diff --git a/cian_parsing_result_sale_1_100_krasnodar_18_Feb_2023_03_00_53_912228.csv b/cian_parsing_result_sale_1_100_krasnodar_18_Feb_2023_03_00_53_912228.csv
new file mode 100644
index 0000000..b18c6d1
--- /dev/null
+++ b/cian_parsing_result_sale_1_100_krasnodar_18_Feb_2023_03_00_53_912228.csv
@@ -0,0 +1,1381 @@
+author;author_type;link;city;deal_type;accommodation_type;floor;floors_count;rooms_count;total_meters;price_per_m2;price;year_of_construction;living_meters;kitchen_meters;phone;district;street;underground;residential_complex
+ID 49687416;homeowner;https://sochi.cian.ru/sale/flat/282192207/;Краснодар;sale;flat;6;19;3;93.1;338345;31500000;2008;62.6;10.1;+79892742553;Центральный;Невская;;Невская 19
+ID 79095486;homeowner;https://krasnodar.cian.ru/sale/flat/279661943/;Краснодар;sale;flat;20;22;1;43.0;115116;4950000;2021;18.2;14.8;+79180594044;;;;
+ID 65428770;homeowner;https://sochi.cian.ru/sale/flat/261817706/;Краснодар;sale;flat;4;14;2;52.0;615384;32000000;2013;45.9;-1;+79181901372;Адлерский;Просвещения;;
+ID 79095486;homeowner;https://krasnodar.cian.ru/sale/flat/282999378/;Краснодар;sale;flat;2;10;3;74.0;114864;8500000;2002;42.0;15.6;+79180594044;;;;
+ID 94985723;homeowner;https://krasnodar.cian.ru/sale/flat/279796497/;Краснодар;sale;flat;5;6;1;39.5;93670;3700000;2012;18.1;10.8;+79184110513;;;;
+ID 24492173;homeowner;https://krasnodar.cian.ru/sale/flat/276556880/;Краснодар;sale;flat;13;18;1;45.1;88691;4000000;2020;20.8;11.7;+79885945606;;;;
+ID 88902791;homeowner;https://krasnodar.cian.ru/sale/flat/271544680/;Краснодар;sale;flat;10;22;1;32.27;114657;3700000;2021;-1;-1;+79094602110;;;;
+ID 99812501;homeowner;https://krasnodar.cian.ru/sale/flat/283591165/;Краснодар;sale;flat;8;8;1;34.6;109826;3800000;2020;17.0;9.0;+79180418308;;;;
+ID 81974003;homeowner;https://sochi.cian.ru/sale/flat/283428668/;Краснодар;sale;flat;4;4;1;37.0;189189;7000000;2018;35.0;-1;+79892107886;Центральный;Тимирязева;;
+ID 76294960;homeowner;https://krasnodar.cian.ru/sale/flat/278705525/;Краснодар;sale;flat;9;24;2;68.0;125000;8500000;2020;40.0;20.0;+79654652238;;;;
+ID 32889183;homeowner;https://krasnodar.cian.ru/sale/flat/280228523/;Краснодар;sale;flat;1;22;3;91.0;101098;9200000;2014;-1;-1;+79182404147;;;;
+ID 99215702;homeowner;https://krasnodar.cian.ru/sale/flat/282835527/;Краснодар;sale;flat;7;10;3;63.5;94488;6000000;1999;-1;11.0;+79898107228;;;;
+ID 76727254;homeowner;https://krasnodar.cian.ru/sale/flat/275491711/;Краснодар;sale;flat;1;4;2;45.0;86666;3900000;-1;27.0;10.0;+79885946346;;;;
+ID 96132240;homeowner;https://krasnodar.cian.ru/sale/flat/278614920/;Краснодар;sale;flat;10;24;3;102.6;141325;14500000;2011;-1;-1;+79883357025;;;;
+ID 1874032;homeowner;https://krasnodar.cian.ru/sale/flat/280428513/;Краснодар;sale;flat;19;19;1;32.0;96875;3100000;2020;12.6;7.1;+79628767121;;;;
+ID 89183915;homeowner;https://krasnodar.cian.ru/sale/flat/283713717/;Краснодар;sale;flat;22;23;1;39.0;115384;4500000;2022;-1;-1;+79183905573;;;;
+ID 90855402;homeowner;https://krasnodar.cian.ru/sale/flat/273402765/;Краснодар;sale;flat;2;16;1;37.0;104594;3870000;2021;14.4;10.2;+79676533821;;;;
+ID 71759733;homeowner;https://sochi.cian.ru/sale/flat/255111075/;Краснодар;sale;flat;3;5;2;55.0;154545;8500000;2017;40.0;10.0;+79628745245;Центральный;Макаренко;;
+ID 96650740;homeowner;https://krasnodar.cian.ru/sale/flat/283705704/;Краснодар;sale;flat;2;24;1;35.1;108262;3800000;2020;-1;-1;+79892605395;;;;
+ID 81720560;homeowner;https://sochi.cian.ru/sale/flat/283625141/;Краснодар;sale;flat;1;14;2;46.0;510869;23500000;2015;25.0;4.0;+79628859772;Центральный;Курортный проспект;;Барселона Парк
+ID 99953080;homeowner;https://krasnodar.cian.ru/sale/flat/283765339/;Краснодар;sale;flat;5;10;1;40.0;102500;4100000;2006;22.9;9.7;+79186257460;;;;
+ID 98946843;homeowner;https://sochi.cian.ru/sale/flat/282488302/;Краснодар;sale;flat;7;14;2;41.0;378048;15500000;-1;-1;-1;+79654629356;Хостинский;Лысая Гора;;
+ID 91931466;homeowner;https://sochi.cian.ru/sale/flat/283609441/;Краснодар;sale;flat;4;4;-1;36.8;199728;7350000;2020;-1;-1;+79189899568;Центральный;Макаренко;;Sydney
+ID 61072788;homeowner;https://krasnodar.cian.ru/sale/flat/283767972/;Краснодар;sale;flat;7;10;1;32.0;443750;14200000;2015;14.0;-1;+79884648480;;;;
+ID 52786794;homeowner;https://sochi.cian.ru/sale/flat/283876094/;Краснодар;sale;flat;6;7;3;68.3;263543;18000000;2011;-1;-1;+79883357043;Хостинский;Бытха;;
+ID 31981018;homeowner;https://sochi.cian.ru/sale/flat/281646952/;Краснодар;sale;flat;5;6;1;19.3;440414;8500000;-1;-1;-1;+79898555204;Адлерский;Нижнеимеретинская;;
+ID 66258985;homeowner;https://sochi.cian.ru/sale/flat/281824503/;Краснодар;sale;flat;2;15;2;52.1;141074;7350000;2020;-1;12.0;+79183507868;Центральный;Пасечная;;
+ID 97750126;homeowner;https://krasnodar.cian.ru/sale/flat/282160741/;Краснодар;sale;flat;7;16;3;84.0;106547;8950000;2016;41.3;13.9;+79676541572;;;;
+ID 48531972;homeowner;https://sochi.cian.ru/sale/flat/275270422/;Краснодар;sale;flat;9;9;1;28.0;239285;6700000;2020;23.0;3.0;+79094607551;Лазаревский;Калараша;;Звезда
+ID 7012744;homeowner;https://anapa.cian.ru/sale/flat/278589070/;Краснодар;sale;flat;6;13;2;50.0;138000;6900000;2020;27.0;9.0;+79183408065;;;;
+ID 27340444;homeowner;https://gelendzhik.cian.ru/sale/flat/279471550/;Краснодар;sale;flat;3;7;2;72.0;215277;15500000;2017;42.4;15.6;+79180686400;;;;
+ID 96160923;homeowner;https://sochi.cian.ru/sale/flat/278667316/;Краснодар;sale;flat;18;25;2;88.0;818181;72000000;2014;44.0;15.0;+79182845405;Хостинский;Черноморская;;Панорама Парк
+ID 91435081;homeowner;https://sochi.cian.ru/sale/flat/281653502/;Краснодар;sale;flat;15;18;1;33.0;312121;10300000;2018;18.0;10.0;+79884132919;Адлерский;Гастелло;;Адлер
+ID 44562099;homeowner;https://sochi.cian.ru/sale/flat/249278235/;Краснодар;sale;flat;6;6;1;36.0;330555;11900000;2011;20.0;10.0;+79094475332;Хостинский;Лермонтова;;
+ID 46576185;homeowner;https://krasnodar.cian.ru/sale/flat/281444688/;Краснодар;sale;flat;9;17;3;86.7;91118;7900000;2018;44.7;12.1;+79184525491;;;;
+ID 98330870;homeowner;https://sochi.cian.ru/sale/flat/282207295/;Краснодар;sale;flat;1;6;2;57.0;236842;13500000;-1;32.0;13.4;+79892302791;Адлерский;Аллейная;;
+ID 75404611;homeowner;https://krasnodar.cian.ru/sale/flat/283022801/;Краснодар;sale;flat;8;16;1;25.3;130434;3300000;2020;-1;-1;+79898305484;;;;
+ID 85790937;homeowner;https://sochi.cian.ru/sale/flat/278709699/;Краснодар;sale;flat;1;4;2;40.0;174975;6999000;-1;-1;-1;+79183808525;Центральный;Тимирязева;;
+ID 89965366;homeowner;https://sochi.cian.ru/sale/flat/282657550/;Краснодар;sale;flat;3;4;1;35.0;285714;10000000;1889;-1;-1;+79883351657;Адлерский;Лесная;;
+ID 92608294;homeowner;https://sochi.cian.ru/sale/flat/275186361/;Краснодар;sale;flat;11;19;2;106.0;291509;30900000;2005;-1;17.0;+79886222427;Хостинский;Яна Фабрициуса;;
+ID 35523391;homeowner;https://sochi.cian.ru/sale/flat/280844003/;Краснодар;sale;flat;4;9;2;60.0;183333;11000000;1991;54.0;-1;+79094597868;Центральный;Вишневая;;
+ID 80978557;homeowner;https://sochi.cian.ru/sale/flat/265022100/;Краснодар;sale;flat;6;12;2;59.5;252100;15000000;1993;38.1;13.1;+79181507740;Центральный;Гагарина;;
+ID 66187202;homeowner;https://sochi.cian.ru/sale/flat/281194232/;Краснодар;sale;flat;6;6;5;216.0;164351;35500000;2006;-1;-1;+79094469855;Хостинский;Бытха;;
+ID 82696261;homeowner;https://krasnodar.cian.ru/sale/flat/282979027/;Краснодар;sale;flat;4;4;1;33.0;121212;4000000;2010;17.0;8.0;+79180687323;;;;
+ID 91358337;homeowner;https://sochi.cian.ru/sale/flat/280381016/;Краснодар;sale;flat;4;4;1;29.3;271331;7950000;2017;-1;-1;+79654644365;;;;
+ID 98607920;homeowner;https://sochi.cian.ru/sale/flat/282084492/;Краснодар;sale;flat;4;12;1;23.6;245762;5800000;2022;-1;7.0;+79184112502;Адлерский;Искры;;
+ID 66258985;homeowner;https://sochi.cian.ru/sale/flat/283681740/;Краснодар;sale;flat;5;15;3;80.4;110074;8850000;2017;-1;15.0;+79183507868;Центральный;Пасечная;;
+ID 71623863;homeowner;https://krasnodar.cian.ru/sale/flat/282347418/;Краснодар;sale;flat;6;18;2;61.45;110659;6800000;2023;32.1;15.2;+79181908910;;;;
+ID 98246528;homeowner;https://sochi.cian.ru/sale/flat/281605004/;Краснодар;sale;flat;3;5;2;53.2;244360;13000000;1986;31.0;8.5;+79676536203;;;;
+ID 87578411;homeowner;https://krasnodar.cian.ru/sale/flat/270329823/;Краснодар;sale;flat;12;24;1;36.42;79626;2900000;2022;-1;9.5;+79180594293;;;;
+ID 97397107;homeowner;https://krasnodar.cian.ru/sale/flat/280426180/;Краснодар;sale;flat;8;18;1;43.5;94252;4100000;2013;21.0;14.0;+79676509723;;;;
+ID 97246283;homeowner;https://sochi.cian.ru/sale/flat/280111287/;Краснодар;sale;flat;1;6;1;28.0;232142;6500000;2016;-1;-1;+79628771817;Адлерский;Троицкая;;
+ID 81980635;homeowner;https://sochi.cian.ru/sale/flat/279607486/;Краснодар;sale;flat;5;10;2;56.0;392857;22000000;2014;-1;-1;+79676539315;Адлерский;Белорусская;;Green Sail
+ID 96907785;homeowner;https://krasnodar.cian.ru/sale/flat/279642648/;Краснодар;sale;flat;8;9;2;69.4;396253;27500000;2013;35.3;-1;+79184346845;;;;
+ID 47231310;homeowner;https://sochi.cian.ru/sale/flat/283606424/;Краснодар;sale;flat;2;5;1;32.0;234375;7500000;1969;-1;-1;+79180594271;Центральный;Тимирязева;;
+ID 92545600;homeowner;https://sochi.cian.ru/sale/flat/282160529/;Краснодар;sale;flat;5;12;1;30.0;333333;10000000;2019;-1;-1;+79883120318;;;;
+ID 96352441;homeowner;https://krasnodar.cian.ru/sale/flat/278925176/;Краснодар;sale;flat;10;17;3;90.0;183333;16500000;2011;55.0;15.0;+79898106912;;;;
+ID 87114024;homeowner;https://krasnodar.cian.ru/sale/flat/283649104/;Краснодар;sale;flat;2;2;1;23.2;178879;4150000;-1;-1;-1;+79654630491;;;;
+ID 97095401;homeowner;https://krasnodar.cian.ru/sale/flat/280008092/;Краснодар;sale;flat;10;22;2;61.2;116830;7150000;2017;11.5;11.2;+79094603567;;;;
+ID 51585388;homeowner;https://sochi.cian.ru/sale/flat/283773253/;Краснодар;sale;flat;13;17;2;84.2;409738;34500000;2010;-1;-1;+79184112739;Центральный;Виноградная;;
+ID 14128581;homeowner;https://sochi.cian.ru/sale/flat/267618775/;Краснодар;sale;flat;5;5;3;84.0;300000;25200000;2014;62.0;13.0;+79094596716;;;;
+ID 93994142;homeowner;https://novorossiysk.cian.ru/sale/flat/282620028/;Краснодар;sale;flat;12;12;1;41.42;84500;3499999;2022;-1;-1;+79094643647;;;;
+ID 96638363;homeowner;https://krasnodar.cian.ru/sale/flat/282880419/;Краснодар;sale;flat;7;7;3;53.0;373584;19800000;2011;41.6;-1;+79884648478;;;;
+ID 99717152;homeowner;https://krasnodar.cian.ru/sale/flat/283455401/;Краснодар;sale;flat;5;5;3;89.0;48876;4350000;2016;58.0;14.3;+79676525061;;;;
+ID 58678290;homeowner;https://krasnodar.cian.ru/sale/flat/283343144/;Краснодар;sale;flat;14;16;2;65.0;72307;4700000;2010;55.0;-1;+79892101088;;;;
+ID 26182348;homeowner;https://sochi.cian.ru/sale/flat/283294277/;Краснодар;sale;flat;5;8;-1;18.8;361702;6800000;-1;-1;-1;+79181108388;Хостинский;Курортный проспект;;Моравия
+ID 22627864;homeowner;https://sochi.cian.ru/sale/flat/282148351/;Краснодар;sale;flat;5;13;2;50.0;530000;26500000;2018;25.0;20.0;+79186286676;Центральный;Крымская;;
+ID 97732587;homeowner;https://krasnodar.cian.ru/sale/flat/280910756/;Краснодар;sale;flat;21;22;-1;250.0;200000;50000000;2010;-1;-1;+79186257601;;;;
+ID 21606883;homeowner;https://krasnodar.cian.ru/sale/flat/281074803/;Краснодар;sale;flat;4;5;2;48.4;165289;8000000;1980;16.0;27.0;+79676539074;;;;
+ID 99936114;homeowner;https://krasnodar.cian.ru/sale/flat/283737889/;Краснодар;sale;flat;6;16;2;43.2;128472;5550000;2016;30.0;7.0;+79676541032;;;;
+ID 77636878;homeowner;https://krasnodar.cian.ru/sale/flat/275873630/;Краснодар;sale;flat;7;9;2;61.4;97231;5970000;2020;-1;-1;+79676528175;;;;
+ID 76167462;homeowner;https://anapa.cian.ru/sale/flat/282975688/;Краснодар;sale;flat;6;16;1;40.4;146039;5900000;2019;17.3;9.6;+79676539986;;;;
+ID 98623095;homeowner;https://krasnodar.cian.ru/sale/flat/283282828/;Краснодар;sale;flat;6;6;2;63.4;71451;4530000;2010;31.5;16.8;+79094500623;;;;
+ID 99615310;homeowner;https://krasnodar.cian.ru/sale/flat/283383338/;Краснодар;sale;flat;6;9;1;41.5;84337;3500000;2017;19.7;10.8;+79628748956;;;;
+ID 83723777;homeowner;https://krasnodar.cian.ru/sale/flat/280412835/;Краснодар;sale;flat;3;9;2;48.8;108606;5300000;1982;29.9;6.8;+79604746673;;;;
+ID 90473615;homeowner;https://krasnodar.cian.ru/sale/flat/283714276/;Краснодар;sale;flat;12;16;1;41.0;115853;4750000;2014;18.0;12.0;+79183607096;;;;
+ID 97916815;homeowner;https://krasnodar.cian.ru/sale/flat/283680222/;Краснодар;sale;flat;14;18;2;62.5;102400;6400000;2017;30.1;13.7;+79654648317;;;;
+ID 45758906;homeowner;https://anapa.cian.ru/sale/flat/283556518/;Краснодар;sale;flat;4;10;1;42.0;202380;8500000;2016;20.0;15.0;+79605446586;;;;
+ID 96303300;homeowner;https://krasnodar.cian.ru/sale/flat/282111237/;Краснодар;sale;flat;15;23;2;51.3;136452;6999999;2012;-1;-1;+79604780989;;;;
+ID 13140727;homeowner;https://sochi.cian.ru/sale/flat/283860548/;Краснодар;sale;flat;13;22;1;32.0;499687;15990000;2018;27.0;-1;+79184342116;Центральный;Больничный Городок мкр;;Огни Сочи
+ID 45975019;homeowner;https://sochi.cian.ru/sale/flat/283627259/;Краснодар;sale;flat;4;8;3;65.6;381097;25000000;2015;-1;-1;+79676539501;Центральный;Макаренко;;
+ID 378269;homeowner;https://gelendzhik.cian.ru/sale/flat/276154608/;Краснодар;sale;flat;16;17;3;121.0;491735;59500000;2014;70.0;30.0;+79883356557;;;;
+ID 72810680;homeowner;https://anapa.cian.ru/sale/flat/278046637/;Краснодар;sale;flat;14;14;1;47.0;153191;7200000;2021;-1;-1;+79094436729;;;;
+ID 50179087;homeowner;https://krasnodar.cian.ru/sale/flat/279238673/;Краснодар;sale;flat;11;15;2;57.48;137439;7900000;2006;34.0;11.0;+79654641315;;;;
+ID 97386702;homeowner;https://krasnodar.cian.ru/sale/flat/280411276/;Краснодар;sale;flat;2;16;2;61.8;87378;5400000;2018;32.4;11.6;+79892905093;;;;
+ID 85878833;homeowner;https://sochi.cian.ru/sale/flat/268919479/;Краснодар;sale;flat;7;7;1;24.6;217479;5350000;2012;-1;-1;+79189504727;Хостинский;Лысая Гора;;
+ID 97720719;homeowner;https://krasnodar.cian.ru/sale/flat/280901690/;Краснодар;sale;flat;2;6;2;50.0;68000;3400000;2015;-1;10.0;+79184111463;;;;
+ID 12624963;homeowner;https://sochi.cian.ru/sale/flat/258115048/;Краснодар;sale;flat;8;9;1;34.0;200000;6800000;2020;16.0;9.0;+79898304492;Лазаревский;Калараша;;Звезда
+ID 81392132;homeowner;https://krasnodar.cian.ru/sale/flat/279466552/;Краснодар;sale;flat;23;25;3;102.9;212827;21900000;2018;65.0;20.0;+79183607475;;;;
+ID 86870581;homeowner;https://sochi.cian.ru/sale/flat/272722988/;Краснодар;sale;flat;4;5;2;52.8;407196;21500000;1971;36.0;8.7;+79184111346;Центральный;Роз;;
+ID 94900791;homeowner;https://krasnodar.cian.ru/sale/flat/278192058/;Краснодар;sale;flat;15;16;2;65.0;158461;10300000;2021;-1;21.0;+79094451587;;;;
+ID 99491345;homeowner;https://krasnodar.cian.ru/sale/flat/283250125/;Краснодар;sale;flat;1;2;3;67.4;65281;4400000;1989;40.0;17.0;+79676516759;;;;
+ID 81071913;homeowner;https://sochi.cian.ru/sale/flat/280385606/;Краснодар;sale;flat;5;20;3;115.2;152777;17600000;-1;-1;20.0;+79189504129;Адлерский;Голубые Дали;;
+ID 96516864;homeowner;https://sochi.cian.ru/sale/flat/279576665/;Краснодар;sale;flat;5;5;1;27.0;229629;6200000;-1;-1;-1;+79885945628;Центральный;Целинная;;
+ID 88172743;homeowner;https://sochi.cian.ru/sale/flat/283190329/;Краснодар;sale;flat;3;5;1;18.0;233333;4200000;1966;-1;-1;+79885204382;Хостинский;Мацестинская;;
+ID 60916652;homeowner;https://krasnodar.cian.ru/sale/flat/282725047/;Краснодар;sale;flat;3;6;2;74.0;84459;6250000;2009;30.0;16.0;+79883807907;;;;
+ID 2101192;homeowner;https://krasnodar.cian.ru/sale/flat/258735506/;Краснодар;sale;flat;8;17;3;97.0;68030;6599000;2021;60.0;15.0;+79892742563;;;;
+ID 41152701;homeowner;https://sochi.cian.ru/sale/flat/267439912/;Краснодар;sale;flat;1;3;2;107.1;167133;17900000;1959;47.2;26.0;+79898303933;Центральный;бульвар Цветной;;
+ID 50171508;homeowner;https://sochi.cian.ru/sale/flat/271095968/;Краснодар;sale;flat;4;5;2;46.8;208333;9750000;1968;29.3;5.0;+79670394749;Хостинский;50 лет СССР;;
+ID 96746715;homeowner;https://krasnodar.cian.ru/sale/flat/279435123/;Краснодар;sale;flat;4;5;2;44.0;109090;4800000;1971;-1;7.0;+79183609026;;;;
+ID 70821341;homeowner;https://sochi.cian.ru/sale/flat/278133498/;Краснодар;sale;flat;3;5;1;18.1;243093;4400000;1973;-1;-1;+79180101186;Центральный;переулок Строительный;;
+ID 95219227;homeowner;https://krasnodar.cian.ru/sale/flat/277678214/;Краснодар;sale;flat;20;24;3;125.0;135200;16900000;2012;58.0;16.6;+79676535387;;;;
+ID 63299765;homeowner;https://gelendzhik.cian.ru/sale/flat/275610218/;Краснодар;sale;flat;2;12;1;70.0;212857;14900000;2006;25.3;23.9;+79898303075;;;;
+ID 97215783;homeowner;https://krasnodar.cian.ru/sale/flat/280055841/;Краснодар;sale;flat;3;3;1;47.3;317124;15000000;2017;32.5;-1;+79189504722;;;;
+ID 87775296;homeowner;https://krasnodar.cian.ru/sale/flat/280045157/;Краснодар;sale;flat;12;17;1;49.9;150300;7500000;2020;23.0;14.0;+79628735361;;;;
+ID 76030421;homeowner;https://sochi.cian.ru/sale/flat/280905979/;Краснодар;sale;flat;2;6;1;34.0;223529;7600000;1983;25.0;6.0;+79654649082;Хостинский;Ясногорская;;
+ID 83344588;homeowner;https://sochi.cian.ru/sale/flat/267112577/;Краснодар;sale;flat;4;4;3;91.0;153846;14000000;2011;-1;-1;+79885946848;;;;
+ID 90532203;homeowner;https://anapa.cian.ru/sale/flat/282314545/;Краснодар;sale;flat;5;5;1;30.5;190164;5800003;1971;7.0;15.1;+79676540318;;;;
+ID 13077699;homeowner;https://krasnodar.cian.ru/sale/flat/263861071/;Краснодар;sale;flat;4;8;1;32.0;203125;6500000;2019;29.7;-1;+79181415962;;;;
+ID 98799271;homeowner;https://sochi.cian.ru/sale/flat/282314825/;Краснодар;sale;flat;4;9;2;42.0;221428;9300000;2015;23.0;15.0;+79676513814;Хостинский;Водораздельная;;
+ID 95486493;homeowner;https://krasnodar.cian.ru/sale/flat/281228635/;Краснодар;sale;flat;2;2;2;51.0;50784;2590000;1988;32.8;8.4;+79891999083;;;;
+ID 33048838;homeowner;https://sochi.cian.ru/sale/flat/283549725/;Краснодар;sale;flat;2;5;1;19.1;209424;4000000;1964;-1;-1;+79628856469;Центральный;Донская;;
+ID 74736737;homeowner;https://novorossiysk.cian.ru/sale/flat/283401631/;Краснодар;sale;flat;11;17;1;47.2;139830;6600000;2021;17.7;13.6;+79182307485;;;;
+ID 74319683;homeowner;https://krasnodar.cian.ru/sale/flat/282162449/;Краснодар;sale;flat;17;24;2;91.59;88437;8100000;-1;-1;-1;+79676542301;;;;
+ID 87569951;homeowner;https://krasnodar.cian.ru/sale/flat/270313392/;Краснодар;sale;flat;4;4;4;114.2;50788;5800000;-1;75.9;7.3;+79094430686;;;;
+ID 86442284;homeowner;https://sochi.cian.ru/sale/flat/283574657/;Краснодар;sale;flat;2;5;1;44.3;200902;8900000;2012;-1;-1;+79885206760;Хостинский;Звездная;;
+ID 82324314;homeowner;https://sochi.cian.ru/sale/flat/280217331/;Краснодар;sale;flat;2;6;2;48.8;215163;10500000;2011;-1;-1;+79182506227;;;;
+ID 16746002;homeowner;https://krasnodar.cian.ru/sale/flat/280875925/;Краснодар;sale;flat;1;2;2;66.0;136212;8990000;2016;25.0;15.0;+79094504891;;;;
+ID 97215783;homeowner;https://krasnodar.cian.ru/sale/flat/280054388/;Краснодар;sale;flat;3;3;3;91.7;272628;25000000;2017;72.6;-1;+79189504722;;;;
+ID 72256590;homeowner;https://sochi.cian.ru/sale/flat/283440552/;Краснодар;sale;flat;2;3;3;102.0;196078;20000000;2004;71.2;15.0;+79654629635;Хостинский;Шоссейная;;
+ID 25757755;homeowner;https://krasnodar.cian.ru/sale/flat/283681219/;Краснодар;sale;flat;2;27;3;81.5;94478;7700000;2022;50.0;15.0;+79182404813;;;;
+ID 21812662;homeowner;https://sochi.cian.ru/sale/flat/283589966/;Краснодар;sale;flat;1;3;1;27.6;293478;8100000;2014;-1;-1;+79892202677;Адлерский;Орбитовская;;
+ID 23612030;homeowner;https://krasnodar.cian.ru/sale/flat/281037889/;Краснодар;sale;flat;11;12;3;69.0;391304;27000000;2022;45.0;20.0;+79094589247;;;;
+ID 98194037;homeowner;https://sochi.cian.ru/sale/flat/281526343/;Краснодар;sale;flat;9;10;1;44.3;240406;10650000;2006;26.2;15.0;+79094542152;Хостинский;Искры;;
+ID 95240189;homeowner;https://krasnodar.cian.ru/sale/flat/278454730/;Краснодар;sale;flat;12;12;1;32.0;103125;3300000;2015;-1;-1;+79094479402;;;;
+ID 99738483;homeowner;https://krasnodar.cian.ru/sale/flat/283480722/;Краснодар;sale;flat;1;5;1;31.0;129032;4000000;1968;20.0;7.0;+79094432816;;;;
+ID 17704222;homeowner;https://sochi.cian.ru/sale/flat/271669617/;Краснодар;sale;flat;1;9;1;22.0;218181;4800000;2020;-1;-1;+79180686284;Лазаревский;Калараша;;Семейный
+ID 97870506;homeowner;https://krasnodar.cian.ru/sale/flat/281168845/;Краснодар;sale;flat;15;25;1;47.0;112553;5290000;2021;19.7;13.9;+79186257936;;;;
+ID 89426278;homeowner;https://novorossiysk.cian.ru/sale/flat/283515540/;Краснодар;sale;flat;14;17;1;40.0;132500;5300000;2021;19.5;12.0;+79628741427;;;;
+ID 66804296;homeowner;https://sochi.cian.ru/sale/flat/283264251/;Краснодар;sale;flat;5;6;2;54.0;201851;10900000;-1;39.0;15.0;+79892107497;Центральный;Клубничная;;
+ID 79883760;homeowner;https://sochi.cian.ru/sale/flat/277648905/;Краснодар;sale;flat;7;10;2;60.1;214642;12900000;2013;40.0;14.0;+79064355729;Центральный;Виноградная;;
+ID 80229792;homeowner;https://gelendzhik.cian.ru/sale/flat/283451261/;Краснодар;sale;flat;7;8;1;54.8;267335;14650000;2016;30.0;15.0;+79094610522;;;;
+ID 96807536;homeowner;https://sochi.cian.ru/sale/flat/279517248/;Краснодар;sale;flat;15;18;2;48.0;427083;20500000;2020;-1;-1;+79628852334;Хостинский;Есауленко;;Южное море
+ID 99174317;homeowner;https://krasnodar.cian.ru/sale/flat/282779122/;Краснодар;sale;flat;4;10;2;97.0;463917;45000000;2020;-1;-1;+79654629491;;;;
+ID 13404190;homeowner;https://sochi.cian.ru/sale/flat/283742652/;Краснодар;sale;flat;3;4;1;17.0;317647;5400000;-1;14.0;3.0;+79094462834;Адлерский;Чкалова;;
+ID 99515404;homeowner;https://krasnodar.cian.ru/sale/flat/283217221/;Краснодар;sale;flat;2;3;1;25.1;73705;1850000;2022;16.0;5.0;+79181208448;;;;
+ID 266194;homeowner;https://krasnodar.cian.ru/sale/flat/278720945/;Краснодар;sale;flat;1;3;1;41.4;103623;4290000;1953;18.0;10.1;+79898106735;;;;
+ID 423042;homeowner;https://sochi.cian.ru/sale/flat/277436747/;Краснодар;sale;flat;4;17;2;55.6;548561;30500000;2021;38.0;11.0;+79186258243;Хостинский;Депутатская;;
+ID 97830498;homeowner;https://krasnodar.cian.ru/sale/flat/281055417/;Краснодар;sale;flat;10;16;1;31.6;113924;3600000;2022;-1;-1;+79892601975;;;;
+ID 60634105;homeowner;https://krasnodar.cian.ru/sale/flat/277544831/;Краснодар;sale;flat;8;16;2;56.5;141592;8000000;2011;30.6;11.5;+79186273140;;;;
+ID 22709463;homeowner;https://sochi.cian.ru/sale/flat/283789002/;Краснодар;sale;flat;3;4;1;27.2;312500;8500000;1960;17.0;4.0;+79189604514;Центральный;Гагарина;;
+ID 12962414;homeowner;https://krasnodar.cian.ru/sale/flat/280593793/;Краснодар;sale;flat;14;16;1;42.0;108333;4550000;2006;20.0;10.0;+79654655175;;;;
+ID 69961357;homeowner;https://krasnodar.cian.ru/sale/flat/279614729/;Краснодар;sale;flat;5;5;1;40.0;124875;4995000;1969;21.0;9.0;+79654656114;;;;
+ID 97193012;homeowner;https://krasnodar.cian.ru/sale/flat/280031073/;Краснодар;sale;flat;21;21;2;68.6;86734;5950000;2014;36.4;12.3;+79094537067;;;;
+ID 79938285;homeowner;https://krasnodar.cian.ru/sale/flat/282816985/;Краснодар;sale;flat;15;19;1;27.0;122222;3300000;2017;-1;-1;+79628767134;;;;
+ID 80778468;homeowner;https://krasnodar.cian.ru/sale/flat/269002873/;Краснодар;sale;flat;15;16;2;62.1;136876;8500000;2014;31.1;14.5;+79094610076;;;;
+ID 11286526;homeowner;https://sochi.cian.ru/sale/flat/279300704/;Краснодар;sale;flat;1;7;1;17.0;529411;9000000;-1;17.0;-1;+79628758830;Центральный;Крымская;;
+ID 77806052;homeowner;https://krasnodar.cian.ru/sale/flat/280499751/;Краснодар;sale;flat;2;3;1;26.0;71153;1850000;2021;-1;-1;+79628766296;;;;
+ID 90843981;homeowner;https://sochi.cian.ru/sale/flat/283686610/;Краснодар;sale;flat;2;24;2;50.0;1040000;52000000;2008;-1;-1;+79654650311;Хостинский;Гагринская;;Миллениум Тауэр
+ID 95904870;homeowner;https://gelendzhik.cian.ru/sale/flat/278344152/;Краснодар;sale;flat;10;10;1;57.8;250865;14500000;2017;26.4;17.8;+79094626791;;;;
+ID 13259607;homeowner;https://sochi.cian.ru/sale/flat/283653524/;Краснодар;sale;flat;1;23;2;45.0;380000;17100000;2014;-1;8.0;+79183906891;Центральный;переулок Горького;;
+ID 21467881;homeowner;https://sochi.cian.ru/sale/flat/281517417/;Краснодар;sale;flat;11;12;4;160.0;231250;37000000;2016;70.0;16.7;+79676542315;;;;
+ID 22709463;homeowner;https://sochi.cian.ru/sale/flat/283392896/;Краснодар;sale;flat;1;3;1;30.9;226537;7000000;-1;16.2;5.8;+79094456458;Центральный;Санаторная;;
+ID 33040889;homeowner;https://gelendzhik.cian.ru/sale/flat/283003059/;Краснодар;sale;flat;6;6;1;42.3;200945;8500000;2019;14.3;14.2;+79676526800;;;;
+ID 20782773;homeowner;https://sochi.cian.ru/sale/flat/283139711/;Краснодар;sale;flat;8;13;2;73.0;683561;49900000;2020;50.0;10.0;+79189505184;Хостинский;Гагринская;;Светлана парк
+ID 85568526;homeowner;https://krasnodar.cian.ru/sale/flat/283752257/;Краснодар;sale;flat;4;5;1;32.4;98765;3200000;2014;12.0;10.0;+79183408158;;;;
+ID 43877920;homeowner;https://krasnodar.cian.ru/sale/flat/283473220/;Краснодар;sale;flat;1;6;1;18.0;66666;1200000;2011;15.0;3.0;+79182106867;;;;
+ID 77068163;homeowner;https://krasnodar.cian.ru/sale/flat/283669414/;Краснодар;sale;flat;7;10;1;22.0;136363;3000000;2016;-1;-1;+79883807613;;;;
+ID 83956266;homeowner;https://anapa.cian.ru/sale/flat/267491942/;Краснодар;sale;flat;1;9;2;57.0;98245;5600000;1983;28.1;9.3;+79186256961;;;;
+ID 98830986;homeowner;https://krasnodar.cian.ru/sale/flat/282356692/;Краснодар;sale;flat;1;6;1;28.0;98214;2750000;2013;16.0;8.0;+79094655098;;;;
+ID 66343626;homeowner;https://krasnodar.cian.ru/sale/flat/283158422/;Краснодар;sale;flat;9;16;1;26.2;129770;3400000;2017;16.0;3.0;+79183408448;;;;
+ID 98741030;homeowner;https://krasnodar.cian.ru/sale/flat/282332001/;Краснодар;sale;flat;4;5;1;33.8;99260;3355000;1997;-1;-1;+79182404982;;;;
+ID 83224753;homeowner;https://krasnodar.cian.ru/sale/flat/282953336/;Краснодар;sale;flat;10;16;1;46.0;117391;5400000;2013;-1;-1;+79189970454;;;;
+ID 95962640;homeowner;https://krasnodar.cian.ru/sale/flat/278411781/;Краснодар;sale;flat;2;5;2;35.0;130000;4550000;1968;24.0;6.0;+79898555190;;;;
+ID 84768179;homeowner;https://sochi.cian.ru/sale/flat/268098798/;Краснодар;sale;flat;8;11;2;34.3;259475;8900000;2015;-1;-1;+79892605579;Центральный;переулок Чехова;;
+ID 15727468;homeowner;https://sochi.cian.ru/sale/flat/283699324/;Краснодар;sale;flat;2;4;1;35.0;157142;5500000;-1;-1;-1;+79628734202;Адлерский;Пархоменко;;
+ID 2101192;homeowner;https://krasnodar.cian.ru/sale/flat/273270612/;Краснодар;sale;flat;2;16;2;90.0;73322;6599000;2021;55.0;21.0;+79892742563;;;;
+ID 16954321;homeowner;https://krasnodar.cian.ru/sale/flat/280424115/;Краснодар;sale;flat;3;4;1;39.0;115384;4500000;-1;20.0;11.0;+79189886467;;;;
+ID 67132708;homeowner;https://sochi.cian.ru/sale/flat/283679833/;Краснодар;sale;flat;2;2;1;21.0;228571;4800000;-1;16.0;4.0;+79883854961;Центральный;Воровского;;
+ID 94862413;homeowner;https://krasnodar.cian.ru/sale/flat/277346940/;Краснодар;sale;flat;6;9;2;63.0;119047;7500000;2011;36.0;12.0;+79676527612;;;;
+ID 80324468;homeowner;https://krasnodar.cian.ru/sale/flat/283659241/;Краснодар;sale;flat;5;9;3;65.3;119448;7800000;1985;38.8;7.9;+79180683644;;;;
+ID 97412072;homeowner;https://sochi.cian.ru/sale/flat/283737086/;Краснодар;sale;flat;11;25;1;27.0;462962;12500000;2018;19.0;6.0;+79183605302;Центральный;Пластунская;;Раз Два Три
+ID 60426018;homeowner;https://krasnodar.cian.ru/sale/flat/283603628/;Краснодар;sale;flat;18;24;1;43.57;114734;4999000;2017;16.2;12.1;+79886663240;;;;
+ID 94764738;homeowner;https://krasnodar.cian.ru/sale/flat/277279223/;Краснодар;sale;flat;6;6;1;21.9;93607;2050000;2012;18.7;-1;+79676529792;;;;
+ID 13183826;homeowner;https://krasnodar.cian.ru/sale/flat/282815691/;Краснодар;sale;flat;16;17;1;45.0;176666;7950000;2015;-1;-1;+79628724839;;;;
+ID 99737810;homeowner;https://sochi.cian.ru/sale/flat/283638567/;Краснодар;sale;flat;3;3;-1;61.0;318032;19400000;-1;-1;-1;+79189806609;Центральный;Стартовая;;
+ID 58489253;homeowner;https://krasnodar.cian.ru/sale/flat/282798471/;Краснодар;sale;flat;2;2;3;71.0;95774;6800000;1952;46.6;9.0;+79186272849;;;;
+ID 82412950;homeowner;https://krasnodar.cian.ru/sale/flat/283792675/;Краснодар;sale;flat;2;3;1;32.5;64615;2100000;1978;-1;-1;+79628753359;;;;
+ID 99950915;homeowner;https://sochi.cian.ru/sale/flat/283759281/;Краснодар;sale;flat;7;10;1;28.2;134751;3800000;-1;20.0;6.0;+79885946154;Хостинский;Ручей Видный;;
+ID 45999376;homeowner;https://krasnodar.cian.ru/sale/flat/283836335/;Краснодар;sale;flat;22;25;1;33.0;119696;3950000;2021;11.0;14.0;+79180594514;;;;
+ID 97600374;homeowner;https://krasnodar.cian.ru/sale/flat/283860470/;Краснодар;sale;flat;2;8;2;64.0;85156;5450000;-1;-1;-1;+79189605086;;;;
+ID 99571041;homeowner;https://anapa.cian.ru/sale/flat/283655014/;Краснодар;sale;flat;7;17;1;33.0;215151;7100000;2016;-1;-1;+79654643281;;;;
+ID 91994657;homeowner;https://krasnodar.cian.ru/sale/flat/280689918/;Краснодар;sale;flat;9;16;2;66.0;127272;8400000;2013;-1;-1;+79180102752;;;;
+ID 20712189;homeowner;https://krasnodar.cian.ru/sale/flat/283164459/;Краснодар;sale;flat;15;16;1;22.7;138766;3150000;2021;-1;-1;+79183906177;;;;
+ID 80855437;homeowner;https://gelendzhik.cian.ru/sale/flat/283817918/;Краснодар;sale;flat;6;7;3;86.0;203488;17500000;2019;40.0;28.0;+79628739823;;;;
+ID 95489618;homeowner;https://novorossiysk.cian.ru/sale/flat/277924455/;Краснодар;sale;flat;5;9;2;51.8;108108;5600000;1983;32.6;7.8;+79898305116;;;;
+ID 92052694;homeowner;https://krasnodar.cian.ru/sale/flat/274631224/;Краснодар;sale;flat;1;3;2;47.0;93617;4400000;1981;30.0;7.1;+79181508096;;;;
+ID 45505906;homeowner;https://gelendzhik.cian.ru/sale/flat/283584394/;Краснодар;sale;flat;4;5;2;56.6;208480;11800000;2015;37.0;9.0;+79094531276;;;;
+ID 15469194;homeowner;https://novorossiysk.cian.ru/sale/flat/280046963/;Краснодар;sale;flat;8;21;2;58.0;137931;8000000;2011;-1;14.0;+79628844972;;;;
+ID 96235157;homeowner;https://gelendzhik.cian.ru/sale/flat/278780936/;Краснодар;sale;flat;4;5;3;104.0;134615;14000000;2018;32.7;33.2;+79183406131;;;;
+ID 93262441;homeowner;https://krasnodar.cian.ru/sale/flat/280214889/;Краснодар;sale;flat;2;6;1;40.0;102500;4100000;2008;-1;-1;+79654644703;;;;
+ID 96784598;homeowner;https://sochi.cian.ru/sale/flat/279484579/;Краснодар;sale;flat;5;5;1;19.0;263157;5000000;1966;19.0;-1;+79183605245;Адлерский;Калинина;;
+ID 72897675;homeowner;https://krasnodar.cian.ru/sale/flat/282107098/;Краснодар;sale;flat;9;10;1;37.0;107837;3990000;2005;17.8;9.9;+79186357430;;;;
+ID 84406471;homeowner;https://krasnodar.cian.ru/sale/flat/267805963/;Краснодар;sale;flat;5;5;3;102.0;115686;11800000;2002;50.0;30.0;+79180460825;;;;
+ID 2101192;homeowner;https://krasnodar.cian.ru/sale/flat/279286956/;Краснодар;sale;flat;9;16;2;54.0;124074;6700000;2016;28.0;13.0;+79892742563;;;;
+ID 89884553;homeowner;https://sochi.cian.ru/sale/flat/281471545/;Краснодар;sale;flat;6;10;2;60.3;182421;11000000;2019;40.0;15.0;+79654633290;Центральный;Санаторная;;Шоколад
+ID 98272008;homeowner;https://krasnodar.cian.ru/sale/flat/281636962/;Краснодар;sale;flat;1;5;1;31.0;104838;3250000;1970;17.0;6.0;+79186399093;;;;
+ID 66816716;homeowner;https://sochi.cian.ru/sale/flat/278403360/;Краснодар;sale;flat;1;4;1;29.8;218120;6500000;2021;23.1;-1;+79183408906;Центральный;Макаренко;;
+ID 93428938;homeowner;https://sochi.cian.ru/sale/flat/282665188/;Краснодар;sale;flat;4;5;1;35.0;274285;9600000;1962;19.0;8.1;+79654630346;Центральный;Красноармейская;;
+ID 31619910;homeowner;https://anapa.cian.ru/sale/flat/271282972/;Краснодар;sale;flat;5;6;2;55.0;136363;7500000;2010;28.0;10.2;+79183408007;;;;
+ID 47230763;homeowner;https://sochi.cian.ru/sale/flat/263653365/;Краснодар;sale;flat;14;15;2;37.0;343243;12700000;2018;18.0;6.0;+79628744977;Хостинский;Аллея Челтенхэма;;
+ID 10767144;homeowner;https://sochi.cian.ru/sale/flat/277077841/;Краснодар;sale;flat;1;4;2;45.0;277777;12500000;-1;-1;-1;+79654626737;;;;
+ID 58909566;homeowner;https://sochi.cian.ru/sale/flat/283369627/;Краснодар;sale;flat;4;6;2;46.0;245652;11300000;1970;35.0;6.0;+79891206098;Хостинский;Бытха;;
+ID 95955249;homeowner;https://novorossiysk.cian.ru/sale/flat/278469468/;Краснодар;sale;flat;5;5;1;31.0;118387;3670000;1983;18.0;5.5;+79094619127;;;;
+ID 12806124;homeowner;https://krasnodar.cian.ru/sale/flat/282961891/;Краснодар;sale;flat;5;7;2;98.0;107142;10500000;2011;44.2;22.7;+79186255914;;;;
+ID 80470533;homeowner;https://sochi.cian.ru/sale/flat/283218968/;Краснодар;sale;flat;11;12;2;49.7;375586;18666666;2020;-1;6.0;+79892808309;Центральный;Донская;;
+ID 45056365;homeowner;https://sochi.cian.ru/sale/flat/279517150/;Краснодар;sale;flat;2;3;1;29.0;168965;4900000;2017;13.0;10.0;+79183109106;Лазаревский;Магнитогорская;;
+ID 71617212;homeowner;https://krasnodar.cian.ru/sale/flat/282592710/;Краснодар;sale;flat;6;24;4;101.5;137931;14000000;-1;-1;13.0;+79094522894;;;;
+ID 76233642;homeowner;https://anapa.cian.ru/sale/flat/260588155/;Краснодар;sale;flat;2;6;2;89.7;256410;23000000;2013;47.5;21.7;+79094498642;;;;
+ID 96871730;homeowner;https://krasnodar.cian.ru/sale/flat/282973095/;Краснодар;sale;flat;2;3;3;72.0;80555;5800000;2011;30.0;30.0;+79676521720;;;;
+ID 78526978;homeowner;https://anapa.cian.ru/sale/flat/265908935/;Краснодар;sale;flat;14;16;1;36.4;163461;5950000;2020;14.0;16.0;+79094439983;;;;
+ID 45999376;homeowner;https://krasnodar.cian.ru/sale/flat/283043840/;Краснодар;sale;flat;17;20;1;40.0;82250;3290000;2021;15.5;9.5;+79180594514;;;;
+ID 97212474;homeowner;https://anapa.cian.ru/sale/flat/280056264/;Краснодар;sale;flat;4;7;2;52.2;167624;8750000;2013;28.0;10.0;+79186273255;;;;
+ID 29121552;homeowner;https://sochi.cian.ru/sale/flat/275699943/;Краснодар;sale;flat;1;6;1;24.9;542168;13500000;-1;-1;-1;+79186256387;;;;
+ID 27683346;homeowner;https://krasnodar.cian.ru/sale/flat/280856776/;Краснодар;sale;flat;14;25;1;45.0;113333;5100000;2020;18.0;14.0;+79180687337;;;;
+ID 48531972;homeowner;https://novorossiysk.cian.ru/sale/flat/277688075/;Краснодар;sale;flat;19;22;1;48.3;132505;6400000;2020;29.3;12.0;+79094607551;;;;
+ID 22113160;homeowner;https://anapa.cian.ru/sale/flat/265957297/;Краснодар;sale;flat;6;16;1;47.0;170212;8000000;-1;-1;-1;+79184348080;;;;
+ID 77340707;homeowner;https://sochi.cian.ru/sale/flat/276820287/;Краснодар;sale;flat;9;10;2;77.4;193798;15000000;2004;35.0;18.9;+79885576036;Лазаревский;Павлова;;
+ID 16313081;homeowner;https://krasnodar.cian.ru/sale/flat/272265987/;Краснодар;sale;flat;20;22;1;28.6;106643;3050000;2021;-1;-1;+79180460408;;;;
+ID 50912643;homeowner;https://krasnodar.cian.ru/sale/flat/282357383/;Краснодар;sale;flat;19;20;1;35.0;124285;4350000;2017;14.0;9.0;+79186273229;;;;
+ID 95979805;homeowner;https://novorossiysk.cian.ru/sale/flat/278418603/;Краснодар;sale;flat;15;15;1;35.5;130985;4650000;2022;14.0;10.0;+79186635431;;;;
+ID 65656054;homeowner;https://sochi.cian.ru/sale/flat/248224633/;Краснодар;sale;flat;2;3;1;32.2;276397;8900000;2016;27.6;-1;+79180686236;Адлерский;Апрельская;;
+ID 85983140;homeowner;https://sochi.cian.ru/sale/flat/278955745/;Краснодар;sale;flat;15;25;2;37.0;398798;14755555;2020;11.0;12.0;+79183108715;Центральный;Пластунская;;Раз Два Три
+ID 74711168;homeowner;https://sochi.cian.ru/sale/flat/258887944/;Краснодар;sale;flat;7;8;4;200.0;350000;70000000;-1;150.0;20.0;+79676540159;Центральный;Пирогова;;
+ID 89674211;homeowner;https://krasnodar.cian.ru/sale/flat/272245137/;Краснодар;sale;flat;1;5;1;42.0;69047;2900000;2014;16.0;10.0;+79676542441;;;;
+ID 15336561;homeowner;https://krasnodar.cian.ru/sale/flat/282389990/;Краснодар;sale;flat;14;25;1;38.5;122077;4700000;2018;-1;11.1;+79676522936;;;;
+ID 74209593;homeowner;https://krasnodar.cian.ru/sale/flat/265882466/;Краснодар;sale;flat;8;16;2;42.0;134523;5650000;2017;37.0;-1;+79186258246;;;;
+ID 66366814;homeowner;https://anapa.cian.ru/sale/flat/281453330/;Краснодар;sale;flat;17;20;2;62.2;143086;8900000;2020;45.0;14.0;+79628753410;;;;
+ID 97770992;homeowner;https://novorossiysk.cian.ru/sale/flat/280975577/;Краснодар;sale;flat;21;23;2;44.4;134909;5990000;2022;26.0;10.0;+79094532470;;;;
+ID 19850216;homeowner;https://sochi.cian.ru/sale/flat/261240342/;Краснодар;sale;flat;7;9;-1;56.6;181978;10300000;2021;47.0;-1;+79182845140;Лазаревский;Калараша;;Семейный
+ID 91580051;homeowner;https://sochi.cian.ru/sale/flat/278645335/;Краснодар;sale;flat;12;13;1;32.0;406250;13000000;2020;-1;-1;+79181507227;;;;
+ID 98760166;homeowner;https://krasnodar.cian.ru/sale/flat/282244381/;Краснодар;sale;flat;4;12;1;36.0;138888;5000000;2013;19.0;9.0;+79885945212;;;;
+ID 27252610;homeowner;https://krasnodar.cian.ru/sale/flat/273236164/;Краснодар;sale;flat;12;16;3;109.1;127406;13900000;2008;65.0;18.2;+79183408260;;;;
+ID 92054640;homeowner;https://krasnodar.cian.ru/sale/flat/274644648/;Краснодар;sale;flat;9;14;1;36.2;118784;4300000;2012;16.9;11.6;+79892808702;;;;
+ID 757063;homeowner;https://sochi.cian.ru/sale/flat/277468478/;Краснодар;sale;flat;1;4;1;36.0;277777;10000000;1963;17.5;6.0;+79898555344;Хостинский;50 лет СССР;;
+ID 96758512;homeowner;https://krasnodar.cian.ru/sale/flat/282065999/;Краснодар;sale;flat;3;3;2;52.3;71701;3750000;1984;29.4;9.3;+79094598509;;;;
+ID 75730748;homeowner;https://krasnodar.cian.ru/sale/flat/271821502/;Краснодар;sale;flat;18;24;1;35.2;108806;3830000;-1;14.0;14.0;+79184110612;;;;
+ID 10256320;homeowner;https://krasnodar.cian.ru/sale/flat/280996703/;Краснодар;sale;flat;16;18;2;65.45;83269;5450000;2020;35.4;11.4;+79891697832;;;;
+ID 95205788;homeowner;https://krasnodar.cian.ru/sale/flat/279803873/;Краснодар;sale;flat;2;10;2;60.0;133333;8000000;1997;55.0;-1;+79189899048;;;;
+ID 74164897;homeowner;https://krasnodar.cian.ru/sale/flat/264006197/;Краснодар;sale;flat;5;7;1;37.0;321621;11900000;2012;-1;-1;+79676540941;;;;
+ID 533056;homeowner;https://sochi.cian.ru/sale/flat/278545068/;Краснодар;sale;flat;2;19;1;46.0;402173;18500000;2009;18.6;15.5;+79064363944;Хостинский;Депутатская;;
+ID 96866030;homeowner;https://sochi.cian.ru/sale/flat/279581003/;Краснодар;sale;flat;5;13;2;74.0;267567;19800000;2007;30.0;12.0;+79182403658;Центральный;переулок Рахманинова;;
+ID 96161851;homeowner;https://krasnodar.cian.ru/sale/flat/278667769/;Краснодар;sale;flat;14;24;3;84.0;100595;8450000;2022;50.0;15.0;+79676536782;;;;
+ID 70962472;homeowner;https://krasnodar.cian.ru/sale/flat/279000315/;Краснодар;sale;flat;7;9;3;66.0;136363;9000000;1984;38.2;7.8;+79676525095;;;;
+ID 95520536;homeowner;https://krasnodar.cian.ru/sale/flat/277990048/;Краснодар;sale;flat;1;2;3;60.0;41666;2500000;1977;40.0;8.0;+79676539785;;;;
+ID 69931120;homeowner;https://novorossiysk.cian.ru/sale/flat/280815501/;Краснодар;sale;flat;4;4;3;97.0;106185;10300000;-1;-1;-1;+79891999064;;;;
