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ajout demo1

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demo/1
ludovic.castglia 5 months ago
parent 5f14d8eb00
commit 14726373ba
3 changed files with 608 additions and 2 deletions
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546
data/maison.csv
Unescape View File

@ -0,0 +1,546 @@
price,area,bedrooms,bathrooms,stories,mainroad,guestroom,basement,hotwaterheating,airconditioning,parking,prefarea,furnishingstatus
13300000,7420,4,2,3,yes,no,no,no,yes,2,yes,furnished
12250000,8960,4,4,4,yes,no,no,no,yes,3,no,furnished
12250000,9960,3,2,2,yes,no,yes,no,no,2,yes,semi-furnished
12215000,7500,4,2,2,yes,no,yes,no,yes,3,yes,furnished
11410000,7420,4,1,2,yes,yes,yes,no,yes,2,no,furnished
10850000,7500,3,3,1,yes,no,yes,no,yes,2,yes,semi-furnished
10150000,8580,4,3,4,yes,no,no,no,yes,2,yes,semi-furnished
10150000,16200,5,3,2,yes,no,no,no,no,0,no,unfurnished
9870000,8100,4,1,2,yes,yes,yes,no,yes,2,yes,furnished
9800000,5750,3,2,4,yes,yes,no,no,yes,1,yes,unfurnished
9800000,13200,3,1,2,yes,no,yes,no,yes,2,yes,furnished
9681000,6000,4,3,2,yes,yes,yes,yes,no,2,no,semi-furnished
9310000,6550,4,2,2,yes,no,no,no,yes,1,yes,semi-furnished
9240000,3500,4,2,2,yes,no,no,yes,no,2,no,furnished
9240000,7800,3,2,2,yes,no,no,no,no,0,yes,semi-furnished
9100000,6000,4,1,2,yes,no,yes,no,no,2,no,semi-furnished
9100000,6600,4,2,2,yes,yes,yes,no,yes,1,yes,unfurnished
8960000,8500,3,2,4,yes,no,no,no,yes,2,no,furnished
8890000,4600,3,2,2,yes,yes,no,no,yes,2,no,furnished
8855000,6420,3,2,2,yes,no,no,no,yes,1,yes,semi-furnished
8750000,4320,3,1,2,yes,no,yes,yes,no,2,no,semi-furnished
8680000,7155,3,2,1,yes,yes,yes,no,yes,2,no,unfurnished
8645000,8050,3,1,1,yes,yes,yes,no,yes,1,no,furnished
8645000,4560,3,2,2,yes,yes,yes,no,yes,1,no,furnished
8575000,8800,3,2,2,yes,no,no,no,yes,2,no,furnished
8540000,6540,4,2,2,yes,yes,yes,no,yes,2,yes,furnished
8463000,6000,3,2,4,yes,yes,yes,no,yes,0,yes,semi-furnished
8400000,8875,3,1,1,yes,no,no,no,no,1,no,semi-furnished
8400000,7950,5,2,2,yes,no,yes,yes,no,2,no,unfurnished
8400000,5500,4,2,2,yes,no,yes,no,yes,1,yes,semi-furnished
8400000,7475,3,2,4,yes,no,no,no,yes,2,no,unfurnished
8400000,7000,3,1,4,yes,no,no,no,yes,2,no,semi-furnished
8295000,4880,4,2,2,yes,no,no,no,yes,1,yes,furnished
8190000,5960,3,3,2,yes,yes,yes,no,no,1,no,unfurnished
8120000,6840,5,1,2,yes,yes,yes,no,yes,1,no,furnished
8080940,7000,3,2,4,yes,no,no,no,yes,2,no,furnished
8043000,7482,3,2,3,yes,no,no,yes,no,1,yes,furnished
7980000,9000,4,2,4,yes,no,no,no,yes,2,no,furnished
7962500,6000,3,1,4,yes,yes,no,no,yes,2,no,unfurnished
7910000,6000,4,2,4,yes,no,no,no,yes,1,no,semi-furnished
7875000,6550,3,1,2,yes,no,yes,no,yes,0,yes,furnished
7840000,6360,3,2,4,yes,no,no,no,yes,0,yes,furnished
7700000,6480,3,2,4,yes,no,no,no,yes,2,no,unfurnished
7700000,6000,4,2,4,yes,no,no,no,no,2,no,semi-furnished
7560000,6000,4,2,4,yes,no,no,no,yes,1,no,furnished
7560000,6000,3,2,3,yes,no,no,no,yes,0,no,semi-furnished
7525000,6000,3,2,4,yes,no,no,no,yes,1,no,furnished
7490000,6600,3,1,4,yes,no,no,no,yes,3,yes,furnished
7455000,4300,3,2,2,yes,no,yes,no,no,1,no,unfurnished
7420000,7440,3,2,1,yes,yes,yes,no,yes,0,yes,semi-furnished
7420000,7440,3,2,4,yes,no,no,no,no,1,yes,unfurnished
7420000,6325,3,1,4,yes,no,no,no,yes,1,no,unfurnished
7350000,6000,4,2,4,yes,yes,no,no,yes,1,no,furnished
7350000,5150,3,2,4,yes,no,no,no,yes,2,no,semi-furnished
7350000,6000,3,2,2,yes,yes,no,no,yes,1,no,semi-furnished
7350000,6000,3,1,2,yes,no,no,no,yes,1,no,unfurnished
7343000,11440,4,1,2,yes,no,yes,no,no,1,yes,semi-furnished
7245000,9000,4,2,4,yes,yes,no,no,yes,1,yes,furnished
7210000,7680,4,2,4,yes,yes,no,no,yes,1,no,semi-furnished
7210000,6000,3,2,4,yes,yes,no,no,yes,1,no,furnished
7140000,6000,3,2,2,yes,yes,no,no,no,1,no,semi-furnished
7070000,8880,2,1,1,yes,no,no,no,yes,1,no,semi-furnished
7070000,6240,4,2,2,yes,no,no,no,yes,1,no,furnished
7035000,6360,4,2,3,yes,no,no,no,yes,2,yes,furnished
7000000,11175,3,1,1,yes,no,yes,no,yes,1,yes,furnished
6930000,8880,3,2,2,yes,no,yes,no,yes,1,no,furnished
6930000,13200,2,1,1,yes,no,yes,yes,no,1,no,furnished
6895000,7700,3,2,1,yes,no,no,no,no,2,no,unfurnished
6860000,6000,3,1,1,yes,no,no,no,yes,1,no,furnished
6790000,12090,4,2,2,yes,no,no,no,no,2,yes,furnished
6790000,4000,3,2,2,yes,no,yes,no,yes,0,yes,semi-furnished
6755000,6000,4,2,4,yes,no,no,no,yes,0,no,unfurnished
6720000,5020,3,1,4,yes,no,no,no,yes,0,yes,unfurnished
6685000,6600,2,2,4,yes,no,yes,no,no,0,yes,furnished
6650000,4040,3,1,2,yes,no,yes,yes,no,1,no,furnished
6650000,4260,4,2,2,yes,no,no,yes,no,0,no,semi-furnished
6650000,6420,3,2,3,yes,no,no,no,yes,0,yes,furnished
6650000,6500,3,2,3,yes,no,no,no,yes,0,yes,furnished
6650000,5700,3,1,1,yes,yes,yes,no,yes,2,yes,furnished
6650000,6000,3,2,3,yes,yes,no,no,yes,0,no,furnished
6629000,6000,3,1,2,yes,no,no,yes,no,1,yes,semi-furnished
6615000,4000,3,2,2,yes,no,yes,no,yes,1,no,semi-furnished
6615000,10500,3,2,1,yes,no,yes,no,yes,1,yes,furnished
6580000,6000,3,2,4,yes,no,no,no,yes,0,no,semi-furnished
6510000,3760,3,1,2,yes,no,no,yes,no,2,no,semi-furnished
6510000,8250,3,2,3,yes,no,no,no,yes,0,no,furnished
6510000,6670,3,1,3,yes,no,yes,no,no,0,yes,unfurnished
6475000,3960,3,1,1,yes,no,yes,no,no,2,no,semi-furnished
6475000,7410,3,1,1,yes,yes,yes,no,yes,2,yes,unfurnished
6440000,8580,5,3,2,yes,no,no,no,no,2,no,furnished
6440000,5000,3,1,2,yes,no,no,no,yes,0,no,semi-furnished
6419000,6750,2,1,1,yes,yes,yes,no,no,2,yes,furnished
6405000,4800,3,2,4,yes,yes,no,no,yes,0,no,furnished
6300000,7200,3,2,1,yes,no,yes,no,yes,3,no,semi-furnished
