1685069,1.97,15.0,0.505,0.438,0.489,0.193,0.397,0.484,0.38,condominium,brick,,no,yes,no,no,yes,317000 +93bee28ba6792e633561eb40b867bf73,radom,blockOfFlats,38.0,2.0,3.0,10.0,1985.0,51.39771205,21.1655849,1.71,19.0,0.213,0.379,0.32,0.406,0.18,0.772,0.077,cooperative,,premium,yes,yes,yes,no,yes,310000 +11eb7f5c276bd21f06dff51d196fc4b4,radom,blockOfFlats,37.24,2.0,,10.0,1982.0,51.40737505,21.12783936,1.12,13.0,0.441,0.068,0.246,0.625,0.298,0.826,0.229,condominium,concreteSlab,premium,yes,yes,yes,no,yes,282000 +200f3476f3f67933882f1a4147c95533,radom,blockOfFlats,56.2,2.0,2.0,2.0,1995.0,51.3860396,21.1236254,2.29,10.0,0.424,0.235,0.552,0.422,0.111,0.744,0.25,condominium,brick,premium,yes,yes,no,no,yes,399000 +9c280c5e55ad9982718c162ed5a015ff,radom,,33.0,2.0,1.0,1.0,,51.39049645,21.13480312,1.48,9.0,0.205,0.5,0.527,0.409,0.058,0.42,0.584,cooperative,,,no,no,,no,no,199999 +4320e6eefb98e8039583d66f78378b9e,radom,blockOfFlats,49.85,3.0,1.0,3.0,1930.0,51.3924589,21.1522763,1.35,26.0,0.278,0.586,0.242,0.311,0.116,0.812,0.316,condominium,brick,,no,no,no,no,yes,230000 +1953295c88155f05b299ded6ce4a4ada,radom,,37.0,2.0,2.0,3.0,1960.0,51.40794863,21.16961457,1.97,18.0,0.417,0.268,0.528,0.154,0.233,0.254,0.303,condominium,brick,,no,no,no,no,no,240000 +1f3409f66172396b5af356658860721f,radom,blockOfFlats,38.5,2.0,,3.0,,51.3935,21.1454,1.07,20.0,0.234,0.219,0.732,0.117,0.202,0.415,0.184,condominium,brick,,no,no,no,no,no,209000 +d2a95df7c097f4ac4b52a2b21275ef3e,radom,,49.0,2.0,3.0,3.0,1960.0,51.3973863,21.13846962,0.68,18.0,0.317,0.278,0.471,0.239,0.169,0.519,0.625,cooperative,brick,,no,yes,no,no,no,319000 +f2ab130b4f030864153a2e9f8802b848,radom,blockOfFlats,49.0,2.0,2.0,4.0,1960.0,51.4035333,21.1583422,1.11,70.0,0.103,0.231,0.058,0.233,0.131,0.138,0.107,condominium,brick,,no,no,,no,no,265000 +ddcdc771e54e5ebb77b0dceeeac16188,radom,blockOfFlats,54.0,3.0,5.0,10.0,,51.3755,21.1461,3.06,3.0,0.093,1.109,0.589,0.713,1.05,1.393,0.192,condominium,,,yes,yes,yes,no,yes,319000 +9afaac5df3d331e4f89f77e866fafabb,radom,blockOfFlats,50.0,2.0,3.0,4.0,1984.0,51.4298,21.157,3.15,14.0,0.188,0.359,0.332,0.072,0.125,0.538,0.2,cooperative,brick,,yes,yes,no,no,yes,279000 +89aedca01035b2903169ad6e24f65267,radom,blockOfFlats,67.4,2.0,,2.0,1921.0,51.4102111,21.1542633,1.15,25.0,0.161,0.064,0.167,0.195,0.281,0.475,0.039,condominium,brick,low,no,no,no,no,yes,349900 +c3b1990cbe7fae7716c7144c7bb1e941,radom,blockOfFlats,38.0,2.0,2.0,10.0,1975.0,51.3993774,21.16451566,1.59,28.0,0.053,0.439,0.309,0.227,0.137,0.573,0.121,cooperative,concreteSlab,low,yes,yes,yes,no,yes,234000 +7672c0a9367a9707de074c9e452e8053,radom,,95.0,5.0,3.0,4.0,2000.0,51.40029905,21.11499308,1.92,0.0,0.636,1.073,1.137,0.51,0.933,1.426,1.104,condominium,,,yes,yes,no,no,yes,685000 +652db89976a56311c6df8b0ad80972cc,radom,blockOfFlats,47.13,2.0,7.0,10.0,1985.0,51.41270315,21.15822464,1.54,16.0,0.189,0.426,0.234,0.292,0.283,0.818,0.295,condominium,concreteSlab,low,yes,yes,yes,no,yes,274000 +4efba4b86c6a754080d177a67fa3cf22,radom,blockOfFlats,46.86,2.0,2.0,3.0,1962.0,51.39636747,21.15816593,1.32,35.0,0.07,0.129,0.447,0.505,0.313,0.831,0.278,condominium,brick,low,yes,no,no,no,yes,259000 +0bba5f44cf341a332624b54552fb1ec8,radom,,46.2,2.0,,10.0,1975.0,51.39372315,21.1466954,1.07,20.0,0.205,0.292,0.653,0.195,0.203,0.501,0.165,condominium,concreteSlab,,no,no,no,no,yes,345000 +21dcf44cc96530198cfbb0cf10ea7a07,radom,,47.0,3.0,,4.0,1974.0,51.4085056,21.179917,2.68,16.0,0.101,0.312,0.192,0.409,0.172,0.356,0.212,cooperative,concreteSlab,,no,no,no,no,yes,399000 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+535f551116cc79f192ff5eb34c55d0f3,lodz,blockOfFlats,46.0,2.0,4.0,10.0,,51.75921625,19.54013297,6.38,28.0,0.391,0.526,0.405,0.118,0.063,2.043,0.146,cooperative,,,yes,yes,no,no,yes,405000 +d8f233d07918c2ac99728c8f02fbcc1b,lodz,tenement,42.0,2.0,3.0,3.0,1910.0,51.73792,19.45943,4.86,4.0,0.209,0.982,0.468,0.542,0.726,0.699,0.214,condominium,brick,,no,no,no,no,no,220000 +8c17be50fcfbece4c23e635b3c93b52d,lodz,blockOfFlats,99.14,4.0,1.0,4.0,2008.0,51.761,19.4921,3.43,8.0,0.136,0.407,0.168,0.29,0.105,1.228,0.422,condominium,,,yes,yes,no,yes,yes,890000 +7d025c0e25a8d88ef13efd48626b3bb6,lodz,blockOfFlats,78.0,4.0,4.0,10.0,,51.7909,19.4051,3.57,11.0,0.078,2.074,0.385,0.379,0.821,0.512,0.328,cooperative,concreteSlab,,no,yes,yes,no,yes,595000 +ab36a0240dcc1a63a2b63d4420e5f031,lodz,blockOfFlats,53.85,3.0,2.0,4.0,1972.0,51.7465,19.4234,4.45,8.0,0.448,0.424,0.565,0.061,0.469,2.054,0.235,cooperative,concreteSlab,low,no,yes,no,no,yes,382000 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+92806794ed015bcbe5598aabf51cbf1b,bialystok,,45.6,3.0,,4.0,1961.0,53.13743,23.15372,0.72,25.0,0.098,0.232,0.28,0.215,0.288,0.683,0.137,condominium,,,no,no,no,no,yes,499000 +fd08da04a54a35f0854a508d5b8dc4be,bialystok,blockOfFlats,40.87,2.0,3.0,5.0,2023.0,53.14165,23.15808,1.26,10.0,0.253,0.462,0.473,0.329,0.124,0.687,0.615,condominium,brick,,no,no,yes,no,no,535000 +9a35c9ae4ef96e69f3fcaf9f7d133df5,bialystok,,61.0,4.0,3.0,4.0,1983.0,53.13809,23.18297,2.57,19.0,0.199,0.414,0.395,0.156,0.372,0.8,0.189,condominium,,,no,no,no,no,yes,519000 +bfbbc42d0ae9618722d3f80efa7900d7,bialystok,,48.0,2.0,2.0,4.0,1980.0,53.15309,23.12349,2.63,17.0,0.358,0.282,0.539,0.105,0.116,2.412,0.116,condominium,,,no,yes,no,no,yes,350000 +f2ff429525cb0c3553d4814aedcfb05a,bialystok,,61.9,3.0,2.0,10.0,1989.0,53.12169,23.17217,2.21,23.0,0.124,0.356,0.396,0.285,0.068,0.899,0.122,condominium,,,no,yes,no,no,yes,440000 +f88aab77ea2e790cfe93c65a2b183011,bialystok,blockOfFlats,40.0,2.0,3.0,4.0,1995.0,53.1069,23.125,3.24,8.0,0.519,0.688,0.025,0.093,0.484,1.843,0.114,cooperative,brick,,no,yes,no,no,yes,399000 +785f21b14f4dc4588e28fabb6e2f95c7,bialystok,blockOfFlats,42.0,2.0,4.0,4.0,,53.1409,23.1624,1.42,15.0,0.146,0.511,0.222,0.118,0.281,0.392,0.397,cooperative,brick,,no,yes,no,no,yes,410000 +942d411374d624f636fa17bccb133f01,bialystok,blockOfFlats,36.0,2.0,1.0,10.0,,53.1408,23.1696,1.82,27.0,0.049,0.565,0.274,0.222,0.041,0.088,0.089,cooperative,concreteSlab,,no,yes,yes,no,yes,415000 +a3ba1cfc8ceb89f802275b3bd190f2b6,bialystok,blockOfFlats,48.63,2.0,2.0,4.0,1963.0,53.13724285,23.15146556,0.6,24.0,0.25,0.38,0.402,0.252,0.364,0.552,0.036,condominium,,,no,yes,no,no,yes,375000 +e39e3e0107c0e9e5771edb909cbfe5fd,bialystok,blockOfFlats,27.5,1.0,4.0,4.0,1964.0,53.1267,23.1759,2.17,25.0,0.17,0.398,0.221,0.079,0.314,0.942,0.314,cooperative,brick,,yes,yes,no,no,yes,350000 +962edb7bed65459d705888803c68b8c2,bialystok,blockOfFlats,60.0,3.0,4.0,4.0,1983.0,53.1418,23.1513,1.02,7.0,0.216,0.616,0.327,0.101,0.483,0.966,0.389,cooperative,concreteSlab,,yes,yes,no,no,yes,469000 +221af3876980a4a548acff2d8de098cb,bialystok,,51.2,2.0,2.0,4.0,1990.0,53.10577,23.12501,3.35,7.0,0.594,0.794,0.133,0.05,0.555,1.969,0.069,condominium,,,no,yes,no,no,yes,449000 +a2f4c9a1d949acac0d60fb1d0e3f7805,bialystok,blockOfFlats,28.3,1.0,7.0,7.0,2023.0,53.1397,23.1648,1.48,30.0,0.123,0.562,0.085,0.187,0.309,0.261,0.231,condominium,brick,,yes,yes,yes,no,no,415000 +759eb2b866aa4aedef56817970c47176,bialystok,,85.4,4.0,1.0,1.0,2022.0,53.15,23.1,3.54,3.0,0.418,1.219,0.75,0.056,0.597,3.252,0.563,condominium,brick,,no,yes,no,no,no,699000 +de8f3c2a279ed24bd56b19bad2896e9c,bialystok,blockOfFlats,71.8,4.0,1.0,6.0,1987.0,53.12418765,23.17265122,2.09,28.0,0.174,0.23,0.129,0.154,0.172,0.783,0.05,condominium,brick,,yes,yes,yes,no,yes,670000 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+c5f412bf14bff8d1849b73158b8d707d,radom,blockOfFlats,56.33,3.0,4.0,4.0,,51.4109817,21.1627602,1.67,18.0,0.191,0.398,0.223,0.055,0.184,0.761,0.118,condominium,,premium,no,no,,no,no,389000 +5737da4d5a119900a0e6131300e7e04d,radom,,49.2,2.0,2.0,3.0,1960.0,51.3935707,21.1537441,1.31,28.0,0.147,0.457,0.225,0.252,0.042,0.852,0.222,condominium,brick,,no,no,no,no,yes,310000 +0eb577277ce074755a381871455cac05,radom,blockOfFlats,38.0,2.0,2.0,4.0,1960.0,51.4004305,21.1627775,1.44,34.0,0.177,0.282,0.407,0.203,0.152,0.426,0.217,condominium,brick,low,no,no,,no,no,205000 +8e45e881126b98bbc2c0c89a2df34cba,radom,blockOfFlats,67.0,4.0,3.0,4.0,,51.3755,21.1461,3.06,3.0,0.093,1.109,0.589,0.713,1.05,1.393,0.192,cooperative,concreteSlab,premium,yes,yes,no,no,yes,480000 +fca663a536695b2247428f036cfde584,radom,blockOfFlats,72.0,4.0,9.0,10.0,,51.411464,21.178889,2.7,18.0,0.237,0.503,0.233,0.18,0.08,0.469,0.254,condominium,,,no,no,yes,no,no,475000 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+1cc315be9865772d3ea31f89c1e9043c,radom,blockOfFlats,59.0,3.0,2.0,4.0,1985.0,51.4273388,21.1594756,2.96,14.0,0.174,0.631,0.218,0.226,0.199,0.284,0.228,condominium,concreteSlab,premium,no,no,,no,no,449000 +d1257fc792da9d0361975a45da96babe,radom,,51.39,2.0,4.0,4.0,,51.3910688,21.13270221,1.48,8.0,0.102,0.504,0.386,0.355,0.171,0.559,0.484,condominium,,premium,no,no,,no,no,399000 +9b9c4c242ff33eaa2d7d6697204588df,radom,,53.52,3.0,7.0,10.0,,51.41169025,21.18409576,3.05,13.0,0.3,0.35,0.267,0.155,0.257,0.757,0.246,condominium,,premium,no,no,yes,no,no,439000 +3c97aeab7da006f6d58669e0a16b7bee,radom,blockOfFlats,62.5,3.0,4.0,4.0,1980.0,51.3710872,21.1329908,3.6,5.0,0.139,0.816,0.077,0.292,0.899,1.621,0.139,cooperative,concreteSlab,premium,no,yes,no,no,no,420000 +cb3305892651c67f087d419ba675d1f2,radom,apartmentBuilding,73.52,3.0,3.0,3.0,2012.0,51.4213715,21.1709221,2.85,9.0,0.254,1.562,0.513,0.138,0.491,0.991,0.496,condominium,brick,premium,yes,yes,no,no,no,629000 +c2264e5b0cdad684977c1132d499775a,radom,,68.74,3.0,3.0,3.0,2009.0,51.4208361,21.16705902,2.62,14.0,0.036,1.482,0.32,0.151,0.264,0.788,0.226,condominium,,,yes,yes,no,no,no,617000 +c152247ccafa8f1674e2f243f8a184a3,radom,blockOfFlats,60.0,3.0,4.0,4.0,,51.4079191,21.12733157,1.18,14.0,0.427,0.131,0.316,0.629,0.287,0.895,0.299,cooperative,,,yes,yes,no,no,yes,345000 +8915ba37b40aff166d27de7c2dab2bf7,radom,blockOfFlats,61.44,3.0,2.0,4.0,1976.0,51.38062475,21.1575292,2.7,17.0,0.259,0.362,0.112,0.137,0.075,1.65,0.131,cooperative,concreteSlab,low,no,no,,no,no,345000 +40b1ee8b4fa0f5ba76af9c46fb696881,radom,blockOfFlats,59.36,3.0,,4.0,1980.0,51.37918005,21.16588419,3.11,9.0,0.16,0.307,0.311,0.096,0.575,2.193,0.074,condominium,concreteSlab,premium,no,no,,no,no,370000 +8032aad9b223ca0bd7a206b94e74af78,radom,,61.44,3.0,,4.0,1975.0,51.3814196,21.1559437,2.57,18.0,0.165,0.366,0.07,0.147,0.161,1.51,0.157,condominium,concreteSlab,low,no,no,,no,no,365000 +86b1640a74df0a39ce3bf3f998574cad,radom,,57.38,3.0,,4.0,2023.0,51.4027236,21.1471333,0.33,48.0,0.046,0.336,0.074,0.569,0.118,0.271,0.235,condominium,,,yes,no,yes,no,no,493500 +95e441335d0458974dae68ad27ac26a3,radom,blockOfFlats,50.78,2.0,1.0,3.0,1951.0,51.3942,21.15,1.11,28.0,0.051,0.495,0.466,0.133,0.069,0.697,0.292,condominium,brick,,no,no,no,no,yes,295000 +0d83a1d7160701478d3955c3e8c4d4c3,radom,blockOfFlats,50.0,2.0,,4.0,,51.4232966,21.1652706,2.76,8.0,0.329,1.181,0.582,0.241,0.234,0.547,0.303,condominium,,premium,no,no,,no,no,449000 +dae3fe34c4d7a042d33f9524cd67ba86,radom,blockOfFlats,70.14,3.0,3.0,4.0,,51.4114783,21.1747528,2.44,13.0,0.4,0.617,0.063,0.323,0.21,0.377,0.464,condominium,,premium,no,no,,no,no,469000 +d8be5b0cc0b8d0ca7eb2f4179ccb4489,radom,,47.17,2.0,6.0,8.0,1975.0,51.4121895,21.1645515,1.85,11.0,0.154,0.53,0.402,0.208,0.2,0.841,0.272,condominium,concreteSlab,,no,yes,yes,no,yes,299000 +753f9449f39857f5719ea60101147a53,radom,,90.0,3.0,3.0,4.0,2000.0,51.3829294,21.1040845,3.47,2.0,1.243,1.582,0.189,1.356,0.759,2.12,0.264,condominium,brick,,yes,yes,no,no,yes,699000 +22ab6c7df7d5ed14b01c08c135ff5f47,radom,blockOfFlats,58.67,3.0,2.0,4.0,1986.0,51.4278455,21.1612487,3.06,15.0,0.184,0.607,0.11,0.139,0.157,0.395,0.153,condominium,concreteSlab,,no,yes,no,no,yes,365000 +a0604b66397d141fc0a3b2090960d778,radom,tenement,67.0,2.0,2.0,3.0,1925.0,51.3917,21.1525,1.43,22.0,0.361,0.548,0.221,0.396,0.048,0.817,0.326,condominium,brick,,no,no,no,no,yes,399000 +a8e5bd1941e8e5b60989e332077c6c5d,radom,blockOfFlats,42.0,2.0,6.0,10.0,,51.4084,21.1248,1.36,7.0,0.302,0.272,0.459,0.542,0.204,1.052,0.448,condominium,concreteSlab,,no,yes,yes,no,yes,269000 +ebbb54dab3f2251004cd7727c69c830e,radom,blockOfFlats,73.48,3.0,,4.0,1988.0,51.40884385,21.12684563,1.26,12.0,0.404,0.239,0.423,0.672,0.324,0.997,0.406,condominium,concreteSlab,low,no,no,,no,no,485000 +6807506a7b9ad4de58148b5ac40d848c,radom,blockOfFlats,48.0,3.0,3.0,4.0,1970.0,51.4021,21.1681,1.79,17.0,0.247,0.467,0.274,0.211,0.338,0.49,0.279,condominium,concreteSlab,,yes,yes,no,no,no,283000 +20a3392a7bb53401be521e2226c5ffd6,radom,blockOfFlats,48.0,3.0,1.0,4.0,1980.0,51.3995,21.1196,1.63,2.0,0.429,0.885,0.933,0.194,0.85,1.124,0.883,cooperative,concreteSlab,,yes,yes,no,no,yes,399000 +d55f7547b579d88afb5a44ab23071724,radom,blockOfFlats,53.37,2.0,,4.0,,51.4062603,21.1695396,1.92,20.0,0.293,0.185,0.669,0.277,0.292,0.137,0.281,condominium,,premium,no,no,no,no,yes,355000 +0b9115a7cca9193f1af31aca461e545c,radom,blockOfFlats,74.0,4.0,1.0,4.0,,51.4227514,21.16817884,2.84,9.0,0.263,1.33,0.547,0.115,0.421,0.758,0.378,condominium,,premium,yes,no,,no,no,620000 +838746e9e8dc34f5feb1deddd5f1ad36,radom,,50.2,2.0,7.0,10.0,1978.0,51.40919509,21.17811767,2.57,18.0,0.092,0.443,0.265,0.393,0.212,0.259,0.268,condominium,concreteSlab,,no,no,yes,no,no,335000 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+5b8d4683a66c35fd9734e175d6732396,radom,,76.0,3.0,2.0,2.0,1985.0,51.4308164,21.1372682,3.12,0.0,1.421,1.468,1.696,1.368,0.812,1.568,1.43,condominium,,,yes,yes,no,no,yes,433200 +4f9cd7db95d2161139d0053500cb60d2,radom,,80.21,4.0,3.0,4.0,1980.0,51.4135836,21.1812813,2.95,14.0,0.125,0.601,0.355,0.068,0.306,0.757,0.178,condominium,concreteSlab,,no,yes,no,no,yes,416000 +0f2f927ab55ac0dc0e0184d90a13f519,radom,blockOfFlats,62.09,3.0,3.0,3.0,1989.0,51.40732365,21.12480241,1.31,11.0,0.256,0.212,0.379,0.452,0.104,0.97,0.373,condominium,concreteSlab,premium,yes,yes,no,no,yes,385000 +8036a7634c57a3de3212c9adc6debfb9,radom,blockOfFlats,57.5,3.0,3.0,3.0,,51.40095085,21.12030295,1.55,3.0,0.28,0.735,0.79,0.183,0.682,1.052,0.747,condominium,,low,no,yes,no,no,yes,460000 +c0967af00bea293b67eb7dd9e96bfd0a,radom,blockOfFlats,49.0,2.0,,4.0,1988.0,51.4298,21.157,3.15,14.0,0.188,0.359,0.332,0.072,0.125,0.538,0.2,cooperative,concreteSlab,,yes,yes,no,no,yes,294000 +1cf141649b3b710f30539737205fafeb,radom,,51.16,2.0,3.0,3.0,1958.0,51.39221504,21.1499574,1.3,23.0,0.269,0.423,0.397,0.338,0.224,0.649,0.194,condominium,brick,,yes,no,no,no,yes,250000 +af620c3bab1577d7b42b685cd79f5143,radom,blockOfFlats,59.0,3.0,3.0,4.0,1993.0,51.4063507,21.128692,1.02,12.0,0.498,0.082,0.118,0.631,0.181,0.701,0.101,cooperative,,,no,no,,no,no,359000 +72a8559c756c7115b3a8b7596990baf6,radom,blockOfFlats,61.44,3.0,3.0,4.0,1979.0,51.3806,21.1576,2.7,17.0,0.264,0.357,0.117,0.14,0.074,1.655,0.132,condominium,concreteSlab,low,no,yes,no,no,yes,365000 +39a28fa3c5ad78e83fbbe61c561e9de7,radom,blockOfFlats,31.7,1.0,2.0,2.0,,51.3879966,21.1593312,2.04,15.0,0.321,0.204,0.418,0.198,0.465,1.335,0.128,cooperative,,premium,no,no,yes,no,no,215000 +897e16e5753a1242de1b98a74d22f9f9,radom,blockOfFlats,54.1,3.0,2.0,4.0,1972.0,51.3856,21.1511,2.02,11.0,0.256,0.515,0.471,0.026,0.58,0.946,0.246,cooperative,concreteSlab,low,no,yes,no,no,yes,329000 +0ed526b49dfb5efb92081b01c00bb53c,radom,blockOfFlats,65.5,3.0,,4.0,1970.0,51.3949003,21.159283,1.47,22.0,0.166,0.076,0.414,0.565,0.23,0.988,0.101,condominium,brick,low,no,no,,no,no,389000 +5a21f243fcbc449b12bd7e49effb9ac4,radom,,60.0,2.0,1.0,4.0,1997.0,51.40618,21.15776,1.12,56.0,0.231,0.343,0.2,0.432,0.087,0.242,0.053,cooperative,brick,,yes,yes,no,no,yes,449000 +2afb9f7fc4bcfaa0ce7652657c01215d,radom,blockOfFlats,58.6,3.0,1.0,4.0,1977.0,51.3772198,21.15320835,2.96,11.0,0.246,0.786,0.484,0.269,0.558,1.611,0.291,cooperative,concreteSlab,premium,no,yes,no,no,yes,395000 +d9496a8519f18f3c0db3b027b9f09f77,radom,blockOfFlats,60.51,3.0,4.0,4.0,1993.0,51.3837052,21.1069337,3.26,2.0,1.25,1.367,0.075,1.143,0.874,1.913,0.103,condominium,concreteSlab,low,yes,yes,no,no,yes,390000 +71e92f30510e3af1fd3187aa1449bfb3,radom,blockOfFlats,58.5,3.0,3.0,4.0,1962.0,51.4122727,21.16887852,2.11,7.0,0.446,0.644,0.47,0.44,0.301,0.621,0.482,cooperative,brick,premium,no,yes,no,no,yes,449000 +2dae348790d1bb66fc21896ace1987de,radom,blockOfFlats,72.74,4.0,4.0,4.0,1985.0,51.4269856,21.1568435,2.85,13.0,0.13,0.67,0.383,0.153,0.213,0.233,0.136,cooperative,brick,,no,yes,no,no,no,449000 +0ebc3b3c467a0c53fd6aea0bfb1edfd7,radom,,70.32,4.0,,,,51.4015181,21.1621732,1.38,42.0,0.169,0.154,0.29,0.218,0.145,0.299,0.315,condominium,,,no,no,,no,no,489000 +17b68a0aa20d4e9fe794df7464c1ce7a,radom,blockOfFlats,57.5,3.0,3.0,4.0,1962.0,51.4100265,21.1685069,1.97,15.0,0.505,0.438,0.489,0.193,0.397,0.484,0.38,condominium,brick,,no,yes,no,no,yes,317000 +93bee28ba6792e633561eb40b867bf73,radom,blockOfFlats,38.0,2.0,3.0,10.0,1985.0,51.39771205,21.1655849,1.71,19.0,0.213,0.379,0.32,0.406,0.18,0.772,0.077,cooperative,,premium,yes,yes,yes,no,yes,310000 +200f3476f3f67933882f1a4147c95533,radom,blockOfFlats,56.2,2.0,2.0,2.0,1995.0,51.3860396,21.1236254,2.29,10.0,0.424,0.235,0.552,0.422,0.111,0.744,0.25,condominium,brick,premium,yes,yes,no,no,yes,399000 +1953295c88155f05b299ded6ce4a4ada,radom,,37.0,2.0,2.0,3.0,1960.0,51.40794863,21.16961457,1.97,18.0,0.417,0.268,0.528,0.154,0.233,0.254,0.303,condominium,brick,,no,no,no,no,no,240000 +1f3409f66172396b5af356658860721f,radom,blockOfFlats,38.5,2.0,,3.0,,51.3935,21.1454,1.07,20.0,0.234,0.219,0.732,0.117,0.202,0.415,0.184,condominium,brick,,no,no,no,no,no,209000 +ddcdc771e54e5ebb77b0dceeeac16188,radom,blockOfFlats,54.0,3.0,5.0,10.0,,51.3755,21.1461,3.06,3.0,0.093,1.109,0.589,0.713,1.05,1.393,0.192,condominium,,,yes,yes,yes,no,yes,319000 +9afaac5df3d331e4f89f77e866fafabb,radom,blockOfFlats,50.0,2.0,3.0,4.0,1984.0,51.4298,21.157,3.15,14.0,0.188,0.359,0.332,0.072,0.125,0.538,0.2,cooperative,brick,,yes,yes,no,no,yes,279000 +89aedca01035b2903169ad6e24f65267,radom,blockOfFlats,67.4,2.0,,2.0,1921.0,51.4102111,21.1542633,1.15,25.0,0.161,0.064,0.167,0.195,0.281,0.475,0.039,condominium,brick,low,no,no,no,no,yes,349900 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b/archive/apartments_rent_pl_2023_11.csv new file mode 100644 index 0000000..42dd7ab --- /dev/null +++ b/archive/apartments_rent_pl_2023_11.csv @@ -0,0 +1,8534 @@ +id,city,type,squareMeters,rooms,floor,floorCount,buildYear,latitude,longitude,centreDistance,poiCount,schoolDistance,clinicDistance,postOfficeDistance,kindergartenDistance,restaurantDistance,collegeDistance,pharmacyDistance,ownership,buildingMaterial,condition,hasParkingSpace,hasBalcony,hasElevator,hasSecurity,hasStorageRoom,price +2a1a6db97ff122d6bc148abb6f0e498a,szczecin,blockOfFlats,52.0,2.0,3.0,3.0,2008.0,53.4605350947556,14.5454160213269,4.26,2.0,0.753,1.049,0.595,0.674,0.229,2.2,0.307,condominium,brick,,yes,yes,no,no,no,3500 +5a0cb42c088eadf75aa98a4118640048,szczecin,blockOfFlats,57.0,3.0,,10.0,1976.0,53.4409551785673,14.5660240062286,1.98,14.0,0.126,0.875,0.586,0.058,0.129,1.323,0.189,condominium,,premium,no,yes,yes,no,no,3000 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+46.0,3.0,10.0,1980.0,3.51,17.0,619000 +34.28,1.0,1.0,2008.0,4.82,9.0,430000 +73.45,3.0,2.0,2012.0,3.64,1.0,1169000 +46.0,2.0,2.0,2003.0,3.02,11.0,339000 +66.0,4.0,4.0,1980.0,4.29,11.0,740000 +35.0,2.0,1.0,1900.0,1.44,21.0,605000 +103.6,5.0,3.0,2018.0,6.85,1.0,1449000 +48.68,2.0,2.0,1891.0,0.72,76.0,869000 +51.0,2.0,6.0,2012.0,4.37,9.0,750000 +102.72,3.0,2.0,2020.0,5.58,1.0,1175000 +141.0,6.0,3.0,1991.0,2.79,27.0,1550000 +54.38,2.0,5.0,1955.0,8.26,23.0,595000 +38.1,2.0,1.0,2005.0,4.83,7.0,459000 +60.0,2.0,5.0,1990.0,2.93,14.0,750000 +73.0,3.0,1.0,2023.0,0.88,194.0,1300110 +61.73,3.0,4.0,2009.0,3.29,12.0,1050000 +32.94,2.0,2.0,1921.0,1.45,42.0,660000 +74.3,4.0,2.0,2014.0,5.83,3.0,905000 +37.0,2.0,1.0,1975.0,3.48,16.0,499000 +50.14,2.0,3.0,2012.0,4.84,6.0,670000 +55.55,3.0,1.0,2021.0,3.57,5.0,855470 +51.0,2.0,2.0,1955.0,1.87,37.0,770000 +64.0,3.0,3.0,2016.0,1.88,22.0,1340000 +50.08,2.0,1.0,2022.0,4.37,5.0,779000 +67.18,2.0,10.0,2009.0,3.32,18.0,1019000 +56.0,4.0,1.0,1901.0,1.92,22.0,945000 +66.17,4.0,4.0,1980.0,4.18,15.0,727000 +34.69,1.0,5.0,2010.0,4.72,9.0,485000 +50.0,2.0,1.0,2022.0,4.5,4.0,780000 +61.6,2.0,2.0,1952.0,7.18,22.0,659000 +49.91,3.0,2.0,2018.0,5.52,5.0,923000 +66.0,4.0,4.0,1980.0,5.88,8.0,740000 +42.22,2.0,1.0,2015.0,2.28,18.0,719628 +37.29,2.0,4.0,1965.0,3.37,17.0,490000 +149.68,5.0,3.0,1993.0,4.45,10.0,1475000 +71.37,3.0,2.0,1938.0,1.33,11.0,869000 +73.0,3.0,3.0,2018.0,4.84,6.0,958000 +68.87,3.0,3.0,2014.0,6.45,0.0,1550000 +32.0,2.0,1.0,2018.0,5.57,11.0,500000 +53.42,2.0,1.0,2008.0,4.52,8.0,640000 +90.0,4.0,2.0,2009.0,7.03,0.0,870000 +63.05,3.0,3.0,2017.0,9.37,1.0,747000 +122.0,6.0,3.0,1930.0,2.43,20.0,1339000 +55.0,3.0,1.0,2020.0,5.34,2.0,820000 +120.0,6.0,4.0,1995.0,4.61,7.0,990000 +62.83,3.0,9.0,2018.0,5.54,4.0,879000 +57.0,2.0,3.0,2008.0,1.5,30.0,950000 +34.92,1.0,1.0,1920.0,1.45,42.0,549000 +41.44,2.0,4.0,1950.0,2.04,9.0,455000 +46.6,2.0,1.0,1910.0,0.58,90.0,749000 +40.41,2.0,1.0,1973.0,7.01,22.0,520000 +62.83,3.0,9.0,2018.0,5.52,4.0,879000 +62.0,3.0,4.0,2009.0,3.45,8.0,1050000 +59.0,3.0,4.0,2022.0,2.47,12.0,950000 +47.0,3.0,3.0,2021.0,3.49,1.0,645000 +70.5,3.0,1.0,1880.0,1.63,37.0,1329000 +32.0,2.0,5.0,2020.0,2.66,4.0,575000 +42.0,2.0,3.0,2004.0,6.14,7.0,540000 +49.0,3.0,3.0,2022.0,8.52,4.0,680000 +58.59,3.0,1.0,2022.0,3.73,1.0,949000 +103.0,3.0,2.0,2010.0,3.59,12.0,1190000 +69.7,3.0,5.0,1994.0,3.37,17.0,1029000 +37.0,2.0,3.0,2007.0,4.75,27.0,559000 +36.0,2.0,4.0,2016.0,1.81,18.0,729000 +56.0,3.0,1.0,1901.0,0.33,102.0,943000 +68.14,4.0,4.0,2022.0,5.11,2.0,873000 +68.14,3.0,4.0,2022.0,5.11,2.0,872000 +85.8,3.0,3.0,2000.0,6.65,23.0,855000 +43.0,3.0,5.0,1970.0,2.47,28.0,629000 +127.13,4.0,3.0,1908.0,0.53,111.0,1540000 +56.0,2.0,4.0,2007.0,5.42,17.0,770000 +141.0,6.0,3.0,1991.0,2.82,25.0,1600000 +80.0,3.0,2.0,1906.0,1.77,32.0,1440000 +64.1,2.0,2.0,2018.0,7.82,6.0,882000 +68.2,3.0,1.0,1950.0,1.92,22.0,1190000 +68.0,3.0,1.0,2005.0,5.15,24.0,850000 +44.25,2.0,10.0,2012.0,5.39,8.0,595000 +65.38,3.0,3.0,1937.0,2.68,30.0,499000 +87.0,4.0,3.0,2007.0,6.98,7.0,639000 +46.4,2.0,3.0,2020.0,4.53,15.0,830000 +57.99,3.0,2.0,2018.0,3.97,4.0,850000 +26.8,1.0,3.0,2013.0,5.37,6.0,449000 +64.0,3.0,3.0,2021.0,3.84,14.0,1420000 +46.17,2.0,4.0,2001.0,5.2,22.0,560000 +36.9,2.0,5.0,1970.0,3.83,17.0,549000 +68.0,4.0,1.0,2005.0,4.75,27.0,850000 +92.3,4.0,4.0,1997.0,2.59,12.0,1044000 +68.0,3.0,4.0,2018.0,6.15,6.0,890000 +68.02,3.0,1.0,1900.0,0.95,90.0,1049000 +55.0,3.0,1.0,2020.0,5.48,4.0,895000 +27.4,2.0,2.0,2018.0,3.45,13.0,550000 +81.56,3.0,3.0,2014.0,6.77,1.0,897000 +63.1,3.0,1.0,2018.0,9.05,6.0,738000 +49.0,2.0,7.0,2018.0,4.61,8.0,950000 +55.0,3.0,1.0,2020.0,5.79,1.0,820000 +34.0,1.0,1.0,2014.0,1.89,23.0,752500 +62.0,3.0,3.0,1993.0,2.64,20.0,760000 +52.0,2.0,2.0,2001.0,5.27,22.0,548000 +88.4,3.0,4.0,2022.0,3.35,12.0,1290000 +68.51,3.0,1.0,2023.0,3.55,2.0,1460000 +73.96,3.0,1.0,2023.0,3.55,2.0,1550000 +39.0,2.0,5.0,2022.0,2.56,12.0,749000 +56.0,4.0,1.0,1909.0,0.46,106.0,943000 +31.13,2.0,2.0,2019.0,1.91,18.0,640000 +60.83,3.0,2.0,2003.0,4.36,10.0,960000 +37.61,2.0,4.0,2015.0,2.01,25.0,715000 +61.67,3.0,3.0,2023.0,4.44,6.0,851046 +34.0,2.0,1.0,1911.0,0.65,84.0,590000 +55.0,3.0,1.0,2020.0,5.49,4.0,820000 +61.73,3.0,4.0,2010.0,3.46,6.0,1050000 +35.0,2.0,1.0,1900.0,1.46,22.0,595000 +32.0,1.0,2.0,2019.0,1.16,16.0,699000 +62.0,3.0,6.0,1984.0,7.89,5.0,719000 +63.1,3.0,2.0,2022.0,4.58,1.0,1097000 +68.4,2.0,2.0,2000.0,3.73,1.0,734000 +70.0,4.0,2.0,1965.0,3.73,1.0,924000 +36.0,2.0,4.0,1967.0,7.22,22.0,420000 +41.84,2.0,5.0,2018.0,1.78,19.0,775000 +61.73,3.0,3.0,2013.0,3.46,6.0,1065000 +59.0,3.0,1.0,2005.0,5.13,3.0,820000 +51.0,2.0,2.0,2012.0,3.81,4.0,675000 +72.73,4.0,4.0,2003.0,4.81,7.0,735000 +46.5,2.0,2.0,1954.0,4.81,1.0,520000 +65.0,3.0,2.0,1990.0,4.48,11.0,780000 +48.21,2.0,1.0,2023.0,1.6,24.0,725000 +48.0,2.0,3.0,2012.0,7.35,13.0,539000 +75.93,3.0,1.0,2014.0,3.59,1.0,799000 +56.0,3.0,1.0,1930.0,0.46,106.0,945000 +56.1,2.0,2.0,2019.0,2.12,27.0,929000 +35.74,2.0,4.0,1920.0,4.0,9.0,380000 +79.0,3.0,7.0,1950.0,7.2,22.0,649000 +85.0,4.0,4.0,2023.0,5.11,2.0,977500 +92.55,4.0,5.0,2023.0,7.14,13.0,944010 +65.2,2.0,1.0,1930.0,1.61,8.0,844333 +29.18,1.0,4.0,1975.0,0.9,124.0,495000 +52.0,3.0,5.0,2022.0,6.12,2.0,729000 +35.8,2.0,4.0,1933.0,1.12,42.0,805500 +52.1,3.0,2.0,1980.0,4.04,26.0,765000 +61.36,3.0,4.0,1994.0,3.52,20.0,780000 +92.16,4.0,3.0,2009.0,6.81,10.0,1198000 +70.0,2.0,3.0,1938.0,1.68,40.0,1099000 +54.2,3.0,2.0,2014.0,1.27,18.0,1250000 +78.6,3.0,2.0,2022.0,5.76,3.0,1018184 +82.59,5.0,1.0,2019.0,8.16,0.0,830000 +75.0,3.0,3.0,2006.0,1.78,27.0,1150000 +61.0,4.0,1.0,2023.0,4.47,12.0,580000 +138.0,5.0,3.0,1995.0,3.51,11.0,1390000 +64.0,3.0,1.0,1950.0,8.28,12.0,550000 +78.0,3.0,3.0,2008.0,4.39,13.0,1060000 +70.0,3.0,5.0,1934.0,0.92,24.0,970000 +111.0,5.0,5.0,1930.0,0.87,26.0,1443000 +61.0,3.0,3.0,2002.0,5.06,8.0,695000 +74.75,4.0,1.0,2010.0,8.95,0.0,765000 +76.4,3.0,1.0,2023.0,4.47,12.0,840000 +80.0,3.0,2.0,1906.0,1.67,34.0,1440000 +58.47,3.0,2.0,2017.0,5.98,0.0,1050000 +128.8,6.0,4.0,2005.0,3.96,17.0,1520000 +122.37,5.0,3.0,2000.0,6.96,11.0,1228000 +42.0,2.0,2.0,2007.0,1.61,24.0,650000 +68.38,2.0,1.0,1891.0,0.55,196.0,1399000 +51.58,2.0,1.0,2003.0,4.82,8.0,680000 +55.36,3.0,1.0,2023.0,3.55,6.0,852544 +141.0,6.0,3.0,1991.0,2.77,25.0,1551000 +34.35,2.0,3.0,1890.0,1.36,85.0,395025 +35.88,3.0,3.0,1890.0,1.36,85.0,484380 +42.49,3.0,3.0,1890.0,1.36,85.0,573615 +44.2,2.0,3.0,1890.0,1.36,85.0,596700 +43.12,2.0,3.0,2015.0,9.05,6.0,530000 +69.0,3.0,12.0,2009.0,3.42,16.0,1120000 +108.0,4.0,8.0,2018.0,6.36,16.0,1350000 +67.93,3.0,4.0,2018.0,5.81,4.0,890000 +71.07,3.0,1.0,2017.0,5.36,17.0,895482 +69.0,3.0,12.0,2009.0,3.29,15.0,1120000 +44.1,2.0,1.0,1890.0,1.45,41.0,749000 +64.0,3.0,2.0,1911.0,1.13,91.0,948000 +62.61,3.0,2.0,2008.0,1.72,34.0,1377000 +41.0,2.0,1.0,1950.0,5.44,3.0,282000 +102.2,3.0,2.0,1999.0,2.59,12.0,1430000 +44.71,2.0,4.0,2023.0,4.39,6.0,578995 +69.8,4.0,3.0,1985.0,6.12,6.0,999000 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+60.8,3.0,6.0,2011.0,1.58,16.0,1428800 +26.58,1.0,1.0,2018.0,1.81,6.0,690000 +38.71,2.0,7.0,2023.0,3.78,4.0,686000 +39.0,2.0,2.0,2023.0,1.63,37.0,718000 +38.0,2.0,3.0,1955.0,7.33,27.0,525000 +57.62,3.0,1.0,1953.0,2.28,16.0,950000 +37.03,2.0,1.0,2015.0,7.69,6.0,550000 +41.21,2.0,2.0,2023.0,3.99,2.0,714000 +67.0,3.0,3.0,2013.0,5.63,2.0,1100000 +50.67,3.0,6.0,2018.0,5.45,24.0,886725 +32.78,2.0,3.0,2016.0,7.54,7.0,549000 +84.5,3.0,1.0,2000.0,1.66,38.0,1444000 +32.0,2.0,11.0,1976.0,0.88,194.0,480000 +33.0,2.0,3.0,2016.0,7.42,9.0,549000 +70.72,3.0,1.0,2023.0,5.47,1.0,1030000 +64.97,2.0,6.0,1985.0,5.59,6.0,750000 +32.78,2.0,3.0,2016.0,7.43,9.0,559000 +64.0,3.0,1.0,2016.0,5.05,4.0,895000 +48.39,2.0,7.0,1960.0,5.28,13.0,710000 +52.14,2.0,5.0,2022.0,4.83,3.0,1251360 +57.13,4.0,3.0,2010.0,4.72,8.0,950000 +49.0,3.0,4.0,2021.0,8.71,7.0,700000 +60.85,3.0,2.0,1960.0,6.85,18.0,710000 +71.59,4.0,5.0,2021.0,5.31,10.0,1072650 +56.0,3.0,10.0,1970.0,7.74,18.0,699000 +38.85,2.0,2.0,2006.0,4.99,6.0,525000 +53.0,3.0,3.0,2021.0,4.44,16.0,799000 +45.0,3.0,5.0,2019.0,1.58,19.0,1200000 +47.54,2.0,3.0,2013.0,5.13,3.0,695000 +86.17,3.0,1.0,2012.0,4.95,4.0,1370000 +71.5,3.0,5.0,2001.0,3.19,10.0,1200000 +32.0,2.0,6.0,1980.0,3.45,12.0,505000 +53.2,2.0,3.0,2023.0,2.34,33.0,1037400 +48.37,2.0,5.0,2015.0,2.46,14.0,889000 +34.2,1.0,3.0,2015.0,3.0,15.0,649000 +34.0,2.0,7.0,1998.0,3.96,13.0,525000 +40.0,2.0,4.0,2013.0,3.53,20.0,636000 +30.8,2.0,10.0,1978.0,6.62,20.0,429000 +46.24,2.0,2.0,2022.0,1.93,21.0,878000 +108.0,5.0,3.0,1899.0,0.72,128.0,2550000 +54.0,2.0,4.0,1966.0,2.7,23.0,799900 +63.0,3.0,5.0,1981.0,5.79,1.0,787500 +74.75,3.0,1.0,2023.0,3.14,4.0,829725 +37.9,2.0,1.0,2022.0,3.73,1.0,754000 +43.06,3.0,3.0,2022.0,3.73,1.0,813800 +46.0,2.0,2.0,2014.0,1.32,52.0,1250000 +42.0,2.0,2.0,1970.0,4.55,9.0,635000 +28.0,1.0,3.0,1955.0,7.22,22.0,430000 +73.74,4.0,1.0,1970.0,3.39,25.0,949000 +79.0,4.0,2.0,2011.0,5.93,1.0,1260000 +96.0,3.0,1.0,2013.0,1.69,13.0,1899000 +51.09,2.0,2.0,2022.0,4.84,1.0,549000 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+55.88,3.0,10.0,1970.0,7.34,28.0,699000 +35.79,2.0,2.0,2022.0,8.67,6.0,530000 +60.66,2.0,3.0,2017.0,9.36,1.0,795000 +61.4,3.0,4.0,1980.0,4.92,10.0,739000 +52.0,2.0,3.0,1959.0,6.78,17.0,655200 +45.0,2.0,4.0,1980.0,3.86,23.0,690000 +68.95,3.0,1.0,1953.0,7.84,37.0,750000 +41.19,2.0,2.0,2023.0,4.03,1.0,565000 +67.0,3.0,2.0,2010.0,7.23,4.0,795000 +31.5,2.0,4.0,2023.0,1.56,35.0,625000 +65.0,3.0,2.0,2017.0,1.69,28.0,1400000 +54.2,3.0,2.0,2014.0,2.09,4.0,1250000 +72.0,4.0,3.0,1984.0,3.86,23.0,930800 +103.4,4.0,2.0,2023.0,4.78,1.0,1964600 +90.6,4.0,8.0,2023.0,7.17,12.0,924120 +61.3,2.0,1.0,2005.0,3.2,3.0,1019000 +90.66,3.0,4.0,1905.0,0.6,136.0,1280000 +50.16,2.0,5.0,2009.0,1.79,28.0,1053360 +65.0,3.0,1.0,2023.0,3.99,2.0,995000 +60.8,3.0,6.0,2016.0,1.5,18.0,1320000 +54.0,3.0,1.0,2023.0,8.71,7.0,630000 +64.75,3.0,1.0,2000.0,4.63,16.0,950000 +52.0,2.0,3.0,1959.0,6.78,15.0,575000 +43.13,2.0,4.0,2018.0,5.43,8.0,759000 +42.39,2.0,1.0,2015.0,5.37,9.0,729000 +53.0,2.0,2.0,2023.0,3.15,8.0,699000 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+44.0,2.0,4.0,1970.0,6.56,24.0,540000 +54.0,3.0,3.0,1975.0,7.22,22.0,615000 +85.0,3.0,4.0,2008.0,1.87,2.0,1410000 +31.0,1.0,3.0,1965.0,1.65,41.0,498000 +37.0,2.0,5.0,1980.0,3.7,18.0,600000 +46.74,2.0,3.0,2005.0,5.19,5.0,646000 +38.12,2.0,3.0,2019.0,4.65,9.0,689000 +70.0,3.0,1.0,2010.0,4.8,6.0,950000 +74.0,3.0,4.0,1937.0,1.29,107.0,1360000 +53.0,2.0,1.0,2008.0,7.13,19.0,789000 +37.0,2.0,2.0,2021.0,8.7,4.0,546000 +47.17,2.0,4.0,1955.0,7.34,28.0,575000 +36.7,2.0,1.0,1911.0,1.0,177.0,917500 +50.26,3.0,4.0,2006.0,5.23,11.0,620000 +139.0,4.0,4.0,1897.0,1.62,37.0,1750000 +29.0,2.0,5.0,2022.0,2.65,10.0,549000 +54.0,3.0,4.0,1975.0,7.26,17.0,640000 +40.0,2.0,1.0,1909.0,0.9,46.0,828000 +116.0,4.0,3.0,1893.0,1.0,121.0,1290000 +117.0,6.0,5.0,2007.0,3.3,12.0,2600000 +42.0,2.0,5.0,2014.0,5.49,7.0,720000 +72.0,4.0,3.0,1984.0,3.59,19.0,930000 +104.0,5.0,4.0,2022.0,5.42,8.0,1310000 +53.28,3.0,2.0,2023.0,8.58,6.0,590000 +25.0,1.0,5.0,1950.0,1.22,121.0,650000 +47.0,3.0,4.0,1970.0,7.37,17.0,660000 +70.4,4.0,9.0,1982.0,4.32,10.0,750000 +57.0,3.0,3.0,2015.0,1.89,22.0,1300000 +55.57,3.0,2.0,2022.0,2.38,13.0,1050273 +36.0,2.0,7.0,1980.0,3.63,12.0,570000 +79.0,4.0,1.0,2023.0,8.28,7.0,849000 +70.0,3.0,1.0,2009.0,3.62,2.0,1050000 +90.0,4.0,1.0,2009.0,3.62,2.0,1199000 +53.0,2.0,5.0,2023.0,2.25,25.0,1179600 +58.0,2.0,6.0,2019.0,1.89,19.0,1320000 +132.5,6.0,2.0,2021.0,7.03,20.0,1300000 +52.0,2.0,4.0,2005.0,2.5,23.0,930800 +51.0,3.0,1.0,2015.0,4.09,14.0,780000 +60.1,3.0,4.0,1995.0,5.49,14.0,721140 +27.47,1.0,1.0,2016.0,2.94,17.0,549400 +44.0,2.0,4.0,1960.0,6.58,22.0,550000 +62.5,3.0,11.0,2023.0,2.46,19.0,1118750 +70.4,4.0,9.0,1982.0,4.34,11.0,750000 +131.0,4.0,3.0,2000.0,4.39,16.0,1300000 +38.5,2.0,2.0,2016.0,4.38,10.0,660000 +80.0,3.0,3.0,2003.0,5.49,19.0,999000 +55.08,3.0,1.0,2023.0,4.84,5.0,795906 +63.23,3.0,1.0,2022.0,4.84,5.0,774568 +46.71,2.0,5.0,2012.0,3.41,17.0,779000 +39.5,2.0,1.0,2015.0,6.8,15.0,585000 +83.61,4.0,1.0,1882.0,0.94,180.0,1499000 +55.13,3.0,1.0,2021.0,5.23,1.0,799000 +25.0,1.0,3.0,2016.0,1.64,38.0,600000 +61.07,3.0,2.0,2005.0,5.07,5.0,820000 +42.0,2.0,3.0,2023.0,5.03,6.0,620000 +142.0,6.0,2.0,2020.0,4.45,15.0,2100000 +39.47,2.0,1.0,2015.0,6.87,14.0,585000 +31.04,5.0,1.0,2023.0,1.13,18.0,653940 +46.2,2.0,3.0,2007.0,5.09,23.0,729000 +85.0,4.0,1.0,2023.0,0.62,171.0,1285125 +31.0,1.0,1.0,2023.0,0.62,171.0,653940 +108.0,5.0,3.0,1920.0,0.92,127.0,2555000 +108.0,5.0,3.0,1899.0,0.93,126.0,2550000 +35.87,2.0,2.0,1970.0,4.05,11.0,540000 +49.1,2.0,1.0,1960.0,3.72,14.0,730000 +50.0,2.0,1.0,2022.0,5.31,10.0,850000 +50.5,2.0,9.0,1991.0,5.73,17.0,757000 +46.0,2.0,5.0,2017.0,5.31,10.0,736000 +42.43,2.0,2.0,2023.0,4.89,3.0,579000 +49.65,2.0,2.0,2018.0,4.69,8.0,750000 +66.79,3.0,1.0,2007.0,0.61,33.0,1469380 +49.65,2.0,2.0,2018.0,4.72,8.0,767000 +43.0,2.0,3.0,2015.0,2.48,18.0,850000 +66.0,3.0,1.0,1980.0,7.46,6.0,790000 +54.3,2.0,1.0,2001.0,4.06,15.0,719000 +40.14,2.0,1.0,2013.0,5.36,14.0,635000 +37.0,2.0,2.0,1960.0,6.82,25.0,435000 +64.58,3.0,3.0,2015.0,1.89,23.0,1614500 +28.68,1.0,2.0,1893.0,1.79,40.0,570000 +77.0,4.0,3.0,1993.0,4.39,15.0,1170000 +56.53,2.0,2.0,2008.0,1.72,34.0,1155000 +42.0,2.0,2.0,2022.0,4.58,3.0,798000 +50.16,2.0,5.0,2008.0,1.72,34.0,1053360 +45.41,2.0,2.0,2014.0,1.31,52.0,1225000 +64.58,3.0,3.0,2014.0,0.71,210.0,1614500 +65.05,3.0,2.0,2018.0,1.66,22.0,1360000 +30.0,1.0,6.0,1986.0,3.74,18.0,489000 +30.0,2.0,8.0,1980.0,3.17,10.0,498000 +53.9,3.0,3.0,1975.0,6.81,10.0,590000 +42.7,2.0,2.0,1999.0,7.75,1.0,550000 +87.67,3.0,1.0,2021.0,4.72,4.0,2100000 +50.0,2.0,3.0,2016.0,4.89,6.0,760000 +46.59,3.0,2.0,1975.0,2.83,15.0,749000 +50.0,2.0,2.0,2018.0,4.34,18.0,750000 +92.16,4.0,3.0,2009.0,5.86,14.0,1198000 +116.01,4.0,1.0,1960.0,2.49,14.0,1490000 +41.0,2.0,1.0,2013.0,5.21,26.0,640000 +40.14,2.0,1.0,2013.0,5.4,19.0,635000 +54.39,3.0,1.0,2016.0,4.88,6.0,849000 +41.94,2.0,1.0,2015.0,1.35,46.0,935000 +66.0,3.0,1.0,2021.0,4.13,18.0,899000 +103.4,4.0,2.0,2023.0,4.87,5.0,1964600 +50.0,3.0,1.0,2017.0,1.58,19.0,980000 +54.0,3.0,3.0,1970.0,4.07,20.0,659900 +72.0,3.0,1.0,2008.0,4.41,7.0,1140000 +66.0,3.0,2.0,2015.0,5.21,7.0,699000 +62.8,3.0,2.0,2023.0,4.91,9.0,1130000 +54.0,3.0,3.0,1970.0,4.02,20.0,660000 +47.15,2.0,7.0,2021.0,7.74,4.0,654000 +53.62,2.0,4.0,2013.0,3.62,11.0,950000 +54.0,2.0,2.0,1950.0,7.8,17.0,650000 +40.0,2.0,1.0,2015.0,7.17,12.0,585000 +68.0,3.0,1.0,2020.0,5.74,5.0,1089000 +39.47,2.0,1.0,2015.0,6.71,14.0,585000 +39.05,2.0,5.0,2023.0,4.01,0.0,600000 +46.0,2.0,6.0,2018.0,2.62,8.0,828000 +46.59,3.0,2.0,1975.0,7.51,17.0,659000 +55.0,2.0,1.0,2018.0,2.5,22.0,984500 +73.2,3.0,6.0,2012.0,1.75,19.0,1350000 +38.8,2.0,7.0,2023.0,3.65,7.0,609000 +50.0,3.0,1.0,2008.0,3.25,17.0,850000 +44.09,3.0,2.0,1970.0,6.9,24.0,699000 +37.0,2.0,5.0,1970.0,3.77,21.0,600000 +52.5,3.0,3.0,2023.0,8.77,5.0,739000 +45.0,2.0,4.0,2022.0,2.25,12.0,989000 +60.0,3.0,3.0,2019.0,5.27,6.0,965000 +61.0,3.0,5.0,1930.0,0.84,127.0,1309000 +38.5,2.0,2.0,2016.0,3.95,14.0,665000 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+57.0,3.0,7.0,1976.0,2.91,21.0,1079000 +56.2,3.0,1.0,2006.0,3.63,13.0,920000 +130.0,6.0,3.0,1899.0,0.92,127.0,2550000 +30.0,1.0,2.0,1980.0,3.52,15.0,549000 +130.0,6.0,3.0,1899.0,0.66,141.0,2550000 +66.0,3.0,1.0,2019.0,6.94,0.0,950000 +39.6,2.0,4.0,1970.0,2.78,21.0,560000 +108.54,4.0,4.0,1938.0,1.28,116.0,2550000 +83.0,3.0,1.0,1999.0,3.27,11.0,990000 +47.0,2.0,8.0,2017.0,2.43,15.0,800000 +81.0,3.0,2.0,1931.0,1.09,24.0,1560000 +60.8,3.0,6.0,2011.0,1.5,18.0,1428800 +40.84,2.0,2.0,2023.0,3.65,2.0,645272 +38.36,2.0,7.0,2022.0,2.24,19.0,985000 +70.0,4.0,2.0,1965.0,2.59,12.0,1030000 +30.0,1.0,2.0,1975.0,3.37,17.0,549000 +108.0,5.0,3.0,1899.0,0.88,123.0,2550000 +59.0,3.0,5.0,2023.0,5.03,17.0,790000 +40.0,2.0,1.0,1910.0,0.85,52.0,828000 +66.5,4.0,2.0,1975.0,2.0,16.0,1030000 +66.3,4.0,2.0,1965.0,2.03,13.0,1000030 +74.44,4.0,2.0,2022.0,3.45,4.0,946281 +44.09,2.0,2.0,1968.0,6.92,23.0,550000 +47.16,2.0,1.0,2020.0,6.56,8.0,659000 +61.05,3.0,3.0,1955.0,7.34,28.0,699000 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+74.0,3.0,12.0,2010.0,4.51,18.0,990000 +60.5,4.0,1.0,2021.0,3.66,13.0,1286000 +86.0,4.0,2.0,1990.0,7.34,28.0,975000 +40.0,2.0,3.0,2013.0,5.2,5.0,695000 +53.46,2.0,2.0,2002.0,5.21,14.0,729000 +73.74,4.0,1.0,1989.0,3.4,21.0,950000 +51.35,2.0,1.0,2016.0,7.03,13.0,664000 +38.5,2.0,7.0,2022.0,1.97,20.0,985000 +38.0,2.0,7.0,2022.0,2.15,25.0,985000 +37.8,2.0,1.0,2022.0,1.8,19.0,754210 +52.0,2.0,1.0,1992.0,3.84,2.0,1050000 +57.0,3.0,5.0,2009.0,5.23,15.0,789000 +69.0,3.0,1.0,1950.0,7.87,34.0,750000 +42.0,2.0,5.0,1920.0,1.22,121.0,920000 +77.0,3.0,4.0,2021.0,4.12,20.0,1160000 +54.93,2.0,2.0,1958.0,1.88,30.0,1250000 +85.0,4.0,4.0,2023.0,5.09,3.0,1065000 +36.09,2.0,3.0,2018.0,1.75,37.0,699000 +40.18,2.0,1.0,2020.0,1.79,10.0,899000 +47.5,3.0,3.0,1979.0,1.12,15.0,760000 +39.05,2.0,5.0,2023.0,4.59,1.0,615000 +66.3,4.0,2.0,1975.0,3.73,1.0,1030000 +103.0,4.0,2.0,1912.0,1.77,32.0,1800000 +44.65,2.0,5.0,2015.0,1.71,11.0,1200000 +66.4,3.0,2.0,1995.0,4.09,14.0,799000 +32.84,2.0,3.0,2022.0,4.47,12.0,535000 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+70.23,3.0,3.0,1890.0,1.36,85.0,731157 +86.69,5.0,3.0,1890.0,1.36,85.0,944921 +47.33,2.0,12.0,2023.0,3.15,10.0,830000 +63.0,3.0,5.0,1995.0,3.8,15.0,799000 +107.5,5.0,1.0,2023.0,1.59,25.0,1819000 +38.0,2.0,5.0,1960.0,7.89,21.0,499000 +36.0,2.0,3.0,2015.0,5.72,1.0,615000 +78.0,3.0,2.0,2010.0,3.23,6.0,1258000 +81.0,3.0,4.0,1930.0,0.35,147.0,1960000 +46.4,3.0,1.0,1970.0,3.06,7.0,630000 +74.0,3.0,6.0,2014.0,1.58,19.0,1820000 +41.0,2.0,1.0,2023.0,5.31,2.0,599000 +54.5,3.0,7.0,1976.0,4.87,5.0,795000 +98.0,4.0,6.0,2020.0,2.75,2.0,1959000 +41.94,2.0,1.0,2015.0,1.75,37.0,923000 +81.23,3.0,2.0,2022.0,1.5,18.0,2070000 +150.0,5.0,4.0,1920.0,0.71,91.0,1950000 +39.0,2.0,5.0,1960.0,7.41,27.0,504000 +60.0,2.0,5.0,1990.0,3.23,7.0,750000 +120.0,4.0,6.0,2012.0,1.76,22.0,1890000 +55.55,3.0,1.0,2021.0,3.57,5.0,994345 +64.0,3.0,3.0,2016.0,1.88,22.0,1300000 +115.0,5.0,2.0,1900.0,0.85,23.0,1780000 +57.0,2.0,3.0,2008.0,1.5,30.0,1300000 +40.41,2.0,1.0,1973.0,7.01,22.0,580000 +74.0,3.0,2.0,2012.0,5.3,10.0,910000 +36.0,2.0,3.0,2016.0,1.81,18.0,699000 +68.14,4.0,4.0,2022.0,5.11,2.0,860000 +66.3,4.0,2.0,1965.0,2.03,13.0,1030000 +117.0,4.0,3.0,2009.0,1.39,66.0,2500000 +114.0,4.0,1.0,1937.0,1.59,49.0,1895000 +64.1,2.0,2.0,2018.0,7.82,6.0,910000 +68.2,3.0,1.0,1950.0,1.28,69.0,1190000 +98.81,4.0,4.0,1926.0,0.72,73.0,1870000 +124.0,4.0,5.0,2007.0,3.34,12.0,2500000 +43.79,2.0,4.0,2016.0,1.43,16.0,1120000 +46.17,2.0,4.0,2001.0,5.2,22.0,620000 +34.0,2.0,1.0,1920.0,1.15,24.0,660000 +27.21,1.0,8.0,2022.0,1.73,13.0,729000 +115.97,4.0,3.0,1890.0,1.4,65.0,1999000 +70.0,4.0,2.0,1965.0,3.73,1.0,1030000 +101.95,4.0,4.0,2023.0,3.4,9.0,2497775 +40.28,2.0,2.0,2013.0,1.84,27.0,1050000 +123.27,4.0,2.0,2022.0,1.99,5.0,2588670 +133.9,4.0,1.0,2016.0,2.99,20.0,2800000 +126.0,5.0,2.0,2022.0,6.44,0.0,1877400 +103.0,3.0,2.0,1928.0,0.94,180.0,2300000 +40.28,2.0,2.0,2014.0,1.82,30.0,1050000 +26.58,1.0,1.0,2018.0,1.77,9.0,690000 +50.14,2.0,2.0,2016.0,0.43,88.0,1350000 +35.88,3.0,3.0,1890.0,1.36,85.0,409032 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+48.61,2.0,3.0,1960.0,7.12,30.0,575000 +44.97,3.0,1.0,2022.0,4.36,6.0,760500 +109.0,5.0,1.0,1930.0,0.85,188.0,2850000 +75.7,3.0,3.0,2016.0,1.67,14.0,1968200 +45.0,3.0,1.0,2021.0,4.3,6.0,760500 +123.14,6.0,4.0,2020.0,0.99,179.0,2600000 +52.0,3.0,3.0,1981.0,4.72,13.0,699000 +58.32,3.0,3.0,1978.0,5.17,13.0,699000 +79.0,4.0,4.0,2020.0,3.92,25.0,1280000 +51.0,2.0,2.0,2018.0,5.05,8.0,750000 +55.55,3.0,1.0,2022.0,3.64,5.0,994345 +45.0,3.0,1.0,2022.0,4.29,6.0,760500 +132.82,6.0,4.0,1850.0,1.23,110.0,2600000 +45.0,3.0,1.0,2022.0,3.99,2.0,760500 +35.0,2.0,1.0,2022.0,2.56,12.0,699000 +46.0,2.0,2.0,2014.0,1.46,48.0,1250000 +59.0,3.0,3.0,1922.0,0.6,142.0,1499000 +49.1,2.0,5.0,2020.0,0.67,151.0,1104700 +114.0,4.0,3.0,2010.0,1.5,10.0,1799000 +109.0,4.0,1.0,1906.0,0.58,67.0,1960000 +44.0,2.0,4.0,2016.0,1.27,21.0,1200000 +148.0,6.0,3.0,1893.0,1.11,74.0,1800000 +126.7,5.0,1.0,2019.0,4.36,7.0,2110000 +67.5,2.0,4.0,2008.0,1.26,57.0,1500000 +90.14,3.0,5.0,2019.0,0.88,194.0,1938010 +82.52,4.0,1.0,1890.0,0.64,113.0,1743000 +93.68,3.0,1.0,1909.0,0.37,143.0,1860000 +76.0,3.0,10.0,2013.0,3.37,17.0,1179000 +42.93,2.0,1.0,2021.0,0.16,110.0,1097000 +43.06,3.0,3.0,2021.0,4.9,3.0,813834 +90.0,3.0,5.0,2018.0,1.8,29.0,1667520 +75.0,3.0,4.0,2022.0,1.78,13.0,2025000 +114.0,4.0,4.0,1912.0,1.5,9.0,1899000 +132.0,5.0,2.0,2007.0,5.29,10.0,1950000 +75.0,3.0,4.0,2021.0,1.79,16.0,1870000 +62.0,3.0,3.0,1993.0,2.62,21.0,780000 +82.98,3.0,4.0,2015.0,2.14,14.0,2000000 +56.0,3.0,4.0,2012.0,6.08,6.0,710000 +74.8,3.0,4.0,2022.0,1.75,15.0,2019600 +113.5,5.0,1.0,1915.0,1.0,177.0,1816000 +73.16,3.0,3.0,1909.0,0.69,18.0,1890000 +123.19,6.0,4.0,2020.0,0.98,181.0,2600000 +32.98,1.0,2.0,2021.0,2.25,12.0,808010 +123.19,6.0,4.0,2021.0,0.72,212.0,2650000 +34.59,2.0,4.0,2022.0,1.7,30.0,916635 +52.71,3.0,3.0,1978.0,4.64,14.0,737900 +114.0,6.0,4.0,1910.0,1.39,11.0,1799000 +50.0,2.0,1.0,1972.0,5.25,13.0,689000 +98.0,3.0,3.0,2008.0,1.15,94.0,1990000 +102.67,3.0,2.0,1928.0,0.93,183.0,2300000 +46.0,2.0,2.0,2014.0,1.3,50.0,1250000 +55.55,3.0,1.0,2022.0,3.75,3.0,994345 +105.0,5.0,5.0,1928.0,0.69,115.0,2500000 +94.2,3.0,3.0,1915.0,1.13,91.0,2355000 +113.5,5.0,1.0,1915.0,1.13,91.0,2837500 +137.0,5.0,1.0,2019.0,4.53,7.0,2055000 +100.0,4.0,1.0,1900.0,1.1,76.0,2600000 +33.8,1.0,2.0,2020.0,1.89,26.0,828100 +37.9,2.0,1.0,2022.0,5.11,5.0,754210 +114.0,5.0,2.0,2017.0,1.45,41.0,1760000 +81.5,3.0,3.0,2002.0,7.6,8.0,850000 +59.07,2.0,1.0,1956.0,1.52,18.0,850000 +52.25,3.0,3.0,1976.0,7.25,23.0,739000 +42.15,2.0,5.0,2018.0,6.37,21.0,780000 +33.0,2.0,1.0,1980.0,5.07,8.0,469000 +54.0,2.0,2.0,1950.0,2.22,15.0,949900 +47.0,3.0,3.0,1950.0,3.5,13.0,790000 +53.0,3.0,1.0,1980.0,4.44,13.0,795000 +26.02,1.0,3.0,2019.0,2.95,8.0,535000 +41.3,2.0,3.0,2012.0,4.14,15.0,670000 +48.35,2.0,2.0,2017.0,5.48,4.0,777000 +35.88,3.0,3.0,1890.0,1.36,85.0,399000 +53.8,3.0,1.0,2014.0,7.79,0.0,699000 +32.8,2.0,5.0,2020.0,2.12,4.0,902000 +33.8,2.0,2.0,2020.0,2.1,7.0,895700 +43.9,3.0,9.0,1969.0,3.9,22.0,565000 +44.0,2.0,5.0,2014.0,3.14,12.0,809000 +129.5,6.0,1.0,1886.0,1.18,89.0,2693600 +48.0,3.0,3.0,2008.0,5.31,24.0,760000 +55.0,2.0,2.0,2000.0,7.51,13.0,680000 +70.89,3.0,3.0,1965.0,7.34,28.0,950000 +39.5,2.0,4.0,1962.0,3.64,14.0,529000 +104.0,5.0,2.0,1930.0,2.4,16.0,2199000 +41.5,2.0,3.0,2010.0,1.3,21.0,790000 +40.0,2.0,4.0,1980.0,6.7,20.0,659000 +48.8,2.0,1.0,2018.0,5.15,4.0,1019920 +44.04,2.0,5.0,2018.0,5.77,9.0,695000 +48.27,3.0,3.0,2007.0,5.28,24.0,760000 +78.66,3.0,7.0,2017.0,3.28,0.0,1590000 +41.0,2.0,5.0,2023.0,5.38,5.0,738000 +70.06,4.0,4.0,2022.0,3.01,15.0,1399000 +70.6,3.0,3.0,1880.0,1.63,37.0,1385000 +48.1,3.0,1.0,1973.0,1.51,58.0,949000 +64.59,2.0,1.0,1998.0,4.69,17.0,960000 +46.5,2.0,3.0,2007.0,5.09,23.0,729000 +28.0,1.0,1.0,2020.0,3.51,11.0,540000 +61.73,3.0,4.0,2009.0,3.29,12.0,1075000 +74.44,4.0,2.0,2022.0,3.99,2.0,946281 +74.0,3.0,1.0,2022.0,5.9,7.0,1180000 +35.0,2.0,1.0,1930.0,0.54,134.0,950000 +49.89,2.0,2.0,2003.0,5.02,25.0,749000 +48.57,2.0,1.0,2019.0,6.91,0.0,715000 +92.0,4.0,5.0,2021.0,5.83,6.0,1270000 +32.78,2.0,3.0,2016.0,7.42,9.0,531000 +33.0,2.0,3.0,2016.0,7.33,11.0,545000 +51.5,2.0,5.0,2008.0,4.51,9.0,824000 +50.97,3.0,4.0,2010.0,5.06,4.0,699000 +56.9,3.0,7.0,1978.0,2.83,22.0,990000 +31.5,1.0,2.0,2001.0,4.04,19.0,459000 +44.23,3.0,10.0,2019.0,4.71,7.0,720000 +63.01,3.0,4.0,2003.0,4.23,15.0,799000 +26.0,1.0,1.0,1988.0,4.17,28.0,430000 +64.0,3.0,1.0,1992.0,4.1,15.0,740000 +69.0,3.0,1.0,2004.0,4.82,1.0,1200000 +50.0,3.0,2.0,1985.0,4.03,17.0,845000 +43.13,2.0,4.0,2018.0,5.43,8.0,739000 +41.3,2.0,3.0,2012.0,4.2,15.0,670000 +26.57,1.0,3.0,2023.0,8.61,6.0,550000 +45.41,3.0,2.0,1952.0,7.03,25.0,649000 +46.76,2.0,3.0,1926.0,2.94,10.0,649000 +36.0,2.0,2.0,2023.0,4.06,1.0,535000 +34.0,2.0,14.0,2002.0,3.83,17.0,610000 +57.0,3.0,3.0,2012.0,5.22,25.0,829000 +32.0,2.0,5.0,2023.0,7.25,18.0,559000 +34.5,2.0,2.0,2010.0,1.91,27.0,768000 +36.23,2.0,10.0,2018.0,4.68,10.0,659998 +72.0,4.0,5.0,1937.0,0.72,31.0,899000 +53.0,3.0,1.0,1984.0,4.94,11.0,749000 +47.0,2.0,1.0,2021.0,7.18,12.0,820000 +49.0,3.0,6.0,1979.0,6.81,10.0,720000 +48.1,3.0,1.0,1973.0,1.18,143.0,949000 +48.0,3.0,1.0,1973.0,1.62,51.0,949000 +34.05,1.0,1.0,2004.0,4.8,6.0,499000 +53.25,3.0,3.0,2014.0,5.38,25.0,949000 +54.5,2.0,2.0,2002.0,7.53,13.0,680000 +105.0,3.0,1.0,1935.0,2.32,16.0,1649000 +58.1,3.0,3.0,2016.0,2.32,16.0,1250000 +41.0,2.0,9.0,1980.0,3.82,13.0,680000 +31.0,1.0,1.0,2011.0,2.99,20.0,739000 +60.66,2.0,3.0,2017.0,9.43,0.0,795000 +41.0,2.0,2.0,2003.0,8.78,7.0,563000 +71.8,3.0,1.0,1995.0,3.8,17.0,1050000 +42.0,2.0,5.0,1970.0,4.4,16.0,610000 +62.5,3.0,4.0,2019.0,4.97,6.0,980000 +61.0,3.0,1.0,2004.0,6.83,7.0,780000 +36.0,2.0,2.0,2003.0,4.84,10.0,530000 +45.0,2.0,1.0,2014.0,7.04,4.0,688950 +36.04,2.0,2.0,2004.0,4.71,13.0,530000 +46.38,2.0,1.0,1962.0,9.67,9.0,650000 +48.0,2.0,1.0,2011.0,6.13,7.0,682000 +31.5,2.0,4.0,2023.0,1.56,35.0,615000 +93.0,4.0,2.0,2001.0,6.17,1.0,998000 +61.34,3.0,2.0,2008.0,6.13,7.0,780000 +39.42,2.0,11.0,1978.0,3.24,8.0,459000 +44.4,3.0,2.0,1978.0,3.98,14.0,640000 +65.0,2.0,1.0,2000.0,4.72,28.0,960000 +40.0,2.0,5.0,1935.0,2.0,26.0,450000 +55.0,2.0,1.0,1955.0,5.11,3.0,680000 +62.57,3.0,3.0,2019.0,1.04,21.0,1063000 +46.76,2.0,14.0,2022.0,4.09,11.0,1050000 +53.0,3.0,1.0,1980.0,5.79,1.0,749000 +55.95,2.0,5.0,1962.0,0.76,33.0,900000 +30.5,2.0,3.0,2019.0,5.12,4.0,713000 +50.0,2.0,2.0,2011.0,3.25,17.0,890000 +61.73,3.0,4.0,2013.0,3.46,6.0,1090000 +50.0,2.0,4.0,2007.0,1.89,8.0,749000 +31.73,1.0,2.0,1950.0,7.52,27.0,445000 +36.5,2.0,1.0,1970.0,4.33,9.0,530000 +41.59,2.0,2.0,2015.0,8.83,0.0,555000 +51.71,2.0,3.0,2022.0,6.78,5.0,795000 +43.0,2.0,1.0,1955.0,7.33,27.0,685000 +33.1,2.0,3.0,2016.0,7.42,9.0,531000 +41.0,2.0,1.0,2008.0,3.35,18.0,679000 +70.59,3.0,3.0,1937.0,1.77,36.0,1385000 +41.0,2.0,3.0,2018.0,2.17,21.0,710000 +45.22,2.0,4.0,2016.0,4.87,5.0,775000 +61.1,3.0,2.0,2019.0,4.25,2.0,977000 +41.13,2.0,3.0,2024.0,4.1,1.0,562916 +45.2,2.0,5.0,2008.0,4.76,9.0,720000 +46.32,3.0,1.0,2016.0,8.19,0.0,790000 +58.5,2.0,3.0,2017.0,2.55,18.0,890000 +50.14,2.0,4.0,2008.0,4.37,8.0,775000 +35.77,2.0,7.0,2023.0,3.24,14.0,677800 +64.42,3.0,5.0,2023.0,3.24,14.0,1069000 +64.48,3.0,5.0,2023.0,3.24,14.0,1069200 +31.0,1.0,2.0,1920.0,0.92,140.0,590000 +37.64,2.0,5.0,1965.0,7.85,21.0,505000 +42.0,2.0,3.0,2011.0,1.36,19.0,800000 +53.61,3.0,1.0,2024.0,6.0,3.0,836316 +57.45,3.0,1.0,2017.0,3.08,14.0,1206450 +37.64,2.0,5.0,1957.0,8.01,22.0,514000 +120.0,4.0,3.0,2000.0,1.14,94.0,1300000 +40.81,2.0,1.0,2023.0,3.08,8.0,699000 +37.0,2.0,3.0,1998.0,3.59,1.0,549000 +68.4,3.0,3.0,1929.0,1.1,118.0,1475000 +25.5,1.0,3.0,1965.0,2.74,24.0,459000 +40.0,2.0,1.0,1965.0,9.48,9.0,633150 +43.6,3.0,1.0,2017.0,6.46,10.0,690000 +31.0,1.0,3.0,1930.0,1.45,41.0,550000 +37.9,2.0,1.0,2022.0,5.18,4.0,754210 +54.78,3.0,1.0,2023.0,2.9,7.0,1122990 +102.0,4.0,4.0,2023.0,2.9,7.0,2497775 +45.0,2.0,3.0,2012.0,5.84,3.0,680000 +41.5,2.0,3.0,2011.0,1.23,27.0,790000 +37.0,2.0,5.0,1960.0,2.22,27.0,580000 +33.61,1.0,3.0,2014.0,5.24,3.0,509000 +48.06,3.0,4.0,2021.0,8.64,4.0,735000 +39.17,2.0,3.0,1958.0,2.62,30.0,649000 +54.0,2.0,1.0,1999.0,6.8,7.0,820000 +63.0,3.0,3.0,2000.0,3.18,12.0,810000 +131.0,6.0,3.0,1903.0,0.77,56.0,2440000 +54.68,2.0,2.0,2001.0,7.42,13.0,680000 +48.27,3.0,4.0,2003.0,4.84,10.0,650000 +66.34,4.0,1.0,2022.0,4.02,4.0,1090000 +55.0,3.0,2.0,1984.0,3.27,22.0,770000 +48.0,3.0,9.0,1973.0,4.07,10.0,619000 +56.0,4.0,3.0,1974.0,6.49,3.0,838000 +50.1,2.0,2.0,2008.0,4.53,4.0,729000 +51.66,3.0,3.0,2023.0,4.04,1.0,799000 +62.8,3.0,2.0,1992.0,3.95,11.0,829000 +43.37,2.0,2.0,2014.0,1.84,27.0,1099000 +53.31,3.0,2.0,2022.0,5.02,8.0,779000 +63.05,3.0,1.0,2018.0,4.43,12.0,857000 +45.0,2.0,1.0,2008.0,3.39,9.0,675000 +131.0,6.0,2.0,1885.0,0.68,68.0,2440000 +44.0,2.0,5.0,2014.0,3.12,13.0,809000 +36.4,2.0,3.0,2016.0,1.3,51.0,977000 +45.0,2.0,2.0,2023.0,4.19,6.0,675000 +56.5,3.0,3.0,1980.0,7.0,18.0,699000 +68.06,3.0,6.0,2003.0,7.44,12.0,745000 +125.0,6.0,3.0,2004.0,4.84,19.0,1599000 +34.17,1.0,1.0,2013.0,4.71,10.0,570000 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+65.0,3.0,1.0,1930.0,3.57,9.0,730000 +49.0,3.0,6.0,1960.0,2.15,25.0,830000 +66.1,3.0,9.0,1979.0,6.01,21.0,959000 +49.0,2.0,3.0,1920.0,0.5,129.0,1104700 +94.0,5.0,1.0,2022.0,1.62,19.0,1800000 +61.32,3.0,3.0,2019.0,5.12,4.0,1100000 +73.11,4.0,6.0,2024.0,2.17,6.0,1669000 +25.0,1.0,2.0,2013.0,1.52,18.0,650000 +41.0,2.0,7.0,2023.0,3.92,5.0,679000 +74.8,4.0,1.0,2011.0,6.6,0.0,975000 +42.1,2.0,5.0,2000.0,4.98,12.0,555000 +62.52,3.0,3.0,2020.0,6.81,16.0,1080000 +142.0,6.0,3.0,1993.0,1.93,27.0,1550000 +55.55,3.0,1.0,2022.0,3.6,5.0,938795 +34.41,2.0,1.0,2022.0,2.56,12.0,679000 +58.67,3.0,5.0,2023.0,1.52,18.0,1290000 +55.0,3.0,2.0,1953.0,7.04,18.0,745000 +35.0,2.0,3.0,1980.0,7.82,6.0,460000 +32.12,2.0,3.0,2023.0,5.35,4.0,585000 +62.0,3.0,9.0,1980.0,4.32,10.0,739000 +39.38,2.0,4.0,2023.0,3.68,5.0,695000 +27.0,1.0,3.0,2023.0,8.7,4.0,559000 +78.23,3.0,2.0,1939.0,2.03,24.0,1200000 +45.2,2.0,1.0,2014.0,9.08,7.0,660000 +54.35,2.0,10.0,2018.0,2.98,4.0,885000 +63.0,3.0,3.0,1915.0,1.16,16.0,1150000 +47.82,2.0,2.0,2023.0,2.31,15.0,925000 +34.0,2.0,1.0,2023.0,4.02,0.0,640000 +72.4,4.0,4.0,1996.0,5.25,16.0,868800 +41.92,2.0,7.0,2023.0,4.54,7.0,660000 +36.77,2.0,1.0,2018.0,0.87,21.0,774900 +46.82,2.0,1.0,2005.0,4.87,6.0,670000 +46.8,2.0,4.0,2015.0,1.36,40.0,1199000 +50.0,2.0,2.0,1997.0,4.99,13.0,750000 +30.73,1.0,3.0,2019.0,7.48,6.0,549000 +26.7,1.0,4.0,1963.0,9.33,5.0,395000 +49.0,3.0,2.0,2013.0,7.76,1.0,829000 +57.0,4.0,3.0,1976.0,5.32,16.0,750000 +93.0,4.0,3.0,2000.0,3.84,5.0,990000 +40.6,2.0,4.0,2018.0,4.37,19.0,649000 +43.0,2.0,1.0,1950.0,7.5,28.0,685000 +36.8,2.0,2.0,1953.0,7.47,29.0,534000 +55.57,3.0,2.0,2022.0,2.03,20.0,1105843 +55.0,3.0,2.0,1953.0,1.02,122.0,745000 +32.16,1.0,5.0,1975.0,4.9,13.0,440000 +44.8,2.0,5.0,1970.0,4.52,10.0,610000 +100.0,4.0,1.0,2003.0,2.99,13.0,1950000 +71.18,3.0,7.0,2008.0,5.55,11.0,850000 +29.5,1.0,3.0,2008.0,4.23,12.0,475000 +54.51,3.0,1.0,1973.0,4.83,6.0,928000 +45.27,2.0,3.0,2000.0,4.6,19.0,629000 +34.0,2.0,4.0,2019.0,7.2,16.0,475000 +35.0,3.0,1.0,1960.0,3.41,12.0,560000 +65.11,3.0,5.0,2023.0,5.52,4.0,1200000 +100.0,4.0,1.0,2023.0,4.74,3.0,1200000 +53.31,3.0,2.0,2022.0,4.98,10.0,779000 +47.0,3.0,2.0,2024.0,7.55,7.0,620000 +50.0,2.0,4.0,2000.0,3.98,14.0,580000 +35.0,1.0,4.0,1985.0,4.98,7.0,449000 +38.9,2.0,4.0,1939.0,1.03,43.0,871825 +64.59,2.0,1.0,2002.0,4.63,16.0,960000 +58.07,3.0,1.0,2019.0,2.89,17.0,1219470 +57.45,3.0,1.0,2019.0,2.89,17.0,1206450 +55.0,2.0,2.0,2000.0,5.98,6.0,680000 +38.0,2.0,7.0,2013.0,1.5,18.0,739100 +53.74,2.0,1.0,2015.0,0.99,24.0,990000 +43.0,2.0,3.0,2015.0,2.47,14.0,820000 +65.0,2.0,1.0,2000.0,4.69,21.0,960000 +70.06,3.0,2.0,2023.0,4.56,6.0,875750 +50.25,2.0,3.0,2023.0,5.29,3.0,722682 +35.94,2.0,5.0,2018.0,1.75,37.0,860000 +45.0,3.0,1.0,2021.0,3.51,4.0,760500 +65.6,3.0,2.0,2023.0,3.75,3.0,1190000 +41.21,2.0,2.0,2023.0,3.49,7.0,699000 +52.5,3.0,1.0,1979.0,4.54,17.0,630000 +45.0,3.0,3.0,2000.0,4.53,15.0,629000 +73.0,3.0,4.0,1950.0,6.95,21.0,915000 +50.0,2.0,10.0,2008.0,5.06,8.0,689000 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+54.76,3.0,3.0,2013.0,5.31,10.0,849000 +65.05,3.0,2.0,2018.0,1.66,22.0,1350000 +50.0,2.0,3.0,2016.0,4.89,6.0,759900 +92.16,5.0,3.0,2009.0,5.86,14.0,1198000 +41.53,2.0,5.0,2014.0,5.79,3.0,720000 +38.5,2.0,2.0,2016.0,3.95,14.0,650000 +51.0,2.0,4.0,2021.0,2.25,25.0,1198500 +54.0,3.0,4.0,1975.0,7.31,13.0,640000 +57.0,3.0,7.0,1970.0,2.78,21.0,850000 +62.0,2.0,3.0,1870.0,1.81,39.0,749000 +43.06,3.0,3.0,2022.0,5.25,5.0,813834 +62.0,3.0,4.0,2009.0,3.3,10.0,1075000 +50.0,2.0,3.0,2014.0,5.72,12.0,679900 +45.22,2.0,1.0,2013.0,5.02,4.0,723000 +115.8,6.0,3.0,2003.0,3.89,18.0,1550000 +139.0,4.0,3.0,1932.0,1.38,82.0,1760000 +34.47,2.0,1.0,2020.0,2.43,20.0,666824 +57.0,3.0,7.0,1978.0,2.88,23.0,990000 +42.0,2.0,1.0,2022.0,5.54,7.0,670000 +66.0,4.0,1.0,2022.0,5.34,4.0,899000 +58.8,2.0,14.0,2022.0,4.15,12.0,1350000 +79.46,3.0,3.0,2005.0,4.36,18.0,830000 +49.54,3.0,2.0,1985.0,7.53,8.0,679000 +45.3,2.0,1.0,1978.0,5.17,13.0,620000 +61.74,3.0,4.0,2009.0,3.46,6.0,1075000 +70.0,5.0,1.0,1950.0,3.03,11.0,815000 +48.43,3.0,3.0,2022.0,8.5,2.0,599000 +36.09,2.0,3.0,2018.0,1.81,18.0,860000 +40.0,2.0,3.0,2013.0,5.2,5.0,694000 +61.73,3.0,4.0,2009.0,3.39,6.0,1075000 +52.0,2.0,1.0,1992.0,3.84,2.0,1000000 +71.09,3.0,6.0,2017.0,2.35,12.0,1343000 +67.0,3.0,4.0,1999.0,1.14,31.0,1090000 +40.0,2.0,7.0,2023.0,4.56,10.0,600000 +59.0,2.0,2.0,1950.0,2.61,16.0,949900 +48.0,2.0,4.0,1999.0,4.2,11.0,660000 +28.0,2.0,5.0,1910.0,1.45,64.0,450000 +63.34,4.0,4.0,2012.0,0.53,145.0,950000 +31.0,2.0,3.0,2019.0,5.08,4.0,713000 +89.48,4.0,2.0,1992.0,4.71,4.0,899999 +74.0,4.0,1.0,1980.0,3.32,22.0,950000 +73.74,4.0,1.0,1980.0,3.18,23.0,950000 +52.0,2.0,1.0,1992.0,3.08,5.0,1000000 +77.68,3.0,3.0,2023.0,4.9,1.0,924392 +81.23,3.0,2.0,2022.0,1.5,18.0,2112000 +73.0,3.0,1.0,2021.0,6.05,6.0,1180000 +39.0,2.0,5.0,1960.0,7.41,27.0,495000 +32.94,2.0,2.0,1921.0,1.45,42.0,800000 +87.0,4.0,2.0,2021.0,7.02,5.0,1390000 +76.0,4.0,1.0,2018.0,2.46,19.0,2055000 +73.6,3.0,1.0,2023.0,5.34,4.0,1119000 +33.0,2.0,1.0,1920.0,1.15,24.0,660000 +62.0,3.0,3.0,1993.0,2.64,20.0,780000 +55.36,3.0,1.0,2023.0,3.55,6.0,990944 +45.0,2.0,3.0,1936.0,1.65,35.0,949000 +139.0,6.0,1.0,2021.0,4.68,9.0,2500000 +61.15,3.0,5.0,1930.0,0.94,89.0,1309000 +55.55,3.0,1.0,2023.0,3.73,3.0,994345 +45.0,3.0,1.0,2022.0,4.17,5.0,760500 +46.0,2.0,4.0,2015.0,1.69,36.0,900000 +61.15,3.0,5.0,1930.0,0.85,140.0,1309000 +55.62,3.0,1.0,2022.0,2.03,20.0,1106838 +140.0,6.0,1.0,2021.0,4.66,9.0,3000000 +46.0,2.0,4.0,1920.0,1.82,30.0,899000 +44.0,2.0,4.0,2016.0,1.27,21.0,1120000 +58.96,4.0,4.0,2008.0,7.39,12.0,750000 +67.5,2.0,4.0,2008.0,1.25,58.0,1475000 +48.75,2.0,7.0,2019.0,4.61,4.0,950000 +57.78,3.0,13.0,2022.0,4.15,12.0,1120000 +120.21,5.0,1.0,2020.0,3.88,0.0,1550000 +89.67,4.0,6.0,1952.0,0.8,121.0,2500000 +68.0,2.0,10.0,2010.0,2.96,24.0,980000 +114.0,4.0,1.0,2023.0,4.04,1.0,2790000 +62.0,3.0,7.0,2021.0,3.75,15.0,1500000 +41.0,2.0,6.0,2023.0,3.92,5.0,799000 +77.0,3.0,5.0,2010.0,2.85,17.0,1350000 +43.6,3.0,1.0,2017.0,6.83,7.0,649000 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+59.07,2.0,1.0,1956.0,1.52,18.0,1063260 diff --git a/neural network.py b/neural network.py new file mode 100644 index 0000000..4cb2488 --- /dev/null +++ b/neural network.py @@ -0,0 +1,38 @@ +import pandas as pd +import math +from sklearn.model_selection import train_test_split +from sklearn.preprocessing import StandardScaler +from keras.models import Sequential +from keras.layers import Dense +from sklearn import metrics + + +df = pd.read_csv('data.csv') + +scaler = StandardScaler() +X = scaler.fit_transform(df.iloc[:, :-1]) +y = df.iloc[:, -1] + +X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state=42) +print("Podzielono zbiór na {} rekordów uczących i {} rekordów testowych".format(len(y_train), len(y_test))) + +model = Sequential() +model.add(Dense(32, activation='relu', input_dim=(X_train.shape[1]))) +model.add(Dense(32, activation='relu')) +model.add(Dense(1, activation='linear')) +print("Stworzono sieć neuronową: \n") +model.summary() +model.compile(optimizer='adam', loss='mean_squared_error', metrics=["mae"]) + +epochs = 1500 +model.fit(X_train, y_train, epochs=epochs, validation_data=(X_test, y_test)) + +print("Zakończono trenowanie sieci neuronowej z wykorzystaniem biblioteki Keras.") + +predicted_prices = model.predict(X_test) + +rmse = math.sqrt(metrics.mean_squared_error(y_test, predicted_prices)) +mae = metrics.mean_absolute_error(y_test, predicted_prices) + +print('RMSE: {:.2f} zł'.format(rmse)) +print('MAE: {:.2f} zł'.format(mae)) \ No newline at end of file diff --git a/regression (linear and Random Forest Tree).py b/regression (linear and Random Forest Tree).py new file mode 100644 index 0000000..26b977c --- /dev/null +++ b/regression (linear and Random Forest Tree).py @@ -0,0 +1,38 @@ +import pandas as pd +import math +from sklearn.model_selection import train_test_split +from sklearn.preprocessing import StandardScaler +from sklearn.linear_model import LinearRegression +from sklearn.ensemble import RandomForestRegressor +from sklearn import metrics + +df = pd.read_csv('data.csv') + +scaler = StandardScaler() +X = scaler.fit_transform(df.iloc[:, :-1]) +y = df.iloc[:, -1] + +X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state=42) +print("Podzielono zbiór na {} rekordów uczących i {} rekordów testowych".format(len(y_train), len(y_test))) + +regressor_lin = LinearRegression() +regressor_lin.fit(X_train, y_train) +print("\nWyuczono model regresjii liniowej:") +predicted_prices_lin = regressor_lin.predict(X_test) + +rmse_lin = math.sqrt(metrics.mean_squared_error(y_test, predicted_prices_lin)) +mae_lin = metrics.mean_absolute_error(y_test, predicted_prices_lin) + +print('RMSE: {:.2f} zł'.format(rmse_lin)) +print('MAE: {:.2f} zł'.format(mae_lin)) + +regressor_RF = RandomForestRegressor(random_state=8) +regressor_RF.fit(X_train, y_train) +print("\nWyuczono model regresji drzew Random Forest:") +predicted_prices_RF = regressor_RF.predict(X_test) + +rmse_RF = math.sqrt(metrics.mean_squared_error(y_test, predicted_prices_RF)) +mae_RF = metrics.mean_absolute_error(y_test, predicted_prices_RF) + +print('RMSE: {:.2f} zł'.format(rmse_RF)) +print('MAE: {:.2f} zł'.format(mae_RF)) diff --git a/scraper.py b/scraper.py new file mode 100644 index 0000000..b2401c0 --- /dev/null +++ b/scraper.py @@ -0,0 +1,35 @@ +import pandas as pd + +df_2311 = pd.read_csv('archive/apartments_pl_2023_11.csv') +df_2312 = pd.read_csv('archive/apartments_pl_2023_12.csv') +df_2401 = pd.read_csv('archive/apartments_pl_2024_01.csv') +df_2402 = pd.read_csv('archive/apartments_pl_2024_02.csv') + + +def pull_krakow(df): + df_krakow = df[df["city"] == 'krakow'] + return df_krakow + + +df_2311 = pull_krakow(df_2311) +df_2312 = pull_krakow(df_2312) +df_2401 = pull_krakow(df_2401) +df_2402 = pull_krakow(df_2402) + +df_concatenated = pd.concat([df_2311, df_2312, df_2401, df_2402], ignore_index=True) + +sum = len(df_2311) + len(df_2312) + len(df_2401) + len(df_2402) +print(sum) + +df_no_duplicates = df_concatenated.drop_duplicates(subset = ["squareMeters", "rooms", "floor", "centreDistance", "price"]) +print(len(df_no_duplicates)) + +df_selected_columns = df_no_duplicates[["squareMeters", "rooms", "floor", "buildYear", "centreDistance", "poiCount", "price"]] + +df_na_dropped = df_selected_columns.dropna() + +print(len(df_na_dropped)) + +df_na_dropped.to_csv('data.csv', index=False) + +print("Dane zapisane do data.csv.") \ No newline at end of file