+ID 697772;homeowner;https://gelendzhik.cian.ru/sale/flat/200345740/;Краснодар;sale;flat;5;6;4;122.0;102459;12500000;2002;88.0;14.5;+79189504241;;;;
+ID 87183349;homeowner;https://sochi.cian.ru/sale/flat/271544892/;Краснодар;sale;flat;15;18;1;30.0;216666;6500000;2019;-1;-1;+79180683568;Центральный;Вишневая;;Альпика 18
+ID 53561233;homeowner;https://gelendzhik.cian.ru/sale/flat/269855105/;Краснодар;sale;flat;6;10;1;49.1;224032;11000000;2014;-1;-1;+79604744183;;;;
+ID 99436951;homeowner;https://sochi.cian.ru/sale/flat/283109332/;Краснодар;sale;flat;5;5;1;24.6;254065;6250000;2020;21.0;-1;+79676537122;Хостинский;Амбровая;;
+ID 41150476;homeowner;https://krasnodar.cian.ru/sale/flat/278718849/;Краснодар;sale;flat;2;2;2;28.0;89285;2500000;1961;-1;5.0;+79883123226;;;;
+ID 74319683;homeowner;https://krasnodar.cian.ru/sale/flat/282162349/;Краснодар;sale;flat;22;24;1;43.1;104408;4500000;-1;-1;-1;+79676542301;;;;
+ID 51793256;homeowner;https://sochi.cian.ru/sale/flat/283305416/;Краснодар;sale;flat;3;12;1;28.2;258865;7300000;2022;24.0;-1;+79681878025;Адлерский;Искры;;
+ID 82262459;homeowner;https://sochi.cian.ru/sale/flat/283649186/;Краснодар;sale;flat;10;11;2;47.0;310000;14570000;2019;-1;-1;+79676539092;Хостинский;Амбровая;;
+ID 90420047;homeowner;https://sochi.cian.ru/sale/flat/282001997/;Краснодар;sale;flat;10;17;2;60.0;916666;55000000;2018;46.0;10.0;+79189883960;Центральный;Парковая;;
+ID 92359818;homeowner;https://sochi.cian.ru/sale/flat/281435043/;Краснодар;sale;flat;5;5;1;18.6;209677;3900000;1966;-1;-1;+79186204553;Хостинский;Мацестинская;;
+ID 84738607;homeowner;https://krasnodar.cian.ru/sale/flat/282873845/;Краснодар;sale;flat;3;9;3;70.0;114285;8000000;1993;-1;-1;+79628855082;;;;
+ID 73488624;homeowner;https://sochi.cian.ru/sale/flat/277175747/;Краснодар;sale;flat;8;21;3;60.0;416666;25000000;2014;50.0;5.0;+79186204116;Адлерский;Ленина;;Морская симфония
+ID 36173241;homeowner;https://krasnodar.cian.ru/sale/flat/275618514/;Краснодар;sale;flat;9;18;1;29.0;155172;4500000;2021;-1;-1;+79181414339;;;;
+ID 44990854;homeowner;https://krasnodar.cian.ru/sale/flat/220950559/;Краснодар;sale;flat;16;16;1;40.0;114000;4560000;2005;20.0;10.0;+79892742690;;;;
+ID 88926273;homeowner;https://krasnodar.cian.ru/sale/flat/281240098/;Краснодар;sale;flat;9;12;2;51.1;97847;5000000;1980;-1;-1;+79841251239;;;;
+ID 95535292;homeowner;https://sochi.cian.ru/sale/flat/281188891/;Краснодар;sale;flat;1;3;2;34.0;173529;5900000;-1;20.0;10.5;+79181103433;;;;
+ID 99573116;homeowner;https://krasnodar.cian.ru/sale/flat/283281297/;Краснодар;sale;flat;3;4;1;43.0;144186;6200000;2017;-1;10.0;+79898304219;;;;
+ID 96117798;homeowner;https://sochi.cian.ru/sale/flat/282623267/;Краснодар;sale;flat;3;5;1;30.0;233333;7000000;-1;30.0;-1;+79189895967;Хостинский;Пятигорская;;
+ID 64665442;homeowner;https://krasnodar.cian.ru/sale/flat/279082817/;Краснодар;sale;flat;19;25;-1;51.91;140628;7300000;2022;40.0;-1;+79189705927;;;;
+ID 53466490;homeowner;https://sochi.cian.ru/sale/flat/279548489/;Краснодар;sale;flat;4;8;-1;19.0;447368;8500000;-1;14.0;4.0;+79652919436;Хостинский;Курортный проспект;;Моравия
+ID 9767584;homeowner;https://sochi.cian.ru/sale/flat/263222176/;Краснодар;sale;flat;2;5;2;42.0;285714;12000000;2015;10.0;22.0;+79094537867;Хостинский;Чекменева;;
+ID 15510202;homeowner;https://sochi.cian.ru/sale/flat/243254643/;Краснодар;sale;flat;6;7;2;58.0;244827;14200000;2014;40.0;-1;+79654647746;;;;
+ID 92735863;homeowner;https://gelendzhik.cian.ru/sale/flat/282148985/;Краснодар;sale;flat;1;6;1;57.0;254385;14500000;2016;16.0;23.0;+79883121889;;;;
+ID 90420047;homeowner;https://sochi.cian.ru/sale/flat/274720640/;Краснодар;sale;flat;10;18;1;46.0;326086;15000000;-1;30.0;10.0;+79189883960;Центральный;переулок Трунова;;
+ID 75359585;homeowner;https://sochi.cian.ru/sale/flat/274692214/;Краснодар;sale;flat;4;9;2;40.0;387500;15500000;2019;13.0;16.0;+79094466587;;;;
+ID 69261042;homeowner;https://krasnodar.cian.ru/sale/flat/272806701/;Краснодар;sale;flat;13;24;2;50.0;110000;5500000;2022;-1;14.5;+79180594056;;;;
+ID 92355851;homeowner;https://novorossiysk.cian.ru/sale/flat/282974164/;Краснодар;sale;flat;1;20;3;75.0;140000;10500000;2017;60.0;12.0;+79094622762;;;;
+ID 74964966;homeowner;https://sochi.cian.ru/sale/flat/283767659/;Краснодар;sale;flat;4;4;3;90.0;166666;15000000;2016;-1;-1;+79183108947;Центральный;Вишневая;;
+ID 70431828;homeowner;https://sochi.cian.ru/sale/flat/253297692/;Краснодар;sale;flat;4;5;3;175.0;342857;60000000;2010;125.0;30.0;+79182611765;Хостинский;Звездная;;
+ID 31619910;homeowner;https://anapa.cian.ru/sale/flat/276371769/;Краснодар;sale;flat;6;10;2;75.0;146666;11000000;2005;37.0;17.0;+79183408007;;;;
+ID 95475103;homeowner;https://sochi.cian.ru/sale/flat/277901306/;Краснодар;sale;flat;1;7;3;85.5;175438;15000000;1994;-1;35.5;+79186635723;Хостинский;Звездная;;
+ID 99838087;homeowner;https://novorossiysk.cian.ru/sale/flat/283755092/;Краснодар;sale;flat;10;23;4;76.0;197355;14999000;2022;35.0;22.0;+79892107698;;;;
+ID 60476589;homeowner;https://krasnodar.cian.ru/sale/flat/282596454/;Краснодар;sale;flat;17;25;1;38.2;107329;4100000;2021;-1;-1;+79676513240;;;;
+ID 71584790;homeowner;https://krasnodar.cian.ru/sale/flat/281028956/;Краснодар;sale;flat;1;3;3;59.4;67340;4000000;1990;38.1;10.1;+79883357921;;;;
+ID 95117973;homeowner;https://krasnodar.cian.ru/sale/flat/283316702/;Краснодар;sale;flat;13;16;1;22.0;118181;2600000;-1;17.0;-1;+79186204610;;;;
+ID 86863916;homeowner;https://sochi.cian.ru/sale/flat/273863806/;Краснодар;sale;flat;2;6;1;24.7;121052;2990000;-1;-1;-1;+79676536430;Хостинский;Пятигорская;;
+ID 16755140;homeowner;https://krasnodar.cian.ru/sale/flat/283346951/;Краснодар;sale;flat;7;19;1;39.2;82908;3250000;2021;16.5;11.0;+79182844239;;;;
+ID 99384662;homeowner;https://krasnodar.cian.ru/sale/flat/283026114/;Краснодар;sale;flat;13;24;1;36.0;104166;3750000;2022;17.0;9.0;+79180303881;;;;
+ID 99201919;homeowner;https://krasnodar.cian.ru/sale/flat/282871897/;Краснодар;sale;flat;1;2;3;62.0;61290;3800000;-1;-1;8.2;+79654642579;;;;
+ID 81452454;homeowner;https://krasnodar.cian.ru/sale/flat/281531106/;Краснодар;sale;flat;9;16;1;35.0;134285;4700000;2022;-1;-1;+79186324934;;;;
+ID 447896;homeowner;https://krasnodar.cian.ru/sale/flat/257580927/;Краснодар;sale;flat;4;4;1;18.0;288888;5200000;2016;13.0;2.0;+79186669712;;;;
+ID 95389982;homeowner;https://sochi.cian.ru/sale/flat/283206310/;Краснодар;sale;flat;5;6;1;21.0;252380;5300000;-1;-1;-1;+79628831246;;;;
+ID 12563757;homeowner;https://krasnodar.cian.ru/sale/flat/283479337/;Краснодар;sale;flat;2;16;2;56.9;96660;5500000;2021;32.0;12.0;+79654650821;;;;
+ID 92255422;homeowner;https://krasnodar.cian.ru/sale/flat/283172692/;Краснодар;sale;flat;7;8;3;96.5;60103;5800000;2013;55.0;15.0;+79094497353;;;;
+ID 58493161;homeowner;https://krasnodar.cian.ru/sale/flat/282084723/;Краснодар;sale;flat;4;18;2;63.0;94444;5950000;2017;-1;12.0;+79180462803;;;;
+ID 21554871;homeowner;https://novorossiysk.cian.ru/sale/flat/281176362/;Краснодар;sale;flat;3;5;3;61.0;100000;6100000;1974;45.0;6.0;+79891999138;;;;
+ID 99480115;homeowner;https://krasnodar.cian.ru/sale/flat/283387882/;Краснодар;sale;flat;16;16;2;56.1;111408;6250000;2013;-1;-1;+79183808807;;;;
+ID 81629240;homeowner;https://krasnodar.cian.ru/sale/flat/266617766/;Краснодар;sale;flat;7;10;2;90.0;68888;6200000;2014;42.0;20.0;+79094583398;;;;
+ID 99603523;homeowner;https://krasnodar.cian.ru/sale/flat/283305186/;Краснодар;sale;flat;1;9;2;48.0;135416;6500000;2021;18.0;20.0;+79628744366;;;;
+ID 96085636;homeowner;https://krasnodar.cian.ru/sale/flat/282806454/;Краснодар;sale;flat;23;25;1;45.0;151111;6800000;2018;-1;-1;+79094570199;;;;
+ID 21548522;homeowner;https://krasnodar.cian.ru/sale/flat/282878071/;Краснодар;sale;flat;19;25;3;80.0;106250;8500000;2021;55.0;20.0;+79183408220;;;;
+ID 93470045;homeowner;https://sochi.cian.ru/sale/flat/283565191/;Краснодар;sale;flat;3;4;2;49.5;181818;9000000;-1;35.0;8.0;+79892809667;Хостинский;Следопытов;;
+ID 98850774;homeowner;https://sochi.cian.ru/sale/flat/282844385/;Краснодар;sale;flat;4;4;1;34.9;277936;9700000;2013;21.0;8.7;+79186273356;Хостинский;Молодогвардейская;;
+ID 99563672;homeowner;https://sochi.cian.ru/sale/flat/283371830/;Краснодар;sale;flat;4;6;2;49.5;227272;11250000;2015;37.0;8.0;+79628764095;Центральный;Олимпийская;;
+ID 99564624;homeowner;https://gelendzhik.cian.ru/sale/flat/283324239/;Краснодар;sale;flat;2;5;1;57.0;201754;11500000;-1;25.0;12.0;+79654650835;;;;
+ID 94159719;homeowner;https://krasnodar.cian.ru/sale/flat/278520747/;Краснодар;sale;flat;4;26;1;41.8;275119;11500000;2016;18.6;9.0;+79676542497;;;;
+ID 474112;homeowner;https://sochi.cian.ru/sale/flat/271837577/;Краснодар;sale;flat;5;5;2;50.8;236023;11990000;1974;29.6;8.2;+79184110872;Адлерский;Революции;;
+ID 88168522;homeowner;https://sochi.cian.ru/sale/flat/271346549/;Краснодар;sale;flat;8;12;1;38.71;321622;12450000;-1;16.3;10.0;+79892303354;Центральный;;;
+ID 92316736;homeowner;https://sochi.cian.ru/sale/flat/283236128/;Краснодар;sale;flat;3;4;1;38.0;328947;12500000;2020;25.0;8.0;+79628767524;Хостинский;Сухумское шоссе;;
+ID 325561;homeowner;https://anapa.cian.ru/sale/flat/283323716/;Краснодар;sale;flat;8;11;2;66.0;193939;12800000;2016;40.0;10.0;+79654647843;;;;
+ID 96661038;homeowner;https://krasnodar.cian.ru/sale/flat/279348356/;Краснодар;sale;flat;11;24;3;98.0;132653;13000000;1986;60.0;20.0;+79628764721;;;;
+ID 81551883;homeowner;https://krasnodar.cian.ru/sale/flat/267912385/;Краснодар;sale;flat;9;20;3;96.2;153846;14800000;2020;52.7;17.7;+79181908823;;;;
+ID 93282764;homeowner;https://sochi.cian.ru/sale/flat/276124379/;Краснодар;sale;flat;2;5;1;32.0;468750;15000000;1981;14.0;9.0;+79885202350;Адлерский;Мира;;
+ID 355414;homeowner;https://sochi.cian.ru/sale/flat/283277688/;Краснодар;sale;flat;13;18;2;48.0;468750;22500000;2019;-1;12.0;+79654631929;Хостинский;Есауленко;;Южное море
+ID 47885855;homeowner;https://sochi.cian.ru/sale/flat/282404781/;Краснодар;sale;flat;13;19;3;117.0;400000;46800000;2015;-1;-1;+79883355724;Адлерский;Ленина;;Golden Residence
+ID 13306242;homeowner;https://sochi.cian.ru/sale/flat/278803421/;Краснодар;sale;flat;1;5;1;41.0;121951;5000000;-1;-1;-1;+79885945936;Адлерский;Фабричная;;
+ID 17487228;homeowner;https://sochi.cian.ru/sale/flat/276716819/;Краснодар;sale;flat;1;3;1;34.0;173529;5900000;-1;-1;-1;+79676525956;Центральный;переулок Рахманинова;;
+ID 13306242;homeowner;https://sochi.cian.ru/sale/flat/266638699/;Краснодар;sale;flat;5;5;2;44.0;159090;7000000;-1;35.0;-1;+79189504742;Адлерский;Фабричная;;
+ID 90365057;homeowner;https://krasnodar.cian.ru/sale/flat/279248380/;Краснодар;sale;flat;3;6;1;43.0;59302;2550000;2011;18.0;11.0;+79883855089;;;;
+ID 72481624;homeowner;https://krasnodar.cian.ru/sale/flat/283639493/;Краснодар;sale;flat;10;10;1;35.6;94101;3350000;1995;18.0;10.0;+79094530672;;;;
+ID 81555538;homeowner;https://sochi.cian.ru/sale/flat/279632884/;Краснодар;sale;flat;2;4;1;17.0;141176;2400000;2017;-1;-1;+79884616168;Центральный;переулок Ландышевый;;
+ID 96355604;homeowner;https://krasnodar.cian.ru/sale/flat/278930093/;Краснодар;sale;flat;10;10;1;35.6;73033;2600000;2016;-1;-1;+79189806361;;;;
+ID 84706392;homeowner;https://krasnodar.cian.ru/sale/flat/268032456/;Краснодар;sale;flat;1;5;1;16.0;68750;1100000;2011;-1;-1;+79883356733;;;;
+ID 83349745;homeowner;https://krasnodar.cian.ru/sale/flat/267106837/;Краснодар;sale;flat;6;6;1;34.0;73529;2500000;2014;20.0;10.0;+79180685351;;;;
+ID 72522227;homeowner;https://krasnodar.cian.ru/sale/flat/280989065/;Краснодар;sale;flat;1;3;1;36.12;80287;2900000;2020;16.0;10.0;+79880802552;;;;
+ID 65616213;homeowner;https://krasnodar.cian.ru/sale/flat/278920578/;Краснодар;sale;flat;18;18;1;36.0;76666;2760000;2016;20.0;10.0;+79891205820;;;;
+ID 81571538;homeowner;https://krasnodar.cian.ru/sale/flat/265593774/;Краснодар;sale;flat;19;19;1;48.0;62291;2990000;2016;-1;-1;+79628738568;;;;
+ID 86323673;homeowner;https://krasnodar.cian.ru/sale/flat/273492116/;Краснодар;sale;flat;10;10;1;36.0;83333;3000000;2014;-1;8.0;+79654654673;;;;
+ID 59344361;homeowner;https://krasnodar.cian.ru/sale/flat/280633579/;Краснодар;sale;flat;6;6;1;37.0;86486;3200000;2012;16.0;12.0;+79676539319;;;;
+ID 96224185;homeowner;https://krasnodar.cian.ru/sale/flat/278766739/;Краснодар;sale;flat;8;8;1;38.0;77105;2930000;2012;25.0;-1;+79885575691;;;;
+ID 73964444;homeowner;https://krasnodar.cian.ru/sale/flat/277219045/;Краснодар;sale;flat;1;5;1;26.0;92307;2400000;2018;24.3;-1;+79186610299;;;;
+ID 98832635;homeowner;https://krasnodar.cian.ru/sale/flat/282662025/;Краснодар;sale;flat;2;2;1;28.0;100000;2800000;1918;20.0;5.0;+79183606488;;;;
+ID 27271052;homeowner;https://krasnodar.cian.ru/sale/flat/283657450/;Краснодар;sale;flat;5;5;1;31.4;103503;3250000;1965;17.0;6.0;+79891986515;;;;
+ID 12474877;homeowner;https://krasnodar.cian.ru/sale/flat/279940189/;Краснодар;sale;flat;4;6;1;33.0;100000;3300000;2012;18.0;8.0;+79654630680;;;;
+ID 12876839;homeowner;https://krasnodar.cian.ru/sale/flat/280754100/;Краснодар;sale;flat;2;3;1;32.0;96875;3100000;1954;18.0;6.5;+79180686816;;;;
+ID 68013817;homeowner;https://krasnodar.cian.ru/sale/flat/282156186/;Краснодар;sale;flat;1;5;1;33.0;84848;2800000;1977;20.0;11.0;+79892808955;;;;
+ID 44810910;homeowner;https://krasnodar.cian.ru/sale/flat/269900168/;Краснодар;sale;flat;6;9;1;35.0;84285;2950000;2021;17.0;12.0;+79186635478;;;;
+ID 94855222;homeowner;https://krasnodar.cian.ru/sale/flat/277340890/;Краснодар;sale;flat;6;16;1;40.0;86250;3450000;2015;16.0;10.0;+79676539875;;;;
+ID 21373719;homeowner;https://krasnodar.cian.ru/sale/flat/278912391/;Краснодар;sale;flat;2;9;1;26.0;99615;2590000;2021;-1;-1;+79181416096;;;;
+ID 82122998;homeowner;https://krasnodar.cian.ru/sale/flat/280138723/;Краснодар;sale;flat;7;7;1;28.4;91549;2600000;2014;24.4;-1;+79180685477;;;;
+ID 84460871;homeowner;https://krasnodar.cian.ru/sale/flat/277341991/;Краснодар;sale;flat;8;16;1;29.6;87837;2600000;2020;17.3;-1;+79094507715;;;;
+ID 13288879;homeowner;https://krasnodar.cian.ru/sale/flat/283680802/;Краснодар;sale;flat;4;9;1;30.0;100000;3000000;1989;16.0;8.0;+79676537255;;;;
+ID 89920846;homeowner;https://krasnodar.cian.ru/sale/flat/274094613/;Краснодар;sale;flat;4;5;1;21.0;145238;3050000;1975;16.0;-1;+79886222547;;;;
+ID 65381117;homeowner;https://krasnodar.cian.ru/sale/flat/281707652/;Краснодар;sale;flat;1;8;1;36.0;77777;2800000;2022;-1;-1;+79654649391;;;;
+ID 23104924;homeowner;https://krasnodar.cian.ru/sale/flat/266219599/;Краснодар;sale;flat;8;8;2;50.2;61752;3100000;2012;-1;16.0;+79180686975;;;;
+ID 93679201;homeowner;https://krasnodar.cian.ru/sale/flat/276432925/;Краснодар;sale;flat;2;5;1;36.2;88397;3200000;2014;13.0;10.0;+79891999674;;;;
+ID 97756687;homeowner;https://krasnodar.cian.ru/sale/flat/283066313/;Краснодар;sale;flat;4;4;1;37.0;75675;2800000;2014;-1;-1;+79883856597;;;;
+ID 14110520;homeowner;https://krasnodar.cian.ru/sale/flat/278388612/;Краснодар;sale;flat;1;3;1;38.1;91601;3490000;2006;17.9;9.3;+79654646155;;;;
+ID 98178075;homeowner;https://krasnodar.cian.ru/sale/flat/281500590/;Краснодар;sale;flat;3;8;1;37.0;91351;3380000;2013;18.0;10.0;+79604737086;;;;
+ID 97280136;homeowner;https://krasnodar.cian.ru/sale/flat/280203260/;Краснодар;sale;flat;1;6;1;32.6;96625;3150000;2012;13.0;10.6;+79180593997;;;;
+ID 20634351;homeowner;https://krasnodar.cian.ru/sale/flat/277997539/;Краснодар;sale;flat;5;5;1;37.0;74324;2750000;2018;17.0;10.0;+79184113682;;;;
+ID 56119595;homeowner;https://krasnodar.cian.ru/sale/flat/278781549/;Краснодар;sale;flat;7;8;1;35.0;88571;3100000;2020;14.0;9.0;+79885207049;;;;
+ID 97148062;homeowner;https://krasnodar.cian.ru/sale/flat/281630511/;Краснодар;sale;flat;5;6;1;36.0;93055;3350000;2013;16.0;8.0;+79654647025;;;;
+ID 81181852;homeowner;https://krasnodar.cian.ru/sale/flat/282578799/;Краснодар;sale;flat;3;5;1;32.5;98461;3200000;1963;16.5;6.0;+79885947120;;;;
+ID 42556640;homeowner;https://krasnodar.cian.ru/sale/flat/283772401/;Краснодар;sale;flat;1;5;1;22.4;118303;2650000;2015;22.4;-1;+79676516095;;;;
+ID 76156434;homeowner;https://krasnodar.cian.ru/sale/flat/260527055/;Краснодар;sale;flat;7;19;1;31.0;98387;3050000;2021;12.0;7.1;+79628837587;;;;
+ID 97566321;homeowner;https://krasnodar.cian.ru/sale/flat/280684696/;Краснодар;sale;flat;5;8;1;39.0;79487;3100000;2020;17.0;11.5;+79094469225;;;;
+ID 64713393;homeowner;https://krasnodar.cian.ru/sale/flat/282423695/;Краснодар;sale;flat;16;19;1;35.7;88235;3150000;2022;13.2;12.0;+79180593774;;;;
+ID 82211314;homeowner;https://krasnodar.cian.ru/sale/flat/266209262/;Краснодар;sale;flat;8;18;1;37.0;75675;2800000;2020;12.0;11.0;+79182307527;;;;
+ID 97554184;homeowner;https://krasnodar.cian.ru/sale/flat/280662635/;Краснодар;sale;flat;17;21;1;31.4;101592;3190000;2015;-1;-1;+79094607648;;;;
+ID 96311820;homeowner;https://krasnodar.cian.ru/sale/flat/279369921/;Краснодар;sale;flat;1;3;2;53.0;66037;3500000;2014;35.0;9.0;+79628770769;;;;
+ID 96725823;homeowner;https://krasnodar.cian.ru/sale/flat/279402896/;Краснодар;sale;flat;1;3;2;41.6;43269;1800000;1975;27.8;6.4;+79884648263;;;;
+ID 68489079;homeowner;https://krasnodar.cian.ru/sale/flat/277173839/;Краснодар;sale;flat;22;26;1;34.8;91954;3200000;2019;23.0;8.0;+79189602872;;;;
+ID 98186580;homeowner;https://krasnodar.cian.ru/sale/flat/281517510/;Краснодар;sale;flat;1;6;1;43.0;31395;1350000;2013;26.0;16.0;+79676541231;;;;
+ID 96408887;homeowner;https://krasnodar.cian.ru/sale/flat/279575006/;Краснодар;sale;flat;2;18;1;32.6;88957;2900000;2020;26.0;6.0;+79189806599;;;;
+ID 83182282;homeowner;https://krasnodar.cian.ru/sale/flat/274832802/;Краснодар;sale;flat;2;2;1;25.0;104000;2600000;-1;-1;-1;+79189502651;;;;
+ID 38719882;homeowner;https://gelendzhik.cian.ru/sale/flat/279589547/;Краснодар;sale;flat;1;7;1;21.0;116666;2450000;2008;-1;-1;+79094502830;;;;
+ID 72750059;homeowner;https://krasnodar.cian.ru/sale/flat/272267221/;Краснодар;sale;flat;7;16;1;36.0;94444;3400000;2016;20.0;-1;+79885948014;;;;
+ID 94081496;homeowner;https://sochi.cian.ru/sale/flat/276648814/;Краснодар;sale;flat;2;3;1;17.0;173529;2950000;-1;-1;-1;+79892808717;Лазаревский;Азовская;;
+ID 214013;homeowner;https://anapa.cian.ru/sale/flat/275319255/;Краснодар;sale;flat;1;9;1;17.7;107344;1900000;2016;-1;-1;+79189502630;;;;
+ID 74185609;homeowner;https://krasnodar.cian.ru/sale/flat/275295631/;Краснодар;sale;flat;1;6;1;36.7;81743;3000000;-1;15.7;10.3;+79094682492;;;;
+ID 85400603;homeowner;https://krasnodar.cian.ru/sale/flat/271230840/;Краснодар;sale;flat;4;16;1;27.1;123616;3350000;2018;14.0;4.8;+79898304918;ЗИП г. Краснодара. В 10 минутах ходьбы расположена трамвайная линия;рядом Чистяковская роща;;
+ID 50632557;homeowner;https://krasnodar.cian.ru/sale/flat/276276617/;Краснодар;sale;flat;6;9;-1;31.0;96774;3000000;2010;20.0;5.0;+79182107494;;;;
+ID 10277722;homeowner;https://sochi.cian.ru/sale/flat/269776723/;Краснодар;sale;flat;2;3;1;21.0;157095;3299000;-1;15.0;4.0;+79180303752;Лазаревский;Азовская;;
+ID 88848472;homeowner;https://sochi.cian.ru/sale/flat/271482354/;Краснодар;sale;flat;2;3;1;20.0;174500;3490000;-1;15.0;3.0;+79676541024;Лазаревский;Азовская;;
+ID 95238673;homeowner;https://krasnodar.cian.ru/sale/flat/278069993/;Краснодар;sale;flat;5;5;1;29.3;112627;3300000;1972;16.0;6.0;+79094520970;;;;
+ID 94952786;homeowner;https://sochi.cian.ru/sale/flat/277897160/;Краснодар;sale;flat;3;5;1;18.4;184782;3400000;1979;15.0;-1;+79883357927;Центральный;Пасечная;;
+ID 96918049;homeowner;https://krasnodar.cian.ru/sale/flat/279671939/;Краснодар;sale;flat;2;2;2;49.2;59959;2950000;-1;30.9;8.4;+79891999173;;;;
+ID 96683657;homeowner;https://krasnodar.cian.ru/sale/flat/279361287/;Краснодар;sale;flat;7;12;1;24.0;104166;2500000;2020;-1;-1;+79181108368;;;;
+ID 96078986;homeowner;https://krasnodar.cian.ru/sale/flat/279473083/;Краснодар;sale;flat;4;9;1;20.2;146039;2950000;2021;13.0;-1;+79181507258;;;;
+ID 96121694;homeowner;https://krasnodar.cian.ru/sale/flat/280041077/;Краснодар;sale;flat;1;2;2;33.0;93939;3100000;1918;26.0;-1;+79182845497;;;;
+ID 60297902;homeowner;https://sochi.cian.ru/sale/flat/273207638/;Краснодар;sale;flat;2;8;1;16.0;191875;3070000;2012;16.0;-1;+79654659417;Хостинский;Ручей Видный;;
+ID 66387824;homeowner;https://krasnodar.cian.ru/sale/flat/278036321/;Краснодар;sale;flat;2;3;1;41.9;71599;3000000;2016;16.5;14.3;+79604776993;;;;
+ID 72726938;homeowner;https://krasnodar.cian.ru/sale/flat/280028304/;Краснодар;sale;flat;5;5;1;38.0;81578;3100000;2011;18.0;10.0;+79654626249;;;;
+ID 91113386;homeowner;https://krasnodar.cian.ru/sale/flat/273674983/;Краснодар;sale;flat;5;5;1;31.2;83333;2600000;1963;17.6;5.9;+79883858198;;;;
+ID 93132965;homeowner;https://krasnodar.cian.ru/sale/flat/276723121/;Краснодар;sale;flat;1;5;1;40.0;47500;1900000;-1;-1;-1;+79885947551;;;;
+ID 80768399;homeowner;https://krasnodar.cian.ru/sale/flat/274381938/;Краснодар;sale;flat;2;5;1;37.0;91891;3400000;2012;20.0;7.0;+79094626316;;;;
+ID 46260653;homeowner;https://krasnodar.cian.ru/sale/flat/280401940/;Краснодар;sale;flat;1;6;1;26.0;86538;2250000;2019;22.0;-1;+79181908974;;;;
+ID 97398012;homeowner;https://sochi.cian.ru/sale/flat/280427757/;Краснодар;sale;flat;10;14;1;17.0;164705;2800000;1952;-1;-1;+79676511270;Хостинский;Шоссейная;;
+ID 94287235;homeowner;https://krasnodar.cian.ru/sale/flat/276830611/;Краснодар;sale;flat;6;6;1;21.0;132380;2780000;2015;-1;-1;+79818761966;;;;
+ID 43888788;homeowner;https://krasnodar.cian.ru/sale/flat/272630555/;Краснодар;sale;flat;3;4;1;27.0;98148;2650000;2021;17.8;-1;+79181109478;;;;
+ID 39237860;homeowner;https://krasnodar.cian.ru/sale/flat/279888641/;Краснодар;sale;flat;7;8;1;21.0;119047;2500000;2021;16.1;-1;+79094523006;;;;
+ID 96895315;homeowner;https://krasnodar.cian.ru/sale/flat/279616788/;Краснодар;sale;flat;4;6;1;39.7;88161;3500000;2012;18.3;14.4;+79891202303;;;;
+ID 94068671;homeowner;https://krasnodar.cian.ru/sale/flat/276624685/;Краснодар;sale;flat;1;10;1;28.0;103571;2900000;2014;-1;-1;+79189705432;;;;
+ID 58216082;homeowner;https://krasnodar.cian.ru/sale/flat/277377968/;Краснодар;sale;flat;3;3;1;33.4;95808;3200000;-1;15.7;9.4;+79892605546;;;;
+ID 69665312;homeowner;https://krasnodar.cian.ru/sale/flat/279604012/;Краснодар;sale;flat;2;4;1;35.7;89635;3200000;2015;14.5;12.2;+79186257719;;;;
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+ID 78266549;homeowner;https://krasnodar.cian.ru/sale/flat/279603327/;Краснодар;sale;flat;7;7;1;35.5;95774;3400000;2012;16.0;13.4;+79898102075;;;;
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+ID 82132577;homeowner;https://krasnodar.cian.ru/sale/flat/279453548/;Краснодар;sale;flat;1;16;1;27.0;111111;3000000;2020;24.0;-1;+79676520457;;;;
+ID 78038438;homeowner;https://krasnodar.cian.ru/sale/flat/279951369/;Краснодар;sale;flat;4;9;1;23.8;134453;3200000;2016;-1;-1;+79180593853;;;;
+ID 90506519;homeowner;https://krasnodar.cian.ru/sale/flat/273090089/;Краснодар;sale;flat;6;6;1;35.0;91428;3200000;2012;-1;-1;+79181416306;;;;
+ID 97726769;homeowner;https://krasnodar.cian.ru/sale/flat/280904052/;Краснодар;sale;flat;1;3;1;37.0;89189;3300000;2009;18.0;13.0;+79189503774;;;;
+ID 93434362;homeowner;https://krasnodar.cian.ru/sale/flat/278129296/;Краснодар;sale;flat;8;18;1;24.0;137500;3300000;2017;-1;-1;+79654647648;;;;
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+ID 71296976;homeowner;https://krasnodar.cian.ru/sale/flat/279794096/;Краснодар;sale;flat;7;15;1;24.9;134538;3350000;2020;17.0;3.0;+79654659788;;;;
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+ID 18600847;homeowner;https://krasnodar.cian.ru/sale/flat/281297056/;Краснодар;sale;flat;17;24;1;40.0;84000;3360000;2021;-1;-1;+79628745817;;;;
+ID 91117189;homeowner;https://krasnodar.cian.ru/sale/flat/273685435/;Краснодар;sale;flat;14;23;1;29.6;114864;3400000;2018;-1;-1;+79181410663;;;;
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+ID 69052603;homeowner;https://krasnodar.cian.ru/sale/flat/278666565/;Краснодар;sale;flat;1;2;2;43.5;39080;1700000;1987;25.7;8.5;+79676534996;;;;
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+ID 7840020;homeowner;https://krasnodar.cian.ru/sale/flat/266762079/;Краснодар;sale;flat;5;8;1;35.69;89660;3200000;2022;17.1;10.3;+79676540551;;;;
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+ID 17944465;homeowner;https://krasnodar.cian.ru/sale/flat/276608182/;Краснодар;sale;flat;1;2;3;66.0;27272;1800000;-1;37.0;8.3;+79676518052;;;;
+ID 30645268;homeowner;https://krasnodar.cian.ru/sale/flat/282838271/;Краснодар;sale;flat;1;1;2;44.0;45454;2000000;-1;-1;-1;+79892303173;;;;
+ID 59051026;homeowner;https://krasnodar.cian.ru/sale/flat/278538312/;Краснодар;sale;flat;4;5;1;33.4;59880;2000000;1987;18.2;6.2;+79182612125;;;;
+ID 98564172;homeowner;https://krasnodar.cian.ru/sale/flat/282039109/;Краснодар;sale;flat;1;1;2;28.4;70422;2000000;-1;-1;-1;+79676540710;;;;
+ID 71716154;homeowner;https://krasnodar.cian.ru/sale/flat/277468350/;Краснодар;sale;flat;3;4;2;44.3;45146;2000000;1964;-1;-1;+79181508049;;;;
+ID 76349505;homeowner;https://anapa.cian.ru/sale/flat/281148993/;Краснодар;sale;flat;1;17;1;16.0;125000;2000000;2011;-1;5.0;+79094520068;;;;
+ID 92805765;homeowner;https://krasnodar.cian.ru/sale/flat/281378610/;Краснодар;sale;flat;4;5;1;32.0;62500;2000000;1986;-1;-1;+79628769439;;;;
+ID 13003884;homeowner;https://krasnodar.cian.ru/sale/flat/278636795/;Краснодар;sale;flat;4;6;1;26.9;78066;2100000;2021;21.1;-1;+79181104095;;;;
+ID 59207305;homeowner;https://krasnodar.cian.ru/sale/flat/281592051/;Краснодар;sale;flat;1;1;2;36.5;63013;2300000;-1;-1;-1;+79628766499;;;;
+ID 98818995;homeowner;https://krasnodar.cian.ru/sale/flat/282378731/;Краснодар;sale;flat;2;3;1;33.9;67846;2300000;2016;17.7;8.5;+79892107862;;;;
+ID 97651350;homeowner;https://krasnodar.cian.ru/sale/flat/280886123/;Краснодар;sale;flat;6;7;1;32.5;70769;2300000;2015;12.6;9.8;+79094465717;;;;
+ID 98738920;homeowner;https://krasnodar.cian.ru/sale/flat/282214100/;Краснодар;sale;flat;2;5;1;34.4;68313;2350000;1986;18.0;7.3;+79628729766;;;;
+ID 98440758;homeowner;https://krasnodar.cian.ru/sale/flat/281920360/;Краснодар;sale;flat;15;16;1;22.8;105263;2400000;2019;-1;-1;+79892303130;;;;
+ID 82297041;homeowner;https://krasnodar.cian.ru/sale/flat/280701832/;Краснодар;sale;flat;1;2;2;48.0;50000;2400000;1964;-1;10.0;+79186257438;;;;
+ID 98581320;homeowner;https://krasnodar.cian.ru/sale/flat/282131441/;Краснодар;sale;flat;2;2;2;55.8;43010;2400000;1959;40.0;9.0;+79628840918;;;;
+ID 87614574;homeowner;https://krasnodar.cian.ru/sale/flat/270352005/;Краснодар;sale;flat;3;3;1;33.5;71641;2400000;2015;18.0;9.0;+79654655927;;;;
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+ID 76029256;homeowner;https://krasnodar.cian.ru/sale/flat/281448889/;Краснодар;sale;flat;16;16;1;20.04;122255;2450000;2021;18.1;-1;+79183906978;;;;
+ID 54366005;homeowner;https://novorossiysk.cian.ru/sale/flat/282355439/;Краснодар;sale;flat;1;2;1;27.0;92592;2500000;1935;16.0;5.0;+79094683078;;;;
+ID 96167275;homeowner;https://krasnodar.cian.ru/sale/flat/278979279/;Краснодар;sale;flat;2;5;2;38.4;65104;2500000;1977;-1;5.4;+79892904851;;;;
+ID 21564438;homeowner;https://krasnodar.cian.ru/sale/flat/282936348/;Краснодар;sale;flat;1;5;2;46.0;54347;2500000;1971;27.0;6.0;+79891698138;;;;
+ID 98079448;homeowner;https://krasnodar.cian.ru/sale/flat/281387318/;Краснодар;sale;flat;1;2;2;43.0;58139;2500000;1960;30.0;6.0;+79654649620;;;;
+ID 98192041;homeowner;https://krasnodar.cian.ru/sale/flat/281522513/;Краснодар;sale;flat;5;5;2;51.6;49418;2550000;1986;-1;9.0;+79181909738;;;;
+ID 93391913;homeowner;https://krasnodar.cian.ru/sale/flat/276002877/;Краснодар;sale;flat;4;18;1;41.0;63414;2600000;2019;19.0;13.0;+79885203511;;;;
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+ID 95892112;homeowner;https://krasnodar.cian.ru/sale/flat/282242284/;Краснодар;sale;flat;2;11;1;30.0;86666;2600000;2014;25.0;5.0;+79604787464;;;;
+ID 76711974;homeowner;https://krasnodar.cian.ru/sale/flat/275752222/;Краснодар;sale;flat;6;6;1;30.8;87662;2700000;2011;16.0;7.4;+79094491446;;;;
+ID 96582393;homeowner;https://krasnodar.cian.ru/sale/flat/279472643/;Краснодар;sale;flat;3;3;2;42.5;63529;2700000;1962;-1;-1;+79181909112;;;;
+ID 98781959;homeowner;https://krasnodar.cian.ru/sale/flat/282285436/;Краснодар;sale;flat;5;5;2;41.2;65533;2700000;1967;30.0;6.0;+79064361633;;;;
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+ID 95213850;homeowner;https://krasnodar.cian.ru/sale/flat/277674657/;Краснодар;sale;flat;2;2;3;80.0;33750;2700000;1989;65.0;12.0;+79182612308;;;;
+ID 17920839;homeowner;https://krasnodar.cian.ru/sale/flat/272397457/;Краснодар;sale;flat;1;16;1;21.0;130952;2750000;2021;13.5;2.7;+79064351509;;;;
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+ID 86774786;homeowner;https://krasnodar.cian.ru/sale/flat/282591365/;Краснодар;sale;flat;9;16;1;25.3;110671;2800000;2019;24.0;-1;+79186256510;;;;
+ID 96021228;homeowner;https://krasnodar.cian.ru/sale/flat/278475470/;Краснодар;sale;flat;6;9;1;28.0;100000;2800000;2019;20.0;5.0;+79676540537;;;;
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+ID 98795520;homeowner;https://krasnodar.cian.ru/sale/flat/282305589/;Краснодар;sale;flat;4;4;2;34.0;85264;2899000;2014;-1;-1;+79186635852;;;;
+ID 47302809;homeowner;https://krasnodar.cian.ru/sale/flat/282259381/;Краснодар;sale;flat;2;2;2;42.0;67857;2850000;1976;26.0;6.0;+79184109539;;;;
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+ID 48526137;homeowner;https://krasnodar.cian.ru/sale/flat/281164054/;Краснодар;sale;flat;12;16;1;23.0;128260;2950000;2021;10.0;5.0;+79676538504;;;;
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+ID 26172930;homeowner;https://krasnodar.cian.ru/sale/flat/270331000/;Краснодар;sale;flat;1;1;2;40.7;73464;2990000;-1;24.1;7.5;+79183108728;;;;
+ID 86810053;homeowner;https://krasnodar.cian.ru/sale/flat/282064225/;Краснодар;sale;flat;2;3;1;35.4;83333;2950000;2014;-1;12.0;+79180462862;;;;
+ID 90538050;homeowner;https://krasnodar.cian.ru/sale/flat/273450154/;Краснодар;sale;flat;21;22;1;26.7;110486;2950000;2022;24.9;-1;+79184822115;;;;
+ID 13491476;homeowner;https://sochi.cian.ru/sale/flat/282187025/;Краснодар;sale;flat;3;3;1;17.7;169491;3000000;-1;-1;-1;+79883356190;;;;
+ID 47698689;homeowner;https://krasnodar.cian.ru/sale/flat/280658327/;Краснодар;sale;flat;3;3;1;32.6;92024;3000000;1995;15.5;7.6;+79676539367;;;;
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+ID 84004067;homeowner;https://krasnodar.cian.ru/sale/flat/280460420/;Краснодар;sale;flat;1;6;1;31.0;96774;3000000;-1;-1;-1;+79189308141;;;;
+ID 91600761;homeowner;https://anapa.cian.ru/sale/flat/274216860/;Краснодар;sale;flat;1;13;1;40.5;76518;3099000;2018;-1;8.0;+79885947535;;;;
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+ID 97791278;homeowner;https://krasnodar.cian.ru/sale/flat/281276637/;Краснодар;sale;flat;3;3;1;37.0;83783;3100000;-1;-1;-1;+79182844543;;;;
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+ID 89210015;homeowner;https://krasnodar.cian.ru/sale/flat/277855736/;Краснодар;sale;flat;5;17;1;27.7;111913;3100000;2016;16.7;-1;+79180686050;;;;
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+ID 98650997;homeowner;https://krasnodar.cian.ru/sale/flat/282119172/;Краснодар;sale;flat;4;24;1;33.4;94311;3150000;-1;15.5;9.0;+79182403805;;;;
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+ID 67486354;homeowner;https://novorossiysk.cian.ru/sale/flat/283047458/;Краснодар;sale;flat;5;12;1;28.0;123214;3450000;2022;24.2;-1;+79182107567;;;;
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+ID 84114499;unknown;https://krasnodar.cian.ru/sale/flat/279327198/;Краснодар;sale;flat;10;16;1;37.9;34300;1300000;2005;20.0;10.0;+79892810158;;;;
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+ID 97746281;homeowner;https://krasnodar.cian.ru/sale/flat/280933976/;Краснодар;sale;flat;2;9;2;36.0;97222;3500000;1981;30.0;-1;+79676522089;;;;
+ID 97609823;homeowner;https://krasnodar.cian.ru/sale/flat/280744980/;Краснодар;sale;flat;7;17;1;29.7;117845;3500000;2016;16.5;5.0;+79628847261;;;;
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+ID 97428071;homeowner;https://krasnodar.cian.ru/sale/flat/280489330/;Краснодар;sale;flat;2;2;1;35.0;100857;3530000;1918;19.0;6.0;+79094462234;;;;
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+ID 88435765;homeowner;https://krasnodar.cian.ru/sale/flat/277492875/;Краснодар;sale;flat;3;5;1;38.0;92105;3500000;2012;20.0;12.0;+79892303182;;;;
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+ID 79515451;homeowner;https://krasnodar.cian.ru/sale/flat/278449316/;Краснодар;sale;flat;7;8;1;32.0;109375;3500000;2015;15.3;8.3;+79676541746;;;;
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+ID 91518010;homeowner;https://krasnodar.cian.ru/sale/flat/274155606/;Краснодар;sale;flat;9;16;1;32.9;106382;3500000;2022;9.5;14.6;+79891980892;;;;
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+ID 51948794;homeowner;https://sochi.cian.ru/sale/flat/281046793/;Краснодар;sale;flat;5;5;1;15.4;230519;3550000;1974;15.4;-1;+79186609876;Центральный;переулок Строительный;;
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+ID 19383447;homeowner;https://krasnodar.cian.ru/sale/flat/271406089/;Краснодар;sale;flat;2;3;2;52.0;68269;3550000;1994;32.0;12.0;+79616313061;;;;
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+ID 46300891;homeowner;https://krasnodar.cian.ru/sale/flat/280193461/;Краснодар;sale;flat;13;16;1;40.0;92500;3700000;2016;20.0;10.0;+79189806236;;;;
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+ID 7464684;homeowner;https://krasnodar.cian.ru/sale/flat/272834386/;Краснодар;sale;flat;1;16;1;40.0;93750;3750000;2007;21.0;9.0;+79182845407;;;;
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+ID 33502061;homeowner;https://krasnodar.cian.ru/sale/flat/281131790/;Краснодар;sale;flat;12;12;1;40.0;97500;3900000;2003;-1;11.0;+79189504855;;;;
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+ID 89918359;homeowner;https://sochi.cian.ru/sale/flat/274591541/;Краснодар;sale;flat;3;4;1;28.0;139285;3900000;2020;-1;-1;+79676536571;Центральный;Амбулаторный переулок;;
+ID 72484612;homeowner;https://sochi.cian.ru/sale/flat/267922921/;Краснодар;sale;flat;3;5;1;15.0;263000;3945000;1982;12.0;-1;+79823205127;Адлерский;Голубые Дали;;
+ID 59580929;homeowner;https://krasnodar.cian.ru/sale/flat/277358759/;Краснодар;sale;flat;6;20;1;38.3;101827;3900000;2022;17.1;10.3;+79094532740;;;;
+ID 89536834;homeowner;https://krasnodar.cian.ru/sale/flat/276978640/;Краснодар;sale;flat;15;17;1;40.0;97500;3900000;2021;16.1;10.9;+79885576054;;;;
+ID 22558032;homeowner;https://krasnodar.cian.ru/sale/flat/282447077/;Краснодар;sale;flat;7;26;1;35.0;111428;3900000;2019;14.0;9.0;+79183906746;;;;
+ID 48938023;homeowner;https://krasnodar.cian.ru/sale/flat/277375746/;Краснодар;sale;flat;1;2;3;73.4;53133;3900000;1959;52.5;7.7;+79676538301;;;;
+ID 70379997;homeowner;https://krasnodar.cian.ru/sale/flat/279192284/;Краснодар;sale;flat;15;24;1;36.9;105691;3900000;2022;16.7;10.0;+79885204489;;;;
+ID 91145120;homeowner;https://krasnodar.cian.ru/sale/flat/281939247/;Краснодар;sale;flat;14;16;1;40.0;97500;3900000;2018;20.0;10.0;+79189504847;;;;
+ID 97810071;homeowner;https://krasnodar.cian.ru/sale/flat/281163110/;Краснодар;sale;flat;2;24;1;40.0;97500;3900000;2021;-1;12.0;+79676535126;;;;
+ID 97859474;homeowner;https://krasnodar.cian.ru/sale/flat/281097129/;Краснодар;sale;flat;14;18;1;40.0;97500;3900000;2022;18.0;12.0;+79676516072;;;;
+ID 97743417;homeowner;https://krasnodar.cian.ru/sale/flat/280930101/;Краснодар;sale;flat;8;18;1;45.0;86666;3900000;2016;18.0;12.4;+79184109696;;;;
+ID 85349976;homeowner;https://sochi.cian.ru/sale/flat/277211847/;Краснодар;sale;flat;7;8;1;18.0;216666;3900000;2000;12.0;3.0;+79676542241;Лазаревский;Победы;;
+ID 96105830;homeowner;https://anapa.cian.ru/sale/flat/280454342/;Краснодар;sale;flat;7;16;1;33.11;117789;3900000;2022;-1;-1;+79654650470;;;;
+ID 93961421;homeowner;https://krasnodar.cian.ru/sale/flat/276538329/;Краснодар;sale;flat;24;25;1;33.4;116766;3900000;2022;10.5;13.6;+79676539287;;;;
+ID 66986422;homeowner;https://krasnodar.cian.ru/sale/flat/272645510/;Краснодар;sale;flat;10;16;1;35.4;110169;3900000;-1;21.6;4.9;+79676529049;;;;
+ID 50937546;homeowner;https://krasnodar.cian.ru/sale/flat/281324486/;Краснодар;sale;flat;18;21;1;48.9;79754;3900000;2020;15.1;21.1;+79180213018;;;;
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+ID 13043128;homeowner;https://krasnodar.cian.ru/sale/flat/260559310/;Краснодар;sale;flat;1;14;1;34.3;114868;3940000;2019;15.4;10.3;+79094559886;;;;
+ID 90806995;homeowner;https://krasnodar.cian.ru/sale/flat/280900283/;Краснодар;sale;flat;14;18;1;38.8;100515;3900000;2016;17.0;10.8;+79676542141;;;;
+ID 57358998;homeowner;https://krasnodar.cian.ru/sale/flat/267649235/;Краснодар;sale;flat;5;24;1;33.0;118181;3900000;2019;-1;-1;+79186255117;;;;
+ID 93754415;homeowner;https://krasnodar.cian.ru/sale/flat/276329434/;Краснодар;sale;flat;3;4;1;42.2;92417;3900000;2014;17.0;13.0;+79883807670;;;;
+ID 88939670;homeowner;https://krasnodar.cian.ru/sale/flat/271581945/;Краснодар;sale;flat;3;7;1;39.2;99489;3900000;2012;19.6;13.0;+79892205028;;;;
+ID 95791103;homeowner;https://krasnodar.cian.ru/sale/flat/278173554/;Краснодар;sale;flat;2;2;3;56.7;68783;3900000;1979;41.7;6.2;+79676540196;;;;
+ID 43636109;homeowner;https://krasnodar.cian.ru/sale/flat/277353185/;Краснодар;sale;flat;4;7;1;37.0;105405;3900000;2015;-1;-1;+79891999635;;;;
+ID 118057;homeowner;https://krasnodar.cian.ru/sale/flat/277122789/;Краснодар;sale;flat;2;17;1;35.1;111111;3900000;2021;15.0;10.0;+79676539724;;;;
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+ID 97200402;homeowner;https://krasnodar.cian.ru/sale/flat/280037750/;Краснодар;sale;flat;6;9;2;52.4;76316;3999000;1989;31.9;8.6;+79181200299;;;;
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+ID 15735366;homeowner;https://krasnodar.cian.ru/sale/flat/280696335/;Краснодар;sale;flat;6;17;1;26.2;152290;3990000;2021;18.8;7.2;+79676524392;;;;
+ID 88360034;homeowner;https://krasnodar.cian.ru/sale/flat/271024626/;Краснодар;sale;flat;13;16;1;38.4;102864;3950000;2017;-1;17.1;+79182612314;;;;
+ID 50070725;homeowner;https://krasnodar.cian.ru/sale/flat/268041093/;Краснодар;sale;flat;9;16;1;32.2;123913;3990000;-1;14.0;8.5;+79628769659;;;;
+ID 26364998;homeowner;https://sochi.cian.ru/sale/flat/283408801/;Краснодар;sale;flat;3;4;1;25.0;158000;3950000;2023;24.0;-1;+79183407898;;;;
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+ID 97198171;homeowner;https://krasnodar.cian.ru/sale/flat/280044166/;Краснодар;sale;flat;7;7;1;39.0;101282;3950000;2014;16.0;14.0;+79628761781;;;;