6300000,6000,4,2,4,yes,no,no,no,no,1,no,semi-furnished
6300000,4100,3,2,3,yes,no,no,no,yes,2,no,semi-furnished
6300000,9000,3,1,1,yes,no,yes,no,no,1,yes,furnished
6300000,6400,3,1,1,yes,yes,yes,no,yes,1,yes,semi-furnished
6293000,6600,3,2,3,yes,no,no,no,yes,0,yes,unfurnished
6265000,6000,4,1,3,yes,yes,yes,no,no,0,yes,unfurnished
6230000,6600,3,2,1,yes,no,yes,no,yes,0,yes,unfurnished
6230000,5500,3,1,3,yes,no,no,no,no,1,yes,unfurnished
6195000,5500,3,2,4,yes,yes,no,no,yes,1,no,semi-furnished
6195000,6350,3,2,3,yes,yes,no,no,yes,0,no,furnished
6195000,5500,3,2,1,yes,yes,yes,no,no,2,yes,furnished
6160000,4500,3,1,4,yes,no,no,no,yes,0,no,unfurnished
6160000,5450,4,2,1,yes,no,yes,no,yes,0,yes,semi-furnished
6125000,6420,3,1,3,yes,no,yes,no,no,0,yes,unfurnished
6107500,3240,4,1,3,yes,no,no,no,no,1,no,semi-furnished
6090000,6615,4,2,2,yes,yes,no,yes,no,1,no,semi-furnished
6090000,6600,3,1,1,yes,yes,yes,no,no,2,yes,semi-furnished
6090000,8372,3,1,3,yes,no,no,no,yes,2,no,unfurnished
6083000,4300,6,2,2,yes,no,no,no,no,0,no,furnished
6083000,9620,3,1,1,yes,no,yes,no,no,2,yes,furnished
6020000,6800,2,1,1,yes,yes,yes,no,no,2,no,furnished
6020000,8000,3,1,1,yes,yes,yes,no,yes,2,yes,semi-furnished
6020000,6900,3,2,1,yes,yes,yes,no,no,0,yes,unfurnished
5950000,3700,4,1,2,yes,yes,no,no,yes,0,no,furnished
5950000,6420,3,1,1,yes,no,yes,no,yes,0,yes,furnished
5950000,7020,3,1,1,yes,no,yes,no,yes,2,yes,semi-furnished
5950000,6540,3,1,1,yes,yes,yes,no,no,2,yes,furnished
5950000,7231,3,1,2,yes,yes,yes,no,yes,0,yes,semi-furnished
5950000,6254,4,2,1,yes,no,yes,no,no,1,yes,semi-furnished
5950000,7320,4,2,2,yes,no,no,no,no,0,no,furnished
5950000,6525,3,2,4,yes,no,no,no,no,1,no,furnished
5943000,15600,3,1,1,yes,no,no,no,yes,2,no,semi-furnished
5880000,7160,3,1,1,yes,no,yes,no,no,2,yes,unfurnished
5880000,6500,3,2,3,yes,no,no,no,yes,0,no,unfurnished
5873000,5500,3,1,3,yes,yes,no,no,yes,1,no,furnished
5873000,11460,3,1,3,yes,no,no,no,no,2,yes,semi-furnished
5866000,4800,3,1,1,yes,yes,yes,no,no,0,no,unfurnished
5810000,5828,4,1,4,yes,yes,no,no,no,0,no,semi-furnished
5810000,5200,3,1,3,yes,no,no,no,yes,0,no,semi-furnished
5810000,4800,3,1,3,yes,no,no,no,yes,0,no,unfurnished
5803000,7000,3,1,1,yes,no,yes,no,no,2,yes,semi-furnished
5775000,6000,3,2,4,yes,no,no,no,yes,0,no,unfurnished
5740000,5400,4,2,2,yes,no,no,no,yes,2,no,unfurnished
5740000,4640,4,1,2,yes,no,no,no,no,1,no,semi-furnished
5740000,5000,3,1,3,yes,no,no,no,yes,0,no,semi-furnished
5740000,6360,3,1,1,yes,yes,yes,no,yes,2,yes,furnished
5740000,5800,3,2,4,yes,no,no,no,yes,0,no,unfurnished
5652500,6660,4,2,2,yes,yes,yes,no,no,1,yes,semi-furnished
5600000,10500,4,2,2,yes,no,no,no,no,1,no,semi-furnished
5600000,4800,5,2,3,no,no,yes,yes,no,0,no,unfurnished
5600000,4700,4,1,2,yes,yes,yes,no,yes,1,no,furnished
5600000,5000,3,1,4,yes,no,no,no,no,0,no,furnished
5600000,10500,2,1,1,yes,no,no,no,no,1,no,semi-furnished
5600000,5500,3,2,2,yes,no,no,no,no,1,no,semi-furnished
5600000,6360,3,1,3,yes,no,no,no,no,0,yes,semi-furnished
5600000,6600,4,2,1,yes,no,yes,no,no,0,yes,semi-furnished
5600000,5136,3,1,2,yes,yes,yes,no,yes,0,yes,unfurnished
5565000,4400,4,1,2,yes,no,no,no,yes,2,yes,semi-furnished
5565000,5400,5,1,2,yes,yes,yes,no,yes,0,yes,furnished
5530000,3300,3,3,2,yes,no,yes,no,no,0,no,semi-furnished
5530000,3650,3,2,2,yes,no,no,no,no,2,no,semi-furnished
5530000,6100,3,2,1,yes,no,yes,no,no,2,yes,furnished
5523000,6900,3,1,1,yes,yes,yes,no,no,0,yes,semi-furnished
5495000,2817,4,2,2,no,yes,yes,no,no,1,no,furnished
5495000,7980,3,1,1,yes,no,no,no,no,2,no,semi-furnished
5460000,3150,3,2,1,yes,yes,yes,no,yes,0,no,furnished
5460000,6210,4,1,4,yes,yes,no,no,yes,0,no,furnished
5460000,6100,3,1,3,yes,yes,no,no,yes,0,yes,semi-furnished
5460000,6600,4,2,2,yes,yes,yes,no,no,0,yes,semi-furnished
5425000,6825,3,1,1,yes,yes,yes,no,yes,0,yes,semi-furnished
5390000,6710,3,2,2,yes,yes,yes,no,no,1,yes,furnished
5383000,6450,3,2,1,yes,yes,yes,yes,no,0,no,unfurnished
5320000,7800,3,1,1,yes,no,yes,no,yes,2,yes,unfurnished
5285000,4600,2,2,1,yes,no,no,no,yes,2,no,semi-furnished
5250000,4260,4,1,2,yes,no,yes,no,yes,0,no,furnished
5250000,6540,4,2,2,no,no,no,no,yes,0,no,semi-furnished
5250000,5500,3,2,1,yes,no,yes,no,no,0,no,semi-furnished
5250000,10269,3,1,1,yes,no,no,no,no,1,yes,semi-furnished
5250000,8400,3,1,2,yes,yes,yes,no,yes,2,yes,unfurnished
5250000,5300,4,2,1,yes,no,no,no,yes,0,yes,unfurnished
5250000,3800,3,1,2,yes,yes,yes,no,no,1,yes,unfurnished
5250000,9800,4,2,2,yes,yes,no,no,no,2,no,semi-furnished
5250000,8520,3,1,1,yes,no,no,no,yes,2,no,furnished
5243000,6050,3,1,1,yes,no,yes,no,no,0,yes,semi-furnished
5229000,7085,3,1,1,yes,yes,yes,no,no,2,yes,semi-furnished
5215000,3180,3,2,2,yes,no,no,no,no,2,no,semi-furnished
5215000,4500,4,2,1,no,no,yes,no,yes,2,no,semi-furnished
5215000,7200,3,1,2,yes,yes,yes,no,no,1,yes,furnished
5145000,3410,3,1,2,no,no,no,no,yes,0,no,semi-furnished
5145000,7980,3,1,1,yes,no,no,no,no,1,yes,semi-furnished
5110000,3000,3,2,2,yes,yes,yes,no,no,0,no,furnished
5110000,3000,3,1,2,yes,no,yes,no,no,0,no,unfurnished
5110000,11410,2,1,2,yes,no,no,no,no,0,yes,furnished
5110000,6100,3,1,1,yes,no,yes,no,yes,0,yes,semi-furnished
5075000,5720,2,1,2,yes,no,no,no,yes,0,yes,unfurnished
5040000,3540,2,1,1,no,yes,yes,no,no,0,no,semi-furnished
5040000,7600,4,1,2,yes,no,no,no,yes,2,no,furnished
5040000,10700,3,1,2,yes,yes,yes,no,no,0,no,semi-furnished
5040000,6600,3,1,1,yes,yes,yes,no,no,0,yes,furnished
5033000,4800,2,1,1,yes,yes,yes,no,no,0,no,semi-furnished
5005000,8150,3,2,1,yes,yes,yes,no,no,0,no,semi-furnished
4970000,4410,4,3,2,yes,no,yes,no,no,2,no,semi-furnished
4970000,7686,3,1,1,yes,yes,yes,yes,no,0,no,semi-furnished
4956000,2800,3,2,2,no,no,yes,no,yes,1,no,semi-furnished
4935000,5948,3,1,2,yes,no,no,no,yes,0,no,semi-furnished
4907000,4200,3,1,2,yes,no,no,no,no,1,no,furnished
4900000,4520,3,1,2,yes,no,yes,no,yes,0,no,semi-furnished
4900000,4095,3,1,2,no,yes,yes,no,yes,0,no,semi-furnished
4900000,4120,2,1,1,yes,no,yes,no,no,1,no,semi-furnished
4900000,5400,4,1,2,yes,no,no,no,no,0,no,semi-furnished
4900000,4770,3,1,1,yes,yes,yes,no,no,0,no,semi-furnished
4900000,6300,3,1,1,yes,no,no,no,yes,2,no,semi-furnished
4900000,5800,2,1,1,yes,yes,yes,no,yes,0,no,semi-furnished
4900000,3000,3,1,2,yes,no,yes,no,yes,0,no,semi-furnished
4900000,2970,3,1,3,yes,no,no,no,no,0,no,semi-furnished
4900000,6720,3,1,1,yes,no,no,no,no,0,no,unfurnished
4900000,4646,3,1,2,yes,yes,yes,no,no,2,no,semi-furnished
4900000,12900,3,1,1,yes,no,no,no,no,2,no,furnished
4893000,3420,4,2,2,yes,no,yes,no,yes,2,no,semi-furnished
4893000,4995,4,2,1,yes,no,yes,no,no,0,no,semi-furnished
4865000,4350,2,1,1,yes,no,yes,no,no,0,no,unfurnished
4830000,4160,3,1,3,yes,no,no,no,no,0,no,unfurnished
4830000,6040,3,1,1,yes,no,no,no,no,2,yes,semi-furnished
4830000,6862,3,1,2,yes,no,no,no,yes,2,yes,furnished
4830000,4815,2,1,1,yes,no,no,no,yes,0,yes,semi-furnished
4795000,7000,3,1,2,yes,no,yes,no,no,0,no,unfurnished
4795000,8100,4,1,4,yes,no,yes,no,yes,2,no,semi-furnished
4767000,3420,4,2,2,yes,no,no,no,no,0,no,semi-furnished
4760000,9166,2,1,1,yes,no,yes,no,yes,2,no,semi-furnished
4760000,6321,3,1,2,yes,no,yes,no,yes,1,no,furnished
4760000,10240,2,1,1,yes,no,no,no,yes,2,yes,unfurnished
4753000,6440,2,1,1,yes,no,no,no,yes,3,no,semi-furnished
4690000,5170,3,1,4,yes,no,no,no,yes,0,no,semi-furnished
4690000,6000,2,1,1,yes,no,yes,no,yes,1,no,furnished
4690000,3630,3,1,2,yes,no,no,no,no,2,no,semi-furnished
4690000,9667,4,2,2,yes,yes,yes,no,no,1,no,semi-furnished
4690000,5400,2,1,2,yes,no,no,no,no,0,yes,semi-furnished
4690000,4320,3,1,1,yes,no,no,no,no,0,yes,semi-furnished
4655000,3745,3,1,2,yes,no,yes,no,no,0,no,furnished
4620000,4160,3,1,1,yes,yes,yes,no,yes,0,no,unfurnished
4620000,3880,3,2,2,yes,no,yes,no,no,2,no,semi-furnished
4620000,5680,3,1,2,yes,yes,no,no,yes,1,no,semi-furnished
4620000,2870,2,1,2,yes,yes,yes,no,no,0,yes,semi-furnished
4620000,5010,3,1,2,yes,no,yes,no,no,0,no,semi-furnished
4613000,4510,4,2,2,yes,no,yes,no,no,0,no,semi-furnished
4585000,4000,3,1,2,yes,no,no,no,no,1,no,furnished
4585000,3840,3,1,2,yes,no,no,no,no,1,yes,semi-furnished
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2835000,3300,3,1,2,no,no,no,no,no,1,no,semi-furnished
2835000,4350,3,1,2,no,no,no,yes,no,1,no,unfurnished
2835000,2640,2,1,1,no,no,no,no,no,1,no,furnished
2800000,2650,3,1,2,yes,no,yes,no,no,1,no,unfurnished
2800000,3960,3,1,1,yes,no,no,no,no,0,no,furnished
2730000,6800,2,1,1,yes,no,no,no,no,0,no,unfurnished
2730000,4000,3,1,2,yes,no,no,no,no,1,no,unfurnished
2695000,4000,2,1,1,yes,no,no,no,no,0,no,unfurnished
2660000,3934,2,1,1,yes,no,no,no,no,0,no,unfurnished
2660000,2000,2,1,2,yes,no,no,no,no,0,no,semi-furnished
2660000,3630,3,3,2,no,yes,no,no,no,0,no,unfurnished
2660000,2800,3,1,1,yes,no,no,no,no,0,no,unfurnished
2660000,2430,3,1,1,no,no,no,no,no,0,no,unfurnished
2660000,3480,2,1,1,yes,no,no,no,no,1,no,semi-furnished
2660000,4000,3,1,1,yes,no,no,no,no,0,no,semi-furnished
2653000,3185,2,1,1,yes,no,no,no,yes,0,no,unfurnished
2653000,4000,3,1,2,yes,no,no,no,yes,0,no,unfurnished
2604000,2910,2,1,1,no,no,no,no,no,0,no,unfurnished
2590000,3600,2,1,1,yes,no,no,no,no,0,no,unfurnished
2590000,4400,2,1,1,yes,no,no,no,no,0,no,unfurnished
2590000,3600,2,2,2,yes,no,yes,no,no,1,no,furnished
2520000,2880,3,1,1,no,no,no,no,no,0,no,unfurnished
2520000,3180,3,1,1,no,no,no,no,no,0,no,unfurnished
2520000,3000,2,1,2,yes,no,no,no,no,0,no,furnished
2485000,4400,3,1,2,yes,no,no,no,no,0,no,unfurnished
2485000,3000,3,1,2,no,no,no,no,no,0,no,semi-furnished
2450000,3210,3,1,2,yes,no,yes,no,no,0,no,unfurnished
2450000,3240,2,1,1,no,yes,no,no,no,1,no,unfurnished
2450000,3000,2,1,1,yes,no,no,no,no,1,no,unfurnished
2450000,3500,2,1,1,yes,yes,no,no,no,0,no,unfurnished
2450000,4840,2,1,2,yes,no,no,no,no,0,no,unfurnished
2450000,7700,2,1,1,yes,no,no,no,no,0,no,unfurnished
2408000,3635,2,1,1,no,no,no,no,no,0,no,unfurnished
2380000,2475,3,1,2,yes,no,no,no,no,0,no,furnished
2380000,2787,4,2,2,yes,no,no,no,no,0,no,furnished
2380000,3264,2,1,1,yes,no,no,no,no,0,no,unfurnished
2345000,3640,2,1,1,yes,no,no,no,no,0,no,unfurnished
2310000,3180,2,1,1,yes,no,no,no,no,0,no,unfurnished
2275000,1836,2,1,1,no,no,yes,no,no,0,no,semi-furnished
2275000,3970,1,1,1,no,no,no,no,no,0,no,unfurnished
2275000,3970,3,1,2,yes,no,yes,no,no,0,no,unfurnished
2240000,1950,3,1,1,no,no,no,yes,no,0,no,unfurnished
2233000,5300,3,1,1,no,no,no,no,yes,0,yes,unfurnished
2135000,3000,2,1,1,no,no,no,no,no,0,no,unfurnished
2100000,2400,3,1,2,yes,no,no,no,no,0,no,unfurnished
2100000,3000,4,1,2,yes,no,no,no,no,0,no,unfurnished
2100000,3360,2,1,1,yes,no,no,no,no,1,no,unfurnished
1960000,3420,5,1,2,no,no,no,no,no,0,no,unfurnished
1890000,1700,3,1,2,yes,no,no,no,no,0,no,unfurnished
1890000,3649,2,1,1,yes,no,no,no,no,0,no,unfurnished
1855000,2990,2,1,1,no,no,no,no,no,1,no,unfurnished
1820000,3000,2,1,1,yes,no,yes,no,no,2,no,unfurnished
1767150,2400,3,1,1,no,no,no,no,no,0,no,semi-furnished
1750000,3620,2,1,1,yes,no,no,no,no,0,no,unfurnished
1750000,2910,3,1,1,no,no,no,no,no,0,no,furnished
1750000,3850,3,1,2,yes,no,no,no,no,0,no,unfurnished