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+ID 17358063;homeowner;https://krasnodar.cian.ru/sale/flat/276035032/;Краснодар;sale;flat;1;1;2;52.2;76436;3990000;2001;38.3;10.0;+79883129586;;;;
+ID 48225831;homeowner;https://krasnodar.cian.ru/sale/flat/276863715/;Краснодар;sale;flat;2;25;1;28.5;140000;3990000;2022;18.9;5.0;+79898107238;;;;
+ID 15328378;homeowner;https://krasnodar.cian.ru/sale/flat/275204696/;Краснодар;sale;flat;15;17;1;44.4;88963;3950000;2021;17.0;11.0;+79676535841;;;;
+ID 46413908;homeowner;https://krasnodar.cian.ru/sale/flat/276999356/;Краснодар;sale;flat;3;16;1;30.0;133000;3990000;2022;20.0;5.0;+79886222714;;;;
+ID 65394179;homeowner;https://krasnodar.cian.ru/sale/flat/267220182/;Краснодар;sale;flat;5;16;1;35.4;111581;3950000;-1;12.8;13.1;+79654634652;;;;
+ID 93135502;homeowner;https://krasnodar.cian.ru/sale/flat/279126953/;Краснодар;sale;flat;8;19;1;22.35;178926;3999000;2018;9.9;-1;+79189705355;;;;
+ID 89797549;homeowner;https://krasnodar.cian.ru/sale/flat/278602547/;Краснодар;sale;flat;2;10;1;36.0;110833;3990000;2016;-1;-1;+79676537047;;;;
+ID 82007674;homeowner;https://krasnodar.cian.ru/sale/flat/277937063/;Краснодар;sale;flat;15;24;2;43.4;91013;3950000;2021;16.3;18.5;+79183408804;;;;
+ID 85561676;homeowner;https://krasnodar.cian.ru/sale/flat/268639218/;Краснодар;sale;flat;6;16;2;51.0;78039;3980000;2018;28.2;10.0;+79676532674;;;;
+ID 53350331;homeowner;https://krasnodar.cian.ru/sale/flat/278213996/;Краснодар;sale;flat;7;8;1;46.7;85224;3980000;2020;-1;-1;+79094530452;;;;
+ID 77562622;homeowner;https://krasnodar.cian.ru/sale/flat/276697664/;Краснодар;sale;flat;7;12;1;33.0;119696;3950000;1982;20.0;7.0;+79676515465;;;;
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+ID 20448553;homeowner;https://krasnodar.cian.ru/sale/flat/282986356/;Краснодар;sale;flat;2;17;1;35.0;114285;4000000;2014;-1;-1;+79182107006;;;;
+ID 74319683;homeowner;https://krasnodar.cian.ru/sale/flat/282162241/;Краснодар;sale;flat;19;24;1;43.1;92807;4000000;2023;-1;-1;+79676542301;;;;
+ID 94508002;homeowner;https://krasnodar.cian.ru/sale/flat/277086112/;Краснодар;sale;flat;11;24;1;36.0;111111;4000000;2022;14.0;13.2;+79094610446;;;;
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+ID 79577402;homeowner;https://krasnodar.cian.ru/sale/flat/263820952/;Краснодар;sale;flat;3;6;2;53.5;74766;4000000;-1;41.5;-1;+79654652126;;;;
+ID 96445000;homeowner;https://sochi.cian.ru/sale/flat/279065603/;Краснодар;sale;flat;3;5;1;34.0;117647;4000000;-1;-1;-1;+79182612773;Центральный;Виноградная;;
+ID 72578332;homeowner;https://krasnodar.cian.ru/sale/flat/270910846/;Краснодар;sale;flat;15;16;1;37.5;106666;4000000;2022;-1;14.3;+79628738860;;;;
+ID 88844980;homeowner;https://krasnodar.cian.ru/sale/flat/282232686/;Краснодар;sale;flat;3;22;1;38.45;104031;4000000;2014;15.0;10.0;+79181508126;;;;
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+ID 13072370;homeowner;https://sochi.cian.ru/sale/flat/280708073/;Краснодар;sale;flat;4;5;1;16.0;250000;4000000;1984;10.0;6.0;+79628845816;Центральный;Гранатная;;
+ID 70292809;homeowner;https://krasnodar.cian.ru/sale/flat/269033726/;Краснодар;sale;flat;6;8;2;52.3;76481;4000000;2021;26.0;12.0;+79189504689;;;;
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+ID 91555255;homeowner;https://krasnodar.cian.ru/sale/flat/282474731/;Краснодар;sale;flat;5;5;2;45.0;88888;4000000;1990;-1;7.0;+79186304818;;;;
+ID 97392432;homeowner;https://krasnodar.cian.ru/sale/flat/280454862/;Краснодар;sale;flat;3;3;2;36.2;110497;4000000;-1;22.0;10.0;+79654653048;;;;
+ID 74439237;homeowner;https://sochi.cian.ru/sale/flat/272852308/;Краснодар;sale;flat;3;3;1;20.0;200000;4000000;-1;-1;-1;+79883858485;Адлерский;Кутаисская;;
+ID 97720588;homeowner;https://krasnodar.cian.ru/sale/flat/280899376/;Краснодар;sale;flat;1;2;3;63.0;63492;4000000;-1;-1;-1;+79180212568;;;;
+ID 87952932;homeowner;https://krasnodar.cian.ru/sale/flat/280748979/;Краснодар;sale;flat;11;17;1;31.48;127064;4000000;2018;30.2;-1;+79654631224;;;;
+ID 54928531;homeowner;https://krasnodar.cian.ru/sale/flat/280744469/;Краснодар;sale;flat;2;17;1;46.82;85433;4000000;2022;17.0;16.6;+79628844723;;;;
+ID 97583751;homeowner;https://krasnodar.cian.ru/sale/flat/280708990/;Краснодар;sale;flat;5;25;1;40.0;100000;4000000;2021;17.0;11.0;+79183408564;;;;
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+ID 97106079;homeowner;https://krasnodar.cian.ru/sale/flat/279891795/;Краснодар;sale;flat;1;1;4;54.0;74074;4000000;1964;31.0;13.0;+79892742604;;;;
+ID 63098010;homeowner;https://krasnodar.cian.ru/sale/flat/281454590/;Краснодар;sale;flat;10;23;1;32.3;123839;4000000;2017;25.7;-1;+79628737391;;;;
+ID 75138172;homeowner;https://krasnodar.cian.ru/sale/flat/275184684/;Краснодар;sale;flat;1;3;2;42.0;95238;4000000;1956;28.0;5.0;+79186256817;;;;
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+ID 96932687;homeowner;https://krasnodar.cian.ru/sale/flat/279680967/;Краснодар;sale;flat;3;3;1;36.0;111111;4000000;2016;15.0;9.5;+79883858432;;;;
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+ID 92314688;homeowner;https://krasnodar.cian.ru/sale/flat/274892122/;Краснодар;sale;flat;8;17;1;37.5;106666;4000000;2019;-1;10.0;+79186255812;;;;
+ID 95045899;homeowner;https://krasnodar.cian.ru/sale/flat/279420138/;Краснодар;sale;flat;2;3;1;44.2;90497;4000000;2014;17.3;10.0;+79189504734;;;;
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+ID 94660038;homeowner;https://krasnodar.cian.ru/sale/flat/277177172/;Краснодар;sale;flat;4;5;1;47.5;84210;4000000;2009;-1;-1;+79886665382;;;;
+ID 95248072;homeowner;https://sochi.cian.ru/sale/flat/277742329/;Краснодар;sale;flat;3;5;1;33.0;121212;4000000;-1;-1;-1;+79094530180;;;;
+ID 91592674;homeowner;https://krasnodar.cian.ru/sale/flat/278213226/;Краснодар;sale;flat;23;24;1;33.0;121212;4000000;2022;10.5;13.4;+79654636570;;;;
+ID 21120059;homeowner;https://krasnodar.cian.ru/sale/flat/278140378/;Краснодар;sale;flat;12;16;1;38.0;105263;4000000;2018;16.0;10.0;+79182307440;;;;
+ID 69318018;homeowner;https://krasnodar.cian.ru/sale/flat/278073300/;Краснодар;sale;flat;14;18;1;43.0;93023;4000000;2013;22.0;14.0;+79186204121;;;;
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+ID 47163802;homeowner;https://krasnodar.cian.ru/sale/flat/278456008/;Краснодар;sale;flat;7;18;1;40.3;101488;4090000;2015;-1;-1;+79189406338;;;;
+ID 94579641;homeowner;https://krasnodar.cian.ru/sale/flat/277110155/;Краснодар;sale;flat;4;5;2;49.0;83469;4090000;1975;29.3;5.5;+79184525168;;;;
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+ID 95516794;homeowner;https://krasnodar.cian.ru/sale/flat/277939297/;Краснодар;sale;flat;19;20;1;39.35;102922;4050000;2021;15.5;12.9;+79891697916;;;;
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+ID 96212782;homeowner;https://krasnodar.cian.ru/sale/flat/279386807/;Краснодар;sale;flat;2;5;1;34.3;119533;4100000;1992;15.9;7.1;+79654646817;;;;
+ID 98951254;homeowner;https://krasnodar.cian.ru/sale/flat/282496306/;Краснодар;sale;flat;2;5;2;44.5;92134;4100000;1970;30.5;5.6;+79180600994;;;;
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+ID 53675975;homeowner;https://krasnodar.cian.ru/sale/flat/281892651/;Краснодар;sale;flat;17;22;1;29.5;138983;4100000;2014;20.0;5.0;+79094512896;;;;
+ID 74268610;homeowner;https://krasnodar.cian.ru/sale/flat/281359495/;Краснодар;sale;flat;1;5;3;65.1;62980;4100000;1989;-1;15.0;+79883357859;;;;
+ID 50176049;homeowner;https://sochi.cian.ru/sale/flat/266361789/;Краснодар;sale;flat;3;3;1;21.0;195238;4100000;-1;-1;-1;+79891698172;Адлерский;Кутаисская;;
+ID 80445291;homeowner;https://krasnodar.cian.ru/sale/flat/280044186/;Краснодар;sale;flat;3;6;1;34.0;120588;4100000;2020;18.0;12.0;+79181208133;;;;
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+ID 52782696;homeowner;https://krasnodar.cian.ru/sale/flat/283642373/;Краснодар;sale;flat;1;5;2;43.7;94965;4150000;1970;-1;5.9;+79184111489;;;;
+ID 56658775;homeowner;https://krasnodar.cian.ru/sale/flat/282823888/;Краснодар;sale;flat;2;16;1;36.0;116388;4190000;2017;17.9;9.5;+79885946225;;;;
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+ID 96666684;homeowner;https://krasnodar.cian.ru/sale/flat/279337686/;Краснодар;sale;flat;4;5;1;48.3;85921;4150000;2020;17.3;15.3;+79628766306;;;;
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+ID 91216431;homeowner;https://krasnodar.cian.ru/sale/flat/273778744/;Краснодар;sale;flat;12;16;1;37.8;112433;4250000;2020;19.5;10.0;+79883858334;;;;
+ID 84083694;homeowner;https://krasnodar.cian.ru/sale/flat/274451101/;Краснодар;sale;flat;4;25;1;36.0;118055;4250000;2019;-1;8.6;+79183605279;;;;
+ID 83788951;homeowner;https://krasnodar.cian.ru/sale/flat/267338682/;Краснодар;sale;flat;4;25;1;36.0;118055;4250000;2019;-1;8.6;+79676527810;;;;
+ID 87037014;homeowner;https://krasnodar.cian.ru/sale/flat/274900204/;Краснодар;sale;flat;13;24;1;36.3;117079;4250000;2021;-1;15.5;+79628847119;;;;
+ID 77680738;homeowner;https://krasnodar.cian.ru/sale/flat/279821611/;Краснодар;sale;flat;1;2;2;56.2;76498;4299228;-1;32.4;10.1;+79183508014;;;;
+ID 43456351;homeowner;https://krasnodar.cian.ru/sale/flat/281201376/;Краснодар;sale;flat;10;18;1;40.5;105000;4252500;2022;-1;12.0;+79628830840;;;;
+ID 45802541;homeowner;https://anapa.cian.ru/sale/flat/281207801/;Краснодар;sale;flat;7;14;1;26.0;163461;4250000;2022;15.4;-1;+79676528203;;;;
+ID 78026072;homeowner;https://novorossiysk.cian.ru/sale/flat/282154544/;Краснодар;sale;flat;16;16;2;44.2;97058;4290000;2021;15.4;13.6;+79676511606;;;;
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+ID 82501474;homeowner;https://krasnodar.cian.ru/sale/flat/280428312/;Краснодар;sale;flat;2;2;2;70.0;60714;4250000;1967;36.0;8.0;+79892742597;;;;
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+ID 64058297;homeowner;https://krasnodar.cian.ru/sale/flat/273200233/;Краснодар;sale;flat;11;24;1;37.0;114864;4250000;2022;11.2;15.4;+79198510558;;;;
+ID 93369401;homeowner;https://novorossiysk.cian.ru/sale/flat/275985492/;Краснодар;sale;flat;15;16;1;38.7;109819;4250000;2015;19.5;10.1;+79180304758;;;;
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+ID 90740390;homeowner;https://krasnodar.cian.ru/sale/flat/279808678/;Краснодар;sale;flat;9;17;1;25.0;170000;4250000;2021;13.0;4.0;+79182404846;;;;
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+ID 67652736;homeowner;https://krasnodar.cian.ru/sale/flat/277001101/;Краснодар;sale;flat;7;9;2;57.0;74561;4250000;1981;29.4;7.8;+79186397215;;;;
+ID 80873539;homeowner;https://krasnodar.cian.ru/sale/flat/276966039/;Краснодар;sale;flat;3;22;1;36.0;118055;4250000;2013;17.0;10.0;+79604786178;;;;
+ID 78667854;homeowner;https://sochi.cian.ru/sale/flat/269868479/;Краснодар;sale;flat;1;3;1;21.0;203809;4280000;-1;-1;-1;+79094557836;Центральный;Плеханова;;
+ID 76671518;homeowner;https://krasnodar.cian.ru/sale/flat/278735319/;Краснодар;sale;flat;7;22;1;39.6;108585;4300000;2022;18.5;10.0;+79628829907;;;;
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+ID 98947510;homeowner;https://krasnodar.cian.ru/sale/flat/282488724/;Краснодар;sale;flat;5;18;1;43.5;98850;4300000;2015;18.6;13.3;+79186603585;;;;
+ID 88684466;homeowner;https://krasnodar.cian.ru/sale/flat/271351959/;Краснодар;sale;flat;3;3;2;48.6;88477;4300000;1990;26.3;7.3;+79186635476;;;;
+ID 97211476;homeowner;https://krasnodar.cian.ru/sale/flat/280046461/;Краснодар;sale;flat;3;5;1;42.0;102380;4300000;2011;18.0;8.0;+79186607381;;;;
+ID 98921217;homeowner;https://krasnodar.cian.ru/sale/flat/282455539/;Краснодар;sale;flat;13;19;1;30.1;142857;4300000;2018;-1;-1;+79186257195;;;;
+ID 52176927;homeowner;https://anapa.cian.ru/sale/flat/275466077/;Краснодар;sale;flat;9;15;1;29.0;148275;4300000;2020;16.1;8.0;+79884831950;;;;
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+ID 60558539;homeowner;https://sochi.cian.ru/sale/flat/275809353/;Краснодар;sale;flat;1;4;1;20.0;215000;4300000;2022;-1;-1;+79183507784;;;;
+ID 67881887;homeowner;https://krasnodar.cian.ru/sale/flat/273843903/;Краснодар;sale;flat;10;18;1;27.0;159259;4300000;2018;22.0;5.0;+79676526858;;;;
+ID 86599566;homeowner;https://krasnodar.cian.ru/sale/flat/283431392/;Краснодар;sale;flat;7;8;1;44.7;96196;4300000;2012;21.9;10.3;+79094604367;;;;
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+ID 98636836;homeowner;https://krasnodar.cian.ru/sale/flat/282107264/;Краснодар;sale;flat;8;10;1;48.9;87934;4300000;2017;17.2;13.4;+79094610698;;;;
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+ID 87196613;homeowner;https://krasnodar.cian.ru/sale/flat/278146175/;Краснодар;sale;flat;5;6;2;46.0;93478;4300000;2014;24.0;8.8;+79676536504;;;;
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+ID 211855;homeowner;https://krasnodar.cian.ru/sale/flat/274379428/;Краснодар;sale;flat;12;16;1;36.6;117486;4300000;2021;12.0;11.2;+79183609694;;;;
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+ID 76343693;homeowner;https://sochi.cian.ru/sale/flat/274593757/;Краснодар;sale;flat;5;5;1;18.7;237967;4450000;1964;12.0;6.7;+79182611351;Центральный;Донская;;
+ID 13228974;homeowner;https://krasnodar.cian.ru/sale/flat/282450310/;Краснодар;sale;flat;2;3;1;33.0;135151;4460000;2006;-1;-1;+79094612563;;;;
+ID 68826272;homeowner;https://krasnodar.cian.ru/sale/flat/259159866/;Краснодар;sale;flat;5;5;3;54.0;82407;4450000;1968;-1;6.0;+79189504867;;;;
+ID 27405752;homeowner;https://krasnodar.cian.ru/sale/flat/283487499/;Краснодар;sale;flat;10;16;1;45.0;98888;4450000;2020;13.0;18.0;+79886027362;;;;
+ID 63416814;homeowner;https://krasnodar.cian.ru/sale/flat/282343253/;Краснодар;sale;flat;3;5;2;60.9;73875;4499000;2010;29.6;10.1;+79183508071;;;;
+ID 98752915;homeowner;https://krasnodar.cian.ru/sale/flat/283551005/;Краснодар;sale;flat;2;3;3;56.6;78621;4450000;1960;-1;6.0;+79883357963;;;;
+ID 98817672;homeowner;https://novorossiysk.cian.ru/sale/flat/282337306/;Краснодар;sale;flat;5;5;1;32.0;139062;4450000;1970;18.0;8.0;+79189605419;;;;
+ID 98752915;homeowner;https://krasnodar.cian.ru/sale/flat/282300013/;Краснодар;sale;flat;2;3;3;56.6;78621;4450000;1960;-1;6.0;+79883357963;;;;
+ID 34494575;homeowner;https://krasnodar.cian.ru/sale/flat/276285299/;Краснодар;sale;flat;9;17;1;37.3;120000;4476000;2022;14.0;14.0;+79676542100;;;;
+ID 86865272;homeowner;https://krasnodar.cian.ru/sale/flat/279007889/;Краснодар;sale;flat;7;16;3;65.3;68437;4469000;-1;35.4;12.6;+79189706010;;;;
+ID 53118813;homeowner;https://krasnodar.cian.ru/sale/flat/277645850/;Краснодар;sale;flat;9;18;1;42.5;104705;4450000;2021;20.0;13.0;+79183808454;;;;
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+ID 95243479;homeowner;https://krasnodar.cian.ru/sale/flat/279866860/;Краснодар;sale;flat;1;5;3;69.0;65072;4490000;1982;-1;9.0;+79604745674;;;;
+ID 92579864;homeowner;https://krasnodar.cian.ru/sale/flat/276152965/;Краснодар;sale;flat;12;26;1;45.6;97587;4450000;2020;16.4;10.0;+79094499873;;;;
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+ID 46085703;homeowner;https://krasnodar.cian.ru/sale/flat/264005534/;Краснодар;sale;flat;9;16;2;44.0;101136;4450000;2019;30.0;12.0;+79189806519;;;;
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+ID 86862277;homeowner;https://krasnodar.cian.ru/sale/flat/279194823/;Краснодар;sale;flat;10;18;2;52.0;86538;4500000;2022;-1;-1;+79892107539;;;;
+ID 33158667;homeowner;https://krasnodar.cian.ru/sale/flat/282314288/;Краснодар;sale;flat;18;22;1;39.0;115384;4500000;2019;16.0;10.0;+79604735627;;;;
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+ID 44750979;homeowner;https://krasnodar.cian.ru/sale/flat/281225834/;Краснодар;sale;flat;7;8;1;44.4;101351;4500000;2012;17.0;13.7;+79628738969;;;;
+ID 33173068;homeowner;https://sochi.cian.ru/sale/flat/276863796/;Краснодар;sale;flat;2;3;1;21.4;210280;4500000;-1;-1;-1;+79654651703;Центральный;;;
+ID 96981227;homeowner;https://novorossiysk.cian.ru/sale/flat/279754065/;Краснодар;sale;flat;15;15;1;19.6;229591;4500000;2022;-1;-1;+79891698133;;;;
+ID 66481162;homeowner;https://krasnodar.cian.ru/sale/flat/282717996/;Краснодар;sale;flat;11;17;2;45.0;100000;4500000;2018;25.0;14.2;+79654651459;;;;
+ID 98515996;homeowner;https://sochi.cian.ru/sale/flat/281999132/;Краснодар;sale;flat;8;9;1;21.0;214285;4500000;-1;-1;-1;+79186609586;;;;
+ID 96879137;homeowner;https://krasnodar.cian.ru/sale/flat/279591874/;Краснодар;sale;flat;2;3;2;58.6;76791;4500000;2014;29.5;14.5;+79094534914;;;;
+ID 91359910;homeowner;https://krasnodar.cian.ru/sale/flat/274412937/;Краснодар;sale;flat;2;8;2;48.9;92024;4500000;2022;-1;10.8;+79094616249;;;;
+ID 97789171;homeowner;https://krasnodar.cian.ru/sale/flat/281000242/;Краснодар;sale;flat;1;3;2;61.5;73170;4500000;2014;-1;-1;+79885946631;;;;
+ID 10731804;homeowner;https://krasnodar.cian.ru/sale/flat/282016895/;Краснодар;sale;flat;13;25;1;38.6;116580;4500000;-1;15.3;11.1;+79094532031;;;;
+ID 58970698;homeowner;https://sochi.cian.ru/sale/flat/278312332/;Краснодар;sale;flat;1;4;1;26.5;169811;4500000;-1;-1;-1;+79885573508;Хостинский;Яна Фабрициуса;;
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+ID 95963046;homeowner;https://krasnodar.cian.ru/sale/flat/278408407/;Краснодар;sale;flat;9;16;1;35.0;128571;4500000;2017;-1;9.0;+79186357396;;;;
+ID 96584822;homeowner;https://krasnodar.cian.ru/sale/flat/279229135/;Краснодар;sale;flat;3;5;2;45.3;99337;4500000;1970;30.0;7.0;+79628745167;;;;
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+ID 16764752;homeowner;https://krasnodar.cian.ru/sale/flat/270592609/;Краснодар;sale;flat;3;8;2;40.0;113000;4520000;2013;21.0;12.0;+79186258235;;;;
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+ID 44761378;homeowner;https://sochi.cian.ru/sale/flat/258744963/;Краснодар;sale;flat;2;3;1;25.0;180000;4500000;2021;23.4;-1;+79883854893;Лазаревский;пос. Мамайский Перевал;;
+ID 98004423;homeowner;https://anapa.cian.ru/sale/flat/281290049/;Краснодар;sale;flat;11;17;1;27.2;165441;4500000;2018;-1;-1;+79628727664;;;;
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+ID 21408161;homeowner;https://krasnodar.cian.ru/sale/flat/253774747/;Краснодар;sale;flat;7;20;1;46.6;96566;4500000;2021;14.5;15.3;+79892808357;;;;
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+ID 96683119;homeowner;https://sochi.cian.ru/sale/flat/279757811/;Краснодар;sale;flat;4;5;1;15.0;300000;4500000;1982;13.0;2.0;+79094530619;Центральный;Абрикосовая;;
+ID 10616081;homeowner;https://krasnodar.cian.ru/sale/flat/244551627/;Краснодар;sale;flat;2;2;3;60.8;74013;4500000;1951;41.1;6.0;+79050631698;;;;
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+ID 86100969;homeowner;https://krasnodar.cian.ru/sale/flat/280239249/;Краснодар;sale;flat;2;7;1;24.7;183455;4531339;-1;15.0;3.0;+79654636275;;;;
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+ID 96372962;homeowner;https://krasnodar.cian.ru/sale/flat/278949236/;Краснодар;sale;flat;2;2;2;42.0;107142;4500000;1975;25.5;9.0;+79182706966;;;;
+ID 83385150;homeowner;https://krasnodar.cian.ru/sale/flat/277513045/;Краснодар;sale;flat;1;16;1;39.0;115384;4500000;2017;-1;9.5;+79181507635;;;;
+ID 22326562;homeowner;https://krasnodar.cian.ru/sale/flat/200734041/;Краснодар;sale;flat;5;5;1;27.3;164835;4500000;1974;14.6;6.3;+79628856802;;;;
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+ID 95583559;homeowner;https://krasnodar.cian.ru/sale/flat/278008061/;Краснодар;sale;flat;3;5;2;88.1;51078;4500000;2005;45.0;16.0;+79181507420;;;;
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+ID 94861119;homeowner;https://krasnodar.cian.ru/sale/flat/277371430/;Краснодар;sale;flat;1;3;1;31.5;142857;4500000;2019;-1;-1;+79676526870;;;;
+ID 90325222;homeowner;https://krasnodar.cian.ru/sale/flat/273081996/;Краснодар;sale;flat;17;19;1;46.0;97826;4500000;2021;26.0;8.0;+79676539187;;;;
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+ID 98246007;homeowner;https://krasnodar.cian.ru/sale/flat/281609658/;Краснодар;sale;flat;1;5;3;72.0;63875;4599000;1977;50.0;8.0;+79676542389;;;;
+ID 16258773;homeowner;https://sochi.cian.ru/sale/flat/282835427/;Краснодар;sale;flat;1;4;1;25.3;181027;4580000;2019;-1;-1;+79892808237;Хостинский;Высокогорная;;
+ID 44939928;homeowner;https://krasnodar.cian.ru/sale/flat/282922425/;Краснодар;sale;flat;2;16;2;41.1;110705;4550000;2022;20.0;9.6;+79198764803;;;;
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+ID 56335133;homeowner;https://krasnodar.cian.ru/sale/flat/281431461/;Краснодар;sale;flat;7;9;2;69.5;65467;4550000;2001;38.0;12.0;+79654644564;;;;
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+ID 96960662;homeowner;https://krasnodar.cian.ru/sale/flat/279729190/;Краснодар;sale;flat;5;16;1;32.5;140000;4550000;2022;13.7;12.2;+79898105252;;;;
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+ID 50595741;homeowner;https://anapa.cian.ru/sale/flat/276171121/;Краснодар;sale;flat;4;8;1;27.0;168518;4550000;-1;-1;-1;+79094538506;;;;
+ID 6950398;homeowner;https://krasnodar.cian.ru/sale/flat/278551793/;Краснодар;sale;flat;3;20;1;32.0;142187;4550000;2018;-1;9.0;+79181108796;;;;
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+ID 79760013;homeowner;https://krasnodar.cian.ru/sale/flat/263967543/;Краснодар;sale;flat;3;25;1;37.3;123324;4600000;2021;19.0;9.0;+79628753137;;;;
+ID 98786425;homeowner;https://krasnodar.cian.ru/sale/flat/282386161/;Краснодар;sale;flat;12;17;1;46.0;100000;4600000;2020;20.0;12.0;+79892107354;;;;
+ID 72761722;homeowner;https://sochi.cian.ru/sale/flat/282452397/;Краснодар;sale;flat;1;2;1;19.8;232323;4600000;1956;9.4;7.0;+79676508376;Хостинский;Самшитовая;;
+ID 73826221;homeowner;https://sochi.cian.ru/sale/flat/283645429/;Краснодар;sale;flat;4;5;1;17.0;270588;4600000;1979;-1;5.0;+79094503169;Адлерский;Голубые Дали;;
+ID 78315518;homeowner;https://krasnodar.cian.ru/sale/flat/282095738/;Краснодар;sale;flat;12;17;1;40.3;114143;4600000;2020;-1;-1;+79183507768;;;;
+ID 51284942;homeowner;https://anapa.cian.ru/sale/flat/278832871/;Краснодар;sale;flat;12;19;1;24.0;191666;4600000;2021;10.0;4.0;+79676521938;;;;
+ID 97781740;homeowner;https://krasnodar.cian.ru/sale/flat/280989800/;Краснодар;sale;flat;21;24;2;55.0;83636;4600000;2022;-1;-1;+79628742864;;;;
+ID 92540173;homeowner;https://sochi.cian.ru/sale/flat/277969280/;Краснодар;sale;flat;4;4;-1;22.1;208144;4600000;2021;20.1;-1;+79885206889;Центральный;Санаторная;;
+ID 50205360;homeowner;https://krasnodar.cian.ru/sale/flat/281702661/;Краснодар;sale;flat;2;11;2;48.0;95833;4600000;2017;20.0;13.0;+79654642181;;;;
+ID 56452107;homeowner;https://sochi.cian.ru/sale/flat/281923079/;Краснодар;sale;flat;2;4;1;35.0;131428;4600000;1965;-1;-1;+79654628147;Лазаревский;переулок Павлова;;
+ID 96631436;homeowner;https://krasnodar.cian.ru/sale/flat/279298805/;Краснодар;sale;flat;2;2;2;50.2;91633;4600000;1982;25.0;8.7;+79186604072;;;;
+ID 58377818;homeowner;https://krasnodar.cian.ru/sale/flat/272834427/;Краснодар;sale;flat;4;4;1;33.0;139393;4600000;-1;12.5;10.0;+79676538230;;;;
+ID 85409242;homeowner;https://krasnodar.cian.ru/sale/flat/281713556/;Краснодар;sale;flat;13;19;1;42.0;109523;4600000;2019;18.0;13.0;+79186397387;;;;
+ID 79330966;homeowner;https://krasnodar.cian.ru/sale/flat/281481593/;Краснодар;sale;flat;7;13;1;34.79;132221;4600000;2022;17.3;8.5;+79676516564;;;;
+ID 68485388;homeowner;https://krasnodar.cian.ru/sale/flat/282427671/;Краснодар;sale;flat;2;5;3;56.0;82142;4600000;1965;-1;-1;+79892302730;;;;
+ID 64203310;homeowner;https://krasnodar.cian.ru/sale/flat/276159390/;Краснодар;sale;flat;4;5;2;53.4;86142;4600000;1983;47.7;-1;+79064356103;;;;
+ID 1984222;homeowner;https://krasnodar.cian.ru/sale/flat/281836399/;Краснодар;sale;flat;13;18;2;53.5;85981;4600000;-1;32.0;15.0;+79182404735;;;;
+ID 81827113;homeowner;https://krasnodar.cian.ru/sale/flat/278151446/;Краснодар;sale;flat;10;10;2;51.6;89147;4600000;1998;30.1;8.0;+79094503347;;;;
+ID 63799151;homeowner;https://krasnodar.cian.ru/sale/flat/280706982/;Краснодар;sale;flat;7;12;1;34.0;135294;4600000;2015;19.0;9.0;+79676538461;;;;
+ID 96128218;homeowner;https://krasnodar.cian.ru/sale/flat/278607789/;Краснодар;sale;flat;3;8;1;52.0;88461;4600000;-1;21.0;19.0;+79181909321;;;;
+ID 96919507;homeowner;https://novorossiysk.cian.ru/sale/flat/279658624/;Краснодар;sale;flat;5;5;2;50.0;92000;4600000;1978;30.0;9.0;+79676526859;;;;
+ID 15352034;homeowner;https://krasnodar.cian.ru/sale/flat/277140095/;Краснодар;sale;flat;2;5;2;43.9;105239;4620000;1971;27.8;8.5;+79628843237;;;;
+ID 46992942;homeowner;https://krasnodar.cian.ru/sale/flat/280346407/;Краснодар;sale;flat;3;3;1;36.2;127071;4600000;2019;15.0;10.2;+79181105144;;;;
+ID 96171232;homeowner;https://krasnodar.cian.ru/sale/flat/278682672/;Краснодар;sale;flat;4;17;1;35.3;130311;4600000;2010;14.4;10.2;+79654648451;;;;
+ID 78434079;homeowner;https://krasnodar.cian.ru/sale/flat/277657341/;Краснодар;sale;flat;1;2;2;44.0;104545;4600000;1961;29.0;6.0;+79654646165;;;;
+ID 14020777;homeowner;https://krasnodar.cian.ru/sale/flat/277260032/;Краснодар;sale;flat;4;16;2;53.38;86174;4600000;2019;22.2;15.7;+79094523154;;;;
+ID 7691214;homeowner;https://krasnodar.cian.ru/sale/flat/276863730/;Краснодар;sale;flat;4;5;3;59.0;77966;4600000;1984;37.3;7.9;+79883808018;;;;
+ID 15263791;homeowner;https://krasnodar.cian.ru/sale/flat/277066912/;Краснодар;sale;flat;5;9;1;35.0;131428;4600000;1983;18.7;8.2;+79184110626;;;;
+ID 85081173;homeowner;https://krasnodar.cian.ru/sale/flat/268310122/;Краснодар;sale;flat;9;18;2;48.9;94069;4600000;2020;15.1;16.3;+79094516107;;;;
+ID 67359495;homeowner;https://krasnodar.cian.ru/sale/flat/249777077/;Краснодар;sale;flat;13;19;1;40.0;116250;4650000;2016;18.5;10.7;+79183906308;;;;
+ID 84418991;homeowner;https://krasnodar.cian.ru/sale/flat/281548549/;Краснодар;sale;flat;16;17;1;44.5;104494;4650000;2011;-1;-1;+79628768607;;;;
+ID 98740175;homeowner;https://krasnodar.cian.ru/sale/flat/282215825/;Краснодар;sale;flat;17;25;2;53.05;88407;4690000;-1;25.0;11.0;+79628770933;;;;
+ID 46413908;homeowner;https://krasnodar.cian.ru/sale/flat/279191383/;Краснодар;sale;flat;10;17;1;40.0;116750;4670000;2022;20.0;10.0;+79886222714;;;;
+ID 19806217;homeowner;https://anapa.cian.ru/sale/flat/282692788/;Краснодар;sale;flat;1;10;1;26.0;178846;4650000;2019;20.0;6.0;+79654648856;;;;
+ID 22191213;homeowner;https://novorossiysk.cian.ru/sale/flat/277882733/;Краснодар;sale;flat;9;16;1;41.0;113414;4650000;2013;18.0;10.0;+79186255710;;;;
+ID 21965029;homeowner;https://anapa.cian.ru/sale/flat/281305425/;Краснодар;sale;flat;14;16;1;42.0;110714;4650000;2017;20.0;11.0;+79676541906;;;;
+ID 76000299;homeowner;https://krasnodar.cian.ru/sale/flat/280202366/;Краснодар;sale;flat;7;19;1;38.9;119537;4650000;2017;19.9;10.0;+79180594255;;;;
+ID 53384005;homeowner;https://anapa.cian.ru/sale/flat/280026852/;Краснодар;sale;flat;2;20;1;27.7;168953;4680000;2020;-1;-1;+79654643782;;;;
+ID 94422497;homeowner;https://krasnodar.cian.ru/sale/flat/276973780/;Краснодар;sale;flat;2;16;2;54.0;86111;4650000;2021;-1;-1;+79628841352;;;;
+ID 97156032;homeowner;https://novorossiysk.cian.ru/sale/flat/279971379/;Краснодар;sale;flat;2;5;2;49.7;93561;4650000;1970;40.0;7.0;+79180101542;;;;
+ID 88392837;homeowner;https://krasnodar.cian.ru/sale/flat/272808407/;Краснодар;sale;flat;12;15;1;28.0;167142;4680000;2022;15.0;-1;+79654647114;;;;
+ID 69824792;homeowner;https://krasnodar.cian.ru/sale/flat/277956056/;Краснодар;sale;flat;8;18;1;47.7;97693;4660000;2015;23.1;12.9;+79676518537;;;;
+ID 74092728;homeowner;https://sochi.cian.ru/sale/flat/276318814/;Краснодар;sale;flat;2;4;1;24.8;187500;4650000;-1;24.8;-1;+79180422235;Лазаревский;Львовская;;
+ID 59368738;homeowner;https://krasnodar.cian.ru/sale/flat/268901336/;Краснодар;sale;flat;2;14;1;45.0;104444;4700000;2020;13.0;18.0;+79654630397;;;;
+ID 88131548;homeowner;https://krasnodar.cian.ru/sale/flat/280873922/;Краснодар;sale;flat;17;24;1;43.6;107798;4700000;2022;12.8;15.8;+79181109767;;;;
+ID 89463347;homeowner;https://krasnodar.cian.ru/sale/flat/272608949/;Краснодар;sale;flat;1;16;1;35.0;134285;4700000;2011;-1;10.0;+79186664791;;;;
+ID 78781212;homeowner;https://krasnodar.cian.ru/sale/flat/281101716/;Краснодар;sale;flat;3;5;1;35.6;132022;4700000;1990;18.5;8.4;+79883359387;;;;
+ID 684307;homeowner;https://krasnodar.cian.ru/sale/flat/283392948/;Краснодар;sale;flat;4;5;2;40.0;117500;4700000;1967;27.0;5.6;+79094482656;;;;
+ID 96626986;homeowner;https://novorossiysk.cian.ru/sale/flat/279393110/;Краснодар;sale;flat;2;5;2;50.7;92702;4700000;1979;-1;-1;+79886668740;;;;
+ID 45997207;homeowner;https://krasnodar.cian.ru/sale/flat/279619931/;Краснодар;sale;flat;3;3;2;61.0;77049;4700000;2015;36.0;14.0;+79883356060;;;;
+ID 20515032;homeowner;https://krasnodar.cian.ru/sale/flat/280441921/;Краснодар;sale;flat;8;17;1;43.5;108045;4700000;2016;-1;-1;+79885946241;;;;
+ID 95855731;homeowner;https://krasnodar.cian.ru/sale/flat/283111946/;Краснодар;sale;flat;3;9;4;75.3;62416;4700000;1984;52.5;14.0;+79182602671;;;;
+ID 91479918;homeowner;https://sochi.cian.ru/sale/flat/274947377/;Краснодар;sale;flat;4;4;1;24.0;195833;4700000;2020;20.0;-1;+79180594547;Адлерский;Адлер жилрайон;;
+ID 92831811;homeowner;https://krasnodar.cian.ru/sale/flat/276432561/;Краснодар;sale;flat;1;3;2;51.5;91262;4700000;1979;28.0;8.8;+79064359036;;;;
+ID 94674581;homeowner;https://krasnodar.cian.ru/sale/flat/278932443/;Краснодар;sale;flat;2;5;2;45.0;104444;4700000;1978;30.0;6.0;+79180594128;;;;
+ID 76562242;homeowner;https://krasnodar.cian.ru/sale/flat/278987123/;Краснодар;sale;flat;9;10;1;33.0;142424;4700000;1999;-1;-1;+79676526927;;;;
+ID 89598298;homeowner;https://krasnodar.cian.ru/sale/flat/274092074/;Краснодар;sale;flat;10;19;1;40.0;117500;4700000;2018;-1;10.7;+79094515921;;;;
+ID 92249947;homeowner;https://krasnodar.cian.ru/sale/flat/274839763/;Краснодар;sale;flat;1;5;2;44.5;105617;4700000;1975;27.6;5.8;+79883356642;;;;
+ID 20106602;homeowner;https://krasnodar.cian.ru/sale/flat/280879917/;Краснодар;sale;flat;1;5;1;30.0;156666;4700000;1967;16.6;9.0;+79676541470;;;;
+ID 91849791;homeowner;https://krasnodar.cian.ru/sale/flat/274435557/;Краснодар;sale;flat;8;16;1;41.0;114634;4700000;2019;16.7;12.0;+79676542269;;;;
+ID 93744786;homeowner;https://novorossiysk.cian.ru/sale/flat/276323066/;Краснодар;sale;flat;3;5;1;32.0;146875;4700000;1980;20.0;6.0;+79180685997;;;;
+ID 97551076;homeowner;https://krasnodar.cian.ru/sale/flat/280671855/;Краснодар;sale;flat;4;18;2;59.3;79258;4700000;2020;-1;10.8;+79189406336;;;;
+ID 93433639;homeowner;https://krasnodar.cian.ru/sale/flat/280636134/;Краснодар;sale;flat;1;14;1;42.2;111374;4700000;2015;-1;-1;+79181416092;;;;
+ID 96330771;homeowner;https://krasnodar.cian.ru/sale/flat/280467578/;Краснодар;sale;flat;21;24;2;42.3;111111;4700000;2022;25.0;10.6;+79892202664;;;;
+ID 96554736;homeowner;https://krasnodar.cian.ru/sale/flat/279184751/;Краснодар;sale;flat;6;6;1;51.4;91439;4700000;2011;-1;-1;+79884616946;;;;
+ID 88010612;homeowner;https://krasnodar.cian.ru/sale/flat/275460574/;Краснодар;sale;flat;14;16;1;40.0;117500;4700000;2015;18.0;14.0;+79676507856;;;;
+ID 96601802;homeowner;https://krasnodar.cian.ru/sale/flat/279253647/;Краснодар;sale;flat;2;2;2;48.6;96707;4700000;1952;30.2;11.3;+79628750368;;;;
+ID 68825418;homeowner;https://krasnodar.cian.ru/sale/flat/279099582/;Краснодар;sale;flat;15;17;1;40.0;117500;4700000;2020;-1;10.0;+79898555214;;;;
+ID 96224315;homeowner;https://krasnodar.cian.ru/sale/flat/278980147/;Краснодар;sale;flat;16;18;1;42.5;110588;4700000;2020;18.6;12.8;+79883856774;;;;
+ID 63986727;homeowner;https://sochi.cian.ru/sale/flat/273144769/;Краснодар;sale;flat;3;3;-1;25.0;188000;4700000;-1;-1;-1;+79891698153;;;;
diff --git a/cian_parsing_result_sale_50_200_krasnodar_17_Feb_2023_16_32_25_653503.csv b/cian_parsing_result_sale_50_200_krasnodar_17_Feb_2023_16_32_25_653503.csv
new file mode 100644
index 0000000..bf067cc
--- /dev/null
+++ b/cian_parsing_result_sale_50_200_krasnodar_17_Feb_2023_16_32_25_653503.csv
@@ -0,0 +1,133 @@
+author;author_type;link;city;deal_type;accommodation_type;floor;floors_count;rooms_count;total_meters;price_per_m2;price;year_of_construction;living_meters;kitchen_meters;phone;district;street;underground;residential_complex
+ID 7691214;homeowner;https://krasnodar.cian.ru/sale/flat/276863730/;Краснодар;sale;flat;4;5;3;59.0;77966;4600000;1984;37.3;7.9;+79883808018;;;;
+ID 15263791;homeowner;https://krasnodar.cian.ru/sale/flat/277066912/;Краснодар;sale;flat;5;9;1;35.0;131428;4600000;1983;18.7;8.2;+79184110626;;;;
+ID 85081173;homeowner;https://krasnodar.cian.ru/sale/flat/268310122/;Краснодар;sale;flat;9;18;2;48.9;94069;4600000;2020;15.1;16.3;+79094516107;;;;
+ID 67359495;homeowner;https://krasnodar.cian.ru/sale/flat/249777077/;Краснодар;sale;flat;13;19;1;40.0;116250;4650000;2016;18.5;10.7;+79183906308;;;;
+ID 84418991;homeowner;https://krasnodar.cian.ru/sale/flat/281548549/;Краснодар;sale;flat;16;17;1;44.5;104494;4650000;2011;-1;-1;+79628768607;;;;
+ID 98740175;homeowner;https://krasnodar.cian.ru/sale/flat/282215825/;Краснодар;sale;flat;17;25;2;53.05;88407;4690000;-1;25.0;11.0;+79628770933;;;;
+ID 46413908;homeowner;https://krasnodar.cian.ru/sale/flat/279191383/;Краснодар;sale;flat;10;17;1;40.0;116750;4670000;2022;20.0;10.0;+79886222714;;;;
+ID 19806217;homeowner;https://anapa.cian.ru/sale/flat/282692788/;Краснодар;sale;flat;1;10;1;26.0;178846;4650000;2019;20.0;6.0;+79654648856;;;;
+ID 22191213;homeowner;https://novorossiysk.cian.ru/sale/flat/277882733/;Краснодар;sale;flat;9;16;1;41.0;113414;4650000;2013;18.0;10.0;+79186255710;;;;
+ID 21965029;homeowner;https://anapa.cian.ru/sale/flat/281305425/;Краснодар;sale;flat;14;16;1;42.0;110714;4650000;2017;20.0;11.0;+79676541906;;;;
+ID 76000299;homeowner;https://krasnodar.cian.ru/sale/flat/280202366/;Краснодар;sale;flat;7;19;1;38.9;119537;4650000;2017;19.9;10.0;+79180594255;;;;
+ID 53384005;homeowner;https://anapa.cian.ru/sale/flat/280026852/;Краснодар;sale;flat;2;20;1;27.7;168953;4680000;2020;-1;-1;+79654643782;;;;
+ID 94422497;homeowner;https://krasnodar.cian.ru/sale/flat/276973780/;Краснодар;sale;flat;2;16;2;54.0;86111;4650000;2021;-1;-1;+79628841352;;;;
+ID 97156032;homeowner;https://novorossiysk.cian.ru/sale/flat/279971379/;Краснодар;sale;flat;2;5;2;49.7;93561;4650000;1970;40.0;7.0;+79180101542;;;;
+ID 88392837;homeowner;https://krasnodar.cian.ru/sale/flat/272808407/;Краснодар;sale;flat;12;15;1;28.0;167142;4680000;2022;15.0;-1;+79654647114;;;;
+ID 69824792;homeowner;https://krasnodar.cian.ru/sale/flat/277956056/;Краснодар;sale;flat;8;18;1;47.7;97693;4660000;2015;23.1;12.9;+79676518537;;;;
+ID 74092728;homeowner;https://sochi.cian.ru/sale/flat/276318814/;Краснодар;sale;flat;2;4;1;24.8;187500;4650000;-1;24.8;-1;+79180422235;Лазаревский;Львовская;;
+ID 59368738;homeowner;https://krasnodar.cian.ru/sale/flat/268901336/;Краснодар;sale;flat;2;14;1;45.0;104444;4700000;2020;13.0;18.0;+79654630397;;;;
+ID 88131548;homeowner;https://krasnodar.cian.ru/sale/flat/280873922/;Краснодар;sale;flat;17;24;1;43.6;107798;4700000;2022;12.8;15.8;+79181109767;;;;
+ID 89463347;homeowner;https://krasnodar.cian.ru/sale/flat/272608949/;Краснодар;sale;flat;1;16;1;35.0;134285;4700000;2011;-1;10.0;+79186664791;;;;
+ID 78781212;homeowner;https://krasnodar.cian.ru/sale/flat/281101716/;Краснодар;sale;flat;3;5;1;35.6;132022;4700000;1990;18.5;8.4;+79883359387;;;;
+ID 684307;homeowner;https://krasnodar.cian.ru/sale/flat/283392948/;Краснодар;sale;flat;4;5;2;40.0;117500;4700000;1967;27.0;5.6;+79094482656;;;;
+ID 96626986;homeowner;https://novorossiysk.cian.ru/sale/flat/279393110/;Краснодар;sale;flat;2;5;2;50.7;92702;4700000;1979;-1;-1;+79886668740;;;;
+ID 45997207;homeowner;https://krasnodar.cian.ru/sale/flat/279619931/;Краснодар;sale;flat;3;3;2;61.0;77049;4700000;2015;36.0;14.0;+79883356060;;;;
+ID 20515032;homeowner;https://krasnodar.cian.ru/sale/flat/280441921/;Краснодар;sale;flat;8;17;1;43.5;108045;4700000;2016;-1;-1;+79885946241;;;;
+ID 95855731;homeowner;https://krasnodar.cian.ru/sale/flat/283111946/;Краснодар;sale;flat;3;9;4;75.3;62416;4700000;1984;52.5;14.0;+79182602671;;;;
+ID 91479918;homeowner;https://sochi.cian.ru/sale/flat/274947377/;Краснодар;sale;flat;4;4;1;24.0;195833;4700000;2020;20.0;-1;+79180594547;Адлерский;Адлер жилрайон;;
+ID 92831811;homeowner;https://krasnodar.cian.ru/sale/flat/276432561/;Краснодар;sale;flat;1;3;2;51.5;91262;4700000;1979;28.0;8.8;+79064359036;;;;
+ID 94674581;homeowner;https://krasnodar.cian.ru/sale/flat/278932443/;Краснодар;sale;flat;2;5;2;45.0;104444;4700000;1978;30.0;6.0;+79180594128;;;;
+ID 76562242;homeowner;https://krasnodar.cian.ru/sale/flat/278987123/;Краснодар;sale;flat;9;10;1;33.0;142424;4700000;1999;-1;-1;+79676526927;;;;
+ID 89598298;homeowner;https://krasnodar.cian.ru/sale/flat/274092074/;Краснодар;sale;flat;10;19;1;40.0;117500;4700000;2018;-1;10.7;+79094515921;;;;
+ID 92249947;homeowner;https://krasnodar.cian.ru/sale/flat/274839763/;Краснодар;sale;flat;1;5;2;44.5;105617;4700000;1975;27.6;5.8;+79883356642;;;;
+ID 20106602;homeowner;https://krasnodar.cian.ru/sale/flat/280879917/;Краснодар;sale;flat;1;5;1;30.0;156666;4700000;1967;16.6;9.0;+79676541470;;;;
+ID 91849791;homeowner;https://krasnodar.cian.ru/sale/flat/274435557/;Краснодар;sale;flat;8;16;1;41.0;114634;4700000;2019;16.7;12.0;+79676542269;;;;
+ID 93744786;homeowner;https://novorossiysk.cian.ru/sale/flat/276323066/;Краснодар;sale;flat;3;5;1;32.0;146875;4700000;1980;20.0;6.0;+79180685997;;;;
+ID 97551076;homeowner;https://krasnodar.cian.ru/sale/flat/280671855/;Краснодар;sale;flat;4;18;2;59.3;79258;4700000;2020;-1;10.8;+79189406336;;;;
+ID 93433639;homeowner;https://krasnodar.cian.ru/sale/flat/280636134/;Краснодар;sale;flat;1;14;1;42.2;111374;4700000;2015;-1;-1;+79181416092;;;;
+ID 96330771;homeowner;https://krasnodar.cian.ru/sale/flat/280467578/;Краснодар;sale;flat;21;24;2;42.3;111111;4700000;2022;25.0;10.6;+79892202664;;;;
+ID 96554736;homeowner;https://krasnodar.cian.ru/sale/flat/279184751/;Краснодар;sale;flat;6;6;1;51.4;91439;4700000;2011;-1;-1;+79884616946;;;;
+ID 88010612;homeowner;https://krasnodar.cian.ru/sale/flat/275460574/;Краснодар;sale;flat;14;16;1;40.0;117500;4700000;2015;18.0;14.0;+79676507856;;;;
+ID 96601802;homeowner;https://krasnodar.cian.ru/sale/flat/279253647/;Краснодар;sale;flat;2;2;2;48.6;96707;4700000;1952;30.2;11.3;+79628750368;;;;
+ID 68825418;homeowner;https://krasnodar.cian.ru/sale/flat/279099582/;Краснодар;sale;flat;15;17;1;40.0;117500;4700000;2020;-1;10.0;+79898555214;;;;
+ID 96224315;homeowner;https://krasnodar.cian.ru/sale/flat/278980147/;Краснодар;sale;flat;16;18;1;42.5;110588;4700000;2020;18.6;12.8;+79883856774;;;;
+ID 63986727;homeowner;https://sochi.cian.ru/sale/flat/273144769/;Краснодар;sale;flat;3;3;-1;25.0;188000;4700000;-1;-1;-1;+79891698153;;;;
+ID 68603892;homeowner;https://krasnodar.cian.ru/sale/flat/275383486/;Краснодар;sale;flat;8;16;1;40.0;117500;4700000;2015;-1;-1;+79186286575;;;;