1 price area bedrooms bathrooms stories mainroad guestroom basement hotwaterheating airconditioning parking prefarea furnishingstatus
2 13300000 7420 4 2 3 yes no no no yes 2 yes furnished
3 12250000 8960 4 4 4 yes no no no yes 3 no furnished
4 12250000 9960 3 2 2 yes no yes no no 2 yes semi-furnished
5 12215000 7500 4 2 2 yes no yes no yes 3 yes furnished
6 11410000 7420 4 1 2 yes yes yes no yes 2 no furnished
7 10850000 7500 3 3 1 yes no yes no yes 2 yes semi-furnished
8 10150000 8580 4 3 4 yes no no no yes 2 yes semi-furnished
9 10150000 16200 5 3 2 yes no no no no 0 no unfurnished
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11 9800000 5750 3 2 4 yes yes no no yes 1 yes unfurnished
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13 9681000 6000 4 3 2 yes yes yes yes no 2 no semi-furnished
14 9310000 6550 4 2 2 yes no no no yes 1 yes semi-furnished
15 9240000 3500 4 2 2 yes no no yes no 2 no furnished
16 9240000 7800 3 2 2 yes no no no no 0 yes semi-furnished
17 9100000 6000 4 1 2 yes no yes no no 2 no semi-furnished
18 9100000 6600 4 2 2 yes yes yes no yes 1 yes unfurnished
19 8960000 8500 3 2 4 yes no no no yes 2 no furnished
20 8890000 4600 3 2 2 yes yes no no yes 2 no furnished
21 8855000 6420 3 2 2 yes no no no yes 1 yes semi-furnished
22 8750000 4320 3 1 2 yes no yes yes no 2 no semi-furnished
23 8680000 7155 3 2 1 yes yes yes no yes 2 no unfurnished
24 8645000 8050 3 1 1 yes yes yes no yes 1 no furnished
25 8645000 4560 3 2 2 yes yes yes no yes 1 no furnished
26 8575000 8800 3 2 2 yes no no no yes 2 no furnished
27 8540000 6540 4 2 2 yes yes yes no yes 2 yes furnished
28 8463000 6000 3 2 4 yes yes yes no yes 0 yes semi-furnished
29 8400000 8875 3 1 1 yes no no no no 1 no semi-furnished
30 8400000 7950 5 2 2 yes no yes yes no 2 no unfurnished
31 8400000 5500 4 2 2 yes no yes no yes 1 yes semi-furnished
32 8400000 7475 3 2 4 yes no no no yes 2 no unfurnished
33 8400000 7000 3 1 4 yes no no no yes 2 no semi-furnished
34 8295000 4880 4 2 2 yes no no no yes 1 yes furnished
35 8190000 5960 3 3 2 yes yes yes no no 1 no unfurnished
36 8120000 6840 5 1 2 yes yes yes no yes 1 no furnished
37 8080940 7000 3 2 4 yes no no no yes 2 no furnished
38 8043000 7482 3 2 3 yes no no yes no 1 yes furnished
39 7980000 9000 4 2 4 yes no no no yes 2 no furnished
40 7962500 6000 3 1 4 yes yes no no yes 2 no unfurnished
41 7910000 6000 4 2 4 yes no no no yes 1 no semi-furnished
42 7875000 6550 3 1 2 yes no yes no yes 0 yes furnished
43 7840000 6360 3 2 4 yes no no no yes 0 yes furnished
44 7700000 6480 3 2 4 yes no no no yes 2 no unfurnished
45 7700000 6000 4 2 4 yes no no no no 2 no semi-furnished
46 7560000 6000 4 2 4 yes no no no yes 1 no furnished
47 7560000 6000 3 2 3 yes no no no yes 0 no semi-furnished
48 7525000 6000 3 2 4 yes no no no yes 1 no furnished
49 7490000 6600 3 1 4 yes no no no yes 3 yes furnished
50 7455000 4300 3 2 2 yes no yes no no 1 no unfurnished
51 7420000 7440 3 2 1 yes yes yes no yes 0 yes semi-furnished
52 7420000 7440 3 2 4 yes no no no no 1 yes unfurnished
53 7420000 6325 3 1 4 yes no no no yes 1 no unfurnished
54 7350000 6000 4 2 4 yes yes no no yes 1 no furnished
55 7350000 5150 3 2 4 yes no no no yes 2 no semi-furnished
56 7350000 6000 3 2 2 yes yes no no yes 1 no semi-furnished
57 7350000 6000 3 1 2 yes no no no yes 1 no unfurnished
58 7343000 11440 4 1 2 yes no yes no no 1 yes semi-furnished
59 7245000 9000 4 2 4 yes yes no no yes 1 yes furnished
60 7210000 7680 4 2 4 yes yes no no yes 1 no semi-furnished
61 7210000 6000 3 2 4 yes yes no no yes 1 no furnished
62 7140000 6000 3 2 2 yes yes no no no 1 no semi-furnished
63 7070000 8880 2 1 1 yes no no no yes 1 no semi-furnished
64 7070000 6240 4 2 2 yes no no no yes 1 no furnished
65 7035000 6360 4 2 3 yes no no no yes 2 yes furnished
66 7000000 11175 3 1 1 yes no yes no yes 1 yes furnished
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68 6930000 13200 2 1 1 yes no yes yes no 1 no furnished
69 6895000 7700 3 2 1 yes no no no no 2 no unfurnished
70 6860000 6000 3 1 1 yes no no no yes 1 no furnished
71 6790000 12090 4 2 2 yes no no no no 2 yes furnished
72 6790000 4000 3 2 2 yes no yes no yes 0 yes semi-furnished
73 6755000 6000 4 2 4 yes no no no yes 0 no unfurnished
74 6720000 5020 3 1 4 yes no no no yes 0 yes unfurnished
75 6685000 6600 2 2 4 yes no yes no no 0 yes furnished
76 6650000 4040 3 1 2 yes no yes yes no 1 no furnished
77 6650000 4260 4 2 2 yes no no yes no 0 no semi-furnished
78 6650000 6420 3 2 3 yes no no no yes 0 yes furnished
79 6650000 6500 3 2 3 yes no no no yes 0 yes furnished
80 6650000 5700 3 1 1 yes yes yes no yes 2 yes furnished
81 6650000 6000 3 2 3 yes yes no no yes 0 no furnished
82 6629000 6000 3 1 2 yes no no yes no 1 yes semi-furnished
83 6615000 4000 3 2 2 yes no yes no yes 1 no semi-furnished
84 6615000 10500 3 2 1 yes no yes no yes 1 yes furnished
85 6580000 6000 3 2 4 yes no no no yes 0 no semi-furnished
86 6510000 3760 3 1 2 yes no no yes no 2 no semi-furnished
87 6510000 8250 3 2 3 yes no no no yes 0 no furnished
88 6510000 6670 3 1 3 yes no yes no no 0 yes unfurnished
89 6475000 3960 3 1 1 yes no yes no no 2 no semi-furnished
90 6475000 7410 3 1 1 yes yes yes no yes 2 yes unfurnished
91 6440000 8580 5 3 2 yes no no no no 2 no furnished
92 6440000 5000 3 1 2 yes no no no yes 0 no semi-furnished
93 6419000 6750 2 1 1 yes yes yes no no 2 yes furnished
94 6405000 4800 3 2 4 yes yes no no yes 0 no furnished
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96 6300000 6000 4 2 4 yes no no no no 1 no semi-furnished
97 6300000 4100 3 2 3 yes no no no yes 2 no semi-furnished
98 6300000 9000 3 1 1 yes no yes no no 1 yes furnished
99 6300000 6400 3 1 1 yes yes yes no yes 1 yes semi-furnished
100 6293000 6600 3 2 3 yes no no no yes 0 yes unfurnished
101 6265000 6000 4 1 3 yes yes yes no no 0 yes unfurnished
102 6230000 6600 3 2 1 yes no yes no yes 0 yes unfurnished
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110 6107500 3240 4 1 3 yes no no no no 1 no semi-furnished
111 6090000 6615 4 2 2 yes yes no yes no 1 no semi-furnished
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113 6090000 8372 3 1 3 yes no no no yes 2 no unfurnished
114 6083000 4300 6 2 2 yes no no no no 0 no furnished
115 6083000 9620 3 1 1 yes no yes no no 2 yes furnished
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117 6020000 8000 3 1 1 yes yes yes no yes 2 yes semi-furnished
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123 5950000 7231 3 1 2 yes yes yes no yes 0 yes semi-furnished
124 5950000 6254 4 2 1 yes no yes no no 1 yes semi-furnished
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127 5943000 15600 3 1 1 yes no no no yes 2 no semi-furnished
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136 5803000 7000 3 1 1 yes no yes no no 2 yes semi-furnished
137 5775000 6000 3 2 4 yes no no no yes 0 no unfurnished
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140 5740000 5000 3 1 3 yes no no no yes 0 no semi-furnished
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143 5652500 6660 4 2 2 yes yes yes no no 1 yes semi-furnished
144 5600000 10500 4 2 2 yes no no no no 1 no semi-furnished
145 5600000 4800 5 2 3 no no yes yes no 0 no unfurnished
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149 5600000 5500 3 2 2 yes no no no no 1 no semi-furnished
150 5600000 6360 3 1 3 yes no no no no 0 yes semi-furnished
151 5600000 6600 4 2 1 yes no yes no no 0 yes semi-furnished
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159 5495000 2817 4 2 2 no yes yes no no 1 no furnished
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161 5460000 3150 3 2 1 yes yes yes no yes 0 no furnished
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164 5460000 6600 4 2 2 yes yes yes no no 0 yes semi-furnished
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173 5250000 10269 3 1 1 yes no no no no 1 yes semi-furnished
174 5250000 8400 3 1 2 yes yes yes no yes 2 yes unfurnished
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177 5250000 9800 4 2 2 yes yes no no no 2 no semi-furnished
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180 5229000 7085 3 1 1 yes yes yes no no 2 yes semi-furnished
181 5215000 3180 3 2 2 yes no no no no 2 no semi-furnished
182 5215000 4500 4 2 1 no no yes no yes 2 no semi-furnished
183 5215000 7200 3 1 2 yes yes yes no no 1 yes furnished
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186 5110000 3000 3 2 2 yes yes yes no no 0 no furnished
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197 4970000 4410 4 3 2 yes no yes no no 2 no semi-furnished
198 4970000 7686 3 1 1 yes yes yes yes no 0 no semi-furnished
199 4956000 2800 3 2 2 no no yes no yes 1 no semi-furnished
200 4935000 5948 3 1 2 yes no no no yes 0 no semi-furnished
201 4907000 4200 3 1 2 yes no no no no 1 no furnished
202 4900000 4520 3 1 2 yes no yes no yes 0 no semi-furnished
203 4900000 4095 3 1 2 no yes yes no yes 0 no semi-furnished
204 4900000 4120 2 1 1 yes no yes no no 1 no semi-furnished
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212 4900000 4646 3 1 2 yes yes yes no no 2 no semi-furnished
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214 4893000 3420 4 2 2 yes no yes no yes 2 no semi-furnished
215 4893000 4995 4 2 1 yes no yes no no 0 no semi-furnished
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224 4760000 9166 2 1 1 yes no yes no yes 2 no semi-furnished
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231 4690000 9667 4 2 2 yes yes yes no no 1 no semi-furnished
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239 4620000 5010 3 1 2 yes no yes no no 0 no semi-furnished
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250 4543000 4100 2 2 1 yes yes yes no no 0 no semi-furnished
251 4543000 4990 4 2 2 yes yes yes no no 0 yes furnished
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253 4515000 3450 3 1 2 yes no yes no no 1 no semi-furnished
254 4515000 9860 3 1 1 yes no no no no 0 no semi-furnished
255 4515000 3520 2 1 2 yes no no no no 0 yes furnished
256 4480000 4510 4 1 2 yes no no no yes 2 no semi-furnished
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258 4480000 4000 3 1 2 yes no no no no 2 no furnished
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270 4382000 4950 4 1 2 yes no no no yes 0 no semi-furnished
271 4375000 3900 3 1 2 yes no no no no 0 no unfurnished
272 4340000 4500 3 2 3 yes no no yes no 1 no furnished
273 4340000 1905 5 1 2 no no yes no no 0 no semi-furnished
274 4340000 4075 3 1 1 yes yes yes no no 2 no semi-furnished
275 4340000 3500 4 1 2 yes no no no no 2 no furnished
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279 4305000 10360 2 1 1 yes no no no no 1 yes semi-furnished
280 4277000 3400 3 1 2 yes no yes no no 2 yes semi-furnished
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284 4270000 2175 3 1 2 no yes yes no yes 0 no unfurnished
285 4270000 4360 4 1 2 yes no no no no 0 no furnished
286 4270000 7770 2 1 1 yes no no no no 1 no furnished
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288 4235000 2787 3 1 1 yes no yes no no 0 yes furnished
289 4200000 5500 3 1 2 yes no no no yes 0 no unfurnished