+ID 44401887;homeowner;https://krasnodar.cian.ru/sale/flat/278619922/;Краснодар;sale;flat;8;9;2;45.1;105321;4750000;1979;28.8;6.2;+79189502806;;;;
+ID 72242478;homeowner;https://krasnodar.cian.ru/sale/flat/281844703/;Краснодар;sale;flat;11;17;2;64.5;74403;4799000;2022;-1;12.0;+79676537889;;;;
+ID 47128892;homeowner;https://krasnodar.cian.ru/sale/flat/283599443/;Краснодар;sale;flat;10;12;2;50.0;95000;4750000;2015;42.0;-1;+79883357734;;;;
+ID 28390671;homeowner;https://krasnodar.cian.ru/sale/flat/283577789/;Краснодар;sale;flat;14;18;2;64.0;74218;4750000;2020;34.4;10.5;+79186284343;;;;
+ID 58227489;homeowner;https://krasnodar.cian.ru/sale/flat/283363523/;Краснодар;sale;flat;6;18;2;64.0;74218;4750000;2016;30.0;13.0;+79892810346;;;;
+ID 94245220;homeowner;https://krasnodar.cian.ru/sale/flat/282119017/;Краснодар;sale;flat;2;5;2;57.9;82556;4780000;2020;-1;12.0;+79184102230;;;;
+ID 97337789;homeowner;https://krasnodar.cian.ru/sale/flat/282012912/;Краснодар;sale;flat;1;10;1;40.9;116625;4770000;2015;18.0;12.5;+79186399885;;;;
+ID 97661860;homeowner;https://krasnodar.cian.ru/sale/flat/280831913/;Краснодар;sale;flat;5;16;1;42.7;111475;4760000;2022;18.0;13.7;+79186256297;;;;
+ID 88056626;homeowner;https://krasnodar.cian.ru/sale/flat/270750739/;Краснодар;sale;flat;1;5;2;57.0;83333;4750000;2011;30.0;13.0;+79628738536;;;;
+ID 89881835;homeowner;https://krasnodar.cian.ru/sale/flat/274706769/;Краснодар;sale;flat;16;24;2;66.2;71752;4750000;2022;37.0;15.0;+79676528092;;;;
+ID 96861090;homeowner;https://krasnodar.cian.ru/sale/flat/279576756/;Краснодар;sale;flat;2;16;1;30.0;158333;4750000;2014;-1;-1;+79676523286;;;;
+ID 93709341;homeowner;https://krasnodar.cian.ru/sale/flat/276285392/;Краснодар;sale;flat;5;6;2;58.9;80645;4750000;2014;30.5;13.0;+79676527374;;;;
+ID 49494437;homeowner;https://krasnodar.cian.ru/sale/flat/273429495/;Краснодар;sale;flat;9;18;1;39.0;121794;4750000;2016;20.0;12.0;+79186357836;;;;
+ID 83004683;homeowner;https://krasnodar.cian.ru/sale/flat/282605154/;Краснодар;sale;flat;6;18;1;38.0;126315;4800000;2017;-1;-1;+79189806635;;;;
+ID 99024423;homeowner;https://krasnodar.cian.ru/sale/flat/282606632/;Краснодар;sale;flat;5;5;1;32.0;150000;4800000;1963;17.5;6.5;+79654638153;;;;
+ID 15572094;homeowner;https://krasnodar.cian.ru/sale/flat/268333927/;Краснодар;sale;flat;3;8;2;53.9;89053;4800000;2023;-1;-1;+79182612508;;;;
+ID 51905809;homeowner;https://krasnodar.cian.ru/sale/flat/231767155/;Краснодар;sale;flat;1;1;3;50.0;96000;4800000;-1;-1;-1;+79883123072;;;;
+ID 92347611;homeowner;https://krasnodar.cian.ru/sale/flat/282862876/;Краснодар;sale;flat;1;1;3;65.0;73846;4800000;1916;40.0;10.0;+79180604274;;;;
+ID 83717961;homeowner;https://krasnodar.cian.ru/sale/flat/267313246/;Краснодар;sale;flat;16;18;2;64.8;74074;4800000;2020;36.0;10.5;+79094589034;;;;
+ID 60478263;homeowner;https://krasnodar.cian.ru/sale/flat/283574571/;Краснодар;sale;flat;10;18;1;45.97;104415;4800000;2019;-1;-1;+79886222144;;;;
+ID 98892222;homeowner;https://novorossiysk.cian.ru/sale/flat/282429494/;Краснодар;sale;flat;7;15;1;36.7;130790;4800000;2015;-1;9.0;+79181907998;;;;
+ID 71891487;homeowner;https://sochi.cian.ru/sale/flat/257883806/;Краснодар;sale;flat;3;3;-1;20.1;238805;4800000;2020;-1;-1;+79676520861;Центральный;Красная;;
+ID 54416319;homeowner;https://novorossiysk.cian.ru/sale/flat/283433509/;Краснодар;sale;flat;2;9;1;37.0;129729;4800000;1985;18.0;9.0;+79181415849;"""женской консультации""";вся мебель;;
+ID 98690916;homeowner;https://krasnodar.cian.ru/sale/flat/282150691/;Краснодар;sale;flat;12;12;1;37.8;126984;4800000;2015;19.3;10.1;+79094508512;;;;
+ID 66342454;homeowner;https://anapa.cian.ru/sale/flat/279062469/;Краснодар;sale;flat;2;7;1;35.0;137142;4800000;2012;16.0;10.0;+79064356704;;;;
+ID 96459296;homeowner;https://krasnodar.cian.ru/sale/flat/279057618/;Краснодар;sale;flat;10;16;2;62.0;77419;4800000;2011;32.0;11.8;+79064369784;;;;
+ID 70622081;homeowner;https://sochi.cian.ru/sale/flat/282153978/;Краснодар;sale;flat;2;3;1;20.0;240000;4800000;-1;-1;-1;+79604716044;;;;
+ID 58723269;homeowner;https://krasnodar.cian.ru/sale/flat/277190895/;Краснодар;sale;flat;10;16;2;50.0;96000;4800000;2022;25.0;12.5;+79676539129;;;;
+ID 13333603;homeowner;https://krasnodar.cian.ru/sale/flat/270374642/;Краснодар;sale;flat;3;8;1;32.0;150000;4800000;2020;16.0;9.0;+79094593068;;;;
+ID 93649131;homeowner;https://krasnodar.cian.ru/sale/flat/282085444/;Краснодар;sale;flat;2;4;3;62.0;77419;4800000;1983;-1;8.6;+79891986968;;;;
+ID 88433079;homeowner;https://krasnodar.cian.ru/sale/flat/271104213/;Краснодар;sale;flat;1;4;1;36.3;132231;4800000;1960;-1;-1;+79180422156;;;;
+ID 97721649;homeowner;https://anapa.cian.ru/sale/flat/280899035/;Краснодар;sale;flat;8;16;2;36.0;133333;4800000;2022;24.0;10.0;+79182403815;;;;
+ID 74251324;homeowner;https://krasnodar.cian.ru/sale/flat/258779629/;Краснодар;sale;flat;5;5;1;39.0;123076;4800000;2006;19.0;9.0;+79676541450;;;;
+ID 47378107;homeowner;https://anapa.cian.ru/sale/flat/280998159/;Краснодар;sale;flat;4;4;1;37.0;129729;4800000;2013;-1;10.0;+79094501988;;;;
+ID 97493108;homeowner;https://krasnodar.cian.ru/sale/flat/280588964/;Краснодар;sale;flat;3;5;3;58.0;82758;4800000;1975;45.0;5.0;+79885946460;;;;
+ID 96898832;homeowner;https://krasnodar.cian.ru/sale/flat/280292804/;Краснодар;sale;flat;20;24;1;43.0;111627;4800000;2020;19.3;15.7;+79886026996;;;;
+ID 85929878;homeowner;https://krasnodar.cian.ru/sale/flat/279752879/;Краснодар;sale;flat;11;22;1;40.0;120000;4800000;2022;18.0;12.0;+79064354915;;;;
+ID 87917920;homeowner;https://krasnodar.cian.ru/sale/flat/271925848/;Краснодар;sale;flat;5;5;3;53.0;90566;4800000;1970;35.0;5.3;+79094514587;;;;
+ID 94127658;homeowner;https://krasnodar.cian.ru/sale/flat/276820183/;Краснодар;sale;flat;7;16;1;37.0;129729;4800000;-1;-1;12.0;+79676541985;;;;
+ID 64390056;homeowner;https://gelendzhik.cian.ru/sale/flat/275001281/;Краснодар;sale;flat;1;3;1;40.0;120000;4800000;-1;19.6;9.4;+79676538248;;;;
+ID 95166229;homeowner;https://krasnodar.cian.ru/sale/flat/277632257/;Краснодар;sale;flat;6;6;2;56.0;85714;4800000;2014;33.0;13.0;+79183507968;;;;
+ID 93195370;homeowner;https://krasnodar.cian.ru/sale/flat/275809740/;Краснодар;sale;flat;4;5;3;52.0;92307;4800000;-1;-1;-1;+79654637769;;;;
+ID 59484209;homeowner;https://krasnodar.cian.ru/sale/flat/272176193/;Краснодар;sale;flat;8;24;2;53.3;90844;4842000;2021;29.9;8.0;+79094557271;;;;
+ID 86460002;homeowner;https://novorossiysk.cian.ru/sale/flat/281472531/;Краснодар;sale;flat;1;4;1;32.0;151562;4850000;1961;20.0;6.2;+79654651792;;;;
+ID 66475018;homeowner;https://krasnodar.cian.ru/sale/flat/280537162/;Краснодар;sale;flat;9;27;1;41.5;116867;4850000;2022;17.8;10.2;+79885941165;;;;
+ID 16193883;homeowner;https://novorossiysk.cian.ru/sale/flat/280045429/;Краснодар;sale;flat;9;21;1;40.0;121250;4850000;2021;-1;-1;+79628762650;;;;
+ID 86493469;homeowner;https://krasnodar.cian.ru/sale/flat/280165163/;Краснодар;sale;flat;2;5;2;46.0;105434;4850000;1976;-1;-1;+79183807988;;;;
+ID 74206165;homeowner;https://krasnodar.cian.ru/sale/flat/283260282/;Краснодар;sale;flat;22;25;1;38.0;127631;4850000;2021;26.0;10.0;+79181507119;;;;
+ID 40497246;homeowner;https://krasnodar.cian.ru/sale/flat/279653457/;Краснодар;sale;flat;17;18;1;42.0;116428;4890000;2017;18.0;12.0;+79189406397;;;;
+ID 38581430;homeowner;https://krasnodar.cian.ru/sale/flat/279119923/;Краснодар;sale;flat;20;24;1;42.7;113583;4850000;2020;19.3;15.7;+79885948088;;;;
+ID 89306225;homeowner;https://krasnodar.cian.ru/sale/flat/282335422/;Краснодар;sale;flat;1;12;1;38.0;127631;4850000;2016;-1;-1;+79892107827;;;;
+ID 90474279;homeowner;https://krasnodar.cian.ru/sale/flat/281756756/;Краснодар;sale;flat;3;24;1;37.6;128989;4850000;2022;-1;15.5;+79180463015;;;;
+ID 97344195;homeowner;https://krasnodar.cian.ru/sale/flat/280329797/;Краснодар;sale;flat;1;12;2;60.0;80833;4850000;2015;28.2;14.8;+79628830458;;;;
+ID 52070928;homeowner;https://krasnodar.cian.ru/sale/flat/281298153/;Краснодар;sale;flat;6;8;2;52.5;92380;4850000;2012;-1;12.4;+79628749117;;;;
+ID 20975005;homeowner;https://krasnodar.cian.ru/sale/flat/273174676/;Краснодар;sale;flat;10;25;2;69.0;70869;4890000;2020;34.0;14.0;+79180211178;;;;
+ID 90654678;homeowner;https://sochi.cian.ru/sale/flat/273241640/;Краснодар;sale;flat;4;4;1;53.0;92452;4900000;2020;40.0;10.0;+79676529707;Центральный;Макаренко;;
+ID 38502460;homeowner;https://krasnodar.cian.ru/sale/flat/282606145/;Краснодар;sale;flat;7;18;1;42.0;116666;4900000;2013;18.0;13.0;+79654626190;;;;
+ID 91539608;homeowner;https://krasnodar.cian.ru/sale/flat/283686130/;Краснодар;sale;flat;10;19;1;41.0;119512;4900000;2016;-1;-1;+79654642279;;;;
+ID 97336418;homeowner;https://krasnodar.cian.ru/sale/flat/282456882/;Краснодар;sale;flat;4;14;1;37.9;129287;4900000;2019;19.5;10.2;+79676539627;;;;
+ID 94900711;homeowner;https://krasnodar.cian.ru/sale/flat/277400873/;Краснодар;sale;flat;5;5;2;50.0;98000;4900000;1965;28.0;-1;+79180462738;;;;
+ID 87479709;homeowner;https://krasnodar.cian.ru/sale/flat/278306364/;Краснодар;sale;flat;9;10;2;55.1;88929;4900000;2019;32.0;9.8;+79094503964;;;;
+ID 21806550;homeowner;https://krasnodar.cian.ru/sale/flat/279004402/;Краснодар;sale;flat;3;9;1;39.1;125319;4900000;2017;18.0;10.0;+79180101324;;;;
+ID 97185195;homeowner;https://krasnodar.cian.ru/sale/flat/280022091/;Краснодар;sale;flat;12;16;1;40.0;122500;4900000;2015;16.0;12.0;+79628744262;;;;
+ID 98717581;homeowner;https://sochi.cian.ru/sale/flat/282175638/;Краснодар;sale;flat;1;5;1;33.0;148484;4900000;-1;-1;-1;+79181908757;Центральный;Вишневая;;
+ID 98437009;homeowner;https://anapa.cian.ru/sale/flat/282132183/;Краснодар;sale;flat;1;4;1;46.0;106521;4900000;2021;16.0;17.0;+79628843697;;;;
+ID 90961338;homeowner;https://krasnodar.cian.ru/sale/flat/273491864/;Краснодар;sale;flat;8;14;1;74.2;66037;4900000;2022;-1;-1;+79898305473;;;;
+ID 89342050;homeowner;https://krasnodar.cian.ru/sale/flat/282428988/;Краснодар;sale;flat;12;16;2;68.0;72058;4900000;2020;23.0;11.0;+79181208698;;;;
+ID 91076371;homeowner;https://krasnodar.cian.ru/sale/flat/280209896/;Краснодар;sale;flat;15;19;1;40.5;120987;4900000;2018;16.0;13.0;+79654631123;;;;
+ID 78972427;homeowner;https://krasnodar.cian.ru/sale/flat/273845803/;Краснодар;sale;flat;14;18;2;61.7;79416;4900000;2021;-1;12.3;+79183508280;;;;
+ID 94069238;homeowner;https://krasnodar.cian.ru/sale/flat/276719687/;Краснодар;sale;flat;5;5;2;39.0;125641;4900000;1960;-1;-1;+79676542198;;;;
+ID 98112730;homeowner;https://krasnodar.cian.ru/sale/flat/281461538/;Краснодар;sale;flat;1;8;2;58.0;84482;4900000;2019;-1;12.0;+79654650525;;;;
+ID 88695609;homeowner;https://anapa.cian.ru/sale/flat/271361808/;Краснодар;sale;flat;14;16;1;36.0;136111;4900000;-1;19.0;5.0;+79180593854;;;;
+ID 12213511;homeowner;https://sochi.cian.ru/sale/flat/271366878/;Краснодар;sale;flat;3;5;1;30.0;163333;4900000;-1;17.0;6.4;+79094626027;Лазаревский;Авроры;;
+ID 80389854;homeowner;https://krasnodar.cian.ru/sale/flat/273790417/;Краснодар;sale;flat;2;7;1;41.7;117505;4900000;2012;22.0;10.0;+79628751822;;;;
+ID 65429960;homeowner;https://krasnodar.cian.ru/sale/flat/280982767/;Краснодар;sale;flat;10;16;1;27.0;181481;4900000;2016;13.0;9.0;+79676527449;;;;
+ID 64155719;homeowner;https://krasnodar.cian.ru/sale/flat/282018161/;Краснодар;sale;flat;6;17;1;45.0;108888;4900000;2020;25.0;14.0;+79181409161;;;;
+ID 75171550;homeowner;https://sochi.cian.ru/sale/flat/275755084/;Краснодар;sale;flat;3;3;1;25.0;196000;4900000;-1;22.0;3.0;+79180462770;Лазаревский;Главная;;
+ID 79839077;homeowner;https://krasnodar.cian.ru/sale/flat/279166783/;Краснодар;sale;flat;10;19;1;42.0;116666;4900000;2019;15.0;11.0;+79181109127;;;;
+ID 97459304;homeowner;https://sochi.cian.ru/sale/flat/280538531/;Краснодар;sale;flat;2;3;2;25.0;196000;4900000;-1;18.0;5.0;+79885946305;Хостинский;Молодогвардейская;;
+ID 83441659;homeowner;https://sochi.cian.ru/sale/flat/270757384/;Краснодар;sale;flat;5;6;1;25.0;196000;4900000;-1;-1;-1;+79183808528;;;;
+ID 82605358;homeowner;https://krasnodar.cian.ru/sale/flat/279690602/;Краснодар;sale;flat;8;19;1;41.0;119512;4900000;2022;15.6;14.3;+79676538927;;;;
+ID 86779306;homeowner;https://anapa.cian.ru/sale/flat/269589070/;Краснодар;sale;flat;12;14;1;33.0;148484;4900000;2021;-1;-1;+79654645458;;;;
+ID 96563785;homeowner;https://krasnodar.cian.ru/sale/flat/279575367/;Краснодар;sale;flat;4;4;1;32.7;149847;4900000;-1;16.0;14.0;+79094533778;;;;
+ID 90021606;homeowner;https://sochi.cian.ru/sale/flat/274526449/;Краснодар;sale;flat;5;5;2;47.8;167364;8000000;1985;30.7;8.0;+79094475033;Лазаревский;Центральная;;
+ID 96445000;homeowner;https://sochi.cian.ru/sale/flat/279065603/;Краснодар;sale;flat;3;5;1;34.0;117647;4000000;-1;-1;-1;+79182612773;Центральный;Виноградная;;
+ID 15085293;homeowner;https://krasnodar.cian.ru/sale/flat/257283764/;Краснодар;sale;flat;4;5;2;60.0;96666;5800000;2014;34.0;10.0;+79676539451;;;;
+ID 29854265;homeowner;https://krasnodar.cian.ru/sale/flat/280837605/;Краснодар;sale;flat;7;10;2;70.5;113475;8000000;2020;32.7;19.6;+79885204646;;;;
diff --git a/krasnodar_data.ipynb b/krasnodar_data.ipynb
new file mode 100644
index 0000000..39cee68
--- /dev/null
+++ b/krasnodar_data.ipynb
@@ -0,0 +1,2404 @@
+{
+  "nbformat": 4,
+  "nbformat_minor": 0,
+  "metadata": {
+    "colab": {
+      "provenance": []
+    },
+    "kernelspec": {
+      "name": "python3",
+      "display_name": "Python 3"
+    },
+    "language_info": {
+      "name": "python"
+    }
+  },
+  "cells": [
+    {
+      "cell_type": "code",
+      "source": [
+        "import pandas as pd\n",
+        "import numpy as np"
+      ],
+      "metadata": {
+        "id": "1wCgQ3uby0j8"
+      },
+      "execution_count": null,
+      "outputs": []
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "df = pd.read_excel('/content/krasnodar_hack_data.xlsx')\n",
+        "df['date'] = df['date'].apply(lambda x: x[1:-1])\n",
+        "df['date'] = pd.to_datetime(df['date'])\n",
+        "df['floor'] = df['floor'].apply(lambda x: str(x).replace('--', '-'))\n",
+        "df['liter_num'] = df['liter_num'].apply(lambda x: str(x).replace('--', '-'))\n",
+        "df['price_per_m'] = df['price_per_m'].apply(lambda x: x.replace('\\xa0', '').replace(' ', '')).astype(int)\n",
+        "df['num_beds'] = df['num_beds'].astype(int)\n",
+        "df['area'] = df['area'].apply(lambda x: str(x).replace(',', '.')).astype(float)\n",
+        "df"
+      ],
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 423
+        },
+        "id": "zYk8ByTx8DXL",
+        "outputId": "909d53dd-a9a5-4185-dda0-49fd511f3055"
+      },
+      "execution_count": null,
+      "outputs": [
+        {
+          "output_type": "execute_result",
+          "data": {
+            "text/plain": [
+              "           community liter_num          done_date         developer  floor  \\\n",
+              "0     ЖК «Смородина»       1-5     1 квартал 2023       ООО «АЛЬФА»    1-4   \n",
+              "1     ЖК «Смородина»       1-5     1 квартал 2023       ООО «АЛЬФА»    5-8   \n",
+              "2     ЖК «Смородина»       1-5     1 квартал 2023       ООО «АЛЬФА»   9-12   \n",
+              "3     ЖК «Смородина»       1-5     1 квартал 2023       ООО «АЛЬФА»  13-16   \n",
+              "4     ЖК «Смородина»       1-5     1 квартал 2023       ООО «АЛЬФА»    1-4   \n",
+              "...              ...       ...                ...               ...    ...   \n",
+              "1284  ЖК «Role Clef»       nan  2 полугодие 2021   ООО «Уютный дом»   2-12   \n",
+              "1285  ЖК «Role Clef»       nan  2 полугодие 2021   ООО «Уютный дом»   2-12   \n",
+              "1286  ЖК «Role Clef»       nan  2 полугодие 2021   ООО «Уютный дом»   2-12   \n",
+              "1287    ЖК «Мелодия»       nan           дом сдан               NaN      5   \n",
+              "1288    ЖК «Мелодия»       nan           дом сдан               NaN     11   \n",
+              "\n",
+              "       area  num_beds  price_per_m       date  \n",
+              "0     32.95         1       118000 2022-01-25  \n",
+              "1     32.95         1       119000 2022-01-25  \n",
+              "2     32.95         1       120000 2022-01-25  \n",
+              "3     32.95         1       121000 2022-01-25  \n",
+              "4     35.20         1       117000 2022-01-25  \n",
+              "...     ...       ...          ...        ...  \n",
+              "1284    NaN         1       586000 2023-02-15  \n",
+              "1285    NaN         2       400000 2023-02-15  \n",
+              "1286    NaN         3       395000 2023-02-15  \n",
+              "1287    NaN         2        94000 2023-02-15  \n",
+              "1288    NaN         2        94000 2023-02-15  \n",
+              "\n",
+              "[1289 rows x 9 columns]"
+            ],
+            "text/html": [
+              "\n",
+              "  <div id=\"df-51bcb803-24d8-4839-9267-3795b41713f9\">\n",
+              "    <div class=\"colab-df-container\">\n",
+              "      <div>\n",
+              "<style scoped>\n",
+              "    .dataframe tbody tr th:only-of-type {\n",
+              "        vertical-align: middle;\n",
+              "    }\n",
+              "\n",
+              "    .dataframe tbody tr th {\n",
+              "        vertical-align: top;\n",
+              "    }\n",
+              "\n",
+              "    .dataframe thead th {\n",
+              "        text-align: right;\n",
+              "    }\n",
+              "</style>\n",
+              "<table border=\"1\" class=\"dataframe\">\n",
+              "  <thead>\n",
+              "    <tr style=\"text-align: right;\">\n",
+              "      <th></th>\n",
+              "      <th>community</th>\n",
+              "      <th>liter_num</th>\n",
+              "      <th>done_date</th>\n",
+              "      <th>developer</th>\n",
+              "      <th>floor</th>\n",
+              "      <th>area</th>\n",
+              "      <th>num_beds</th>\n",
+              "      <th>price_per_m</th>\n",
+              "      <th>date</th>\n",
+              "    </tr>\n",
+              "  </thead>\n",
+              "  <tbody>\n",
+              "    <tr>\n",
+              "      <th>0</th>\n",
+              "      <td>ЖК «Смородина»</td>\n",
+              "      <td>1-5</td>\n",
+              "      <td>1 квартал 2023</td>\n",
+              "      <td>ООО «АЛЬФА»</td>\n",
+              "      <td>1-4</td>\n",
+              "      <td>32.95</td>\n",
+              "      <td>1</td>\n",
+              "      <td>118000</td>\n",
+              "      <td>2022-01-25</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>1</th>\n",
+              "      <td>ЖК «Смородина»</td>\n",
+              "      <td>1-5</td>\n",
+              "      <td>1 квартал 2023</td>\n",
+              "      <td>ООО «АЛЬФА»</td>\n",
+              "      <td>5-8</td>\n",
+              "      <td>32.95</td>\n",
+              "      <td>1</td>\n",
+              "      <td>119000</td>\n",
+              "      <td>2022-01-25</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>2</th>\n",
+              "      <td>ЖК «Смородина»</td>\n",
+              "      <td>1-5</td>\n",
+              "      <td>1 квартал 2023</td>\n",
+              "      <td>ООО «АЛЬФА»</td>\n",
+              "      <td>9-12</td>\n",
+              "      <td>32.95</td>\n",
+              "      <td>1</td>\n",
+              "      <td>120000</td>\n",
+              "      <td>2022-01-25</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>3</th>\n",
+              "      <td>ЖК «Смородина»</td>\n",
+              "      <td>1-5</td>\n",
+              "      <td>1 квартал 2023</td>\n",
+              "      <td>ООО «АЛЬФА»</td>\n",
+              "      <td>13-16</td>\n",
+              "      <td>32.95</td>\n",
+              "      <td>1</td>\n",
+              "      <td>121000</td>\n",
+              "      <td>2022-01-25</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>4</th>\n",
+              "      <td>ЖК «Смородина»</td>\n",
+              "      <td>1-5</td>\n",
+              "      <td>1 квартал 2023</td>\n",
+              "      <td>ООО «АЛЬФА»</td>\n",
+              "      <td>1-4</td>\n",
+              "      <td>35.20</td>\n",
+              "      <td>1</td>\n",
+              "      <td>117000</td>\n",
+              "      <td>2022-01-25</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>...</th>\n",
+              "      <td>...</td>\n",
+              "      <td>...</td>\n",
+              "      <td>...</td>\n",
+              "      <td>...</td>\n",
+              "      <td>...</td>\n",
+              "      <td>...</td>\n",
+              "      <td>...</td>\n",
+              "      <td>...</td>\n",
+              "      <td>...</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>1284</th>\n",
+              "      <td>ЖК «Role Clef»</td>\n",
+              "      <td>nan</td>\n",
+              "      <td>2 полугодие 2021</td>\n",
+              "      <td>ООО «Уютный дом»</td>\n",
+              "      <td>2-12</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>1</td>\n",
+              "      <td>586000</td>\n",
+              "      <td>2023-02-15</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>1285</th>\n",
+              "      <td>ЖК «Role Clef»</td>\n",
+              "      <td>nan</td>\n",
+              "      <td>2 полугодие 2021</td>\n",
+              "      <td>ООО «Уютный дом»</td>\n",
+              "      <td>2-12</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>2</td>\n",
+              "      <td>400000</td>\n",
+              "      <td>2023-02-15</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>1286</th>\n",
+              "      <td>ЖК «Role Clef»</td>\n",
+              "      <td>nan</td>\n",
+              "      <td>2 полугодие 2021</td>\n",
+              "      <td>ООО «Уютный дом»</td>\n",
+              "      <td>2-12</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>3</td>\n",
+              "      <td>395000</td>\n",
+              "      <td>2023-02-15</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>1287</th>\n",
+              "      <td>ЖК «Мелодия»</td>\n",
+              "      <td>nan</td>\n",
+              "      <td>дом сдан</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>5</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>2</td>\n",
+              "      <td>94000</td>\n",
+              "      <td>2023-02-15</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>1288</th>\n",
+              "      <td>ЖК «Мелодия»</td>\n",
+              "      <td>nan</td>\n",
+              "      <td>дом сдан</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>11</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>2</td>\n",
+              "      <td>94000</td>\n",
+              "      <td>2023-02-15</td>\n",
+              "    </tr>\n",
+              "  </tbody>\n",
+              "</table>\n",
+              "<p>1289 rows × 9 columns</p>\n",
+              "</div>\n",
+              "      <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-51bcb803-24d8-4839-9267-3795b41713f9')\"\n",
+              "              title=\"Convert this dataframe to an interactive table.\"\n",
+              "              style=\"display:none;\">\n",
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+              "  </svg>\n",
+              "      </button>\n",
+              "      \n",
+              "  <style>\n",
+              "    .colab-df-container {\n",
+              "      display:flex;\n",
+              "      flex-wrap:wrap;\n",
+              "      gap: 12px;\n",
+              "    }\n",
+              "\n",
+              "    .colab-df-convert {\n",
+              "      background-color: #E8F0FE;\n",
+              "      border: none;\n",
+              "      border-radius: 50%;\n",
+              "      cursor: pointer;\n",
+              "      display: none;\n",
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+              "      height: 32px;\n",
+              "      padding: 0 0 0 0;\n",
+              "      width: 32px;\n",
+              "    }\n",
+              "\n",
+              "    .colab-df-convert:hover {\n",
+              "      background-color: #E2EBFA;\n",
+              "      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
+              "      fill: #174EA6;\n",
+              "    }\n",
+              "\n",
+              "    [theme=dark] .colab-df-convert {\n",
+              "      background-color: #3B4455;\n",
+              "      fill: #D2E3FC;\n",
+              "    }\n",
+              "\n",
+              "    [theme=dark] .colab-df-convert:hover {\n",
+              "      background-color: #434B5C;\n",
+              "      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
+              "      filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
+              "      fill: #FFFFFF;\n",
+              "    }\n",
+              "  </style>\n",
+              "\n",
+              "      <script>\n",
+              "        const buttonEl =\n",
+              "          document.querySelector('#df-51bcb803-24d8-4839-9267-3795b41713f9 button.colab-df-convert');\n",
+              "        buttonEl.style.display =\n",
+              "          google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
+              "\n",
+              "        async function convertToInteractive(key) {\n",
+              "          const element = document.querySelector('#df-51bcb803-24d8-4839-9267-3795b41713f9');\n",
+              "          const dataTable =\n",
+              "            await google.colab.kernel.invokeFunction('convertToInteractive',\n",
+              "                                                     [key], {});\n",
+              "          if (!dataTable) return;\n",
+              "\n",
+              "          const docLinkHtml = 'Like what you see? Visit the ' +\n",
+              "            '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
+              "            + ' to learn more about interactive tables.';\n",
+              "          element.innerHTML = '';\n",
+              "          dataTable['output_type'] = 'display_data';\n",
+              "          await google.colab.output.renderOutput(dataTable, element);\n",
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+              "          docLink.innerHTML = docLinkHtml;\n",
+              "          element.appendChild(docLink);\n",
+              "        }\n",
+              "      </script>\n",
+              "    </div>\n",
+              "  </div>\n",
+              "  "
+            ]
+          },
+          "metadata": {},
+          "execution_count": 22
+        }
+      ]
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "df.to_csv('krasnodar_data_final.csv', index=False)"
+      ],
+      "metadata": {
+        "id": "v7B0OICi8LOx"
+      },
+      "execution_count": null,
+      "outputs": []
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "df = pd.read_csv('/content/drive/MyDrive/krasnodar_hack/krasnodar_data_final.csv')\n",
+        "df = df[~df['area'].isna()]\n",
+        "df = df[~df['done_date'].isna()]\n"
+      ],
+      "metadata": {
+        "id": "UNgPSTGM8Ypj"
+      },
+      "execution_count": null,
+      "outputs": []
+    },
+    {
+      "cell_type": "code",
+      "source": [],
+      "metadata": {
+        "id": "mgrkF997ncDd"
+      },
+      "execution_count": null,
+      "outputs": []
+    },
+    {
+      "cell_type": "code",
+      "source": [],
+      "metadata": {
+        "id": "Mk8Qx67bsjVX"
+      },
+      "execution_count": null,
+      "outputs": []
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "df_uniq = df.drop(columns=['price_per_m', 'date', 'floor']).drop_duplicates() #.to_csv('unique_communities.csv', index=False)"
+      ],
+      "metadata": {
+        "id": "iZBXk0P7ndiS"
+      },
+      "execution_count": null,
+      "outputs": []
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "df = df.fillna('nan')"
+      ],
+      "metadata": {
+        "id": "Wf8Al8YdnlFk"
+      },
+      "execution_count": null,
+      "outputs": []
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "t = df.groupby(['community', 'liter_num', 'done_date', 'developer', 'area', 'num_beds', 'date'])['price_per_m'].mean()"
+      ],
+      "metadata": {
+        "id": "1QEUL1kKpY9I"
+      },
+      "execution_count": null,
+      "outputs": []
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "t = t.reset_index()"
+      ],
+      "metadata": {
+        "id": "344wp42UpZwo"
+      },
+      "execution_count": null,
+      "outputs": []
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "t.community.value_counts()"
+      ],
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        },
+        "id": "PE9rV5olp36f",
+        "outputId": "64bfe96a-47ee-43f9-8de9-a9c768444595"
+      },
+      "execution_count": null,
+      "outputs": [
+        {
+          "output_type": "execute_result",
+          "data": {
+            "text/plain": [
+              "ЖК «Novella»             53\n",
+              "ЖК «Зеленодар»           47\n",
+              "ЖК «AVrorA»,             42\n",
+              "ЖК «Смородина»           40\n",
+              "ЖК «Fresh»               39\n",
+              "ЖК «The Grand Palace»    21\n",
+              "ЖК «Небо»                20\n",
+              "ЖК «URAL»,               18\n",
+              "ЖК «Спортивный парк»     17\n",
+              "ЖК «Дом на Лаврова»       8\n",
+              "Name: community, dtype: int64"
+            ]
+          },
+          "metadata": {},
+          "execution_count": 144
+        }
+      ]
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "rep = {\n",
+        "    '4 квартал 2021' : \"4 квартал 2021\",\n",
+        "    '9 квартал 2021' : \"4 квартал 2021\",\n",
+        "    '8 квартал 2021' : \"4 квартал 2021\",\n",
+        "    '7 квартал 2021' : \"4 квартал 2021\",\n",
+        "    '6 квартал 2021' : \"4 квартал 2021\",\n",
+        "    '5 квартал 2021' : \"4 квартал 2021\",\n",
+        "    '18 квартал 2021' : \"4 квартал 2021\",\n",
+        "    '17 квартал 2021' : \"4 квартал 2021\",\n",
+        "    '16 квартал 2021' : \"4 квартал 2021\",\n",
+        "    '14 квартал 2021' : \"4 квартал 2021\",\n",
+        "    '13 квартал 2021' : \"4 квартал 2021\",\n",
+        "    '12 квартал 2021' : \"4 квартал 2021\",\n",
+        "    '11 квартал 2021' : \"4 квартал 2021\",\n",
+        "    '10 квартал 2021' : \"4 квартал 2021\",\n",
+        "    '15 квартал 2021' : \"4 квартал 2021\",\n",
+        "}\n",
+        "kvartal_to_date = {\n",
+        "    '4 квартал 2021': '2021-12-15',\n",
+        "    '2 квартал 2022': '2022-06-15',\n",
+        "    '3 квартал 2022': '2022-09-15',\n",
+        "    '1 квартал 2023': '2023-03-15',\n",
+        "    '2 квартал 2023': '2023-06-15',\n",
+        "    '3 квартал 2023': '2023-09-15',\n",
+        "    '4 квартал 2023': '2023-12-15',\n",
+        "    '1 квартал 2024': '2024-03-15',\n",
+        "    '2 квартал 2024': '2024-06-15',\n",
+        "    '3 квартал 2024': '2024-09-15',\n",
+        "    '4 квартал 2024': '2024-12-15',\n",
+        "    'дом сдан': '1990-12-15'\n",
+        "}"
+      ],
+      "metadata": {
+        "id": "OjfuBFcqs1pa"
+      },
+      "execution_count": null,
+      "outputs": []
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "t['done_date'] = t.done_date.replace(rep)"
+      ],
+      "metadata": {
+        "id": "HnG-tuphqo29"
+      },
+      "execution_count": null,
+      "outputs": []
+    },
+    {
+      "cell_type": "code",
+      "source": [],
+      "metadata": {
+        "id": "Hr0tYXDnq7Xx"
+      },
+      "execution_count": null,
+      "outputs": []
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "t.done_date = t.done_date.replace(kvartal_to_date)"
+      ],
+      "metadata": {
+        "id": "1YCU5SSkuXMB"
+      },
+      "execution_count": null,
+      "outputs": []
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "t.done_date = pd.to_datetime(t.done_date)\n",
+        "t.date = pd.to_datetime(t.date)\n",
+        "t['days_to_done'] = t['done_date'] - t['date']\n",
+        "t['days_to_done'] = t['days_to_done'].apply(lambda x: int(str(x).split()[0]))\n"
+      ],
+      "metadata": {
+        "id": "LaxUGtDRubue"
+      },
+      "execution_count": null,
+      "outputs": []
+    },
+    {
+      "cell_type": "code",
+      "source": [],
+      "metadata": {
+        "id": "az33D3T0u1Fe"
+      },
+      "execution_count": null,
+      "outputs": []
+    },
+    {
+      "cell_type": "code",
+      "source": [],
+      "metadata": {
+        "id": "xJxBzp7Bwe2i"
+      },
+      "execution_count": null,
+      "outputs": []
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "trend = []\n",
+        "for idx, row in t.iterrows():\n",
+        "    if row.date == pd.to_datetime('2022-01-25'):\n",
+        "        trend.append(0)\n",
+        "        continue\n",
+        "    elif row.date == pd.to_datetime('2022-11-06') and row.area == t.iloc[idx-1].area:\n",
+        "        trend.append(row.price_per_m/(t.iloc[idx-1].price_per_m)*100)\n",
+        "        continue\n",
+        "    elif row.date ==  pd.to_datetime('2023-02-15') and row.area == t.iloc[idx-1].area:\n",
+        "        trend.append(row.price_per_m/(t.iloc[idx-2].price_per_m)*100)\n",
+        "        continue\n",
+        "    else:\n",
+        "        trend.append(0)"
+      ],
+      "metadata": {
+        "id": "yGCs4h8V1izN"
+      },
+      "execution_count": null,
+      "outputs": []
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "t['trend'] = trend"
+      ],
+      "metadata": {
+        "id": "B6LkDXQ123BG"
+      },
+      "execution_count": null,
+      "outputs": []
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "t['trend'] = t.trend.apply(lambda x: round(x, 2))"
+      ],
+      "metadata": {
+        "id": "65q_WpTE24zn"
+      },
+      "execution_count": null,
+      "outputs": []
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "t = t[~((t['trend'] < 100) & (t['trend'] > 50))]"
+      ],
+      "metadata": {
+        "id": "MY0wDX8s388F"
+      },
+      "execution_count": null,
+      "outputs": []
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "same_cols = ['community', 'liter_num', 'done_date', 'developer', 'area', 'num_beds']"
+      ],
+      "metadata": {
+        "id": "3ZviqlKJHHga"
+      },
+      "execution_count": null,
+      "outputs": []
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "new_df = []\n",
+        "for idx, row in t.iterrows():\n",
+        "    if row.date == pd.to_datetime('2022-01-25'):\n",
+        "        i = 1\n",
+        "        if idx+i < t.shape[0]:\n",
+        "            if (t.iloc[idx+i][same_cols] == row[same_cols]).values.sum() == 6:\n",
+        "                row['price_per_m'] = t.iloc[idx+i]['price_per_m']\n",
+        "                row['trend'] = t.iloc[idx+i]['trend']\n",
+        "\n",
+        "        new_df.append(row)\n",
+        "    if row.date == pd.to_datetime('2022-11-06'):\n",
+        "        i = 1\n",
+        "        if idx+i < t.shape[0]:\n",
+        "            if (t.iloc[idx+i][same_cols] == row[same_cols]).values.sum() == 6:\n",
+        "                row['price_per_m'] = t.iloc[idx+i]['price_per_m']\n",
+        "                row['trend'] = t.iloc[idx+i]['trend']\n",
+        "\n",
+        "        new_df.append(row)"
+      ],
+      "metadata": {
+        "id": "93JSoKBK941f"
+      },
+      "execution_count": null,
+      "outputs": []
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "new_df = pd.DataFrame(new_df)"
+      ],
+      "metadata": {
+        "id": "EqxOuJDpH5OG"
+      },
+      "execution_count": null,
+      "outputs": []
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "new_df = new_df[~(new_df['trend'] == 0)]"
+      ],
+      "metadata": {
+        "id": "Nu_gJz4cIDAf"
+      },
+      "execution_count": null,
+      "outputs": []
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "t"
+      ],
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 423
+        },
+        "id": "rgQgfyA3ItLS",
+        "outputId": "7ce259e9-638d-4317-db58-eb8fed976978"
+      },
+      "execution_count": null,
+      "outputs": [
+        {
+          "output_type": "execute_result",
+          "data": {
+            "text/plain": [
+              "                community liter_num  done_date                 developer  \\\n",
+              "0           ЖК «AVrorA»,        nan 2022-09-15  ООО «АльфаСтройКомплекс»   \n",
+              "1           ЖК «AVrorA»,        nan 2022-09-15  ООО «АльфаСтройКомплекс»   \n",
+              "2           ЖК «AVrorA»,        nan 2022-09-15  ООО «АльфаСтройКомплекс»   \n",
+              "3           ЖК «AVrorA»,        nan 2022-09-15  ООО «АльфаСтройКомплекс»   \n",
+              "4           ЖК «AVrorA»,        nan 2022-09-15  ООО «АльфаСтройКомплекс»   \n",
+              "..                    ...       ...        ...                       ...   \n",
+              "300  ЖК «Спортивный парк»         7 2022-06-15               ООО «АЛЬФА»   \n",
+              "301  ЖК «Спортивный парк»         8 2022-06-15               ООО «АЛЬФА»   \n",
+              "302  ЖК «Спортивный парк»         8 2022-06-15               ООО «АЛЬФА»   \n",
+              "303  ЖК «Спортивный парк»         8 2022-06-15               ООО «АЛЬФА»   \n",
+              "304  ЖК «Спортивный парк»         8 2022-06-15               ООО «АЛЬФА»   \n",
+              "\n",
+              "     area  num_beds       date  price_per_m  days_to_done   trend  \n",
+              "0    44.0         1 2022-01-25     187000.0           233    0.00  \n",
+              "1    44.0         1 2022-11-06     202000.0           -52  108.02  \n",
+              "2    44.0         1 2023-02-15     236600.0          -153  126.52  \n",
+              "3    47.0         1 2022-01-25     200750.0           233    0.00  \n",