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291 4200000 5850 2 1 1 yes yes yes no no 2 no semi-furnished
292 4200000 2610 4 3 2 no no no no no 0 no semi-furnished
293 4200000 2953 3 1 2 yes no yes no yes 0 no unfurnished
294 4200000 2747 4 2 2 no no no no no 0 no semi-furnished
295 4200000 4410 2 1 1 no no no no no 1 no unfurnished
296 4200000 4000 4 2 2 no no no no no 0 no semi-furnished
297 4200000 2325 3 1 2 no no no no no 0 no semi-furnished
298 4200000 4600 3 2 2 yes no no no yes 1 no semi-furnished
299 4200000 3640 3 2 2 yes no yes no no 0 no unfurnished
300 4200000 5800 3 1 1 yes no no yes no 2 no semi-furnished
301 4200000 7000 3 1 1 yes no no no no 3 no furnished
302 4200000 4079 3 1 3 yes no no no no 0 no semi-furnished
303 4200000 3520 3 1 2 yes no no no no 0 yes semi-furnished
304 4200000 2145 3 1 3 yes no no no no 1 yes unfurnished
305 4200000 4500 3 1 1 yes no yes no no 0 no furnished
306 4193000 8250 3 1 1 yes no yes no no 3 no semi-furnished
307 4193000 3450 3 1 2 yes no no no no 1 no semi-furnished
308 4165000 4840 3 1 2 yes no no no no 1 no semi-furnished
309 4165000 4080 3 1 2 yes no no no no 2 no semi-furnished
310 4165000 4046 3 1 2 yes no yes no no 1 no semi-furnished
311 4130000 4632 4 1 2 yes no no no yes 0 no semi-furnished
312 4130000 5985 3 1 1 yes no yes no no 0 no semi-furnished
313 4123000 6060 2 1 1 yes no yes no no 1 no semi-furnished
314 4098500 3600 3 1 1 yes no yes no yes 0 yes furnished
315 4095000 3680 3 2 2 yes no no no no 0 no semi-furnished
316 4095000 4040 2 1 2 yes no no no no 1 no semi-furnished
317 4095000 5600 2 1 1 yes no no no yes 0 no semi-furnished
318 4060000 5900 4 2 2 no no yes no no 1 no unfurnished
319 4060000 4992 3 2 2 yes no no no no 2 no unfurnished
320 4060000 4340 3 1 1 yes no no no no 0 no semi-furnished
321 4060000 3000 4 1 3 yes no yes no yes 2 no semi-furnished
322 4060000 4320 3 1 2 yes no no no no 2 yes furnished
323 4025000 3630 3 2 2 yes no no yes no 2 no semi-furnished
324 4025000 3460 3 2 1 yes no yes no yes 1 no furnished
325 4025000 5400 3 1 1 yes no no no no 3 no semi-furnished
326 4007500 4500 3 1 2 no no yes no yes 0 no semi-furnished
327 4007500 3460 4 1 2 yes no no no yes 0 no semi-furnished
328 3990000 4100 4 1 1 no no yes no no 0 no unfurnished
329 3990000 6480 3 1 2 no no no no yes 1 no semi-furnished
330 3990000 4500 3 2 2 no no yes no yes 0 no semi-furnished
331 3990000 3960 3 1 2 yes no no no no 0 no furnished
332 3990000 4050 2 1 2 yes yes yes no no 0 yes unfurnished
333 3920000 7260 3 2 1 yes yes yes no no 3 no furnished
334 3920000 5500 4 1 2 yes yes yes no no 0 no semi-furnished
335 3920000 3000 3 1 2 yes no no no no 0 no semi-furnished
336 3920000 3290 2 1 1 yes no no yes no 1 no furnished
337 3920000 3816 2 1 1 yes no yes no yes 2 no furnished
338 3920000 8080 3 1 1 yes no no no yes 2 no semi-furnished
339 3920000 2145 4 2 1 yes no yes no no 0 yes unfurnished
340 3885000 3780 2 1 2 yes yes yes no no 0 no semi-furnished
341 3885000 3180 4 2 2 yes no no no no 0 no furnished
342 3850000 5300 5 2 2 yes no no no no 0 no semi-furnished
343 3850000 3180 2 2 1 yes no yes no no 2 no semi-furnished
344 3850000 7152 3 1 2 yes no no no yes 0 no furnished
345 3850000 4080 2 1 1 yes no no no no 0 no semi-furnished
346 3850000 3850 2 1 1 yes no no no no 0 no semi-furnished
347 3850000 2015 3 1 2 yes no yes no no 0 yes semi-furnished
348 3850000 2176 2 1 2 yes yes no no no 0 yes semi-furnished
349 3836000 3350 3 1 2 yes no no no no 0 no unfurnished
350 3815000 3150 2 2 1 no no yes no no 0 no semi-furnished
351 3780000 4820 3 1 2 yes no no no no 0 no semi-furnished
352 3780000 3420 2 1 2 yes no no yes no 1 no semi-furnished
353 3780000 3600 2 1 1 yes no no no no 0 no semi-furnished
354 3780000 5830 2 1 1 yes no no no no 2 no unfurnished
355 3780000 2856 3 1 3 yes no no no no 0 yes furnished
356 3780000 8400 2 1 1 yes no no no no 1 no furnished
357 3773000 8250 3 1 1 yes no no no no 2 no furnished
358 3773000 2520 5 2 1 no no yes no yes 1 no furnished
359 3773000 6930 4 1 2 no no no no no 1 no furnished
360 3745000 3480 2 1 1 yes no no no no 0 yes semi-furnished
361 3710000 3600 3 1 1 yes no no no no 1 no unfurnished
362 3710000 4040 2 1 1 yes no no no no 0 no semi-furnished
363 3710000 6020 3 1 1 yes no no no no 0 no semi-furnished
364 3710000 4050 2 1 1 yes no no no no 0 no furnished
365 3710000 3584 2 1 1 yes no no yes no 0 no semi-furnished
366 3703000 3120 3 1 2 no no yes yes no 0 no semi-furnished
367 3703000 5450 2 1 1 yes no no no no 0 no furnished
368 3675000 3630 2 1 1 yes no yes no no 0 no furnished
369 3675000 3630 2 1 1 yes no no no yes 0 no unfurnished
370 3675000 5640 2 1 1 no no no no no 0 no semi-furnished
371 3675000 3600 2 1 1 yes no no no no 0 no furnished
372 3640000 4280 2 1 1 yes no no no yes 2 no semi-furnished
373 3640000 3570 3 1 2 yes no yes no no 0 no semi-furnished
374 3640000 3180 3 1 2 no no yes no no 0 no semi-furnished
375 3640000 3000 2 1 2 yes no no no yes 0 no furnished
376 3640000 3520 2 2 1 yes no yes no no 0 no semi-furnished
377 3640000 5960 3 1 2 yes yes yes no no 0 no unfurnished
378 3640000 4130 3 2 2 yes no no no no 2 no semi-furnished
379 3640000 2850 3 2 2 no no yes no no 0 yes unfurnished
380 3640000 2275 3 1 3 yes no no yes yes 0 yes semi-furnished
381 3633000 3520 3 1 1 yes no no no no 2 yes unfurnished
382 3605000 4500 2 1 1 yes no no no no 0 no semi-furnished
383 3605000 4000 2 1 1 yes no no no no 0 yes semi-furnished
384 3570000 3150 3 1 2 yes no yes no no 0 no furnished