+              "4    47.0         1 2022-11-06     205750.0           -52  102.49  \n",
+              "..    ...       ...        ...          ...           ...     ...  \n",
+              "300  45.0         1 2023-02-15     101800.0          -245  117.01  \n",
+              "301  48.0         1 2022-01-25      84000.0           141    0.00  \n",
+              "302  48.0         1 2022-11-06      98000.0          -144  116.67  \n",
+              "303  51.0         1 2022-01-25      79000.0           141    0.00  \n",
+              "304  51.0         1 2022-11-06      92500.0          -144  117.09  \n",
+              "\n",
+              "[300 rows x 10 columns]"
+            ],
+            "text/html": [
+              "\n",
+              "  <div id=\"df-81f96bdc-7acd-49f1-9d7b-1e74dd5c623f\">\n",
+              "    <div class=\"colab-df-container\">\n",
+              "      <div>\n",
+              "<style scoped>\n",
+              "    .dataframe tbody tr th:only-of-type {\n",
+              "        vertical-align: middle;\n",
+              "    }\n",
+              "\n",
+              "    .dataframe tbody tr th {\n",
+              "        vertical-align: top;\n",
+              "    }\n",
+              "\n",
+              "    .dataframe thead th {\n",
+              "        text-align: right;\n",
+              "    }\n",
+              "</style>\n",
+              "<table border=\"1\" class=\"dataframe\">\n",
+              "  <thead>\n",
+              "    <tr style=\"text-align: right;\">\n",
+              "      <th></th>\n",
+              "      <th>community</th>\n",
+              "      <th>liter_num</th>\n",
+              "      <th>done_date</th>\n",
+              "      <th>developer</th>\n",
+              "      <th>area</th>\n",
+              "      <th>num_beds</th>\n",
+              "      <th>date</th>\n",
+              "      <th>price_per_m</th>\n",
+              "      <th>days_to_done</th>\n",
+              "      <th>trend</th>\n",
+              "    </tr>\n",
+              "  </thead>\n",
+              "  <tbody>\n",
+              "    <tr>\n",
+              "      <th>0</th>\n",
+              "      <td>ЖК «AVrorA»,</td>\n",
+              "      <td>nan</td>\n",
+              "      <td>2022-09-15</td>\n",
+              "      <td>ООО «АльфаСтройКомплекс»</td>\n",
+              "      <td>44.0</td>\n",
+              "      <td>1</td>\n",
+              "      <td>2022-01-25</td>\n",
+              "      <td>187000.0</td>\n",
+              "      <td>233</td>\n",
+              "      <td>0.00</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>1</th>\n",
+              "      <td>ЖК «AVrorA»,</td>\n",
+              "      <td>nan</td>\n",
+              "      <td>2022-09-15</td>\n",
+              "      <td>ООО «АльфаСтройКомплекс»</td>\n",
+              "      <td>44.0</td>\n",
+              "      <td>1</td>\n",
+              "      <td>2022-11-06</td>\n",
+              "      <td>202000.0</td>\n",
+              "      <td>-52</td>\n",
+              "      <td>108.02</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>2</th>\n",
+              "      <td>ЖК «AVrorA»,</td>\n",
+              "      <td>nan</td>\n",
+              "      <td>2022-09-15</td>\n",
+              "      <td>ООО «АльфаСтройКомплекс»</td>\n",
+              "      <td>44.0</td>\n",
+              "      <td>1</td>\n",
+              "      <td>2023-02-15</td>\n",
+              "      <td>236600.0</td>\n",
+              "      <td>-153</td>\n",
+              "      <td>126.52</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>3</th>\n",
+              "      <td>ЖК «AVrorA»,</td>\n",
+              "      <td>nan</td>\n",
+              "      <td>2022-09-15</td>\n",
+              "      <td>ООО «АльфаСтройКомплекс»</td>\n",
+              "      <td>47.0</td>\n",
+              "      <td>1</td>\n",
+              "      <td>2022-01-25</td>\n",
+              "      <td>200750.0</td>\n",
+              "      <td>233</td>\n",
+              "      <td>0.00</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>4</th>\n",
+              "      <td>ЖК «AVrorA»,</td>\n",
+              "      <td>nan</td>\n",
+              "      <td>2022-09-15</td>\n",
+              "      <td>ООО «АльфаСтройКомплекс»</td>\n",
+              "      <td>47.0</td>\n",
+              "      <td>1</td>\n",
+              "      <td>2022-11-06</td>\n",
+              "      <td>205750.0</td>\n",
+              "      <td>-52</td>\n",
+              "      <td>102.49</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>...</th>\n",
+              "      <td>...</td>\n",
+              "      <td>...</td>\n",
+              "      <td>...</td>\n",
+              "      <td>...</td>\n",
+              "      <td>...</td>\n",
+              "      <td>...</td>\n",
+              "      <td>...</td>\n",
+              "      <td>...</td>\n",
+              "      <td>...</td>\n",
+              "      <td>...</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>300</th>\n",
+              "      <td>ЖК «Спортивный парк»</td>\n",
+              "      <td>7</td>\n",
+              "      <td>2022-06-15</td>\n",
+              "      <td>ООО «АЛЬФА»</td>\n",
+              "      <td>45.0</td>\n",
+              "      <td>1</td>\n",
+              "      <td>2023-02-15</td>\n",
+              "      <td>101800.0</td>\n",
+              "      <td>-245</td>\n",
+              "      <td>117.01</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>301</th>\n",
+              "      <td>ЖК «Спортивный парк»</td>\n",
+              "      <td>8</td>\n",
+              "      <td>2022-06-15</td>\n",
+              "      <td>ООО «АЛЬФА»</td>\n",
+              "      <td>48.0</td>\n",
+              "      <td>1</td>\n",
+              "      <td>2022-01-25</td>\n",
+              "      <td>84000.0</td>\n",
+              "      <td>141</td>\n",
+              "      <td>0.00</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>302</th>\n",
+              "      <td>ЖК «Спортивный парк»</td>\n",
+              "      <td>8</td>\n",
+              "      <td>2022-06-15</td>\n",
+              "      <td>ООО «АЛЬФА»</td>\n",
+              "      <td>48.0</td>\n",
+              "      <td>1</td>\n",
+              "      <td>2022-11-06</td>\n",
+              "      <td>98000.0</td>\n",
+              "      <td>-144</td>\n",
+              "      <td>116.67</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>303</th>\n",
+              "      <td>ЖК «Спортивный парк»</td>\n",
+              "      <td>8</td>\n",
+              "      <td>2022-06-15</td>\n",
+              "      <td>ООО «АЛЬФА»</td>\n",
+              "      <td>51.0</td>\n",
+              "      <td>1</td>\n",
+              "      <td>2022-01-25</td>\n",
+              "      <td>79000.0</td>\n",
+              "      <td>141</td>\n",
+              "      <td>0.00</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>304</th>\n",
+              "      <td>ЖК «Спортивный парк»</td>\n",
+              "      <td>8</td>\n",
+              "      <td>2022-06-15</td>\n",
+              "      <td>ООО «АЛЬФА»</td>\n",
+              "      <td>51.0</td>\n",
+              "      <td>1</td>\n",
+              "      <td>2022-11-06</td>\n",
+              "      <td>92500.0</td>\n",
+              "      <td>-144</td>\n",
+              "      <td>117.09</td>\n",
+              "    </tr>\n",
+              "  </tbody>\n",
+              "</table>\n",
+              "<p>300 rows × 10 columns</p>\n",
+              "</div>\n",
+              "      <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-81f96bdc-7acd-49f1-9d7b-1e74dd5c623f')\"\n",
+              "              title=\"Convert this dataframe to an interactive table.\"\n",
+              "              style=\"display:none;\">\n",
+              "        \n",
+              "  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n",
+              "       width=\"24px\">\n",
+              "    <path d=\"M0 0h24v24H0V0z\" fill=\"none\"/>\n",
+              "    <path d=\"M18.56 5.44l.94 2.06.94-2.06 2.06-.94-2.06-.94-.94-2.06-.94 2.06-2.06.94zm-11 1L8.5 8.5l.94-2.06 2.06-.94-2.06-.94L8.5 2.5l-.94 2.06-2.06.94zm10 10l.94 2.06.94-2.06 2.06-.94-2.06-.94-.94-2.06-.94 2.06-2.06.94z\"/><path d=\"M17.41 7.96l-1.37-1.37c-.4-.4-.92-.59-1.43-.59-.52 0-1.04.2-1.43.59L10.3 9.45l-7.72 7.72c-.78.78-.78 2.05 0 2.83L4 21.41c.39.39.9.59 1.41.59.51 0 1.02-.2 1.41-.59l7.78-7.78 2.81-2.81c.8-.78.8-2.07 0-2.86zM5.41 20L4 18.59l7.72-7.72 1.47 1.35L5.41 20z\"/>\n",
+              "  </svg>\n",
+              "      </button>\n",
+              "      \n",
+              "  <style>\n",
+              "    .colab-df-container {\n",
+              "      display:flex;\n",
+              "      flex-wrap:wrap;\n",
+              "      gap: 12px;\n",
+              "    }\n",
+              "\n",
+              "    .colab-df-convert {\n",
+              "      background-color: #E8F0FE;\n",
+              "      border: none;\n",
+              "      border-radius: 50%;\n",
+              "      cursor: pointer;\n",
+              "      display: none;\n",
+              "      fill: #1967D2;\n",
+              "      height: 32px;\n",
+              "      padding: 0 0 0 0;\n",
+              "      width: 32px;\n",
+              "    }\n",
+              "\n",
+              "    .colab-df-convert:hover {\n",
+              "      background-color: #E2EBFA;\n",
+              "      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
+              "      fill: #174EA6;\n",
+              "    }\n",
+              "\n",
+              "    [theme=dark] .colab-df-convert {\n",
+              "      background-color: #3B4455;\n",
+              "      fill: #D2E3FC;\n",
+              "    }\n",
+              "\n",
+              "    [theme=dark] .colab-df-convert:hover {\n",
+              "      background-color: #434B5C;\n",
+              "      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
+              "      filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
+              "      fill: #FFFFFF;\n",
+              "    }\n",
+              "  </style>\n",
+              "\n",
+              "      <script>\n",
+              "        const buttonEl =\n",
+              "          document.querySelector('#df-81f96bdc-7acd-49f1-9d7b-1e74dd5c623f button.colab-df-convert');\n",
+              "        buttonEl.style.display =\n",
+              "          google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
+              "\n",
+              "        async function convertToInteractive(key) {\n",
+              "          const element = document.querySelector('#df-81f96bdc-7acd-49f1-9d7b-1e74dd5c623f');\n",
+              "          const dataTable =\n",
+              "            await google.colab.kernel.invokeFunction('convertToInteractive',\n",
+              "                                                     [key], {});\n",
+              "          if (!dataTable) return;\n",
+              "\n",
+              "          const docLinkHtml = 'Like what you see? Visit the ' +\n",
+              "            '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
+              "            + ' to learn more about interactive tables.';\n",
+              "          element.innerHTML = '';\n",
+              "          dataTable['output_type'] = 'display_data';\n",
+              "          await google.colab.output.renderOutput(dataTable, element);\n",
+              "          const docLink = document.createElement('div');\n",
+              "          docLink.innerHTML = docLinkHtml;\n",
+              "          element.appendChild(docLink);\n",
+              "        }\n",
+              "      </script>\n",
+              "    </div>\n",
+              "  </div>\n",
+              "  "
+            ]
+          },
+          "metadata": {},
+          "execution_count": 358
+        }
+      ]
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "t['date'].unique()"
+      ],
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        },
+        "id": "7vWFl3uoIMnm",
+        "outputId": "1d5dbc94-c32c-4426-a324-4a6186f44773"
+      },
+      "execution_count": null,
+      "outputs": [
+        {
+          "output_type": "execute_result",
+          "data": {
+            "text/plain": [
+              "array(['2022-01-25T00:00:00.000000000', '2022-11-06T00:00:00.000000000',\n",
+              "       '2023-02-15T00:00:00.000000000'], dtype='datetime64[ns]')"
+            ]
+          },
+          "metadata": {},
+          "execution_count": 365
+        }
+      ]
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "test_df = new_df[['area', 'num_beds', 'price_per_m', 'days_to_done', 'community']]\n",
+        "test_df = test_df[test_df['days_to_done'] > -2000]\n",
+        "test_df['community'] = test_df['community'].apply(lambda x: x.strip())"
+      ],
+      "metadata": {
+        "id": "GsddQYnB_hi5"
+      },
+      "execution_count": null,
+      "outputs": []
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "from sklearn.linear_model import LinearRegression\n",
+        "from sklearn.model_selection import StratifiedKFold"
+      ],
+      "metadata": {
+        "id": "iIV_dc5N_nZB"
+      },
+      "execution_count": null,
+      "outputs": []
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "kfold = StratifiedKFold(n_splits=5, shuffle=True, random_state=0xBACED)"
+      ],
+      "metadata": {
+        "id": "g-1NcmetADYQ"
+      },
+      "execution_count": null,
+      "outputs": []
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "for fold, (train_index, val_index) in enumerate(kfold.split(test_df, test_df['days_to_done'])):\n",
+        "    if fold == 0:\n",
+        "        df_train = test_df.iloc[train_index]\n",
+        "        df_val = test_df.iloc[val_index]\n"
+      ],
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        },
+        "id": "QbgRtLQ-AI89",
+        "outputId": "18b36f27-7059-470d-eb7a-5e7e1c0e03db"
+      },
+      "execution_count": null,
+      "outputs": [
+        {
+          "output_type": "stream",
+          "name": "stderr",
+          "text": [
+            "/usr/local/lib/python3.8/dist-packages/sklearn/model_selection/_split.py:676: UserWarning: The least populated class in y has only 1 members, which is less than n_splits=5.\n",
+            "  warnings.warn(\n"
+          ]
+        }
+      ]
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "X = df_train.drop(columns=['price_per_m'])\n",
+        "y = df_train['price_per_m'].values\n",
+        "\n",
+        "X_val = df_val.drop(columns=['price_per_m'])\n",
+        "y_val = df_val['price_per_m'].values"
+      ],
+      "metadata": {
+        "id": "asPYq7hz_uAR"
+      },
+      "execution_count": null,
+      "outputs": []
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "!pip install shap catboost -qqq"
+      ],
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        },
+        "id": "clgz4UO8A92Y",
+        "outputId": "5f8340de-1a3d-4f02-b895-0c64e09adfa0"
+      },
+      "execution_count": null,
+      "outputs": [
+        {
+          "output_type": "stream",
+          "name": "stdout",
+          "text": [
+            "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m575.9/575.9 KB\u001b[0m \u001b[31m12.3 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
+            "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m76.6/76.6 MB\u001b[0m \u001b[31m12.0 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
+            "\u001b[?25h"
+          ]
+        }
+      ]
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "from catboost import CatBoostRegressor, Pool"
+      ],
+      "metadata": {
+        "id": "060Gc1XtCYYA"
+      },
+      "execution_count": null,
+      "outputs": []
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "regression_params = dict(\n",
+        "    iterations=5000, \n",
+        "    learning_rate=0.05,\n",
+        "    verbose=100,\n",
+        "    early_stopping_rounds=500,\n",
+        "    loss_function='RMSE',\n",
+        "    eval_metric='MAE',\n",
+        "    task_type='CPU',\n",
+        "    cat_features=['community']\n",
+        ")\n"
+      ],
+      "metadata": {
+        "id": "PRyAwOaTCjw1"
+      },
+      "execution_count": null,
+      "outputs": []
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "model = CatBoostRegressor(**regression_params).fit(X, y, eval_set=(X_val, y_val))"
+      ],
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        },
+        "id": "vSL8GlhyCZ2n",
+        "outputId": "ce8a65b1-edaf-44b3-bf69-e3c70febb28b"
+      },
+      "execution_count": null,
+      "outputs": [
+        {
+          "output_type": "stream",
+          "name": "stdout",
+          "text": [
+            "0:\tlearn: 37709.1413245\ttest: 37499.9541219\tbest: 37499.9541219 (0)\ttotal: 848us\tremaining: 4.24s\n",
+            "100:\tlearn: 9375.1949588\ttest: 8095.7973147\tbest: 8082.1061214 (99)\ttotal: 60.6ms\tremaining: 2.94s\n",
+            "200:\tlearn: 6081.2680389\ttest: 6465.3010380\tbest: 6465.3010380 (200)\ttotal: 185ms\tremaining: 4.41s\n",
+            "300:\tlearn: 4427.3214133\ttest: 6545.6179437\tbest: 6361.4411869 (251)\ttotal: 397ms\tremaining: 6.19s\n",
+            "400:\tlearn: 3395.6664363\ttest: 6681.1132311\tbest: 6361.4411869 (251)\ttotal: 551ms\tremaining: 6.31s\n",
+            "500:\tlearn: 2712.4185987\ttest: 6611.7024042\tbest: 6361.4411869 (251)\ttotal: 732ms\tremaining: 6.58s\n",
+            "600:\tlearn: 2258.2942629\ttest: 6603.5144130\tbest: 6361.4411869 (251)\ttotal: 833ms\tremaining: 6.1s\n",
+            "700:\tlearn: 1912.3338542\ttest: 6570.2824488\tbest: 6361.4411869 (251)\ttotal: 993ms\tremaining: 6.09s\n",
+            "Stopped by overfitting detector  (500 iterations wait)\n",
+            "\n",
+            "bestTest = 6361.441187\n",
+            "bestIteration = 251\n",
+            "\n",
+            "Shrink model to first 252 iterations.\n"
+          ]
+        }
+      ]
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "from sklearn.metrics import mean_absolute_percentage_error"
+      ],
+      "metadata": {
+        "id": "N7iYT6eBCfd9"
+      },
+      "execution_count": null,
+      "outputs": []
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "y_pred = model.predict(X_val)\n",
+        "\n",
+        "1-mean_absolute_percentage_error(y_pred, y_val)"
+      ],
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        },
+        "id": "oFTHqEcPDflg",
+        "outputId": "f1fe7202-d1ed-49eb-abb1-7f114d7f44da"
+      },
+      "execution_count": null,
+      "outputs": [
+        {
+          "output_type": "execute_result",
+          "data": {
+            "text/plain": [
+              "0.9550957107941889"
+            ]
+          },
+          "metadata": {},
+          "execution_count": 405
+        }
+      ]
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "y_val"
+      ],
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        },
+        "id": "-4SgdPmkLcja",
+        "outputId": "5dc0d00e-7dc0-44cb-df2d-35104cbb3e1b"
+      },
+      "execution_count": null,
+      "outputs": [
+        {
+          "output_type": "execute_result",
+          "data": {
+            "text/plain": [
+              "array([193000.        , 226700.        , 232200.        , 219600.        ,\n",
+              "       206000.        , 202200.        , 176583.33333333,  96000.        ,\n",
+              "       117000.        , 118200.        , 129540.        , 141500.        ,\n",
+              "       128850.        , 135500.        , 135500.        , 117500.        ,\n",
+              "       113500.        , 108500.        , 186040.        , 183666.66666667,\n",
+              "       106333.33333333, 131033.33333333, 115400.        , 121500.        ,\n",
+              "       109000.        ,  92500.        ])"
+            ]
+          },
+          "metadata": {},
+          "execution_count": 406
+        }
+      ]
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "y_pred"
+      ],
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        },
+        "id": "IeaNjO_oLcoZ",
+        "outputId": "ce1e60be-5e1b-4526-b99c-e42c1aa7a248"
+      },
+      "execution_count": null,
+      "outputs": [
+        {
+          "output_type": "execute_result",
+          "data": {
+            "text/plain": [
+              "array([202911.61234791, 236242.42223859, 233670.36797393, 210230.78031406,\n",
+              "       183976.26830126, 200929.81459329, 186790.2239417 , 103177.72064145,\n",
+              "       123926.00722971, 120629.70265349, 132298.84564404, 139909.99354828,\n",
+              "       109067.28903354, 138292.26372966, 140931.85016274, 114561.81108316,\n",
+              "       115840.26418613, 109029.5771292 , 182236.07980921, 179040.32183855,\n",
+              "       112353.82995154, 132299.89543314, 122734.93978517, 131085.9483305 ,\n",
+              "       111778.34988534, 103989.33626743])"
+            ]
+          },
+          "metadata": {},
+          "execution_count": 407
+        }
+      ]
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "model.predict(pd.DataFrame({'area': [41], 'num_beds': [1], 'days_to_done': [200], 'community':['ЖК «Спортивный парк»']}))"
+      ],
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        },
+        "id": "dokS6aD0D71b",
+        "outputId": "5579ebe6-d114-4ebb-fe75-d1286aadb483"
+      },
+      "execution_count": null,
+      "outputs": [
+        {
+          "output_type": "execute_result",
+          "data": {
+            "text/plain": [
+              "array([118381.91800424])"
+            ]
+          },
+          "metadata": {},
+          "execution_count": 423
+        }
+      ]
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "pd.DataFrame({'feature_importance': model.get_feature_importance(Pool(X, y, cat_features=['community'])), \n",
+        "              'feature_names': X.columns}).sort_values(by=['feature_importance'], \n",
+        "                                                           ascending=False)"
+      ],
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 175
+        },
+        "id": "T-c2wrQSDlPk",
+        "outputId": "73959236-8520-4343-e09d-3d829f733471"
+      },
+      "execution_count": null,
+      "outputs": [
+        {
+          "output_type": "execute_result",
+          "data": {
+            "text/plain": [
+              "   feature_importance feature_names\n",
+              "3           43.253428     community\n",
+              "2           20.491219  days_to_done\n",
+              "0           19.305202          area\n",
+              "1           16.950151      num_beds"
+            ],
+            "text/html": [
+              "\n",
+              "  <div id=\"df-4411d7b0-6502-4e73-bb56-37829bedfd85\">\n",
+              "    <div class=\"colab-df-container\">\n",
+              "      <div>\n",
+              "<style scoped>\n",
+              "    .dataframe tbody tr th:only-of-type {\n",
+              "        vertical-align: middle;\n",
+              "    }\n",
+              "\n",
+              "    .dataframe tbody tr th {\n",
+              "        vertical-align: top;\n",
+              "    }\n",
+              "\n",
+              "    .dataframe thead th {\n",
+              "        text-align: right;\n",
+              "    }\n",
+              "</style>\n",
+              "<table border=\"1\" class=\"dataframe\">\n",
+              "  <thead>\n",
+              "    <tr style=\"text-align: right;\">\n",
+              "      <th></th>\n",
+              "      <th>feature_importance</th>\n",
+              "      <th>feature_names</th>\n",
+              "    </tr>\n",
+              "  </thead>\n",
+              "  <tbody>\n",
+              "    <tr>\n",
+              "      <th>3</th>\n",
+              "      <td>43.253428</td>\n",
+              "      <td>community</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>2</th>\n",
+              "      <td>20.491219</td>\n",
+              "      <td>days_to_done</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>0</th>\n",
+              "      <td>19.305202</td>\n",
+              "      <td>area</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>1</th>\n",
+              "      <td>16.950151</td>\n",
+              "      <td>num_beds</td>\n",
+              "    </tr>\n",
+              "  </tbody>\n",
+              "</table>\n",
+              "</div>\n",
+              "      <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-4411d7b0-6502-4e73-bb56-37829bedfd85')\"\n",
+              "              title=\"Convert this dataframe to an interactive table.\"\n",
+              "              style=\"display:none;\">\n",
+              "        \n",
+              "  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n",
+              "       width=\"24px\">\n",
+              "    <path d=\"M0 0h24v24H0V0z\" fill=\"none\"/>\n",
+              "    <path d=\"M18.56 5.44l.94 2.06.94-2.06 2.06-.94-2.06-.94-.94-2.06-.94 2.06-2.06.94zm-11 1L8.5 8.5l.94-2.06 2.06-.94-2.06-.94L8.5 2.5l-.94 2.06-2.06.94zm10 10l.94 2.06.94-2.06 2.06-.94-2.06-.94-.94-2.06-.94 2.06-2.06.94z\"/><path d=\"M17.41 7.96l-1.37-1.37c-.4-.4-.92-.59-1.43-.59-.52 0-1.04.2-1.43.59L10.3 9.45l-7.72 7.72c-.78.78-.78 2.05 0 2.83L4 21.41c.39.39.9.59 1.41.59.51 0 1.02-.2 1.41-.59l7.78-7.78 2.81-2.81c.8-.78.8-2.07 0-2.86zM5.41 20L4 18.59l7.72-7.72 1.47 1.35L5.41 20z\"/>\n",
+              "  </svg>\n",
+              "      </button>\n",
+              "      \n",
+              "  <style>\n",
+              "    .colab-df-container {\n",
+              "      display:flex;\n",
+              "      flex-wrap:wrap;\n",
+              "      gap: 12px;\n",
+              "    }\n",
+              "\n",
+              "    .colab-df-convert {\n",
+              "      background-color: #E8F0FE;\n",
+              "      border: none;\n",
+              "      border-radius: 50%;\n",
+              "      cursor: pointer;\n",
+              "      display: none;\n",
+              "      fill: #1967D2;\n",
+              "      height: 32px;\n",
+              "      padding: 0 0 0 0;\n",
+              "      width: 32px;\n",
+              "    }\n",
+              "\n",
+              "    .colab-df-convert:hover {\n",
+              "      background-color: #E2EBFA;\n",
+              "      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
+              "      fill: #174EA6;\n",
+              "    }\n",
+              "\n",
+              "    [theme=dark] .colab-df-convert {\n",
+              "      background-color: #3B4455;\n",
+              "      fill: #D2E3FC;\n",
+              "    }\n",
+              "\n",
+              "    [theme=dark] .colab-df-convert:hover {\n",
+              "      background-color: #434B5C;\n",
+              "      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
+              "      filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
+              "      fill: #FFFFFF;\n",
+              "    }\n",
+              "  </style>\n",
+              "\n",
+              "      <script>\n",
+              "        const buttonEl =\n",
+              "          document.querySelector('#df-4411d7b0-6502-4e73-bb56-37829bedfd85 button.colab-df-convert');\n",
+              "        buttonEl.style.display =\n",
+              "          google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
+              "\n",
+              "        async function convertToInteractive(key) {\n",
+              "          const element = document.querySelector('#df-4411d7b0-6502-4e73-bb56-37829bedfd85');\n",
+              "          const dataTable =\n",
+              "            await google.colab.kernel.invokeFunction('convertToInteractive',\n",
+              "                                                     [key], {});\n",
+              "          if (!dataTable) return;\n",
+              "\n",
+              "          const docLinkHtml = 'Like what you see? Visit the ' +\n",
+              "            '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
+              "            + ' to learn more about interactive tables.';\n",
+              "          element.innerHTML = '';\n",
+              "          dataTable['output_type'] = 'display_data';\n",
+              "          await google.colab.output.renderOutput(dataTable, element);\n",
+              "          const docLink = document.createElement('div');\n",
+              "          docLink.innerHTML = docLinkHtml;\n",
+              "          element.appendChild(docLink);\n",
+              "        }\n",
+              "      </script>\n",
+              "    </div>\n",
+              "  </div>\n",
+              "  "
+            ]
+          },
+          "metadata": {},
+          "execution_count": 424
+        }
+      ]
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "X_val.head()"
+      ],
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 206
+        },
+        "id": "4-Qa4p3BDrIk",
+        "outputId": "b9c0485c-6d6d-4148-cb1b-3ef678f0ea91"
+      },
+      "execution_count": null,
+      "outputs": [
+        {
+          "output_type": "execute_result",
+          "data": {
+            "text/plain": [
+              "    area  num_beds  days_to_done      community\n",
+              "6   49.0         1           233  ЖК «AVrorA», \n",
+              "7   49.0         1           -52  ЖК «AVrorA», \n",
+              "13  52.0         1           -52  ЖК «AVrorA», \n",
+              "22  67.0         2           -52  ЖК «AVrorA», \n",
+              "24  70.0         2           233  ЖК «AVrorA», "
+            ],
+            "text/html": [
+              "\n",
+              "  <div id=\"df-f7954db9-08aa-4d07-af5e-89ff288f2940\">\n",
+              "    <div class=\"colab-df-container\">\n",
+              "      <div>\n",
+              "<style scoped>\n",
+              "    .dataframe tbody tr th:only-of-type {\n",
+              "        vertical-align: middle;\n",
+              "    }\n",
+              "\n",
+              "    .dataframe tbody tr th {\n",
+              "        vertical-align: top;\n",
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+              "\n",
+              "    .dataframe thead th {\n",
+              "        text-align: right;\n",
+              "    }\n",
+              "</style>\n",
+              "<table border=\"1\" class=\"dataframe\">\n",
+              "  <thead>\n",
+              "    <tr style=\"text-align: right;\">\n",
+              "      <th></th>\n",
+              "      <th>area</th>\n",
+              "      <th>num_beds</th>\n",
+              "      <th>days_to_done</th>\n",
+              "      <th>community</th>\n",
+              "    </tr>\n",
+              "  </thead>\n",
+              "  <tbody>\n",
+              "    <tr>\n",
+              "      <th>6</th>\n",
+              "      <td>49.0</td>\n",
+              "      <td>1</td>\n",
+              "      <td>233</td>\n",
+              "      <td>ЖК «AVrorA»,</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>7</th>\n",
+              "      <td>49.0</td>\n",
+              "      <td>1</td>\n",
+              "      <td>-52</td>\n",
+              "      <td>ЖК «AVrorA»,</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>13</th>\n",
+              "      <td>52.0</td>\n",
+              "      <td>1</td>\n",
+              "      <td>-52</td>\n",
+              "      <td>ЖК «AVrorA»,</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>22</th>\n",
+              "      <td>67.0</td>\n",
+              "      <td>2</td>\n",
+              "      <td>-52</td>\n",
+              "      <td>ЖК «AVrorA»,</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>24</th>\n",
+              "      <td>70.0</td>\n",
+              "      <td>2</td>\n",
+              "      <td>233</td>\n",
+              "      <td>ЖК «AVrorA»,</td>\n",
+              "    </tr>\n",
+              "  </tbody>\n",
+              "</table>\n",
+              "</div>\n",
+              "      <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-f7954db9-08aa-4d07-af5e-89ff288f2940')\"\n",
+              "              title=\"Convert this dataframe to an interactive table.\"\n",
+              "              style=\"display:none;\">\n",
+              "        \n",
+              "  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n",
+              "       width=\"24px\">\n",
+              "    <path d=\"M0 0h24v24H0V0z\" fill=\"none\"/>\n",
+              "    <path d=\"M18.56 5.44l.94 2.06.94-2.06 2.06-.94-2.06-.94-.94-2.06-.94 2.06-2.06.94zm-11 1L8.5 8.5l.94-2.06 2.06-.94-2.06-.94L8.5 2.5l-.94 2.06-2.06.94zm10 10l.94 2.06.94-2.06 2.06-.94-2.06-.94-.94-2.06-.94 2.06-2.06.94z\"/><path d=\"M17.41 7.96l-1.37-1.37c-.4-.4-.92-.59-1.43-.59-.52 0-1.04.2-1.43.59L10.3 9.45l-7.72 7.72c-.78.78-.78 2.05 0 2.83L4 21.41c.39.39.9.59 1.41.59.51 0 1.02-.2 1.41-.59l7.78-7.78 2.81-2.81c.8-.78.8-2.07 0-2.86zM5.41 20L4 18.59l7.72-7.72 1.47 1.35L5.41 20z\"/>\n",
+              "  </svg>\n",
+              "      </button>\n",
+              "      \n",
+              "  <style>\n",
+              "    .colab-df-container {\n",
+              "      display:flex;\n",
+              "      flex-wrap:wrap;\n",
+              "      gap: 12px;\n",
+              "    }\n",
+              "\n",
+              "    .colab-df-convert {\n",
+              "      background-color: #E8F0FE;\n",
+              "      border: none;\n",
+              "      border-radius: 50%;\n",
+              "      cursor: pointer;\n",
+              "      display: none;\n",
+              "      fill: #1967D2;\n",
+              "      height: 32px;\n",
+              "      padding: 0 0 0 0;\n",
+              "      width: 32px;\n",
+              "    }\n",
+              "\n",
+              "    .colab-df-convert:hover {\n",
+              "      background-color: #E2EBFA;\n",
+              "      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
+              "      fill: #174EA6;\n",
+              "    }\n",
+              "\n",
+              "    [theme=dark] .colab-df-convert {\n",
+              "      background-color: #3B4455;\n",
+              "      fill: #D2E3FC;\n",
+              "    }\n",
+              "\n",
+              "    [theme=dark] .colab-df-convert:hover {\n",
+              "      background-color: #434B5C;\n",
+              "      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
+              "      filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
+              "      fill: #FFFFFF;\n",
+              "    }\n",
+              "  </style>\n",
+              "\n",
+              "      <script>\n",
+              "        const buttonEl =\n",
+              "          document.querySelector('#df-f7954db9-08aa-4d07-af5e-89ff288f2940 button.colab-df-convert');\n",
+              "        buttonEl.style.display =\n",
+              "          google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
+              "\n",
+              "        async function convertToInteractive(key) {\n",
+              "          const element = document.querySelector('#df-f7954db9-08aa-4d07-af5e-89ff288f2940');\n",
+              "          const dataTable =\n",
+              "            await google.colab.kernel.invokeFunction('convertToInteractive',\n",
+              "                                                     [key], {});\n",
+              "          if (!dataTable) return;\n",
+              "\n",
+              "          const docLinkHtml = 'Like what you see? Visit the ' +\n",
+              "            '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
+              "            + ' to learn more about interactive tables.';\n",
+              "          element.innerHTML = '';\n",
+              "          dataTable['output_type'] = 'display_data';\n",
+              "          await google.colab.output.renderOutput(dataTable, element);\n",
+              "          const docLink = document.createElement('div');\n",
+              "          docLink.innerHTML = docLinkHtml;\n",
+              "          element.appendChild(docLink);\n",
+              "        }\n",
+              "      </script>\n",
+              "    </div>\n",
+              "  </div>\n",
+              "  "
+            ]
+          },
+          "metadata": {},
+          "execution_count": 388
+        }
+      ]
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "model.predict(X_val.iloc[0])"
+      ],
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        },
+        "id": "WV_8itnWLsuX",
+        "outputId": "396bf26b-37e2-46d5-9837-5f1ffdc5bfc3"
+      },
+      "execution_count": null,
+      "outputs": [
+        {
+          "output_type": "execute_result",
+          "data": {
+            "text/plain": [
+              "202911.6123479114"
+            ]
+          },
+          "metadata": {},
+          "execution_count": 390
+        }
+      ]
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "model.predict(pd.DataFrame({'area': [44], 'num_beds': [1], 'days_to_done': [400], 'community':['ЖК «AVrorA»,']}))"
+      ],
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        },
+        "id": "uRNrzco4N-FJ",
+        "outputId": "c3c80908-1cb7-45a8-f8e0-60809b1d35a1"
+      },
+      "execution_count": null,
+      "outputs": [
+        {
+          "output_type": "execute_result",
+          "data": {
+            "text/plain": [
+              "array([197725.156463])"
+            ]
+          },
+          "metadata": {},
+          "execution_count": 434
+        }
+      ]
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "import pickle\n",
+        "\n",
+        "with open('model_pervichka.pkl', 'wb') as f:\n",
+        "    pickle.dump(model, f)"
+      ],
+      "metadata": {
+        "id": "wBBuVC7QOSFL"
+      },
+      "execution_count": null,
+      "outputs": []
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "d = test_df.drop(columns=['price_per_m']).drop_duplicates()"
+      ],
+      "metadata": {
+        "id": "CKZW2i5YQAd-"
+      },
+      "execution_count": null,
+      "outputs": []
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "d.num_beds.value_counts()"
+      ],
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        },
+        "id": "z5iZsIoeSm2P",
+        "outputId": "dc444da6-bb07-4796-e790-4538d532e9d5"
+      },
+      "execution_count": null,
+      "outputs": [
+        {
+          "output_type": "execute_result",
+          "data": {
+            "text/plain": [
+              "1    51\n",
+              "2    38\n",
+              "3    34\n",
+              "0     2\n",
+              "Name: num_beds, dtype: int64"
+            ]
+          },
+          "metadata": {},
+          "execution_count": 441
+        }
+      ]
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "в"
+      ],
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 423
+        },
+        "id": "Xz472NLWTLU3",
+        "outputId": "cd37fffc-c003-4a30-f77c-c17222199844"
+      },
+      "execution_count": null,
+      "outputs": [
+        {
+          "output_type": "execute_result",
+          "data": {
+            "text/plain": [
+              "     area  num_beds  days_to_done             community\n",
+              "0    44.0         1           233          ЖК «AVrorA»,\n",
+              "1    44.0         1           -52          ЖК «AVrorA»,\n",
+              "3    47.0         1           233          ЖК «AVrorA»,\n",
+              "4    47.0         1           -52          ЖК «AVrorA»,\n",
+              "6    49.0         1           233          ЖК «AVrorA»,\n",
+              "..    ...       ...           ...                   ...\n",
+              "293  45.0         1           -52  ЖК «Спортивный парк»\n",
+              "297  41.0         1          -144  ЖК «Спортивный парк»\n",
+              "299  45.0         1          -144  ЖК «Спортивный парк»\n",
+              "302  48.0         1          -144  ЖК «Спортивный парк»\n",
+              "304  51.0         1          -144  ЖК «Спортивный парк»\n",
+              "\n",
+              "[125 rows x 4 columns]"
+            ],
+            "text/html": [
+              "\n",
+              "  <div id=\"df-59e1f278-9963-4337-84a0-ebbd7c6b99c8\">\n",
+              "    <div class=\"colab-df-container\">\n",
+              "      <div>\n",
+              "<style scoped>\n",
+              "    .dataframe tbody tr th:only-of-type {\n",
+              "        vertical-align: middle;\n",
+              "    }\n",
+              "\n",
+              "    .dataframe tbody tr th {\n",
+              "        vertical-align: top;\n",
+              "    }\n",
+              "\n",
+              "    .dataframe thead th {\n",
+              "        text-align: right;\n",
+              "    }\n",
+              "</style>\n",
+              "<table border=\"1\" class=\"dataframe\">\n",
+              "  <thead>\n",
+              "    <tr style=\"text-align: right;\">\n",
+              "      <th></th>\n",
+              "      <th>area</th>\n",
+              "      <th>num_beds</th>\n",
+              "      <th>days_to_done</th>\n",
+              "      <th>community</th>\n",
+              "    </tr>\n",
+              "  </thead>\n",
+              "  <tbody>\n",
+              "    <tr>\n",
+              "      <th>0</th>\n",
+              "      <td>44.0</td>\n",
+              "      <td>1</td>\n",
+              "      <td>233</td>\n",
+              "      <td>ЖК «AVrorA»,</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>1</th>\n",
+              "      <td>44.0</td>\n",
+              "      <td>1</td>\n",
+              "      <td>-52</td>\n",
+              "      <td>ЖК «AVrorA»,</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>3</th>\n",
+              "      <td>47.0</td>\n",
+              "      <td>1</td>\n",
+              "      <td>233</td>\n",
+              "      <td>ЖК «AVrorA»,</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>4</th>\n",
+              "      <td>47.0</td>\n",
+              "      <td>1</td>\n",
+              "      <td>-52</td>\n",
+              "      <td>ЖК «AVrorA»,</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>6</th>\n",
+              "      <td>49.0</td>\n",
+              "      <td>1</td>\n",
+              "      <td>233</td>\n",
+              "      <td>ЖК «AVrorA»,</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>...</th>\n",
+              "      <td>...</td>\n",
+              "      <td>...</td>\n",
+              "      <td>...</td>\n",
+              "      <td>...</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>293</th>\n",
+              "      <td>45.0</td>\n",
+              "      <td>1</td>\n",
+              "      <td>-52</td>\n",
+              "      <td>ЖК «Спортивный парк»</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>297</th>\n",
+              "      <td>41.0</td>\n",
+              "      <td>1</td>\n",
+              "      <td>-144</td>\n",
+              "      <td>ЖК «Спортивный парк»</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>299</th>\n",
+              "      <td>45.0</td>\n",
+              "      <td>1</td>\n",
+              "      <td>-144</td>\n",
+              "      <td>ЖК «Спортивный парк»</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>302</th>\n",
+              "      <td>48.0</td>\n",
+              "      <td>1</td>\n",
+              "      <td>-144</td>\n",
+              "      <td>ЖК «Спортивный парк»</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>304</th>\n",
+              "      <td>51.0</td>\n",
+              "      <td>1</td>\n",
+              "      <td>-144</td>\n",
+              "      <td>ЖК «Спортивный парк»</td>\n",
+              "    </tr>\n",
+              "  </tbody>\n",
+              "</table>\n",
+              "<p>125 rows × 4 columns</p>\n",
+              "</div>\n",
+              "      <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-59e1f278-9963-4337-84a0-ebbd7c6b99c8')\"\n",
+              "              title=\"Convert this dataframe to an interactive table.\"\n",
+              "              style=\"display:none;\">\n",
+              "        \n",
+              "  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n",
+              "       width=\"24px\">\n",
+              "    <path d=\"M0 0h24v24H0V0z\" fill=\"none\"/>\n",
+              "    <path d=\"M18.56 5.44l.94 2.06.94-2.06 2.06-.94-2.06-.94-.94-2.06-.94 2.06-2.06.94zm-11 1L8.5 8.5l.94-2.06 2.06-.94-2.06-.94L8.5 2.5l-.94 2.06-2.06.94zm10 10l.94 2.06.94-2.06 2.06-.94-2.06-.94-.94-2.06-.94 2.06-2.06.94z\"/><path d=\"M17.41 7.96l-1.37-1.37c-.4-.4-.92-.59-1.43-.59-.52 0-1.04.2-1.43.59L10.3 9.45l-7.72 7.72c-.78.78-.78 2.05 0 2.83L4 21.41c.39.39.9.59 1.41.59.51 0 1.02-.2 1.41-.59l7.78-7.78 2.81-2.81c.8-.78.8-2.07 0-2.86zM5.41 20L4 18.59l7.72-7.72 1.47 1.35L5.41 20z\"/>\n",
+              "  </svg>\n",
+              "      </button>\n",
+              "      \n",
+              "  <style>\n",
+              "    .colab-df-container {\n",
+              "      display:flex;\n",
+              "      flex-wrap:wrap;\n",
+              "      gap: 12px;\n",
+              "    }\n",
+              "\n",
+              "    .colab-df-convert {\n",
+              "      background-color: #E8F0FE;\n",
+              "      border: none;\n",
+              "      border-radius: 50%;\n",
+              "      cursor: pointer;\n",
+              "      display: none;\n",
+              "      fill: #1967D2;\n",
+              "      height: 32px;\n",
+              "      padding: 0 0 0 0;\n",
+              "      width: 32px;\n",
+              "    }\n",
+              "\n",
+              "    .colab-df-convert:hover {\n",
+              "      background-color: #E2EBFA;\n",
+              "      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
+              "      fill: #174EA6;\n",
+              "    }\n",
+              "\n",
+              "    [theme=dark] .colab-df-convert {\n",
+              "      background-color: #3B4455;\n",
+              "      fill: #D2E3FC;\n",
+              "    }\n",
+              "\n",
+              "    [theme=dark] .colab-df-convert:hover {\n",
+              "      background-color: #434B5C;\n",
+              "      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
+              "      filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
+              "      fill: #FFFFFF;\n",
+              "    }\n",
+              "  </style>\n",
+              "\n",
+              "      <script>\n",
+              "        const buttonEl =\n",
+              "          document.querySelector('#df-59e1f278-9963-4337-84a0-ebbd7c6b99c8 button.colab-df-convert');\n",
+              "        buttonEl.style.display =\n",
+              "          google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
+              "\n",
+              "        async function convertToInteractive(key) {\n",
+              "          const element = document.querySelector('#df-59e1f278-9963-4337-84a0-ebbd7c6b99c8');\n",
+              "          const dataTable =\n",
+              "            await google.colab.kernel.invokeFunction('convertToInteractive',\n",
+              "                                                     [key], {});\n",
+              "          if (!dataTable) return;\n",
+              "\n",
+              "          const docLinkHtml = 'Like what you see? Visit the ' +\n",
+              "            '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
+              "            + ' to learn more about interactive tables.';\n",
+              "          element.innerHTML = '';\n",
+              "          dataTable['output_type'] = 'display_data';\n",
+              "          await google.colab.output.renderOutput(dataTable, element);\n",
+              "          const docLink = document.createElement('div');\n",
+              "          docLink.innerHTML = docLinkHtml;\n",
+              "          element.appendChild(docLink);\n",
+              "        }\n",
+              "      </script>\n",
+              "    </div>\n",
+              "  </div>\n",
+              "  "
+            ]
+          },
+          "metadata": {},
+          "execution_count": 442
+        }
+      ]
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "df = pd.read_csv('/content/drive/MyDrive/krasnodar_hack/krasnodar_data_final.csv')\n",
+        "df = df[~df['area'].isna()]\n",
+        "df = df[~df['done_date'].isna()]"
+      ],
+      "metadata": {
+        "id": "FUArSeHiUQk9"
+      },
+      "execution_count": null,
+      "outputs": []
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "df = df.loc[df.drop(columns=['price_per_m', 'date', 'floor', 'done_date']).drop_duplicates().index]"
+      ],
+      "metadata": {
+        "id": "F93iEA_4UUmS"
+      },
+      "execution_count": null,
+      "outputs": []
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "rep = {\n",
+        "    '4 квартал 2021' : \"4 квартал 2021\",\n",
+        "    '9 квартал 2021' : \"4 квартал 2021\",\n",
+        "    '8 квартал 2021' : \"4 квартал 2021\",\n",
+        "    '7 квартал 2021' : \"4 квартал 2021\",\n",
+        "    '6 квартал 2021' : \"4 квартал 2021\",\n",
+        "    '5 квартал 2021' : \"4 квартал 2021\",\n",
+        "    '18 квартал 2021' : \"4 квартал 2021\",\n",
+        "    '17 квартал 2021' : \"4 квартал 2021\",\n",
+        "    '16 квартал 2021' : \"4 квартал 2021\",\n",
+        "    '14 квартал 2021' : \"4 квартал 2021\",\n",
+        "    '13 квартал 2021' : \"4 квартал 2021\",\n",
+        "    '12 квартал 2021' : \"4 квартал 2021\",\n",
+        "    '11 квартал 2021' : \"4 квартал 2021\",\n",
+        "    '10 квартал 2021' : \"4 квартал 2021\",\n",
+        "    '15 квартал 2021' : \"4 квартал 2021\",\n",
+        "}\n",
+        "kvartal_to_date = {\n",
+        "    '4 квартал 2021': '2021-12-15',\n",
+        "    '2 квартал 2022': '2022-06-15',\n",
+        "    '3 квартал 2022': '2022-09-15',\n",
+        "    '1 квартал 2023': '2023-03-15',\n",
+        "    '2 квартал 2023': '2023-06-15',\n",
+        "    '3 квартал 2023': '2023-09-15',\n",
+        "    '4 квартал 2023': '2023-12-15',\n",
+        "    '1 квартал 2024': '2024-03-15',\n",
+        "    '2 квартал 2024': '2024-06-15',\n",
+        "    '3 квартал 2024': '2024-09-15',\n",
+        "    '4 квартал 2024': '2024-12-15',\n",
+        "    'дом сдан': '1990-12-15'\n",
+        "}\n",
+        "\n",
+        "df['done_date'] = df['done_date'].replace(rep).replace(kvartal_to_date)\n",
+        "\n",
+        "df.done_date = pd.to_datetime(df.done_date)\n",
+        "df.date = pd.to_datetime(df.date)\n",
+        "df['days_to_done'] = df['done_date'] - df['date']\n",
+        "df['days_to_done'] = df['days_to_done'].apply(lambda x: int(str(x).split()[0]))\n",
+        "\n",
+        "df = df[df['days_to_done'] > -2000]"
+      ],
+      "metadata": {
+        "id": "YGVXldFpVK3r"
+      },
+      "execution_count": null,
+      "outputs": []
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "import uuid"
+      ],
+      "metadata": {
+        "id": "YQ8yCNOUWfBH"
+      },
+      "execution_count": null,
+      "outputs": []
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "df['id'] = [uuid.uuid4() for i in range(df.shape[0])]"
+      ],
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        },
+        "id": "uqaytktLVtEG",
+        "outputId": "4987f94a-12b5-4054-e04f-6614ddaa2f87"
+      },
+      "execution_count": null,
+      "outputs": [
+        {
+          "output_type": "stream",
+          "name": "stderr",
+          "text": [
+            "<ipython-input-460-5bf864eb9863>:1: SettingWithCopyWarning: \n",
+            "A value is trying to be set on a copy of a slice from a DataFrame.\n",
+            "Try using .loc[row_indexer,col_indexer] = value instead\n",
+            "\n",
+            "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
+            "  df['id'] = [uuid.uuid4() for i in range(df.shape[0])]\n"
+          ]
+        }
+      ]
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "df = df.reset_index(drop=True)"
+      ],
+      "metadata": {
+        "id": "PEhBbLi2WAjW"
+      },
+      "execution_count": null,
+      "outputs": []
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "df['community'] = df['community'].apply(lambda x: x.strip())"
+      ],
+      "metadata": {
+        "id": "OzeORCqdYs-i"
+      },
+      "execution_count": null,
+      "outputs": []
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "model.predict(pd.DataFrame({'area': [58.0], 'num_beds': [1], 'days_to_done': [1000], 'community':['ЖК «Novella»']}))"
+      ],
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        },
+        "id": "3Y17izGaXrBB",
+        "outputId": "98da920d-41b9-4b94-cab9-e47b969f39f0"
+      },
+      "execution_count": null,
+      "outputs": [
+        {
+          "output_type": "execute_result",
+          "data": {
+            "text/plain": [
+              "array([135260.44035891])"
+            ]
+          },
+          "metadata": {},
+          "execution_count": 499
+        }
+      ]
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "df.to_csv('info_final.csv', index=False)"
+      ],
+      "metadata": {
+        "id": "fVwsL2LcX9g6"
+      },
+      "execution_count": null,
+      "outputs": []
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "import tqdm\n",
+        "\n",
+        "preds = []\n",
+        "for idx, row in tqdm.tqdm(df.iterrows()):\n",
+        "    subjs = {\n",
+        "        'id':str(row['id']),\n",
+        "        'days_to_done':row['days_to_done'],\n",
+        "        'price_at_moment': round(model.predict(row[model.feature_names_])*row.area)\n",
+        "    }\n",
+        "    \n",
+        "    prices_after = []\n",
+        "    for days in [1000, 700, 500, 300, 200, 100, 50, 0, -50, -100]:\n",
+        "        row['days_to_done'] = days\n",
+        "        pred = round(model.predict(row[model.feature_names_])*row.area)\n",
+        "        \n",
+        "        subjs[f'{days}_to_done'] = pred\n",
+        "\n",
+        "        if days < subjs['days_to_done']:\n",
+        "            prices_after.append(pred)\n",
+        "\n",
+        "            if max(prices_after) == pred:\n",
+        "                subjs['max_price_after_invest'] = pred\n",
+        "                subjs['increase'] = subjs['max_price_after_invest'] - subjs['price_at_moment']\n",
+        "                subjs['increase_procent'] = round((subjs['increase']/(subjs['price_at_moment']*100))*100*100, 2)\n",
+        "\n",
+        "                subjs['days_for_increase'] = subjs['days_to_done']-days\n",
+        "\n",
+        "                if subjs['days_for_increase'] >= 365:\n",
+        "                    subjs['status'] = 'long'\n",
+        "                else:\n",
+        "                    subjs['status'] = 'short'\n",
+        "\n",
+        "    \n",
+        "    if subjs['increase_procent'] >= 7:\n",
+        "        subjs['risk'] = 'good'\n",
+        "    elif subjs['increase_procent'] <= 0:\n",
+        "        subjs['risk'] = 'bad'\n",
+        "    else:\n",
+        "        subjs['risk'] = 'riskey'\n",
+        "\n",
+        "\n",
+        "    preds.append(subjs)"
+      ],
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        },
+        "id": "OVh5D4kQX-0J",
+        "outputId": "6ec9394b-4554-4c0d-d40a-8e696c56b71b"
+      },
+      "execution_count": null,
+      "outputs": [
+        {
+          "output_type": "stream",
+          "name": "stderr",
+          "text": [
+            "153it [00:03, 44.60it/s]\n"
+          ]
+        }
+      ]
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "f = pd.DataFrame(preds)"
+      ],
+      "metadata": {
+        "id": "f5ifJU9habaL"
+      },
+      "execution_count": null,
+      "outputs": []
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "f.risk.value_counts()"
+      ],
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        },
+        "id": "2GJK98WAmwRj",
+        "outputId": "5ca8d789-1afe-4051-f611-bf62eea3bdfb"
+      },
+      "execution_count": null,
+      "outputs": [
+        {
+          "output_type": "execute_result",
+          "data": {
+            "text/plain": [
+              "good      67\n",
+              "riskey    47\n",
+              "bad       39\n",
+              "Name: risk, dtype: int64"
+            ]
+          },
+          "metadata": {},
+          "execution_count": 587
+        }
+      ]
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "df.id = df.id.astype(str)"
+      ],
+      "metadata": {
+        "id": "1YzsbENSnDPx"
+      },
+      "execution_count": null,
+      "outputs": []
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "f.merge(df[['community', 'liter_num', 'done_date', 'developer', 'floor', 'area',\n",
+        "       'num_beds', 'days_to_done', 'id']], on='id', how='left').to_csv('merged_stats_final.csv', index=False)"
+      ],
+      "metadata": {
+        "id": "_7FnZAE_m-Bt"
+      },
+      "execution_count": null,
+      "outputs": []
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "import json\n",
+        "\n",
+        "with open('stats_final.json', 'w') as f:\n",
+        "    json.dump(preds, f)"
+      ],
+      "metadata": {
+        "id": "oHMm4LIKb02q"
+      },
+      "execution_count": null,
+      "outputs": []
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "cols = ['1000_to_done', '700_to_done',\n",
+        "       '500_to_done', '300_to_done', '200_to_done',\n",
+        "       '100_to_done', '50_to_done', '0_to_done', '-50_to_done',\n",
+        "       '-100_to_done']"
+      ],
+      "metadata": {
+        "id": "BfqXQdrSiN6_"
+      },
+      "execution_count": null,
+      "outputs": []
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "import plotly.express as px"
+      ],
+      "metadata": {
+        "id": "lDjZh9gVjCvu"
+      },
+      "execution_count": null,
+      "outputs": []
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "t = f[f['increase_procent'] > 15][cols].T"
+      ],
+      "metadata": {
+        "id": "eY5RJbHIeWvY"
+      },
+      "execution_count": null,
+      "outputs": []
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "fig = px.line(t)\n",
+        "fig.show()"
+      ],
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 542
+        },
+        "id": "4mg4YGkWiivI",
+        "outputId": "314a02a7-1a9c-4fe4-b4d5-3d5b73a24ac0"
+      },
+      "execution_count": null,
+      "outputs": [
+        {
+          "output_type": "display_data",
+          "data": {
+            "text/html": [
+              "<html>\n",
+              "<head><meta charset=\"utf-8\" /></head>\n",
+              "<body>\n",
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+              "            Plotly.purge(gd);\n",
+              "            observer.disconnect();\n",
+              "        }}\n",
+              "}});\n",
+              "\n",
+              "// Listen for the removal of the full notebook cells\n",
+              "var notebookContainer = gd.closest('#notebook-container');\n",
+              "if (notebookContainer) {{\n",
+              "    x.observe(notebookContainer, {childList: true});\n",
+              "}}\n",
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+              "var outputEl = gd.closest('.output');\n",
+              "if (outputEl) {{\n",
+              "    x.observe(outputEl, {childList: true});\n",
+              "}}\n",
+              "\n",
+              "                        })                };                            </script>        </div>\n",
+              "</body>\n",
+              "</html>"
+            ]
+          },
+          "metadata": {}
+        }
+      ]
+    },
+    {
+      "cell_type": "code",
+      "source": [],
+      "metadata": {
+        "id": "Ciovt8RxjbuC"
+      },
+      "execution_count": null,
+      "outputs": []
+    }
+  ]
+}
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diff --git a/krasnodar_vtorichka.ipynb b/krasnodar_vtorichka.ipynb
new file mode 100644
index 0000000..f13ddca
--- /dev/null
+++ b/krasnodar_vtorichka.ipynb
@@ -0,0 +1,1116 @@
+{
+  "nbformat": 4,
+  "nbformat_minor": 0,
+  "metadata": {
+    "colab": {
+      "provenance": []
+    },
+    "kernelspec": {
+      "name": "python3",
+      "display_name": "Python 3"
+    },
+    "language_info": {
+      "name": "python"
+    }
+  },
+  "cells": [
+    {
+      "cell_type": "code",
+      "source": [
+        "!pip install shap catboost -qqq"
+      ],
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        },
+        "id": "S-bKew6sru-E",
+        "outputId": "d3e42f68-d081-4c79-d4e4-b232aadb5992"
+      },
+      "execution_count": null,
+      "outputs": [
+        {
+          "output_type": "stream",
+          "name": "stdout",
+          "text": [
+            "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m575.9/575.9 KB\u001b[0m \u001b[31m13.2 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
+            "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m76.6/76.6 MB\u001b[0m \u001b[31m9.1 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
+            "\u001b[?25h"
+          ]
+        }
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": null,
+      "metadata": {
+        "id": "Rql8Sw4On-L8"
+      },
+      "outputs": [],
+      "source": [
+        "import pandas as pd\n",
+        "import numpy as np"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "df1 = pd.read_csv('/content/drive/MyDrive/krasnodar_hack/cian_parsing_result_sale_1_100_krasnodar_18_Feb_2023_03_00_53_912228.csv', sep=';')\n",
+        "df2 = pd.read_csv('/content/drive/MyDrive/krasnodar_hack/cian_parsing_result_sale_50_200_krasnodar_17_Feb_2023_16_32_25_653503.csv', sep=';')"
+      ],
+      "metadata": {
+        "id": "kgtmpsa2oYkQ"
+      },
+      "execution_count": null,
+      "outputs": []
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "df = pd.concat([df1, df2])"
+      ],
+      "metadata": {
+        "id": "Fd0PVyVxo6H3"
+      },
+      "execution_count": null,
+      "outputs": []
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "df = df.drop_duplicates()\n",
+        "df = df[df['living_meters'] > 10]"
+      ],
+      "metadata": {
+        "id": "yx0EDpVxpCeL"
+      },
+      "execution_count": null,
+      "outputs": []
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "df.info()"
+      ],
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        },
+        "id": "6Swi2L94pfp7",
+        "outputId": "9cf81e64-d09d-4fd3-eb56-1bc119924d1c"
+      },
+      "execution_count": null,
+      "outputs": [
+        {
+          "output_type": "stream",
+          "name": "stdout",
+          "text": [
+            "<class 'pandas.core.frame.DataFrame'>\n",
+            "Int64Index: 1004 entries, 0 to 131\n",
+            "Data columns (total 20 columns):\n",
+            " #   Column                Non-Null Count  Dtype  \n",
+            "---  ------                --------------  -----  \n",
+            " 0   author                1004 non-null   object \n",
+            " 1   author_type           1004 non-null   object \n",
+            " 2   link                  1004 non-null   object \n",
+            " 3   city                  1004 non-null   object \n",
+            " 4   deal_type             1004 non-null   object \n",
+            " 5   accommodation_type    1004 non-null   object \n",
+            " 6   floor                 1004 non-null   int64  \n",
+            " 7   floors_count          1004 non-null   int64  \n",
+            " 8   rooms_count           1004 non-null   int64  \n",
+            " 9   total_meters          1004 non-null   float64\n",
+            " 10  price_per_m2          1004 non-null   int64  \n",
+            " 11  price                 1004 non-null   int64  \n",
+            " 12  year_of_construction  1004 non-null   int64  \n",
+            " 13  living_meters         1004 non-null   float64\n",
+            " 14  kitchen_meters        1004 non-null   float64\n",
+            " 15  phone                 1004 non-null   int64  \n",
+            " 16  district              96 non-null     object \n",
+            " 17  street                94 non-null     object \n",
+            " 18  underground           0 non-null      float64\n",
+            " 19  residential_complex   14 non-null     object \n",
+            "dtypes: float64(4), int64(7), object(9)\n",
+            "memory usage: 164.7+ KB\n"
+          ]
+        }
+      ]
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "df = df.drop(columns=['author', 'author_type', 'city', 'deal_type', 'accommodation_type', 'floors_count', 'price_per_m2', 'phone', 'district', 'street',\n",
+        "       'underground', 'residential_complex'])"
+      ],
+      "metadata": {
+        "id": "FfwwIZnAptDZ"
+      },
+      "execution_count": null,
+      "outputs": []
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "import seaborn as sns\n",
+        "sns.distplot(df[(df['price'] > 1000000) & (df['price'] < 10000000)]['price'].values)"
+      ],
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 361
+        },
+        "id": "eHaAjo3oqSOu",
+        "outputId": "687d1aee-6962-4955-8e95-5b4db0a8156c"
+      },
+      "execution_count": null,
+      "outputs": [
+        {
+          "output_type": "stream",
+          "name": "stderr",
+          "text": [
+            "/usr/local/lib/python3.8/dist-packages/seaborn/distributions.py:2619: FutureWarning: `distplot` is a deprecated function and will be removed in a future version. Please adapt your code to use either `displot` (a figure-level function with similar flexibility) or `histplot` (an axes-level function for histograms).\n",
+            "  warnings.warn(msg, FutureWarning)\n"
+          ]
+        },
+        {
+          "output_type": "execute_result",
+          "data": {
+            "text/plain": [
+              "<matplotlib.axes._subplots.AxesSubplot at 0x7f6be852bf40>"
+            ]
+          },
+          "metadata": {},
+          "execution_count": 48
+        },
+        {
+          "output_type": "display_data",
+          "data": {
+            "text/plain": [
+              "<Figure size 432x288 with 1 Axes>"
+            ],
+            "image/png": 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\n"
+          },
+          "metadata": {
+            "needs_background": "light"
+          }
+        }
+      ]
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "sns.distplot(np.log(df['price'].values))\n"
+      ],
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 341
+        },
+        "id": "QWk979EYqSX8",
+        "outputId": "19b9153e-7e3d-4d42-bd93-9e6f91130c7d"
+      },
+      "execution_count": null,
+      "outputs": [
+        {
+          "output_type": "stream",
+          "name": "stderr",
+          "text": [
+            "/usr/local/lib/python3.8/dist-packages/seaborn/distributions.py:2619: FutureWarning: `distplot` is a deprecated function and will be removed in a future version. Please adapt your code to use either `displot` (a figure-level function with similar flexibility) or `histplot` (an axes-level function for histograms).\n",
+            "  warnings.warn(msg, FutureWarning)\n"
+          ]
+        },
+        {
+          "output_type": "execute_result",
+          "data": {
+            "text/plain": [
+              "<matplotlib.axes._subplots.AxesSubplot at 0x7f6bfd1dbcd0>"
+            ]
+          },
+          "metadata": {},
+          "execution_count": 26
+        },
+        {
+          "output_type": "display_data",
+          "data": {
+            "text/plain": [
+              "<Figure size 432x288 with 1 Axes>"
+            ],
+            "image/png": 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\n"
+          },
+          "metadata": {
+            "needs_background": "light"
+          }
+        }
+      ]
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "df = df[(df['price'] > 1000000) & (df['price'] < 10000000)]"
+      ],
+      "metadata": {
+        "id": "yTsj5H6er_E4"
+      },
+      "execution_count": null,
+      "outputs": []
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "1.050000e+06"
+      ],
+      "metadata": {
+        "id": "9HUIrkcm2Fjb",
+        "outputId": "c12b60c2-8596-4670-bb4a-b6e905d50d46",
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        }
+      },
+      "execution_count": null,
+      "outputs": [
+        {
+          "output_type": "execute_result",
+          "data": {
+            "text/plain": [
+              "1050000.0"
+            ]
+          },
+          "metadata": {},
+          "execution_count": 129
+        }
+      ]
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "df['price'].describe()"
+      ],
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        },
+        "id": "XExt2svC1_02",
+        "outputId": "cf147a42-b740-455b-c75f-51fc365f9a94"
+      },
+      "execution_count": null,
+      "outputs": [
+        {
+          "output_type": "execute_result",
+          "data": {
+            "text/plain": [
+              "count    9.210000e+02\n",
+              "mean     4.081383e+06\n",
+              "std      1.286029e+06\n",
+              "min      1.050000e+06\n",
+              "25%      3.400000e+06\n",
+              "50%      3.980000e+06\n",
+              "75%      4.500000e+06\n",
+              "max      9.750000e+06\n",
+              "Name: price, dtype: float64"
+            ]
+          },
+          "metadata": {},
+          "execution_count": 128
+        }
+      ]
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "from sklearn.model_selection import StratifiedKFold\n",
+        "from catboost import CatBoostRegressor, Pool"
+      ],
+      "metadata": {
+        "id": "HgnofJwbrFA0"
+      },
+      "execution_count": null,
+      "outputs": []
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "regression_params = dict(\n",
+        "    iterations=5000, \n",
+        "    learning_rate=0.01,\n",
+        "    verbose=100,\n",
+        "    early_stopping_rounds=500,\n",
+        "    loss_function='RMSE',\n",
+        "    eval_metric='MAE',\n",
+        "    task_type='CPU',\n",
+        ")"
+      ],
+      "metadata": {
+        "id": "GhbyXwJAsHdi"
+      },
+      "execution_count": null,
+      "outputs": []
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "kfold = StratifiedKFold(n_splits=5, shuffle=True, random_state=0xBACED)\n",
+        "\n",
+        "models = []\n",
+        "preds = []\n",
+        "data = []\n",
+        "for fold, (train_index, val_index) in enumerate(kfold.split(df, df['price'])):\n",
+        "    df_train = df.iloc[train_index]\n",
+        "    df_val = df.iloc[val_index]\n",
+        "\n",
+        "    X = df_train.drop(columns=['price', 'link'])\n",
+        "    y = np.log(df_train['price'].values)\n",
+        "\n",
+        "    X_val = df_val.drop(columns=['price', 'link'])\n",
+        "    y_val = np.log(df_val['price'].values)\n",
+        "\n",
+        "    model = CatBoostRegressor(**regression_params).fit(X, y, eval_set=(X_val, y_val))\n",
+        "    preds.append(np.exp(model.predict(X_val)))\n",
+        "    data.append(df_val)\n",
+        "\n",
+        "    models.append(model)"
+      ],
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        },
+        "id": "EMHyD_A0rx9v",
+        "outputId": "bffcf7c6-b68b-4c06-bd6c-5adaa0ce9136"
+      },
+      "execution_count": null,
+      "outputs": [
+        {
+          "output_type": "stream",
+          "name": "stderr",
+          "text": [
+            "/usr/local/lib/python3.8/dist-packages/sklearn/model_selection/_split.py:676: UserWarning: The least populated class in y has only 1 members, which is less than n_splits=5.\n",
+            "  warnings.warn(\n"
+          ]
+        },
+        {
+          "output_type": "stream",
+          "name": "stdout",
+          "text": [
+            "0:\tlearn: 0.2087847\ttest: 0.2202941\tbest: 0.2202941 (0)\ttotal: 4.76ms\tremaining: 23.8s\n",
+            "100:\tlearn: 0.1821797\ttest: 0.2034064\tbest: 0.2034064 (100)\ttotal: 101ms\tremaining: 4.89s\n",
+            "200:\tlearn: 0.1729615\ttest: 0.2031829\tbest: 0.2026452 (132)\ttotal: 233ms\tremaining: 5.57s\n",
+            "300:\tlearn: 0.1675100\ttest: 0.2046471\tbest: 0.2026452 (132)\ttotal: 344ms\tremaining: 5.37s\n",
+            "400:\tlearn: 0.1635192\ttest: 0.2059701\tbest: 0.2026452 (132)\ttotal: 441ms\tremaining: 5.05s\n",
+            "500:\tlearn: 0.1599954\ttest: 0.2067372\tbest: 0.2026452 (132)\ttotal: 558ms\tremaining: 5.01s\n",
+            "600:\tlearn: 0.1564030\ttest: 0.2074788\tbest: 0.2026452 (132)\ttotal: 663ms\tremaining: 4.85s\n",
+            "Stopped by overfitting detector  (500 iterations wait)\n",
+            "\n",
+            "bestTest = 0.2026452004\n",
+            "bestIteration = 132\n",
+            "\n",
+            "Shrink model to first 133 iterations.\n",
+            "0:\tlearn: 0.2081645\ttest: 0.2234853\tbest: 0.2234853 (0)\ttotal: 1.06ms\tremaining: 5.32s\n",
+            "100:\tlearn: 0.1830416\ttest: 0.1983601\tbest: 0.1983601 (100)\ttotal: 89.7ms\tremaining: 4.35s\n",
+            "200:\tlearn: 0.1764459\ttest: 0.1906699\tbest: 0.1906699 (200)\ttotal: 202ms\tremaining: 4.83s\n",
+            "300:\tlearn: 0.1725523\ttest: 0.1887852\tbest: 0.1886834 (284)\ttotal: 307ms\tremaining: 4.79s\n",
+            "400:\tlearn: 0.1695154\ttest: 0.1877802\tbest: 0.1877044 (384)\ttotal: 441ms\tremaining: 5.06s\n",
+            "500:\tlearn: 0.1667373\ttest: 0.1876195\tbest: 0.1876195 (500)\ttotal: 536ms\tremaining: 4.81s\n",
+            "600:\tlearn: 0.1635846\ttest: 0.1881362\tbest: 0.1876075 (503)\ttotal: 679ms\tremaining: 4.97s\n",
+            "700:\tlearn: 0.1607667\ttest: 0.1877806\tbest: 0.1876075 (503)\ttotal: 771ms\tremaining: 4.73s\n",
+            "800:\tlearn: 0.1580077\ttest: 0.1876148\tbest: 0.1875523 (794)\ttotal: 882ms\tremaining: 4.62s\n",
+            "900:\tlearn: 0.1557013\ttest: 0.1875733\tbest: 0.1875069 (822)\ttotal: 971ms\tremaining: 4.42s\n",
+            "1000:\tlearn: 0.1533426\ttest: 0.1880110\tbest: 0.1875069 (822)\ttotal: 1.1s\tremaining: 4.38s\n",
+            "1100:\tlearn: 0.1513860\ttest: 0.1886087\tbest: 0.1875069 (822)\ttotal: 1.19s\tremaining: 4.21s\n",
+            "1200:\tlearn: 0.1488173\ttest: 0.1896967\tbest: 0.1875069 (822)\ttotal: 1.3s\tremaining: 4.1s\n",
+            "1300:\tlearn: 0.1461068\ttest: 0.1905671\tbest: 0.1875069 (822)\ttotal: 1.4s\tremaining: 3.98s\n",
+            "Stopped by overfitting detector  (500 iterations wait)\n",
+            "\n",
+            "bestTest = 0.1875069368\n",
+            "bestIteration = 822\n",
+            "\n",
+            "Shrink model to first 823 iterations.\n",
+            "0:\tlearn: 0.2127787\ttest: 0.2065350\tbest: 0.2065350 (0)\ttotal: 1.04ms\tremaining: 5.21s\n",
+            "100:\tlearn: 0.1867680\ttest: 0.1874736\tbest: 0.1874736 (100)\ttotal: 112ms\tremaining: 5.41s\n",
+            "200:\tlearn: 0.1777852\ttest: 0.1877269\tbest: 0.1866778 (123)\ttotal: 226ms\tremaining: 5.41s\n",
+            "300:\tlearn: 0.1732305\ttest: 0.1892600\tbest: 0.1866778 (123)\ttotal: 321ms\tremaining: 5.01s\n",
+            "400:\tlearn: 0.1700595\ttest: 0.1905574\tbest: 0.1866778 (123)\ttotal: 410ms\tremaining: 4.7s\n",