385 3570000 4500 4 2 2 yes no yes no no 2 no furnished
386 3570000 4500 2 1 1 no no no no no 0 no furnished
387 3570000 3640 2 1 1 yes no no no no 0 no unfurnished
388 3535000 3850 3 1 1 yes no no no no 2 no unfurnished
389 3500000 4240 3 1 2 yes no no no yes 0 no semi-furnished
390 3500000 3650 3 1 2 yes no no no no 0 no unfurnished
391 3500000 4600 4 1 2 yes no no no no 0 no semi-furnished
392 3500000 2135 3 2 2 no no no no no 0 no unfurnished
393 3500000 3036 3 1 2 yes no yes no no 0 no semi-furnished
394 3500000 3990 3 1 2 yes no no no no 0 no semi-furnished
395 3500000 7424 3 1 1 no no no no no 0 no unfurnished
396 3500000 3480 3 1 1 no no no no yes 0 no unfurnished
397 3500000 3600 6 1 2 yes no no no no 1 no unfurnished
398 3500000 3640 2 1 1 yes no no no no 1 no semi-furnished
399 3500000 5900 2 1 1 yes no no no no 1 no furnished
400 3500000 3120 3 1 2 yes no no no no 1 no unfurnished
401 3500000 7350 2 1 1 yes no no no no 1 no semi-furnished
402 3500000 3512 2 1 1 yes no no no no 1 yes unfurnished
403 3500000 9500 3 1 2 yes no no no no 3 yes unfurnished
404 3500000 5880 2 1 1 yes no no no no 0 no unfurnished
405 3500000 12944 3 1 1 yes no no no no 0 no unfurnished
406 3493000 4900 3 1 2 no no no no no 0 no unfurnished
407 3465000 3060 3 1 1 yes no no no no 0 no unfurnished
408 3465000 5320 2 1 1 yes no no no no 1 yes unfurnished
409 3465000 2145 3 1 3 yes no no no no 0 yes furnished
410 3430000 4000 2 1 1 yes no no no no 0 no unfurnished
411 3430000 3185 2 1 1 yes no no no no 2 no unfurnished
412 3430000 3850 3 1 1 yes no no no no 0 no unfurnished
413 3430000 2145 3 1 3 yes no no no no 0 yes furnished
414 3430000 2610 3 1 2 yes no yes no no 0 yes unfurnished
415 3430000 1950 3 2 2 yes no yes no no 0 yes unfurnished
416 3423000 4040 2 1 1 yes no no no no 0 no unfurnished
417 3395000 4785 3 1 2 yes yes yes no yes 1 no furnished
418 3395000 3450 3 1 1 yes no yes no no 2 no unfurnished
419 3395000 3640 2 1 1 yes no no no no 0 no furnished
420 3360000 3500 4 1 2 yes no no no yes 2 no unfurnished
421 3360000 4960 4 1 3 no no no no no 0 no semi-furnished
422 3360000 4120 2 1 2 yes no no no no 0 no unfurnished
423 3360000 4750 2 1 1 yes no no no no 0 no unfurnished
424 3360000 3720 2 1 1 no no no no yes 0 no unfurnished
425 3360000 3750 3 1 1 yes no no no no 0 no unfurnished
426 3360000 3100 3 1 2 no no yes no no 0 no semi-furnished
427 3360000 3185 2 1 1 yes no yes no no 2 no furnished
428 3353000 2700 3 1 1 no no no no no 0 no furnished
429 3332000 2145 3 1 2 yes no yes no no 0 yes furnished
430 3325000 4040 2 1 1 yes no no no no 1 no unfurnished
431 3325000 4775 4 1 2 yes no no no no 0 no unfurnished
432 3290000 2500 2 1 1 no no no no yes 0 no unfurnished
433 3290000 3180 4 1 2 yes no yes no yes 0 no unfurnished
434 3290000 6060 3 1 1 yes yes yes no no 0 no furnished
435 3290000 3480 4 1 2 no no no no no 1 no semi-furnished
436 3290000 3792 4 1 2 yes no no no no 0 no semi-furnished
437 3290000 4040 2 1 1 yes no no no no 0 no unfurnished
438 3290000 2145 3 1 2 yes no yes no no 0 yes furnished
439 3290000 5880 3 1 1 yes no no no no 1 no unfurnished
440 3255000 4500 2 1 1 no no no no no 0 no semi-furnished
441 3255000 3930 2 1 1 no no no no no 0 no unfurnished
442 3234000 3640 4 1 2 yes no yes no no 0 no unfurnished
443 3220000 4370 3 1 2 yes no no no no 0 no unfurnished
444 3220000 2684 2 1 1 yes no no no yes 1 no unfurnished
445 3220000 4320 3 1 1 no no no no no 1 no unfurnished
446 3220000 3120 3 1 2 no no no no no 0 no furnished
447 3150000 3450 1 1 1 yes no no no no 0 no furnished
448 3150000 3986 2 2 1 no yes yes no no 1 no unfurnished
449 3150000 3500 2 1 1 no no yes no no 0 no semi-furnished
450 3150000 4095 2 1 1 yes no no no no 2 no semi-furnished
451 3150000 1650 3 1 2 no no yes no no 0 no unfurnished
452 3150000 3450 3 1 2 yes no yes no no 0 no semi-furnished
453 3150000 6750 2 1 1 yes no no no no 0 no semi-furnished
454 3150000 9000 3 1 2 yes no no no no 2 no semi-furnished
455 3150000 3069 2 1 1 yes no no no no 1 no unfurnished
456 3143000 4500 3 1 2 yes no no no yes 0 no unfurnished
457 3129000 5495 3 1 1 yes no yes no no 0 no unfurnished
458 3118850 2398 3 1 1 yes no no no no 0 yes semi-furnished
459 3115000 3000 3 1 1 no no no no yes 0 no unfurnished
460 3115000 3850 3 1 2 yes no no no no 0 no unfurnished
461 3115000 3500 2 1 1 yes no no no no 0 no unfurnished
462 3087000 8100 2 1 1 yes no no no no 1 no unfurnished
463 3080000 4960 2 1 1 yes no yes no yes 0 no unfurnished
464 3080000 2160 3 1 2 no no yes no no 0 no semi-furnished
465 3080000 3090 2 1 1 yes yes yes no no 0 no unfurnished
466 3080000 4500 2 1 2 yes no no yes no 1 no semi-furnished
467 3045000 3800 2 1 1 yes no no no no 0 no unfurnished
468 3010000 3090 3 1 2 no no no no no 0 no semi-furnished
469 3010000 3240 3 1 2 yes no no no no 2 no semi-furnished
470 3010000 2835 2 1 1 yes no no no no 0 no semi-furnished
471 3010000 4600 2 1 1 yes no no no no 0 no furnished
472 3010000 5076 3 1 1 no no no no no 0 no unfurnished
473 3010000 3750 3 1 2 yes no no no no 0 no unfurnished
474 3010000 3630 4 1 2 yes no no no no 3 no semi-furnished
475 3003000 8050 2 1 1 yes no no no no 0 no unfurnished
476 2975000 4352 4 1 2 no no no no no 1 no unfurnished
477 2961000 3000 2 1 2 yes no no no no 0 no semi-furnished
478 2940000 5850 3 1 2 yes no yes no no 1 no unfurnished
479 2940000 4960 2 1 1 yes no no no no 0 no unfurnished
480 2940000 3600 3 1 2 no no no no no 1 no unfurnished
481 2940000 3660 4 1 2 no no no no no 0 no unfurnished
482 2940000 3480 3 1 2 no no no no no 1 no semi-furnished