+            "500:\tlearn: 0.1671602\ttest: 0.1912499\tbest: 0.1866778 (123)\ttotal: 501ms\tremaining: 4.5s\n",
+            "600:\tlearn: 0.1643526\ttest: 0.1915617\tbest: 0.1866778 (123)\ttotal: 601ms\tremaining: 4.4s\n",
+            "Stopped by overfitting detector  (500 iterations wait)\n",
+            "\n",
+            "bestTest = 0.1866777773\n",
+            "bestIteration = 123\n",
+            "\n",
+            "Shrink model to first 124 iterations.\n",
+            "0:\tlearn: 0.2134981\ttest: 0.2029683\tbest: 0.2029683 (0)\ttotal: 1.34ms\tremaining: 6.7s\n",
+            "100:\tlearn: 0.1884117\ttest: 0.1792734\tbest: 0.1792734 (100)\ttotal: 105ms\tremaining: 5.08s\n",
+            "200:\tlearn: 0.1802974\ttest: 0.1747837\tbest: 0.1747608 (188)\ttotal: 219ms\tremaining: 5.24s\n",
+            "300:\tlearn: 0.1755450\ttest: 0.1743983\tbest: 0.1743297 (292)\ttotal: 320ms\tremaining: 5s\n",
+            "400:\tlearn: 0.1714775\ttest: 0.1744935\tbest: 0.1742771 (326)\ttotal: 422ms\tremaining: 4.84s\n",
+            "500:\tlearn: 0.1679037\ttest: 0.1749257\tbest: 0.1742771 (326)\ttotal: 516ms\tremaining: 4.63s\n",
+            "600:\tlearn: 0.1644564\ttest: 0.1756507\tbest: 0.1742771 (326)\ttotal: 627ms\tremaining: 4.59s\n",
+            "700:\tlearn: 0.1610518\ttest: 0.1765478\tbest: 0.1742771 (326)\ttotal: 738ms\tremaining: 4.52s\n",
+            "800:\tlearn: 0.1582828\ttest: 0.1772818\tbest: 0.1742771 (326)\ttotal: 839ms\tremaining: 4.4s\n",
+            "Stopped by overfitting detector  (500 iterations wait)\n",
+            "\n",
+            "bestTest = 0.1742771224\n",
+            "bestIteration = 326\n",
+            "\n",
+            "Shrink model to first 327 iterations.\n",
+            "0:\tlearn: 0.2131309\ttest: 0.2034499\tbest: 0.2034499 (0)\ttotal: 1.07ms\tremaining: 5.35s\n",
+            "100:\tlearn: 0.1831531\ttest: 0.1942513\tbest: 0.1940467 (92)\ttotal: 89.5ms\tremaining: 4.34s\n",
+            "200:\tlearn: 0.1743874\ttest: 0.1960204\tbest: 0.1939128 (119)\ttotal: 221ms\tremaining: 5.27s\n",
+            "300:\tlearn: 0.1696565\ttest: 0.1983809\tbest: 0.1939128 (119)\ttotal: 319ms\tremaining: 4.98s\n",
+            "400:\tlearn: 0.1659821\ttest: 0.1998092\tbest: 0.1939128 (119)\ttotal: 418ms\tremaining: 4.79s\n",
+            "500:\tlearn: 0.1626480\ttest: 0.2014341\tbest: 0.1939128 (119)\ttotal: 514ms\tremaining: 4.62s\n",
+            "600:\tlearn: 0.1593397\ttest: 0.2024361\tbest: 0.1939128 (119)\ttotal: 601ms\tremaining: 4.4s\n",
+            "Stopped by overfitting detector  (500 iterations wait)\n",
+            "\n",
+            "bestTest = 0.1939127814\n",
+            "bestIteration = 119\n",
+            "\n",
+            "Shrink model to first 120 iterations.\n"
+          ]
+        }
+      ]
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "import pickle \n",
+        "\n",
+        "with open('models_vtorichka.pkl', 'wb') as f:\n",
+        "    pickle.dump(models, f)"
+      ],
+      "metadata": {
+        "id": "LuUXVv6wsto7"
+      },
+      "execution_count": null,
+      "outputs": []
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "import uuid"
+      ],
+      "metadata": {
+        "id": "88sjMEUnvS16"
+      },
+      "execution_count": null,
+      "outputs": []
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "df['id'] = [str(uuid.uuid4()) for i in range(df.shape[0])]"
+      ],
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        },
+        "id": "V8PatXqMv12q",
+        "outputId": "23782a79-969e-4607-9f18-46b86e8d0d01"
+      },
+      "execution_count": null,
+      "outputs": [
+        {
+          "output_type": "stream",
+          "name": "stderr",
+          "text": [
+            "<ipython-input-66-26f511121cc1>:1: SettingWithCopyWarning: \n",
+            "A value is trying to be set on a copy of a slice from a DataFrame.\n",
+            "Try using .loc[row_indexer,col_indexer] = value instead\n",
+            "\n",
+            "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
+            "  df['id'] = [str(uuid.uuid4()) for i in range(df.shape[0])]\n"
+          ]
+        }
+      ]
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "full_data = pd.concat(data)"
+      ],
+      "metadata": {
+        "id": "G81m40Zev9Jj"
+      },
+      "execution_count": null,
+      "outputs": []
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "full_data['pred_price'] = np.concatenate(np.array(preds))"
+      ],
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        },
+        "id": "-xH6NW7rwDRg",
+        "outputId": "42bdd58d-730d-49e8-c958-ed86a0a714f1"
+      },
+      "execution_count": null,
+      "outputs": [
+        {
+          "output_type": "stream",
+          "name": "stderr",
+          "text": [
+            "<ipython-input-98-34150432fa31>:1: VisibleDeprecationWarning: Creating an ndarray from ragged nested sequences (which is a list-or-tuple of lists-or-tuples-or ndarrays with different lengths or shapes) is deprecated. If you meant to do this, you must specify 'dtype=object' when creating the ndarray.\n",
+            "  full_data['pred_price'] = np.concatenate(np.array(preds))\n"
+          ]
+        }
+      ]
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "full_data['diff'] = (full_data['pred_price']-full_data['price'])/(full_data['price']*100)*10000"
+      ],
+      "metadata": {
+        "id": "8Q15MWTjxbVA"
+      },
+      "execution_count": null,
+      "outputs": []
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "sns.distplot(full_data['diff'])"
+      ],
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 351
+        },
+        "id": "AhY2fdDaxklU",
+        "outputId": "c4343704-b7b6-4e19-ac7f-0c044be76a6e"
+      },
+      "execution_count": null,
+      "outputs": [
+        {
+          "output_type": "stream",
+          "name": "stderr",
+          "text": [
+            "/usr/local/lib/python3.8/dist-packages/seaborn/distributions.py:2619: FutureWarning: `distplot` is a deprecated function and will be removed in a future version. Please adapt your code to use either `displot` (a figure-level function with similar flexibility) or `histplot` (an axes-level function for histograms).\n",
+            "  warnings.warn(msg, FutureWarning)\n"
+          ]
+        },
+        {
+          "output_type": "execute_result",
+          "data": {
+            "text/plain": [
+              "<matplotlib.axes._subplots.AxesSubplot at 0x7f6c3ad69460>"
+            ]
+          },
+          "metadata": {},
+          "execution_count": 106
+        },
+        {
+          "output_type": "display_data",
+          "data": {
+            "text/plain": [
+              "<Figure size 432x288 with 1 Axes>"
+            ],
+            "image/png": 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\n"
+          },
+          "metadata": {
+            "needs_background": "light"
+          }
+        }
+      ]
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "full_data = full_data[(full_data['diff'] > -40) & (full_data['diff'] < 40)]"
+      ],
+      "metadata": {
+        "id": "LVqw0yno1otY"
+      },
+      "execution_count": null,
+      "outputs": []
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "sns.distplot(full_data['diff'])"
+      ],
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 351
+        },
+        "id": "YeVaBMq913Xg",
+        "outputId": "c6c89ee9-0b4f-4bf4-86f7-52f2940411dc"
+      },
+      "execution_count": null,
+      "outputs": [
+        {
+          "output_type": "stream",
+          "name": "stderr",
+          "text": [
+            "/usr/local/lib/python3.8/dist-packages/seaborn/distributions.py:2619: FutureWarning: `distplot` is a deprecated function and will be removed in a future version. Please adapt your code to use either `displot` (a figure-level function with similar flexibility) or `histplot` (an axes-level function for histograms).\n",
+            "  warnings.warn(msg, FutureWarning)\n"
+          ]
+        },
+        {
+          "output_type": "execute_result",
+          "data": {
+            "text/plain": [
+              "<matplotlib.axes._subplots.AxesSubplot at 0x7f6c3ad75d90>"
+            ]
+          },
+          "metadata": {},
+          "execution_count": 108
+        },
+        {
+          "output_type": "display_data",
+          "data": {
+            "text/plain": [
+              "<Figure size 432x288 with 1 Axes>"
+            ],
+            "image/png": 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\n"
+          },
+          "metadata": {
+            "needs_background": "light"
+          }
+        }
+      ]
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "from sklearn.metrics import mean_absolute_percentage_error\n",
+        "1-mean_absolute_percentage_error(full_data['price'], full_data['pred_price'])"
+      ],
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        },
+        "id": "Eo2R38Mo14Rk",
+        "outputId": "3bfa5396-5357-4d10-96c4-31df7e9cd2cc"
+      },
+      "execution_count": null,
+      "outputs": [
+        {
+          "output_type": "execute_result",
+          "data": {
+            "text/plain": [
+              "0.8755430954272614"
+            ]
+          },
+          "metadata": {},
+          "execution_count": 110
+        }
+      ]
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "marker = []\n",
+        "for diff in full_data['diff']:\n",
+        "    if diff >= 3:\n",
+        "        marker.append('overpriced')\n",
+        "    elif diff <= -3:\n",
+        "        marker.append('underpriced')\n",
+        "    else:\n",
+        "        marker.append('riskey')"
+      ],
+      "metadata": {
+        "id": "iuDeTnh72Bpi"
+      },
+      "execution_count": null,
+      "outputs": []
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "full_data['marker'] = marker"
+      ],
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        },
+        "id": "nuCT6GnB22If",
+        "outputId": "6097b72e-dcaa-4eac-c497-d8f6c3d8645c"
+      },
+      "execution_count": null,
+      "outputs": [
+        {
+          "output_type": "stream",
+          "name": "stderr",
+          "text": [
+            "<ipython-input-113-c38300c6d6bf>:1: SettingWithCopyWarning: \n",
+            "A value is trying to be set on a copy of a slice from a DataFrame.\n",
+            "Try using .loc[row_indexer,col_indexer] = value instead\n",
+            "\n",
+            "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
+            "  full_data['marker'] = marker\n"
+          ]
+        }
+      ]
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "full_data = full_data[~full_data['marker'].isin(['riskey'])]"
+      ],
+      "metadata": {
+        "id": "i97F-t_Q28x7"
+      },
+      "execution_count": null,
+      "outputs": []
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "full_data.to_csv('vtorichka_final.csv', index=False)"
+      ],
+      "metadata": {
+        "id": "ad4O7c_929iE"
+      },
+      "execution_count": null,
+      "outputs": []
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "full_data"
+      ],
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 487
+        },
+        "id": "qNGLilGP3Eoq",
+        "outputId": "c8887e92-129b-4374-dfd5-c694eb0179b7"
+      },
+      "execution_count": null,
+      "outputs": [
+        {
+          "output_type": "execute_result",
+          "data": {
+            "text/plain": [
+              "                                               link  floor  rooms_count  \\\n",
+              "1    https://krasnodar.cian.ru/sale/flat/279661943/     20            1   \n",
+              "20   https://krasnodar.cian.ru/sale/flat/283765339/      5            1   \n",
+              "58   https://krasnodar.cian.ru/sale/flat/280008092/     10            2   \n",
+              "72   https://krasnodar.cian.ru/sale/flat/283282828/      6            2   \n",
+              "73   https://krasnodar.cian.ru/sale/flat/283383338/      6            1   \n",
+              "..                                              ...    ...          ...   \n",
+              "104  https://krasnodar.cian.ru/sale/flat/277400873/      5            2   \n",
+              "106  https://krasnodar.cian.ru/sale/flat/279004402/      3            1   \n",
+              "112  https://krasnodar.cian.ru/sale/flat/280209896/     15            1   \n",
+              "118  https://krasnodar.cian.ru/sale/flat/273790417/      2            1   \n",
+              "130  https://krasnodar.cian.ru/sale/flat/257283764/      4            2   \n",
+              "\n",
+              "     total_meters    price  year_of_construction  living_meters  \\\n",
+              "1            43.0  4950000                  2021           18.2   \n",
+              "20           40.0  4100000                  2006           22.9   \n",
+              "58           61.2  7150000                  2017           11.5   \n",
+              "72           63.4  4530000                  2010           31.5   \n",
+              "73           41.5  3500000                  2017           19.7   \n",
+              "..            ...      ...                   ...            ...   \n",
+              "104          50.0  4900000                  1965           28.0   \n",
+              "106          39.1  4900000                  2017           18.0   \n",
+              "112          40.5  4900000                  2018           16.0   \n",
+              "118          41.7  4900000                  2012           22.0   \n",
+              "130          60.0  5800000                  2014           34.0   \n",
+              "\n",
+              "     kitchen_meters    pred_price       diff       marker  \n",
+              "1              14.8  4.283516e+06 -13.464333  underpriced  \n",
+              "20              9.7  3.961314e+06  -3.382591  underpriced  \n",
+              "58             11.2  4.384590e+06 -38.677063  underpriced  \n",
+              "72             16.8  4.974593e+06   9.814404   overpriced  \n",
+              "73             10.8  4.035056e+06  15.287324   overpriced  \n",
+              "..              ...           ...        ...          ...  \n",
+              "104            -1.0  4.098767e+06 -16.351694  underpriced  \n",
+              "106            10.0  3.849727e+06 -21.434151  underpriced  \n",
+              "112            13.0  4.065052e+06 -17.039765  underpriced  \n",
+              "118            10.0  3.836344e+06 -21.707273  underpriced  \n",
+              "130            10.0  4.615458e+06 -20.423139  underpriced  \n",
+              "\n",
+              "[682 rows x 11 columns]"
+            ],
+            "text/html": [
+              "\n",
+              "  <div id=\"df-a6cf0fdf-dab1-46b9-bd08-d0381acd0037\">\n",
+              "    <div class=\"colab-df-container\">\n",
+              "      <div>\n",
+              "<style scoped>\n",
+              "    .dataframe tbody tr th:only-of-type {\n",
+              "        vertical-align: middle;\n",
+              "    }\n",
+              "\n",
+              "    .dataframe tbody tr th {\n",
+              "        vertical-align: top;\n",
+              "    }\n",
+              "\n",
+              "    .dataframe thead th {\n",
+              "        text-align: right;\n",
+              "    }\n",
+              "</style>\n",
+              "<table border=\"1\" class=\"dataframe\">\n",
+              "  <thead>\n",
+              "    <tr style=\"text-align: right;\">\n",
+              "      <th></th>\n",
+              "      <th>link</th>\n",
+              "      <th>floor</th>\n",
+              "      <th>rooms_count</th>\n",
+              "      <th>total_meters</th>\n",
+              "      <th>price</th>\n",
+              "      <th>year_of_construction</th>\n",
+              "      <th>living_meters</th>\n",
+              "      <th>kitchen_meters</th>\n",
+              "      <th>pred_price</th>\n",
+              "      <th>diff</th>\n",
+              "      <th>marker</th>\n",
+              "    </tr>\n",
+              "  </thead>\n",
+              "  <tbody>\n",
+              "    <tr>\n",
+              "      <th>1</th>\n",
+              "      <td>https://krasnodar.cian.ru/sale/flat/279661943/</td>\n",
+              "      <td>20</td>\n",
+              "      <td>1</td>\n",
+              "      <td>43.0</td>\n",
+              "      <td>4950000</td>\n",
+              "      <td>2021</td>\n",
+              "      <td>18.2</td>\n",
+              "      <td>14.8</td>\n",
+              "      <td>4.283516e+06</td>\n",
+              "      <td>-13.464333</td>\n",
+              "      <td>underpriced</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>20</th>\n",
+              "      <td>https://krasnodar.cian.ru/sale/flat/283765339/</td>\n",
+              "      <td>5</td>\n",
+              "      <td>1</td>\n",
+              "      <td>40.0</td>\n",
+              "      <td>4100000</td>\n",
+              "      <td>2006</td>\n",
+              "      <td>22.9</td>\n",
+              "      <td>9.7</td>\n",
+              "      <td>3.961314e+06</td>\n",
+              "      <td>-3.382591</td>\n",
+              "      <td>underpriced</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>58</th>\n",
+              "      <td>https://krasnodar.cian.ru/sale/flat/280008092/</td>\n",
+              "      <td>10</td>\n",
+              "      <td>2</td>\n",
+              "      <td>61.2</td>\n",
+              "      <td>7150000</td>\n",
+              "      <td>2017</td>\n",
+              "      <td>11.5</td>\n",
+              "      <td>11.2</td>\n",
+              "      <td>4.384590e+06</td>\n",
+              "      <td>-38.677063</td>\n",
+              "      <td>underpriced</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>72</th>\n",
+              "      <td>https://krasnodar.cian.ru/sale/flat/283282828/</td>\n",
+              "      <td>6</td>\n",
+              "      <td>2</td>\n",
+              "      <td>63.4</td>\n",
+              "      <td>4530000</td>\n",
+              "      <td>2010</td>\n",
+              "      <td>31.5</td>\n",
+              "      <td>16.8</td>\n",
+              "      <td>4.974593e+06</td>\n",
+              "      <td>9.814404</td>\n",
+              "      <td>overpriced</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>73</th>\n",
+              "      <td>https://krasnodar.cian.ru/sale/flat/283383338/</td>\n",
+              "      <td>6</td>\n",
+              "      <td>1</td>\n",
+              "      <td>41.5</td>\n",
+              "      <td>3500000</td>\n",
+              "      <td>2017</td>\n",
+              "      <td>19.7</td>\n",
+              "      <td>10.8</td>\n",
+              "      <td>4.035056e+06</td>\n",
+              "      <td>15.287324</td>\n",
+              "      <td>overpriced</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>...</th>\n",
+              "      <td>...</td>\n",
+              "      <td>...</td>\n",
+              "      <td>...</td>\n",
+              "      <td>...</td>\n",
+              "      <td>...</td>\n",
+              "      <td>...</td>\n",
+              "      <td>...</td>\n",
+              "      <td>...</td>\n",
+              "      <td>...</td>\n",
+              "      <td>...</td>\n",
+              "      <td>...</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>104</th>\n",
+              "      <td>https://krasnodar.cian.ru/sale/flat/277400873/</td>\n",
+              "      <td>5</td>\n",
+              "      <td>2</td>\n",
+              "      <td>50.0</td>\n",
+              "      <td>4900000</td>\n",
+              "      <td>1965</td>\n",
+              "      <td>28.0</td>\n",
+              "      <td>-1.0</td>\n",
+              "      <td>4.098767e+06</td>\n",
+              "      <td>-16.351694</td>\n",
+              "      <td>underpriced</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>106</th>\n",
+              "      <td>https://krasnodar.cian.ru/sale/flat/279004402/</td>\n",
+              "      <td>3</td>\n",
+              "      <td>1</td>\n",
+              "      <td>39.1</td>\n",
+              "      <td>4900000</td>\n",
+              "      <td>2017</td>\n",
+              "      <td>18.0</td>\n",
+              "      <td>10.0</td>\n",
+              "      <td>3.849727e+06</td>\n",
+              "      <td>-21.434151</td>\n",
+              "      <td>underpriced</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>112</th>\n",
+              "      <td>https://krasnodar.cian.ru/sale/flat/280209896/</td>\n",
+              "      <td>15</td>\n",
+              "      <td>1</td>\n",
+              "      <td>40.5</td>\n",
+              "      <td>4900000</td>\n",
+              "      <td>2018</td>\n",
+              "      <td>16.0</td>\n",
+              "      <td>13.0</td>\n",
+              "      <td>4.065052e+06</td>\n",
+              "      <td>-17.039765</td>\n",
+              "      <td>underpriced</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>118</th>\n",
+              "      <td>https://krasnodar.cian.ru/sale/flat/273790417/</td>\n",
+              "      <td>2</td>\n",
+              "      <td>1</td>\n",
+              "      <td>41.7</td>\n",
+              "      <td>4900000</td>\n",
+              "      <td>2012</td>\n",
+              "      <td>22.0</td>\n",
+              "      <td>10.0</td>\n",
+              "      <td>3.836344e+06</td>\n",
+              "      <td>-21.707273</td>\n",
+              "      <td>underpriced</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>130</th>\n",
+              "      <td>https://krasnodar.cian.ru/sale/flat/257283764/</td>\n",
+              "      <td>4</td>\n",
+              "      <td>2</td>\n",
+              "      <td>60.0</td>\n",
+              "      <td>5800000</td>\n",
+              "      <td>2014</td>\n",
+              "      <td>34.0</td>\n",
+              "      <td>10.0</td>\n",
+              "      <td>4.615458e+06</td>\n",
+              "      <td>-20.423139</td>\n",
+              "      <td>underpriced</td>\n",
+              "    </tr>\n",
+              "  </tbody>\n",
+              "</table>\n",
+              "<p>682 rows × 11 columns</p>\n",
+              "</div>\n",
+              "      <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-a6cf0fdf-dab1-46b9-bd08-d0381acd0037')\"\n",
+              "              title=\"Convert this dataframe to an interactive table.\"\n",
+              "              style=\"display:none;\">\n",
+              "        \n",
+              "  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n",
+              "       width=\"24px\">\n",
+              "    <path d=\"M0 0h24v24H0V0z\" fill=\"none\"/>\n",
+              "    <path d=\"M18.56 5.44l.94 2.06.94-2.06 2.06-.94-2.06-.94-.94-2.06-.94 2.06-2.06.94zm-11 1L8.5 8.5l.94-2.06 2.06-.94-2.06-.94L8.5 2.5l-.94 2.06-2.06.94zm10 10l.94 2.06.94-2.06 2.06-.94-2.06-.94-.94-2.06-.94 2.06-2.06.94z\"/><path d=\"M17.41 7.96l-1.37-1.37c-.4-.4-.92-.59-1.43-.59-.52 0-1.04.2-1.43.59L10.3 9.45l-7.72 7.72c-.78.78-.78 2.05 0 2.83L4 21.41c.39.39.9.59 1.41.59.51 0 1.02-.2 1.41-.59l7.78-7.78 2.81-2.81c.8-.78.8-2.07 0-2.86zM5.41 20L4 18.59l7.72-7.72 1.47 1.35L5.41 20z\"/>\n",
+              "  </svg>\n",
+              "      </button>\n",
+              "      \n",
+              "  <style>\n",
+              "    .colab-df-container {\n",
+              "      display:flex;\n",
+              "      flex-wrap:wrap;\n",
+              "      gap: 12px;\n",
+              "    }\n",
+              "\n",
+              "    .colab-df-convert {\n",
+              "      background-color: #E8F0FE;\n",
+              "      border: none;\n",
+              "      border-radius: 50%;\n",
+              "      cursor: pointer;\n",
+              "      display: none;\n",
+              "      fill: #1967D2;\n",
+              "      height: 32px;\n",
+              "      padding: 0 0 0 0;\n",
+              "      width: 32px;\n",
+              "    }\n",
+              "\n",
+              "    .colab-df-convert:hover {\n",
+              "      background-color: #E2EBFA;\n",
+              "      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
+              "      fill: #174EA6;\n",
+              "    }\n",
+              "\n",
+              "    [theme=dark] .colab-df-convert {\n",
+              "      background-color: #3B4455;\n",
+              "      fill: #D2E3FC;\n",
+              "    }\n",
+              "\n",
+              "    [theme=dark] .colab-df-convert:hover {\n",
+              "      background-color: #434B5C;\n",
+              "      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
+              "      filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
+              "      fill: #FFFFFF;\n",
+              "    }\n",
+              "  </style>\n",
+              "\n",
+              "      <script>\n",
+              "        const buttonEl =\n",
+              "          document.querySelector('#df-a6cf0fdf-dab1-46b9-bd08-d0381acd0037 button.colab-df-convert');\n",
+              "        buttonEl.style.display =\n",
+              "          google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
+              "\n",
+              "        async function convertToInteractive(key) {\n",
+              "          const element = document.querySelector('#df-a6cf0fdf-dab1-46b9-bd08-d0381acd0037');\n",
+              "          const dataTable =\n",
+              "            await google.colab.kernel.invokeFunction('convertToInteractive',\n",
+              "                                                     [key], {});\n",
+              "          if (!dataTable) return;\n",
+              "\n",
+              "          const docLinkHtml = 'Like what you see? Visit the ' +\n",
+              "            '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
+              "            + ' to learn more about interactive tables.';\n",
+              "          element.innerHTML = '';\n",
+              "          dataTable['output_type'] = 'display_data';\n",
+              "          await google.colab.output.renderOutput(dataTable, element);\n",
+              "          const docLink = document.createElement('div');\n",
+              "          docLink.innerHTML = docLinkHtml;\n",
+              "          element.appendChild(docLink);\n",
+              "        }\n",
+              "      </script>\n",
+              "    </div>\n",
+              "  </div>\n",
+              "  "
+            ]
+          },
+          "metadata": {},
+          "execution_count": 119
+        }
+      ]
+    },
+    {
+      "cell_type": "code",
+      "source": [],
+      "metadata": {
+        "id": "b3tUDuIN3iFr"
+      },
+      "execution_count": null,
+      "outputs": []
+    }
+  ]
+}
\ No newline at end of file
diff --git a/merged_stats_final.csv b/merged_stats_final.csv
new file mode 100644
index 0000000..d83d9df
--- /dev/null
+++ b/merged_stats_final.csv
@@ -0,0 +1,154 @@
+id,days_to_done_x,price_at_moment,1000_to_done,700_to_done,500_to_done,300_to_done,max_price_after_invest,increase,increase_procent,days_for_increase,status,200_to_done,100_to_done,50_to_done,0_to_done,-50_to_done,-100_to_done,risk,community,liter_num,done_date,developer,floor,area,num_beds,days_to_done_y
+6aec4e83-9c8c-4868-a88d-200acf50c6a9,414,4313432,4383463,4402803,4351453,4353278,4353278,39846,0.92,114,short,4300979,4272868,4272868,4171391,4171391,4168944,riskey,ЖК «Смородина»,1-5,2023-03-15,ООО «АЛЬФА»,1-4,32.95,1,414
+3a3e88ed-5671-4893-b276-6e31e09d425b,414,4614225,4688287,4709698,4654842,4656792,4656792,42567,0.92,114,short,4600921,4570891,4570891,4446567,4446567,4430335,riskey,ЖК «Смородина»,1-5,2023-03-15,ООО «АЛЬФА»,1-4,35.2,1,414
+1337487c-fc88-4084-82c9-6325c624cdeb,689,4402803,4383463,4402803,4351453,4353278,4353278,-49525,-1.12,389,long,4300979,4272868,4272868,4171391,4171391,4168944,bad,ЖК «Смородина»,2-3-4,2023-12-15,ООО «АЛЬФА»,1-4,32.95,1,689
+eed05176-e97e-476d-9641-17253135c7e6,689,4709698,4688287,4709698,4654842,4656792,4656792,-52906,-1.12,389,long,4600921,4570891,4570891,4446567,4446567,4430335,bad,ЖК «Смородина»,2-3-4,2023-12-15,ООО «АЛЬФА»,1-4,35.2,1,689
+894d96d7-0319-4f84-a26f-a89d918b0ec6,689,5606903,5733590,5606903,5495606,5513751,5867835,260932,4.65,639,long,5608027,5867835,5867835,5759654,5759654,5704205,riskey,ЖК «Смородина»,2-3-4,2023-12-15,ООО «АЛЬФА»,1-4,50.0,2,689
+fdabfcbf-3a51-4c7f-8db9-59d17d11fde6,689,6411950,6670947,6411950,6283336,6289946,6752350,340400,5.31,639,long,6391540,6752350,6752350,6733832,6733832,6660380,riskey,ЖК «Смородина»,2-3-4,2023-12-15,ООО «АЛЬФА»,1-4,57.78,2,689
+99279e68-68bf-4d9c-a85e-811503a9b879,689,6359777,6610846,6359777,6231141,6237752,6700236,340459,5.35,639,long,6339363,6700236,6700236,6681715,6681715,6608250,riskey,ЖК «Смородина»,2-3-4,2023-12-15,ООО «АЛЬФА»,5-8,57.79,2,689
+c919e09d-40dd-4457-b38c-df45d4454adc,689,6330762,6580428,6330762,6202103,6208716,6671279,340517,5.38,639,long,6310344,6671279,6671279,6652755,6652755,6579278,riskey,ЖК «Смородина»,2-3-4,2023-12-15,ООО «АЛЬФА»,9-12,57.8,2,689
+c2ed291a-c51c-4eb1-88e1-f34323543186,689,6331857,6581566,6331857,6203176,6209790,6672433,340576,5.38,639,long,6311436,6672433,6672433,6653906,6653906,6580416,riskey,ЖК «Смородина»,2-3-4,2023-12-15,ООО «АЛЬФА»,13-16,57.81,2,689
+36e3517f-20f5-493d-adad-4305228ff1fb,689,7409322,7853157,7409322,7237317,7245566,7737968,328646,4.44,639,long,7337370,7737968,7737968,7716104,7716104,7660412,riskey,ЖК «Смородина»,2-3-4,2023-12-15,ООО «АЛЬФА»,1-4,68.22,3,689
+ee1c04dc-467a-4c13-9a74-4f0a8b9b31b1,141,5843927,4242502,4746304,4915806,5223617,5887562,43635,0.75,191,short,5488616,5877197,5877197,5887562,5887562,5876866,riskey,ЖК «The Grand Palace»,,2022-06-15,ООО «АВА ДЕВЕЛОПМЕНТ»,6-7,23.5,1,141
+a44a321e-fa8b-4b18-ba2c-729a9559ece6,141,7018248,5013352,5645583,5854755,6251666,7143527,125279,1.79,191,short,6577089,7079315,7079315,7143527,7143527,7042685,riskey,ЖК «The Grand Palace»,,2022-06-15,ООО «АВА ДЕВЕЛОПМЕНТ»,6-7,29.0,1,141
+87c9ca8d-224a-4477-b0f6-7251d20d85ef,141,8300540,6300799,7096097,7243269,7767750,8546109,245569,2.96,191,short,7941492,8420080,8420080,8546109,8546109,8353621,riskey,ЖК «The Grand Palace»,,2022-06-15,ООО «АВА ДЕВЕЛОПМЕНТ»,6-7,44.0,2,141
+ecad396a-b2b5-4a88-b66a-82497861b407,141,9690871,7616571,8416682,8597301,9195240,9944738,253867,2.62,191,short,9365185,9863064,9863064,9944738,9944738,9662698,riskey,ЖК «The Grand Palace»,,2022-06-15,ООО «АВА ДЕВЕЛОПМЕНТ»,6-7,54.0,2,141
+a6e8dcc5-879f-41bd-bcba-4c7dd41e1045,141,11653678,9552742,10281631,10568367,11311935,12019824,366146,3.14,191,short,11467293,11916975,11916975,12019824,12019824,11652405,riskey,ЖК «The Grand Palace»,,2022-06-15,ООО «АВА ДЕВЕЛОПМЕНТ»,6-7,68.0,2,141
+ab9571a6-7eab-485d-92a5-05e5bb3c5827,141,11767235,9109360,10085425,10300830,11001442,12015445,248210,2.11,191,short,11286291,11918041,11918041,12015445,12015445,11736004,riskey,ЖК «The Grand Palace»,,2022-06-15,ООО «АВА ДЕВЕЛОПМЕНТ»,6-7,64.4,3,141
+431d1881-96de-4c6f-bd7c-0532cb98d24e,141,13535448,10636283,11608986,11927769,12727537,13909198,373750,2.76,191,short,13069800,13779762,13779762,13909198,13909198,13763199,riskey,ЖК «The Grand Palace»,,2022-06-15,ООО «АВА ДЕВЕЛОПМЕНТ»,6-7,75.6,3,141
+04c5c640-ae1e-49b9-b936-d5ecf8665efe,233,9105909,7088960,8147601,8467551,9105909,10532253,1426344,15.66,283,short,9530742,10309566,10309566,10532253,10532253,10339765,good,"ЖК «AVrorA»,",,2022-09-15,ООО «АльфаСтройКомплекс»,2,44.0,1,233
+19ed65e4-005b-4f62-a129-c0e3b866ade0,233,9546796,7475984,8530651,8872415,9546796,11120472,1573676,16.48,283,short,9976949,10882601,10882601,11120472,11120472,10891154,good,"ЖК «AVrorA»,",,2022-09-15,ООО «АльфаСтройКомплекс»,1-4,47.0,1,233
+6a84b353-5e95-46b7-bcad-c37193b75863,233,9942669,7807007,8883283,9239591,9942669,11575879,1633210,16.43,283,short,10391126,11327886,11327886,11575879,11575879,11336802,good,"ЖК «AVrorA»,",,2022-09-15,ООО «АльфаСтройКомплекс»,2,49.0,1,233
+0c3f6cf4-6873-4ea1-9e0b-5d7673e17403,233,10346816,8132150,9243373,9614224,10346816,12022076,1675260,16.19,283,short,10813578,11773693,11773693,12022076,12022076,11771514,good,"ЖК «AVrorA»,",,2022-09-15,ООО «АльфаСтройКомплекс»,3-4,51.0,1,233
+e18a233f-ac3b-44c3-bf42-c7f25733f2fd,233,10442681,8231922,9329474,9707596,10442681,12150859,1708178,16.36,283,short,10918595,11905570,11905570,12150859,12150859,11883065,good,"ЖК «AVrorA»,",,2022-09-15,ООО «АльфаСтройКомплекс»,2,52.0,1,233
+385a1c11-6192-48b5-9d2f-8a5c15d37edb,233,10806495,8556904,9657207,10042601,10806495,12484443,1677948,15.53,283,short,11275744,12234436,12234436,12484443,12484443,12207626,good,"ЖК «AVrorA»,",,2022-09-15,ООО «АльфаСтройКомплекс»,1-4,53.0,1,233
+df3ec9b9-07ee-4416-b5be-1b069bb7aad7,233,12334179,9894065,11036355,11487193,12334179,14337620,2003441,16.24,283,short,12883111,14004601,14004601,14337620,14337620,14002620,good,"ЖК «AVrorA»,",,2022-09-15,ООО «АльфаСтройКомплекс»,3-4,62.0,1,233
+dec08247-72f5-4866-9047-d9f3c431180b,233,12280391,10181659,11081718,11454665,12280391,14085462,1805071,14.7,283,short,12650911,13725491,13725491,14085462,14085462,13723446,good,"ЖК «AVrorA»,",,2022-09-15,ООО «АльфаСтройКомплекс»,2,67.0,2,233
+c4c5060c-c3ac-442c-afc1-544e847d05e9,233,12878339,10642070,11671028,12060673,12878339,15053222,2174883,16.89,283,short,13332061,14622314,14622314,15053222,15053222,14691093,good,"ЖК «AVrorA»,",,2022-09-15,ООО «АльфаСтройКомплекс»,1-4,70.0,2,233
+a732ed2c-e196-473e-8c0e-8efd6dac2585,233,14120132,11804835,12806439,13218726,14120132,16312842,2192710,15.53,283,short,14587229,15899528,15899528,16312842,16312842,16150843,good,"ЖК «AVrorA»,",,2022-09-15,ООО «АльфаСтройКомплекс»,2,80.0,2,233
+b5a3f13e-73c5-4133-b2d6-2568afe8057a,233,15029716,12530203,13637331,14075386,15029716,17359471,2329755,15.5,283,short,15526007,16920325,16920325,17359471,17359471,17187347,good,"ЖК «AVrorA»,",,2022-09-15,ООО «АльфаСтройКомплекс»,3-4,85.0,2,233
+1d2c9d80-3bd2-4a13-8544-9b0154dce60f,233,21088802,17953328,19200540,19720281,21088802,24111578,3022776,14.33,283,short,21813231,23596461,23596461,24111578,24111578,24049421,good,"ЖК «AVrorA»,",,2022-09-15,ООО «АльфаСтройКомплекс»,3,120.0,3,233
+9920609a-8a3b-40e9-bafa-37ef250faecb,233,22975198,19246443,20996613,21508479,22975198,26141399,3166201,13.78,283,short,23717737,25608257,25608257,26141399,26141399,25777669,good,"ЖК «AVrorA»,",,2022-09-15,ООО «АльфаСтройКомплекс»,3-4,123.0,3,233
+0c50976b-520c-4e57-8333-446c522cdd08,233,28359041,22548150,25503004,26212547,28359041,31534564,3175523,11.2,283,short,28991539,30947122,30947122,31534564,31534564,30937703,good,"ЖК «AVrorA»,",,2022-09-15,ООО «АльфаСтройКомплекс»,3-4,127.0,3,233
+9cef4a89-345c-4f25-a1ab-f217b3911163,1055,3988680,4122362,4489136,4486988,4590395,4737612,748932,18.78,1005,long,4592264,4737612,4737612,4736145,4736145,4689665,good,"ЖК «URAL»,",,2024-12-15,ООО «СЗ ВЕРТИКАЛЬ»,3-6,24.0,0,1055
+5bc59d18-6dbf-4b29-845d-89ffe4a5dfe1,1055,5128520,5336347,5880530,5868408,6003247,6464836,1336316,26.06,1105,long,6033179,6314911,6314911,6464836,6464836,6392827,good,"ЖК «URAL»,",,2024-12-15,ООО «СЗ ВЕРТИКАЛЬ»,3-6,36.0,1,1055
+391a1be2-e379-42e3-abb4-d4504cb42bbe,1055,6064159,6368407,7174170,7198773,7421255,8104989,2040830,33.65,1105,long,7534504,7909253,7909253,8104989,8104989,7977505,good,"ЖК «URAL»,",,2024-12-15,ООО «СЗ ВЕРТИКАЛЬ»,3-6,47.0,1,1055
+5d5a0a2d-dec6-4d5a-9743-458312e3432b,1055,7121495,7488287,8112263,8173827,8370943,9221914,2100419,29.49,1105,long,8576774,9018775,9018775,9221914,9221914,9067337,good,"ЖК «URAL»,",,2024-12-15,ООО «СЗ ВЕРТИКАЛЬ»,3-6,60.0,2,1055
+00be775b-f219-4afa-93f7-bb696124afdd,1055,8785269,9128630,9869452,9985103,10316977,11727644,2942375,33.49,1155,long,10591361,11393464,11393464,11657210,11657210,11727644,good,"ЖК «URAL»,",,2024-12-15,ООО «СЗ ВЕРТИКАЛЬ»,3-6,78.0,3,1055
+ecda2c4b-77e5-4e94-8c3a-f072903c33ed,1055,10224199,10630057,11380447,11500151,11820099,13449148,3224949,31.54,1155,long,12106685,13059710,13059710,13366975,13366975,13449148,good,"ЖК «URAL»,",,2024-12-15,ООО «СЗ ВЕРТИКАЛЬ»,3-6,91.0,3,1055
+b7d52019-d3a4-4bba-9243-5c6b6e64ed8f,-41,3469042,3638400,3597435,3583642,3540516,3469042,0,0.0,9,short,3542721,3518594,3518594,3469042,3469042,3424904,bad,ЖК «Зеленодар»,1,2021-12-15,"ООО «Модо Капитал», ",1-8,26.0,1,-41
+2875283d-9666-4ba0-83e1-119c0cf988d9,-41,3978840,4278564,4204739,4168571,4107060,3978840,0,0.0,9,short,4126220,4054518,4054518,3978840,3978840,3926214,bad,ЖК «Зеленодар»,1,2021-12-15,"ООО «Модо Капитал», ",1-8,31.0,1,-41
+15acad57-bdb5-41bd-aec9-dc6b32928a18,-41,3974726,4412988,4294765,4228028,4130761,3974726,0,0.0,9,short,4131097,4061206,4061206,3974726,3974726,3931668,bad,ЖК «Зеленодар»,1,2021-12-15,"ООО «Модо Капитал», ",1-2,33.0,1,-41
+8cec8102-237d-4061-86d7-90125a008fa5,-41,4262495,4769175,4640205,4567400,4461291,4262495,0,0.0,9,short,4446948,4356837,4356837,4262495,4262495,4224353,bad,ЖК «Зеленодар»,1,2021-12-15,"ООО «Модо Капитал», ",1-2,36.0,1,-41
+b8784800-29d7-4524-bbd1-45d215be9de3,506,5011940,5176681,5094905,5011940,4925334,5011940,0,0.0,6,short,4909398,4788373,4788373,4683549,4683549,4632858,bad,ЖК «Зеленодар»,4A,2023-06-15,"ООО «Модо Капитал», ",1,40.0,1,506
+ba16d146-e21d-409b-9448-21e30e62baf3,506,6998132,7707613,7131439,6998132,6890721,7459701,461569,6.6,556,long,6993879,7315935,7315935,7459701,7459701,7375767,riskey,ЖК «Зеленодар»,4A,2023-06-15,"ООО «Модо Капитал», ",1,70.0,2,506
+569ae3a3-51d7-4d8b-895a-d56a1f7cd429,506,9017322,9843385,9195293,9017322,8790550,9648285,630963,7.0,606,long,8728117,9417434,9417434,9571329,9571329,9648285,good,ЖК «Зеленодар»,4A,2023-06-15,"ООО «Модо Капитал», ",2-4,91.0,3,506
+ba727824-0962-4510-8d18-b4b313940f56,233,9743447,9340549,9605396,9455754,9743447,10641963,898516,9.22,333,short,9948315,10559716,10559716,10632860,10632860,10641963,good,ЖК «Fresh»,2,2022-09-15,ООО «АВА ДЕВЕЛОПМЕНТ ПЛЮС»,3-9,89.0,3,233
+7164f74a-b9f2-4fea-98cc-126f21da8826,233,9905061,9647959,9776024,9614613,9905061,10959250,1054189,10.64,333,short,10098466,10784442,10784442,10863339,10863339,10959250,good,ЖК «Fresh»,2,2022-09-15,ООО «АВА ДЕВЕЛОПМЕНТ ПЛЮС»,3-9,96.0,3,233
+e6759abd-4c54-4054-b187-8186a2e37b6e,233,9977066,9768443,9866702,9701928,9977066,11038622,1061556,10.64,333,short,10205269,10835105,10835105,10915646,10915646,11038622,good,ЖК «Fresh»,2,2022-09-15,ООО «АВА ДЕВЕЛОПМЕНТ ПЛЮС»,3-9,98.0,3,233
+330fedbd-85ea-411e-abca-62d1eb0c1fae,233,10931224,10702774,10807048,10632187,10931224,12085499,1154275,10.56,333,short,11173398,11959109,11959109,12044581,12044581,12085499,good,ЖК «Fresh»,2,2022-09-15,ООО «АВА ДЕВЕЛОПМЕНТ ПЛЮС»,3-9,104.0,3,233
+818c6fa2-afd6-4053-84c9-28272c4a4bfe,506,9669487,9728944,9832579,9669487,9962961,11058585,1389098,14.37,606,long,10188835,10881957,10881957,10961676,10961676,11058585,good,ЖК «Fresh»,3,2023-06-15,ООО «АВА ДЕВЕЛОПМЕНТ ПЛЮС»,3-6,97.0,3,506
+c1b387c3-7fe5-4053-9044-ab18b0a4f473,964,5112340,5112340,5546803,5549036,5778932,5810050,697710,13.65,764,long,5810050,5807780,5807780,5786144,5786144,5707975,good,ЖК «Fresh»,4,2024-09-15,ООО «АВА ДЕВЕЛОПМЕНТ ПЛЮС»,3-6,40.0,1,964
+d4ff95ec-94a3-4550-b5b5-88c3db39a818,1055,5066448,5258929,5710851,5704649,5951827,6014544,948096,18.71,1005,long,5994239,6014544,6014544,5991826,5991826,5909748,good,ЖК «Fresh»,4,2024-12-15,ООО «АВА ДЕВЕЛОПМЕНТ ПЛЮС»,3-6,42.0,1,1055
+07b9d056-15c8-4f41-905c-223a79bb061e,1055,4975210,5163109,5604597,5598542,5834186,5885903,910693,18.3,1005,long,5866082,5885903,5885903,5863727,5863727,5783603,good,ЖК «Fresh»,4,2024-12-15,ООО «АВА ДЕВЕЛОПМЕНТ ПЛЮС»,3-6,41.0,1,1055
+8642ebd7-491a-48c8-a22d-12da82f0a567,1055,6849271,7122095,7518397,7458087,7710962,8305834,1456563,21.27,1105,long,7894465,8303436,8303436,8305834,8305834,8145727,good,ЖК «Fresh»,4,2024-12-15,ООО «АВА ДЕВЕЛОПМЕНТ ПЛЮС»,3-6,65.0,2,1055
+2a2f4bd1-ec19-4109-9743-d38a048a7f48,1055,7252457,7533675,7797884,7715927,7999578,8476867,1224410,16.88,1105,long,8145782,8474394,8474394,8476867,8476867,8311833,good,ЖК «Fresh»,4,2024-12-15,ООО «АВА ДЕВЕЛОПМЕНТ ПЛЮС»,3-6,67.0,2,1055
+5a878850-9ec1-4846-a793-fb9b7d030bcf,1055,9185899,9556661,9814786,9660101,9957491,10952849,1766950,19.24,1155,long,10169265,10867829,10867829,10943439,10943439,10952849,good,ЖК «Fresh»,4,2024-12-15,ООО «АВА ДЕВЕЛОПМЕНТ ПЛЮС»,3-6,92.0,3,1055
+729244f5-7a38-4e5d-b920-76c0545a550f,1055,9101012,9483863,9764240,9604511,9891933,10992351,1891339,20.78,1155,long,10110612,10819365,10819365,10897440,10897440,10992351,good,ЖК «Fresh»,4,2024-12-15,ООО «АВА ДЕВЕЛОПМЕНТ ПЛЮС»,3-6,95.0,3,1055
+9d8f800c-f9dc-44bc-b8e1-239132a95916,689,4436070,4139002,4436070,4466305,4635859,4635859,199789,4.5,389,long,4621794,4611221,4611221,4573932,4573932,4521360,riskey,ЖК «Novella»,1,2023-12-15,ООО «Специализированный застройщик АСК 6»,1-2,30.0,1,689
+41492226-ad33-4feb-b9ae-48639a87d24f,689,4756940,4411511,4756940,4768726,4949341,4998426,241486,5.08,639,long,4969421,4998426,4998426,4980035,4980035,4933809,riskey,ЖК «Novella»,1,2023-12-15,ООО «Специализированный застройщик АСК 6»,1-2,34.0,1,689
+07b526d7-c01d-40a4-9d34-34dc0fcfe7ea,689,5255106,4875038,5255106,5268279,5470143,5535300,280194,5.33,639,long,5499705,5535300,5535300,5514746,5514746,5440485,riskey,ЖК «Novella»,1,2023-12-15,ООО «Специализированный застройщик АСК 6»,1-2,38.0,1,689
+ff77d591-a2f3-4347-96b0-913234614fd6,689,5631657,5196348,5631657,5635495,5860421,5951731,320074,5.68,639,long,5902833,5951731,5951731,5929013,5929013,5846935,riskey,ЖК «Novella»,1,2023-12-15,ООО «Специализированный застройщик АСК 6»,1-2,42.0,1,689
+444e4396-b83f-4192-9dc6-12d63b421fd2,689,6643310,6331378,6643310,6610367,6840558,7354959,711649,10.71,739,long,7004299,7352819,7352819,7354959,7354959,7212094,good,ЖК «Novella»,1,2023-12-15,ООО «Специализированный застройщик АСК 6»,1-2,58.0,2,689
+8108a537-f42f-4fa3-becb-a2bd0448f1b2,689,7197898,6849415,7197898,7162115,7412149,7970895,772997,10.74,739,long,7590006,7968571,7968571,7970895,7970895,7815715,good,ЖК «Novella»,1,2023-12-15,ООО «Специализированный застройщик АСК 6»,1-2,63.0,2,689
+8eb8a4d2-ce46-4398-82c5-9ed7f3ad6988,689,7501338,7167069,7501338,7444354,7706295,8275172,773834,10.32,739,long,7892621,8272737,8272737,8275172,8275172,8112602,good,ЖК «Novella»,1,2023-12-15,ООО «Специализированный застройщик АСК 6»,1-2,66.0,2,689
+0f8613ca-5367-4e8f-8330-10db5e741144,689,8183307,7924438,8183307,8086320,8385743,9152789,969482,11.85,789,long,8588688,9110274,9110274,9130270,9130270,9152789,good,ЖК «Novella»,1,2023-12-15,ООО «Специализированный застройщик АСК 6»,1-2,76.0,3,689
+334744a8-132b-415a-94ae-945e02ff962b,689,4756940,4411511,4756940,4768726,4949341,4998426,241486,5.08,639,long,4969421,4998426,4998426,4980035,4980035,4933809,riskey,ЖК «Novella»,4-5-6,2023-12-15,ООО «Специализированный застройщик АСК 6»,1-2,34.0,1,689
+85a09177-fcd3-45af-87fe-513ae29ff9c4,689,5255106,4875038,5255106,5268279,5470143,5535300,280194,5.33,639,long,5499705,5535300,5535300,5514746,5514746,5440485,riskey,ЖК «Novella»,4-5-6,2023-12-15,ООО «Специализированный застройщик АСК 6»,1-2,38.0,1,689
+a779965e-c3f2-4ac5-b670-e26d915660d8,689,5925333,5510759,5925333,5929446,6174082,6312041,386708,6.53,639,long,6219523,6312041,6312041,6287701,6287701,6188750,riskey,ЖК «Novella»,4-5-6,2023-12-15,ООО «Специализированный застройщик АСК 6»,1-2,45.0,1,689
+82653222-db9b-45f4-93c7-2a8f6aa3cec2,689,7102832,6759881,7102832,7067617,7313683,7863560,760728,10.71,739,long,7488717,7861272,7861272,7863560,7863560,7710842,good,ЖК «Novella»,4-5-6,2023-12-15,ООО «Специализированный застройщик АСК 6»,1-2,62.0,2,689
+8dbeea00-4092-43b3-af81-b885bf7a8df6,689,7641526,7446480,7641526,7583679,7872584,8340762,699236,9.15,739,long,8018789,8338290,8338290,8340762,8340762,8175729,good,ЖК «Novella»,4-5-6,2023-12-15,ООО «Специализированный застройщик АСК 6»,1-2,67.0,2,689
+3dce20e0-c645-4904-b68b-e20afba0000b,689,7610859,7436683,7610859,7552149,7845949,8285071,674212,8.86,739,long,7994335,8282562,8282562,8285071,8285071,8117575,good,ЖК «Novella»,4-5-6,2023-12-15,ООО «Специализированный застройщик АСК 6»,1-2,68.0,2,689
+73a35b48-0be6-4509-a23c-9f111b3ea4c4,689,7934621,7694672,7934621,7870731,8162274,8899835,965214,12.16,739,long,8368093,8857076,8857076,8899835,8899835,8876437,good,ЖК «Novella»,4-5-6,2023-12-15,ООО «Специализированный застройщик АСК 6»,1-2,74.0,3,689
+c9180321-56ed-421d-b398-5575eef5f9c9,141,3122487,3231689,3197285,3185606,3191052,3121995,-492,-0.02,91,short,3144414,3121995,3121995,3082196,3082196,3069960,bad,ЖК «Спортивный парк»,7,2022-06-15,ООО «АЛЬФА»,1-8,22.0,0,141
+39caf245-566d-4c7f-b666-0d33c7a25698,141,3802556,3947735,3904270,3889936,3885688,3806897,4341,0.11,91,short,3826963,3806897,3806897,3727821,3727821,3707084,riskey,ЖК «Спортивный парк»,7,2022-06-15,ООО «АЛЬФА»,1-8,27.0,0,141
+ef94979b-04f8-43a1-b45e-35d43e18bec5,141,4984146,5584198,5391410,5286177,5225066,4902397,-81749,-1.64,91,short,5094869,4902397,4902397,4732504,4732504,4706298,bad,ЖК «Спортивный парк»,7,2022-06-15,ООО «АЛЬФА»,1-8,45.0,1,141
+b2b74069-2940-46d2-9aba-da4d21b1906f,141,4809137,5310167,5121125,5025246,4973563,4751549,-57588,-1.2,91,short,4853659,4751549,4751549,4596758,4596758,4582912,bad,ЖК «Спортивный парк»,7,2022-06-15,ООО «АЛЬФА»,1-8,41.0,1,141
+d4547f12-a2ba-4b9b-bcc2-6ae70bf01609,141,5276581,5915416,5717460,5605211,5540026,5189381,-87200,-1.65,91,short,5416905,5189381,5189381,5008162,5008162,4974924,bad,ЖК «Спортивный парк»,8,2022-06-15,ООО «АЛЬФА»,1-8,48.0,1,141
+d25044d5-2e0f-424f-855f-3f37e80b7c0d,141,5614623,6270864,6067132,5947868,5868172,5521973,-92650,-1.65,91,short,5737357,5521973,5521973,5343122,5343122,5303456,bad,ЖК «Спортивный парк»,8,2022-06-15,ООО «АЛЬФА»,1-8,51.0,1,141
+08ff3284-03ee-4e09-8d04-af7731a41dec,233,3191052,3231689,3197285,3185606,3191052,3144414,-46638,-1.46,33,short,3144414,3121995,3121995,3082196,3082196,3069960,bad,ЖК «Спортивный парк»,10,2022-09-15,ООО «АЛЬФА»,1-8,22.0,0,233
+ee7201af-5f5a-472d-bdeb-19ea93543aa7,233,3741773,3801523,3759667,3745864,3741773,3685223,-56550,-1.51,33,short,3685223,3665901,3665901,3589753,3589753,3569785,bad,ЖК «Спортивный парк»,10,2022-09-15,ООО «АЛЬФА»,1-8,26.0,0,233
+f6c383f2-d343-4a69-8e8d-12a94f7d1042,233,4142539,4231591,4171938,4156542,4142539,4079464,-63075,-1.52,33,short,4079464,4052733,4052733,3969743,3969743,3947470,bad,ЖК «Спортивный парк»,10,2022-09-15,ООО «АЛЬФА»,1-8,29.0,0,233
+5f004b43-b97c-41f9-abc1-3dd15f071a64,233,4973563,5310167,5121125,5025246,4973563,4853659,-119904,-2.41,33,short,4853659,4751549,4751549,4596758,4596758,4582912,bad,ЖК «Спортивный парк»,10,2022-09-15,ООО «АЛЬФА»,1-8,41.0,1,233
+fe6cf696-0537-41f4-8955-01f1b9cddabd,233,5225066,5584198,5391410,5286177,5225066,5094869,-130197,-2.49,33,short,5094869,4902397,4902397,4732504,4732504,4706298,bad,ЖК «Спортивный парк»,10,2022-09-15,ООО «АЛЬФА»,1-8,45.0,1,233
+7d3b91ef-af08-4dfc-b3da-be1d74a519fd,313,4832542,5166082,5026365,4947493,4832542,4832542,0,0.0,13,short,4817004,4719383,4719383,4617179,4617179,4567755,bad,ЖК «Зеленодар»,4Б,2023-09-15,"ООО «Модо Капитал», ",2,39.0,1,313
+ed6ec0af-d930-4d07-b42d-08a8fd021528,313,5016272,5286917,5206719,5101421,5016272,5016272,0,0.0,13,short,5000850,4869246,4869246,4759181,4759181,4705955,bad,ЖК «Зеленодар»,4Б,2023-09-15,"ООО «Модо Капитал», ",2,42.0,1,313
+15c91f21-e1d0-4798-83b0-07fb966bfc75,313,6890721,7707613,7131439,6998132,6890721,7459701,568980,8.26,363,short,6993879,7315935,7315935,7459701,7459701,7375767,good,ЖК «Зеленодар»,4Б,2023-09-15,"ООО «Модо Капитал», ",2-8,70.0,2,313
+8ce832fe-dd51-4a85-b0c5-ff8891fdb861,313,8786117,9824340,9186412,9010397,8786117,9616961,830844,9.46,413,long,8724370,9388647,9388647,9540851,9540851,9616961,good,ЖК «Зеленодар»,4Б,2023-09-15,"ООО «Модо Капитал», ",2-4,90.0,3,313
+f9808372-39f2-4d1f-92ad-393eae9556ae,129,3653925,3778338,3735798,3721475,3676690,3653925,0,0.0,79,short,3678979,3653925,3653925,3602466,3602466,3556631,bad,ЖК «Зеленодар»,2,2023-03-15,"ООО «Модо Капитал», ",2-4,27.0,1,129
+dc8ebb62-ebc2-4803-9f77-9bf2b45e1bcc,129,5827031,6045738,5715049,5628164,5539798,5894539,67508,1.16,179,short,5616385,5827031,5827031,5894539,5894539,5830737,riskey,ЖК «Зеленодар»,2,2023-03-15,"ООО «Модо Капитал», ",2-4,54.0,2,129
+6530ea19-bc14-44ea-92bd-eb39028b2876,129,7029651,7540048,6984610,6857015,6770372,7113411,83760,1.19,179,short,6837078,7029651,7029651,7113411,7113411,7037062,riskey,ЖК «Зеленодар»,2,2023-03-15,"ООО «Модо Капитал», ",2-4,67.0,2,129
+8be188a5-c030-48db-9f0b-2b52fed5576f,28,4051123,4257081,4275863,4225994,4227766,4051123,0,0.0,78,short,4176975,4149675,4149675,4051123,4051123,4048747,bad,ЖК «Смородина»,1,2023-03-15,ООО «АЛЬФА»,1-4,32.0,1,28
+5f32742f-c6b7-40d4-89c9-803b0c05c81b,28,4446567,4688287,4709698,4654842,4656792,4446567,0,0.0,78,short,4600921,4570891,4570891,4446567,4446567,4430335,bad,ЖК «Смородина»,1,2023-03-15,ООО «АЛЬФА»,1-4,35.2,1,28
+b12989e8-3631-4599-a9da-e884bc28311f,28,4051123,4257081,4275863,4225994,4227766,4051123,0,0.0,78,short,4176975,4149675,4149675,4051123,4051123,4048747,bad,ЖК «Смородина»,5,2023-03-15,ООО «АЛЬФА»,1-4,32.0,1,28
+63c41d5e-e607-4368-a2d6-10a3039ff63e,28,4446567,4688287,4709698,4654842,4656792,4446567,0,0.0,78,short,4600921,4570891,4570891,4446567,4446567,4430335,bad,ЖК «Смородина»,5,2023-03-15,ООО «АЛЬФА»,1-4,35.2,1,28
+7ea1acde-746b-468f-b266-e5dd6d66ca74,303,4227766,4257081,4275863,4225994,4227766,4227766,0,0.0,3,short,4176975,4149675,4149675,4051123,4051123,4048747,bad,ЖК «Смородина»,4,2023-12-15,ООО «АЛЬФА»,1,32.0,1,303
+028809f2-829c-452e-8576-220ab4dbd33d,303,4656792,4688287,4709698,4654842,4656792,4656792,0,0.0,3,short,4600921,4570891,4570891,4446567,4446567,4430335,bad,ЖК «Смородина»,4,2023-12-15,ООО «АЛЬФА»,1,35.2,1,303
+54f98e28-5f73-4267-930d-5fcb6de9a3db,303,5513751,5733590,5606903,5495606,5513751,5867835,354084,6.42,253,short,5608027,5867835,5867835,5759654,5759654,5704205,riskey,ЖК «Смородина»,4,2023-12-15,ООО «АЛЬФА»,1,50.0,2,303
+2adb1558-a576-4823-b5b1-ae1d6e5d1189,303,4227766,4257081,4275863,4225994,4227766,4227766,0,0.0,3,short,4176975,4149675,4149675,4051123,4051123,4048747,bad,ЖК «Смородина»,2-3,2023-12-15,ООО «АЛЬФА»,1,32.0,1,303
+677d6c49-4e87-44cb-b650-f21ee5eebb15,303,4656792,4688287,4709698,4654842,4656792,4656792,0,0.0,3,short,4600921,4570891,4570891,4446567,4446567,4430335,bad,ЖК «Смородина»,2-3,2023-12-15,ООО «АЛЬФА»,1,35.2,1,303
+fe5cb067-79d2-4fc3-8913-04355bbc7f00,303,5513751,5733590,5606903,5495606,5513751,5867835,354084,6.42,253,short,5608027,5867835,5867835,5759654,5759654,5704205,riskey,ЖК «Смородина»,2-3,2023-12-15,ООО «АЛЬФА»,1,50.0,2,303
+53f92188-4375-49ab-967b-3dddb7e1b79f,303,6205035,6580893,6325392,6198514,6205035,6661196,456161,7.35,253,short,6305257,6661196,6661196,6642929,6642929,6570468,good,ЖК «Смородина»,2-3,2023-12-15,ООО «АЛЬФА»,1-4,57.0,2,303
+a16caaf3-9fd9-48df-9c32-18d4cab144a4,303,7292542,7901086,7444754,7273304,7292542,7638084,345542,4.74,253,short,7364605,7638084,7638084,7616291,7616291,7557441,riskey,ЖК «Смородина»,2-3,2023-12-15,ООО «АЛЬФА»,1-8,68.0,3,303
+3feedb65-4613-44fc-99da-d6e62183ea2d,394,4716951,4792696,4814594,4758491,4760485,4760485,43534,0.92,94,short,4688636,4661930,4661930,4534781,4534781,4518180,riskey,ЖК «Смородина»,7,2024-03-15,ООО «АЛЬФА»,1,36.0,1,394
+81661c36-8a78-43c9-882d-b9fab36e875a,394,5632323,5959228,5818755,5703006,5699363,6081655,449332,7.98,344,short,5797410,6081655,6081655,6007164,6007164,5937178,good,ЖК «Смородина»,7,2024-03-15,ООО «АЛЬФА»,1,52.0,2,394
+17368236-5920-4cae-87d2-f067f31243c3,394,4716951,4792696,4814594,4758491,4760485,4760485,43534,0.92,94,short,4688636,4661930,4661930,4534781,4534781,4518180,riskey,ЖК «Смородина»,8,2024-03-15,ООО «АЛЬФА»,1,36.0,1,394
+d9f23170-833c-47b0-ab39-1c04b0d7ce64,394,5632323,5959228,5818755,5703006,5699363,6081655,449332,7.98,344,short,5797410,6081655,6081655,6007164,6007164,5937178,good,ЖК «Смородина»,8,2024-03-15,ООО «АЛЬФА»,1,52.0,2,394
+66e0bf28-35b7-4128-b168-71ac64e588f1,394,6145982,6580893,6325392,6198514,6205035,6661196,515214,8.38,344,short,6305257,6661196,6661196,6642929,6642929,6570468,good,ЖК «Смородина»,9,2024-03-15,ООО «АЛЬФА»,1-4,57.0,2,394
+a2a378a2-fb9a-427a-a0aa-9e1fc0c0af1e,394,7277598,7901086,7444754,7273304,7292542,7638084,360486,4.95,344,short,7364605,7638084,7638084,7616291,7616291,7557441,riskey,ЖК «Смородина»,9,2024-03-15,ООО «АЛЬФА»,1-4,68.0,3,394
+8b45a005-ad07-4f1b-be2e-ebdd1085caa0,394,6145982,6580893,6325392,6198514,6205035,6661196,515214,8.38,344,short,6305257,6661196,6661196,6642929,6642929,6570468,good,ЖК «Смородина»,10,2024-03-15,ООО «АЛЬФА»,1-4,57.0,2,394
+7850698c-c2a4-401a-ada0-027652a7f487,394,7277598,7901086,7444754,7273304,7292542,7638084,360486,4.95,344,short,7364605,7638084,7638084,7616291,7616291,7557441,riskey,ЖК «Смородина»,10,2024-03-15,ООО «АЛЬФА»,1-4,68.0,3,394
+4df31420-ff1e-430c-b88d-f3cd37520a76,394,4393024,4569305,4474556,4448810,4362715,4362715,-30309,-0.69,94,short,4212760,4103111,4103111,4002058,4002058,4009595,bad,ЖК «Небо»,1,2024-03-15,ООО «СЗ Ярославская»,1,30.0,0,394
+a2b142dc-476e-4d84-b485-55c7fb967ebb,394,5234843,5522825,5421834,5345470,5252506,5252506,17663,0.34,94,short,5066877,4924873,4924873,4765438,4765438,4773947,riskey,ЖК «Небо»,1,2024-03-15,ООО «СЗ Ярославская»,1,40.0,1,394
+ee51fbcf-5f85-41c2-bf37-925fa304fdad,394,5665272,6462521,5943742,5814467,5675431,6341974,676702,11.94,444,long,5758982,6338766,6338766,6341974,6341974,6326359,good,ЖК «Небо»,1,2024-03-15,ООО «СЗ Ярославская»,1,55.0,2,394
+10d087c1-ad16-4185-99ef-c78adad5abcb,394,6413036,7307997,6732011,6583932,6424672,7188168,775132,12.09,444,long,6520376,7184493,7184493,7188168,7188168,7172925,good,ЖК «Небо»,1,2024-03-15,ООО «СЗ Ярославская»,1,63.0,2,394
+b8e75f4b-ffc5-47c6-b4ce-efc1c88a7f7e,394,8124204,9430608,8575164,8305013,8034246,9464355,1340151,16.5,494,long,8021376,9246472,9246472,9314745,9314745,9464355,good,ЖК «Небо»,1,2024-03-15,ООО «СЗ Ярославская»,1,83.0,3,394
+391e0f90-2d8a-441f-9fee-7d4cc1a46c22,394,4393024,4569305,4474556,4448810,4362715,4362715,-30309,-0.69,94,short,4212760,4103111,4103111,4002058,4002058,4009595,bad,ЖК «Небо»,2,2024-03-15,ООО «СЗ Ярославская»,1,30.0,0,394
+3db5c572-9daa-4721-91f6-26ee581607f4,394,5234843,5522825,5421834,5345470,5252506,5252506,17663,0.34,94,short,5066877,4924873,4924873,4765438,4765438,4773947,riskey,ЖК «Небо»,2,2024-03-15,ООО «СЗ Ярославская»,1,40.0,1,394
+312f6a78-c0dc-4e96-9f4a-a79277fd178c,394,5665272,6462521,5943742,5814467,5675431,6341974,676702,11.94,444,long,5758982,6338766,6338766,6341974,6341974,6326359,good,ЖК «Небо»,2,2024-03-15,ООО «СЗ Ярославская»,1,55.0,2,394
+aaef35a9-c180-4dcd-9dad-f03e3ddc3b1d,394,6413036,7307997,6732011,6583932,6424672,7188168,775132,12.09,444,long,6520376,7184493,7184493,7188168,7188168,7172925,good,ЖК «Небо»,2,2024-03-15,ООО «СЗ Ярославская»,1,63.0,2,394
+a84a3428-a053-42fb-9530-1efe42b328dc,394,8124204,9430608,8575164,8305013,8034246,9464355,1340151,16.5,494,long,8021376,9246472,9246472,9314745,9314745,9464355,good,ЖК «Небо»,2,2024-03-15,ООО «СЗ Ярославская»,1,83.0,3,394
+f2331df9-806c-4836-8ade-456d909ff78b,578,4448810,4569305,4474556,4448810,4362715,4448810,0,0.0,78,short,4212760,4103111,4103111,4002058,4002058,4009595,bad,ЖК «Небо»,3,2024-09-15,ООО «СЗ Ярославская»,1,30.0,0,578
+7c3f6830-042b-4018-bef1-0e042f7134f8,578,5345470,5522825,5421834,5345470,5252506,5345470,0,0.0,78,short,5066877,4924873,4924873,4765438,4765438,4773947,bad,ЖК «Небо»,3,2024-09-15,ООО «СЗ Ярославская»,1,40.0,1,578
+c78bca62-df96-4272-81ad-c30bfacf4ea1,578,5814467,6462521,5943742,5814467,5675431,6341974,527507,9.07,628,long,5758982,6338766,6338766,6341974,6341974,6326359,good,ЖК «Небо»,3,2024-09-15,ООО «СЗ Ярославская»,1,55.0,2,578
+711ef05c-97b9-4086-b02c-d38400c18c34,578,6583932,7307997,6732011,6583932,6424672,7188168,604236,9.18,628,long,6520376,7184493,7184493,7188168,7188168,7172925,good,ЖК «Небо»,3,2024-09-15,ООО «СЗ Ярославская»,1,63.0,2,578
+c0a26a50-7cae-4600-961a-066004286faa,578,8305013,9430608,8575164,8305013,8034246,9464355,1159342,13.96,678,long,8021376,9246472,9246472,9314745,9314745,9464355,good,ЖК «Небо»,3,2024-09-15,ООО «СЗ Ярославская»,1,83.0,3,578
+4799ae8a-1487-4bb4-a9b1-8d4d05b6bcd6,578,4448810,4569305,4474556,4448810,4362715,4448810,0,0.0,78,short,4212760,4103111,4103111,4002058,4002058,4009595,bad,ЖК «Небо»,4,2024-09-15,ООО «СЗ Ярославская»,1,30.0,0,578
+b28f27b9-1a60-42ba-9c97-09c781d9966f,578,5345470,5522825,5421834,5345470,5252506,5345470,0,0.0,78,short,5066877,4924873,4924873,4765438,4765438,4773947,bad,ЖК «Небо»,4,2024-09-15,ООО «СЗ Ярославская»,1,40.0,1,578
+12b35773-5910-4584-9235-08a6ed2f446f,578,5814467,6462521,5943742,5814467,5675431,6341974,527507,9.07,628,long,5758982,6338766,6338766,6341974,6341974,6326359,good,ЖК «Небо»,4,2024-09-15,ООО «СЗ Ярославская»,1,55.0,2,578
+db3f08b6-c144-4712-9d7e-29d23ad3a780,578,6583932,7307997,6732011,6583932,6424672,7188168,604236,9.18,628,long,6520376,7184493,7184493,7188168,7188168,7172925,good,ЖК «Небо»,4,2024-09-15,ООО «СЗ Ярославская»,1,63.0,2,578
+33caef86-96e0-4c67-b614-c76c31594a78,578,8305013,9430608,8575164,8305013,8034246,9464355,1159342,13.96,678,long,8021376,9246472,9246472,9314745,9314745,9464355,good,ЖК «Небо»,4,2024-09-15,ООО «СЗ Ярославская»,1,83.0,3,578
+7318f6d8-f4e3-4eef-8c17-b8a7d241bd25,394,4378840,4646720,4521333,4450550,4347389,4347745,-31095,-0.71,194,short,4347745,4273618,4273618,4181897,4181897,4144814,bad,ЖК «Зеленодар»,5A,2024-03-15,"ООО «Модо Капитал», ",2,35.0,1,394
+7e026b84-8290-4c17-a8dc-31b00c9d6304,394,5042785,5286917,5206719,5101421,5016272,5016272,-26513,-0.53,94,short,5000850,4869246,4869246,4759181,4759181,4705955,bad,ЖК «Зеленодар»,5A,2024-03-15,"ООО «Модо Капитал», ",2,42.0,1,394
+59c719c7-947e-45b5-8335-0d4d3628ad03,394,5956569,6219887,6155632,6027770,5928661,5928661,-27908,-0.47,94,short,5917065,5668892,5668892,5525510,5525510,5441056,bad,ЖК «Зеленодар»,5A,2024-03-15,"ООО «Модо Капитал», ",2,51.0,1,394
+50698e18-a2b9-408f-8f88-6236ca7c1b57,394,4102551,4376058,4198984,4158512,4087511,4309719,207168,5.05,344,short,4136992,4309719,4309719,4295240,4295240,4257097,riskey,ЖК «Зеленодар»,5A,2024-03-15,"ООО «Модо Капитал», ",2,36.0,2,394
+86b92121-015d-42b0-b49c-33764c4ea569,394,4695716,4943241,4803675,4734489,4689247,4928901,233185,4.97,344,short,4749692,4928901,4928901,4911606,4911606,4857113,riskey,ЖК «Зеленодар»,5A,2024-03-15,"ООО «Модо Капитал», ",2,43.0,2,394
+70b5fe26-a06b-4845-8314-1c0c297f5f7d,394,4928010,5167275,5046013,4970390,4924136,5099685,171675,3.48,344,short,4996776,5099685,5099685,5080782,5080782,5004545,riskey,ЖК «Зеленодар»,5A,2024-03-15,"ООО «Модо Капитал», ",2,47.0,2,394
+8313000b-d1ec-4686-ab4e-137182f71a35,394,5563740,6045738,5715049,5628164,5539798,5894539,330799,5.95,444,long,5616385,5827031,5827031,5894539,5894539,5830737,riskey,ЖК «Зеленодар»,5A,2024-03-15,"ООО «Модо Капитал», ",2,54.0,2,394
+80590127-a5f7-4123-be3c-55d5dae55831,394,6395918,6947980,6572445,6471079,6367985,6781850,385932,6.03,444,long,6457337,6703091,6703091,6781850,6781850,6710059,riskey,ЖК «Зеленодар»,5A,2024-03-15,"ООО «Модо Капитал», ",2,63.0,2,394
+ef3c5e08-f361-4208-a0b4-b29866d4d234,394,7963465,8717417,8190185,8004812,7855666,8606486,643021,8.07,494,long,7830257,8420725,8420725,8538833,8538833,8606486,good,ЖК «Зеленодар»,5A,2024-03-15,"ООО «Модо Капитал», ",2,80.0,3,394
+1031dbeb-8170-4cf2-a2be-cca57ae994f4,303,4025448,3639997,3867897,3880243,4025448,4025448,0,0.0,3,short,4010461,4010739,4010739,3983696,3983696,3938134,bad,ЖК «Novella»,2,2023-12-15,ООО «Специализированный застройщик АСК 6»,1-2,26.0,1,303
+e250ccb4-6723-4111-99c9-e109ae201cc5,303,5614094,5003328,5393398,5406918,5614094,5680965,66871,1.19,253,short,5644434,5680965,5680965,5659870,5659870,5583655,riskey,ЖК «Novella»,2,2023-12-15,ООО «Специализированный застройщик АСК 6»,1-2,39.0,1,303
+d32364fc-a378-4a62-9a69-cb50dbd25419,303,6840558,6331378,6643310,6610367,6840558,7354959,514401,7.52,353,short,7004299,7352819,7352819,7354959,7354959,7212094,good,ЖК «Novella»,2,2023-12-15,ООО «Специализированный застройщик АСК 6»,1-2,58.0,2,303
+c1953319-2da2-4895-a955-113fc77e4d8d,303,8842305,8381577,8647956,8544588,8842305,9633627,791322,8.95,403,long,9058602,9604031,9604031,9625342,9625342,9633627,good,ЖК «Novella»,2,2023-12-15,ООО «Специализированный застройщик АСК 6»,1-2,81.0,3,303
+730f89e1-ac67-4ff8-85ce-a2f37ae253ac,303,4155773,3791121,4000434,4012780,4155773,4155773,0,0.0,3,short,4147709,4133994,4133994,4116992,4116992,4071429,bad,ЖК «Novella»,3,2023-12-15,ООО «Специализированный застройщик АСК 6»,1-2,26.0,0,303
+be78319e-d093-48ae-963b-2d18e4b3467c,303,5470143,4875038,5255106,5268279,5470143,5535300,65157,1.19,253,short,5499705,5535300,5535300,5514746,5514746,5440485,riskey,ЖК «Novella»,3,2023-12-15,ООО «Специализированный застройщик АСК 6»,1-2,38.0,1,303
+d801df55-687b-41f7-91fb-46479e405d2e,303,6840558,6331378,6643310,6610367,6840558,7354959,514401,7.52,353,short,7004299,7352819,7352819,7354959,7354959,7212094,good,ЖК «Novella»,3,2023-12-15,ООО «Специализированный застройщик АСК 6»,1-2,58.0,2,303
+fbe02dd1-347b-44da-8a55-09b80cc5f871,303,8951469,8485053,8754721,8650077,8951469,9752560,801091,8.95,403,long,9170437,9722599,9722599,9744173,9744173,9752560,good,ЖК «Novella»,3,2023-12-15,ООО «Специализированный застройщик АСК 6»,1-2,82.0,3,303
+bc76f51f-cc0c-4a43-b91d-238248e3a56f,303,5999955,5320070,5765744,5769674,5999955,6093438,93483,1.56,253,short,6043376,6093438,6093438,6070180,6070180,5986148,riskey,ЖК «Novella»,4,2023-12-15,ООО «Специализированный застройщик АСК 6»,1-2,43.0,1,303
+2253787f-a8c2-47ac-badb-354ec7f5385f,303,5470143,4875038,5255106,5268279,5470143,5535300,65157,1.19,253,short,5499705,5535300,5535300,5514746,5514746,5440485,riskey,ЖК «Novella»,5,2023-12-15,ООО «Специализированный застройщик АСК 6»,1-2,38.0,1,303
+290c406f-bbbc-455c-b1b8-5d2747a945ae,303,5704091,5064950,5483592,5495387,5704091,5760170,56079,0.98,253,short,5735209,5760170,5760170,5738534,5738534,5660365,riskey,ЖК «Novella»,5,2023-12-15,ООО «Специализированный застройщик АСК 6»,1-2,40.0,1,303
+ed6d5186-1902-4a50-9cb1-7b8864672105,303,7872584,7446480,7641526,7583679,7872584,8340762,468178,5.95,353,short,8018789,8338290,8338290,8340762,8340762,8175729,riskey,ЖК «Novella»,5,2023-12-15,ООО «Специализированный застройщик АСК 6»,1-2,67.0,2,303
+6a1559dc-738b-41e6-a584-a3dea2114e0a,303,7313683,6759881,7102832,7067617,7313683,7863560,549877,7.52,353,short,7488717,7861272,7861272,7863560,7863560,7710842,good,ЖК «Novella»,6,2023-12-15,ООО «Специализированный застройщик АСК 6»,1-2,62.0,2,303
+ce9fbbb7-4257-40fd-a6a2-66097cf89acb,303,7872584,7446480,7641526,7583679,7872584,8340762,468178,5.95,353,short,8018789,8338290,8338290,8340762,8340762,8175729,riskey,ЖК «Novella»,6,2023-12-15,ООО «Специализированный застройщик АСК 6»,1-2,67.0,2,303
+a755104b-095d-4e79-8431-c2fb0fe96e50,303,8496081,8028707,8290982,8192718,8496081,9273221,777140,9.15,403,long,8701697,9230146,9230146,9250405,9250405,9273221,good,ЖК «Novella»,6,2023-12-15,ООО «Специализированный застройщик АСК 6»,1-2,77.0,3,303
diff --git a/model_pervichka.pkl b/model_pervichka.pkl
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diff --git a/models_vtorichka.pkl b/models_vtorichka.pkl
new file mode 100644
index 0000000..7b045d4
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diff --git a/vtorichka_final.csv b/vtorichka_final.csv
new file mode 100644
index 0000000..e751c5f
--- /dev/null
+++ b/vtorichka_final.csv
@@ -0,0 +1,683 @@
+link,floor,rooms_count,total_meters,price,year_of_construction,living_meters,kitchen_meters,pred_price,diff,marker
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+https://krasnodar.cian.ru/sale/flat/283765339/,5,1,40.0,4100000,2006,22.9,9.7,3961313.78110595,-3.3825907047329267,underpriced
+https://krasnodar.cian.ru/sale/flat/280008092/,10,2,61.2,7150000,2017,11.5,11.2,4384589.98997673,-38.677063077248526,underpriced
+https://krasnodar.cian.ru/sale/flat/283282828/,6,2,63.4,4530000,2010,31.5,16.8,4974592.501477859,9.814404006133753,overpriced
+https://krasnodar.cian.ru/sale/flat/283383338/,6,1,41.5,3500000,2017,19.7,10.8,4035056.3277820195,15.287323650914843,overpriced
+https://krasnodar.cian.ru/sale/flat/283680222/,14,2,62.5,6400000,2017,30.1,13.7,4965849.523596112,-22.408601193810757,underpriced
+https://krasnodar.cian.ru/sale/flat/283480722/,1,1,31.0,4000000,1968,20.0,7.0,3444986.3300971123,-13.875341747572191,underpriced
+https://krasnodar.cian.ru/sale/flat/283752257/,4,1,32.4,3200000,2014,12.0,10.0,3624687.390049182,13.271480939036934,overpriced
+https://krasnodar.cian.ru/sale/flat/282356692/,1,1,28.0,2750000,2013,16.0,8.0,3465620.177695832,26.02255191621208,overpriced
+https://krasnodar.cian.ru/sale/flat/273270612/,2,2,90.0,6599000,2021,55.0,21.0,4922973.865133356,-25.398183586401633,underpriced
+https://krasnodar.cian.ru/sale/flat/280424115/,3,1,39.0,4500000,-1,20.0,11.0,3831755.521144018,-14.84987730791071,underpriced
+https://krasnodar.cian.ru/sale/flat/283603628/,18,1,43.57,4999000,2017,16.2,12.1,4160520.985951203,-16.77293486794953,underpriced
+https://krasnodar.cian.ru/sale/flat/282107098/,9,1,37.0,3990000,2005,17.8,9.9,3845429.183850026,-3.6233287255632525,underpriced
+https://sochi.cian.ru/sale/flat/279517150/,2,1,29.0,4900000,2017,13.0,10.0,3549682.178705,-27.55750655704082,underpriced
+https://krasnodar.cian.ru/sale/flat/272245137/,1,1,42.0,2900000,2014,16.0,10.0,3877519.1922378885,33.707558353030635,overpriced
+https://krasnodar.cian.ru/sale/flat/282065999/,3,2,52.3,3750000,1984,29.4,9.3,4123144.614744915,9.950523059864404,overpriced
+https://krasnodar.cian.ru/sale/flat/278667769/,14,3,84.0,8450000,2022,50.0,15.0,5299303.6279906975,-37.28634759774322,underpriced
+https://krasnodar.cian.ru/sale/flat/283026114/,13,1,36.0,3750000,2022,17.0,9.0,3876739.5174480206,3.3797204652805504,overpriced
+https://krasnodar.cian.ru/sale/flat/257580927/,4,1,18.0,5200000,2016,13.0,2.0,3538982.790967195,-31.94263863524625,underpriced
+https://krasnodar.cian.ru/sale/flat/283172692/,7,3,96.5,5800000,2013,55.0,15.0,5218005.511379066,-10.034387734843692,underpriced
+https://krasnodar.cian.ru/sale/flat/282662025/,2,1,28.0,2800000,1918,20.0,5.0,3646467.950680927,30.230998238604535,overpriced
+https://krasnodar.cian.ru/sale/flat/276432925/,2,1,36.2,3200000,2014,13.0,10.0,3687466.423188015,15.233325724625466,overpriced
+https://krasnodar.cian.ru/sale/flat/278388612/,1,1,38.1,3490000,2006,17.9,9.3,3670007.417992805,5.157805673146279,overpriced
+https://krasnodar.cian.ru/sale/flat/281630511/,5,1,36.0,3350000,2013,16.0,8.0,3765030.0129893683,12.388955611622933,overpriced
+https://krasnodar.cian.ru/sale/flat/282423695/,16,1,35.7,3150000,2022,13.2,12.0,3938292.7564227725,25.025166870564206,overpriced
+https://krasnodar.cian.ru/sale/flat/278036321/,2,1,41.9,3000000,2016,16.5,14.3,4068490.1815892207,35.61633938630735,overpriced
+https://krasnodar.cian.ru/sale/flat/240713145/,3,1,29.78,2700000,1970,15.1,10.0,3575900.9027993674,32.44077417775435,overpriced
+https://krasnodar.cian.ru/sale/flat/277032012/,15,1,25.0,2650000,2022,18.0,4.0,3615884.463909024,36.44847033618958,overpriced
+https://krasnodar.cian.ru/sale/flat/279184758/,1,2,51.6,3000000,1988,28.5,10.5,3949405.899477677,31.646863315922566,overpriced
+https://krasnodar.cian.ru/sale/flat/269167460/,16,1,26.1,3450000,2020,10.4,6.0,3633447.362342088,5.317314850495305,overpriced
+https://krasnodar.cian.ru/sale/flat/282345793/,10,1,26.0,3300000,2015,18.0,8.0,3616465.0227082847,9.589849172978322,overpriced
+https://novorossiysk.cian.ru/sale/flat/282930853/,4,1,18.3,3000000,1975,13.0,5.0,3572176.2660917006,19.07254220305669,overpriced
+https://krasnodar.cian.ru/sale/flat/275458372/,1,1,46.4,3200000,2018,19.6,9.8,3949697.4385563335,23.428044954885422,overpriced
+https://krasnodar.cian.ru/sale/flat/277899542/,3,2,36.0,3400000,1983,21.7,5.8,3779070.498087205,11.1491322966825,overpriced
+https://krasnodar.cian.ru/sale/flat/270421811/,18,1,38.0,3450000,2022,14.0,13.0,4051508.6954066497,17.435034649468108,overpriced
+https://krasnodar.cian.ru/sale/flat/280904052/,1,1,37.0,3300000,2009,18.0,13.0,3785211.1237878622,14.703367387510976,overpriced
+https://krasnodar.cian.ru/sale/flat/280608207/,18,1,27.3,3250000,2016,16.8,6.0,3648064.9022420817,12.248150838217898,overpriced
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+https://krasnodar.cian.ru/sale/flat/280782416/,4,2,50.0,3100000,1997,27.3,8.5,4222203.331586833,36.200107470543,overpriced
+https://krasnodar.cian.ru/sale/flat/282152031/,4,1,27.0,3200000,-1,16.0,6.0,3847701.8405199703,20.24068251624907,overpriced
+https://krasnodar.cian.ru/sale/flat/280463544/,7,1,23.6,3000000,2018,22.0,-1.0,3563053.8048616974,18.768460162056577,overpriced
+https://krasnodar.cian.ru/sale/flat/275457665/,3,1,35.71,3200000,-1,17.1,10.3,3820077.473666282,19.37742105207131,overpriced
+https://krasnodar.cian.ru/sale/flat/275389929/,2,1,34.02,3300000,2017,17.7,8.4,3591916.4097863277,8.845951811706902,overpriced
+https://krasnodar.cian.ru/sale/flat/279894293/,5,3,57.8,3400000,1987,39.0,7.0,4298717.649972375,26.432872058011018,overpriced
+https://krasnodar.cian.ru/sale/flat/281374038/,4,1,26.8,2850000,1961,15.0,-1.0,3717752.791848957,30.44746638066516,overpriced
+https://krasnodar.cian.ru/sale/flat/273450154/,21,1,26.7,2950000,2022,24.9,-1.0,3656257.995547106,23.940949001596813,overpriced
+https://krasnodar.cian.ru/sale/flat/277855736/,5,1,27.7,3100000,2016,16.7,-1.0,3548444.7118579815,14.46595844703166,overpriced
+https://sochi.cian.ru/sale/flat/282147830/,3,1,18.0,3150000,1978,15.0,2.0,3547924.836530908,12.6325344930447,overpriced
+https://krasnodar.cian.ru/sale/flat/281857131/,18,1,24.0,3400000,2017,11.0,9.0,3677393.771521736,8.158640338874585,overpriced
+https://krasnodar.cian.ru/sale/flat/275561010/,10,1,44.7,3400000,2022,21.9,10.0,4134284.1039450066,21.596591292500197,overpriced
+https://krasnodar.cian.ru/sale/flat/279417510/,16,1,37.15,3500000,2014,22.1,-1.0,3840491.443779968,9.728326965141948,overpriced
+https://krasnodar.cian.ru/sale/flat/276861849/,17,1,38.0,3500000,2021,16.5,10.0,3944943.3431153563,12.712666946153037,overpriced
+https://krasnodar.cian.ru/sale/flat/279052555/,2,1,35.8,3540000,2022,19.0,7.1,3658677.653084483,3.352476075832853,overpriced
+https://krasnodar.cian.ru/sale/flat/281201144/,3,-1,41.0,3590000,2020,32.0,4.0,4044138.9758070763,12.650110746715217,overpriced
+https://krasnodar.cian.ru/sale/flat/281305183/,6,1,37.6,3600000,2022,20.0,8.0,3847082.011922672,6.86338922007422,overpriced
+https://krasnodar.cian.ru/sale/flat/283249826/,5,1,39.6,3600000,2011,21.0,9.6,3929872.1941720853,9.163116504780145,overpriced
+https://krasnodar.cian.ru/sale/flat/281492570/,3,2,53.5,3700000,2019,25.0,17.0,4504448.11918396,21.74184105902596,overpriced
+https://krasnodar.cian.ru/sale/flat/283087271/,11,1,38.5,3700000,2016,19.5,10.5,3933296.406124701,6.305308273640562,overpriced
+https://krasnodar.cian.ru/sale/flat/279399180/,24,1,36.6,3700000,2021,11.0,15.6,4120596.3083251156,11.367467792570691,overpriced
+https://krasnodar.cian.ru/sale/flat/279898731/,1,3,45.0,3700000,-1,30.0,9.0,3292143.6409028294,-11.023144840464072,underpriced
+https://krasnodar.cian.ru/sale/flat/268978759/,7,2,54.0,3750000,2021,26.3,15.0,4594742.865974781,22.526476425994165,overpriced
+https://krasnodar.cian.ru/sale/flat/276284735/,16,1,22.83,3780000,2019,18.6,-1.0,3585153.310363035,-5.154674329020233,underpriced
+https://krasnodar.cian.ru/sale/flat/283272353/,4,1,29.1,3800000,1963,17.5,5.6,3684459.398532442,-3.04054214388311,underpriced
+https://sochi.cian.ru/sale/flat/280299456/,3,1,15.0,3800000,1982,15.0,-1.0,3546321.9403794026,-6.675738411068353,underpriced
+https://krasnodar.cian.ru/sale/flat/279459524/,4,1,40.8,3800000,2012,18.0,10.0,3986066.957190779,4.896498873441554,overpriced
+https://krasnodar.cian.ru/sale/flat/277518320/,5,2,43.0,3800000,1969,28.0,6.0,4104443.298912683,8.01166576086008,overpriced
+https://krasnodar.cian.ru/sale/flat/275482695/,16,2,49.3,3850000,-1,29.7,14.2,4170710.967046728,8.330154988226699,overpriced
+https://krasnodar.cian.ru/sale/flat/281186591/,3,1,30.2,3850000,2021,15.6,5.0,3571703.8210620587,-7.228472180206269,underpriced
+https://krasnodar.cian.ru/sale/flat/281097129/,14,1,40.0,3900000,2022,18.0,12.0,4075399.615103215,4.497426028287563,overpriced
+https://krasnodar.cian.ru/sale/flat/275527312/,1,1,33.0,3900000,-1,17.0,-1.0,3754900.8594810423,-3.720490782537378,underpriced
+https://krasnodar.cian.ru/sale/flat/280037750/,6,2,52.4,3999000,1989,31.9,8.6,4315034.663079463,7.902842287558463,overpriced
+https://krasnodar.cian.ru/sale/flat/268041093/,9,1,32.2,3990000,-1,14.0,8.5,3770887.9519736487,-5.4915300257230895,underpriced
+https://krasnodar.cian.ru/sale/flat/280682623/,9,1,23.0,3950000,2019,19.7,-1.0,3540740.160021303,-10.361008607055615,underpriced
+https://krasnodar.cian.ru/sale/flat/277937063/,15,2,43.4,3950000,2021,16.3,18.5,4400443.134481558,11.403623657760955,overpriced
+https://krasnodar.cian.ru/sale/flat/275184684/,1,2,42.0,4000000,1956,28.0,5.0,3642691.652866162,-8.932708678345952,underpriced
+https://krasnodar.cian.ru/sale/flat/256963433/,1,3,61.1,4000000,1975,37.5,14.4,4270879.617214747,6.771990430368669,overpriced
+https://krasnodar.cian.ru/sale/flat/282496306/,2,2,44.5,4100000,1970,30.5,5.6,3840709.965954376,-6.32414717184449,underpriced
+https://krasnodar.cian.ru/sale/flat/282460164/,1,1,38.3,4100000,2007,19.6,10.3,3693055.974304552,-9.925464041352384,underpriced
+https://krasnodar.cian.ru/sale/flat/278667855/,7,1,26.3,4100000,2020,20.2,-1.0,3568416.3727654354,-12.965454322794258,underpriced
+https://krasnodar.cian.ru/sale/flat/281892651/,17,1,29.5,4100000,2014,20.0,5.0,3632277.566723036,-11.40786422626741,underpriced
+https://krasnodar.cian.ru/sale/flat/282823888/,2,1,36.0,4190000,2017,17.9,9.5,3698659.3004469275,-11.726508342555428,underpriced
+https://krasnodar.cian.ru/sale/flat/272534783/,2,1,39.03,4150000,2015,19.1,12.2,3790911.3902514772,-8.652737584301752,underpriced
+https://krasnodar.cian.ru/sale/flat/282504383/,2,1,37.1,4200000,2015,16.0,12.0,3719648.646591465,-11.436936985917502,underpriced
+https://novorossiysk.cian.ru/sale/flat/282066143/,4,1,30.0,4200000,2020,26.0,4.0,3650600.1474350304,-13.080948870594513,underpriced
+https://krasnodar.cian.ru/sale/flat/273959488/,4,1,34.5,4200000,1980,20.0,9.0,3762542.3896478405,-10.41565738933713,underpriced
+https://krasnodar.cian.ru/sale/flat/264656847/,3,3,69.0,4200000,1973,49.0,10.0,4059936.457621171,-3.3348462471149727,underpriced
+https://krasnodar.cian.ru/sale/flat/275999501/,6,1,38.89,4200000,2002,15.6,11.4,3856793.9542412623,-8.171572518065183,underpriced
+https://krasnodar.cian.ru/sale/flat/274139395/,4,1,38.0,4200000,2014,16.3,14.1,3996163.138528534,-4.853258606463471,underpriced
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+https://krasnodar.cian.ru/sale/flat/281103420/,3,1,41.0,3600000,2019,18.0,14.0,4085400.637729864,13.48335104805178,overpriced
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+https://krasnodar.cian.ru/sale/flat/280085428/,15,1,37.0,3650000,2015,18.0,11.0,3885488.158691973,6.451730375122547,overpriced
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+https://krasnodar.cian.ru/sale/flat/282524265/,2,1,34.4,3800000,2018,14.4,8.5,3589256.0242423005,-5.545894098886827,underpriced
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+https://sochi.cian.ru/sale/flat/267922921/,3,1,15.0,3945000,1982,12.0,-1.0,3500689.4572218927,-11.262624658507157,underpriced
+https://krasnodar.cian.ru/sale/flat/281939247/,14,1,40.0,3900000,2018,20.0,10.0,4076384.16522356,4.5226709031682,overpriced
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+https://krasnodar.cian.ru/sale/flat/280454862/,3,2,36.2,4000000,-1,22.0,10.0,3878991.38920736,-3.025215269816003,underpriced
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+https://krasnodar.cian.ru/sale/flat/280605807/,15,1,45.6,4050000,2009,19.5,12.8,4240374.516106201,4.700605335955589,overpriced
+https://krasnodar.cian.ru/sale/flat/279386807/,2,1,34.3,4100000,1992,15.9,7.1,3439442.182828211,-16.111166272482652,underpriced
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+https://krasnodar.cian.ru/sale/flat/274388136/,13,1,54.0,4150000,2019,18.0,11.0,4534771.586790164,9.271604500967808,overpriced
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+https://krasnodar.cian.ru/sale/flat/280879917/,1,1,30.0,4700000,1967,16.6,9.0,3290845.421967089,-29.98201229857257,underpriced
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