483 2940000 2700 2 1 1 no no no no no 0 no furnished
484 2940000 3150 3 1 2 no no no no no 0 no unfurnished
485 2940000 6615 3 1 2 yes no no no no 0 no semi-furnished
486 2870000 3040 2 1 1 no no no no no 0 no unfurnished
487 2870000 3630 2 1 1 yes no no no no 0 no unfurnished
488 2870000 6000 2 1 1 yes no no no no 0 no semi-furnished
489 2870000 5400 4 1 2 yes no no no no 0 no unfurnished
490 2852500 5200 4 1 3 yes no no no no 0 no unfurnished
491 2835000 3300 3 1 2 no no no no no 1 no semi-furnished
492 2835000 4350 3 1 2 no no no yes no 1 no unfurnished
493 2835000 2640 2 1 1 no no no no no 1 no furnished
494 2800000 2650 3 1 2 yes no yes no no 1 no unfurnished
495 2800000 3960 3 1 1 yes no no no no 0 no furnished
496 2730000 6800 2 1 1 yes no no no no 0 no unfurnished
497 2730000 4000 3 1 2 yes no no no no 1 no unfurnished
498 2695000 4000 2 1 1 yes no no no no 0 no unfurnished
499 2660000 3934 2 1 1 yes no no no no 0 no unfurnished
500 2660000 2000 2 1 2 yes no no no no 0 no semi-furnished
501 2660000 3630 3 3 2 no yes no no no 0 no unfurnished
502 2660000 2800 3 1 1 yes no no no no 0 no unfurnished
503 2660000 2430 3 1 1 no no no no no 0 no unfurnished
504 2660000 3480 2 1 1 yes no no no no 1 no semi-furnished
505 2660000 4000 3 1 1 yes no no no no 0 no semi-furnished
506 2653000 3185 2 1 1 yes no no no yes 0 no unfurnished
507 2653000 4000 3 1 2 yes no no no yes 0 no unfurnished
508 2604000 2910 2 1 1 no no no no no 0 no unfurnished
509 2590000 3600 2 1 1 yes no no no no 0 no unfurnished
510 2590000 4400 2 1 1 yes no no no no 0 no unfurnished
511 2590000 3600 2 2 2 yes no yes no no 1 no furnished
512 2520000 2880 3 1 1 no no no no no 0 no unfurnished
513 2520000 3180 3 1 1 no no no no no 0 no unfurnished
514 2520000 3000 2 1 2 yes no no no no 0 no furnished
515 2485000 4400 3 1 2 yes no no no no 0 no unfurnished
516 2485000 3000 3 1 2 no no no no no 0 no semi-furnished
517 2450000 3210 3 1 2 yes no yes no no 0 no unfurnished
518 2450000 3240 2 1 1 no yes no no no 1 no unfurnished
519 2450000 3000 2 1 1 yes no no no no 1 no unfurnished
520 2450000 3500 2 1 1 yes yes no no no 0 no unfurnished
521 2450000 4840 2 1 2 yes no no no no 0 no unfurnished
522 2450000 7700 2 1 1 yes no no no no 0 no unfurnished
523 2408000 3635 2 1 1 no no no no no 0 no unfurnished
524 2380000 2475 3 1 2 yes no no no no 0 no furnished
525 2380000 2787 4 2 2 yes no no no no 0 no furnished
526 2380000 3264 2 1 1 yes no no no no 0 no unfurnished
527 2345000 3640 2 1 1 yes no no no no 0 no unfurnished
528 2310000 3180 2 1 1 yes no no no no 0 no unfurnished
529 2275000 1836 2 1 1 no no yes no no 0 no semi-furnished
530 2275000 3970 1 1 1 no no no no no 0 no unfurnished
531 2275000 3970 3 1 2 yes no yes no no 0 no unfurnished
532 2240000 1950 3 1 1 no no no yes no 0 no unfurnished
533 2233000 5300 3 1 1 no no no no yes 0 yes unfurnished
534 2135000 3000 2 1 1 no no no no no 0 no unfurnished
535 2100000 2400 3 1 2 yes no no no no 0 no unfurnished
536 2100000 3000 4 1 2 yes no no no no 0 no unfurnished
537 2100000 3360 2 1 1 yes no no no no 1 no unfurnished
538 1960000 3420 5 1 2 no no no no no 0 no unfurnished
539 1890000 1700 3 1 2 yes no no no no 0 no unfurnished
540 1890000 3649 2 1 1 yes no no no no 0 no unfurnished
541 1855000 2990 2 1 1 no no no no no 1 no unfurnished
542 1820000 3000 2 1 1 yes no yes no no 2 no unfurnished
543 1767150 2400 3 1 1 no no no no no 0 no semi-furnished
544 1750000 3620 2 1 1 yes no no no no 0 no unfurnished
545 1750000 2910 3 1 1 no no no no no 0 no furnished
546 1750000 3850 3 1 2 yes no no no no 0 no unfurnished

60
demo1.py
Unescape View File

@ -0,0 +1,60 @@
import os
import sys
parent_dir_name = os.path.dirname(os.path.dirname(os.path.realpath(__file__)))
sys.path.append(parent_dir_name + "/3nar/code")
from nnnar import *
from knn import *
import matplotlib.pyplot as plt
import numpy as np
import pandas as pd
# varriable globale
trainTestRatio = 0.8
nnnarSubDiv = 10
# lecture des données
nnnar = Nnnar(4, 0, 100, nnnarSubDiv)
knn = Knn()
df = pd.read_csv('./data/maison.csv')
df = df.iloc[:, 0:5]
# Normalisation des données
df.iloc[:, 1] = df.iloc[:, 1] - df.iloc[:, 1].min()
df.iloc[:, 2] = df.iloc[:, 2] - df.iloc[:, 2].min()
df.iloc[:, 3] = df.iloc[:, 3] - df.iloc[:, 3].min()
df.iloc[:, 4] = df.iloc[:, 4] - df.iloc[:, 4].min()
df.iloc[:, 1] = df.iloc[:, 1] / df.iloc[:, 1].max()
df.iloc[:, 2] = df.iloc[:, 2] / df.iloc[:, 2].max()
df.iloc[:, 3] = df.iloc[:, 3] / df.iloc[:, 3].max()
df.iloc[:, 4] = df.iloc[:, 4] / df.iloc[:, 4].max()
df.iloc[:, 1:5] = df.iloc[:, 1:5] * 99
# Création des données d'entrainement et de test
train = df.sample(frac=trainTestRatio)
test = df.drop(train.index)
# Entrainement du modèle
coord = train.iloc[:, 1:].values
value = train.iloc[:, 0].values
for i in range(len(coord)):
knn.addPoint(np.array(coord[i]), np.array([value[i]]))
nnnar.addPoint(np.array(coord[i]), np.array([value[i]]))
# Test du modèles
coord = test.iloc[:, 1:].values
value = test.iloc[:, 0].values
nbErrorNnnar = 0
for i in range(len(coord)):
v = nnnar.getValueOfPoint(np.array(coord[i]),5)[0]
if v != value[i]:
nbErrorNnnar += 100*abs(v-value[i])/value.max()
print("accuracy moyenne:",str(100-nbErrorNnnar/len(coord)))

4
demo4.py
Unescape View File

@ -59,5 +59,5 @@ for i in range(nbRepetition):
accuracy += runOneTest(0.8)
t2 = time()
print("accuracy moyenne: ",str(accuracy/nbRepetition))
print("delta temps: ",str(t2-t1))
print("accuracy moyenne:",str(accuracy/nbRepetition))
print("delta temps:",str(t2-t1))
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