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add zadanie 5 (Biblioteki Deep Learning)

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piotrwrzodak 2023-06-27 19:56:40 +02:00
parent f1351c0b16
commit 9f4bb75cf7
8 changed files with 1598 additions and 3 deletions
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30
5/main.py Normal file
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import pandas
import tensorflow as tf
path_to_data = '../barcelona_weekends_datasets/'
if __name__ == '__main__':
train_data = pandas.read_csv(path_to_data + 'train_set.csv')
dev_data = pandas.read_csv(path_to_data + 'dev_set.csv')
test_data = pandas.read_csv(path_to_data + 'test_set.csv')
x_train, y_train = train_data.iloc[:, :-1], train_data['guest_satisfaction_overall']
x_dev, y_dev = dev_data.iloc[:, :-1], dev_data['guest_satisfaction_overall']
x_test, y_test = dev_data.iloc[:, :-1], dev_data['guest_satisfaction_overall']
model = tf.keras.models.Sequential([
tf.keras.layers.Dense(64, activation='relu', input_shape=(18,)),
tf.keras.layers.Dense(64, activation='relu'),
tf.keras.layers.Dense(1, activation='sigmoid')
])
model.compile(loss='mean_squared_error', optimizer='adam', metrics=['mae'])
model.fit(x_train, y_train, epochs=10, batch_size=32, validation_data=(x_dev, y_dev))
loss, mae = model.evaluate(x_test, y_test)
print("Test Loss:", loss)
print("Test MAE:", mae)
model.save('model_file.h5')

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5/model_file.h5 Normal file
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5/predict.py Normal file
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import tensorflow as tf
import pandas as pd
import numpy as np
if __name__ == '__main__':
test_data = pd.read_csv('../barcelona_weekends_datasets/test_set.csv')
x_test, y_test = test_data.iloc[:, :-1], test_data['guest_satisfaction_overall']
model = tf.keras.models.load_model('model_file.h5')
predictions = model.predict(x_test)
predictions = np.reshape(predictions, (-1,))
df_predictions = pd.DataFrame({'Predictions': predictions})
df_predictions.to_csv('predictions.csv', index=False)

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5/predictions.csv Normal file
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Predictions
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barcelona_weekends_datasets/dev_set.csv Normal file
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realSum,room_type,room_shared,room_private,person_capacity,host_is_superhost,multi,biz,cleanliness_rating,bedrooms,dist,metro_dist,attr_index,attr_index_norm,rest_index,rest_index_norm,lng,lat,guest_satisfaction_overall
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0.07984790874524716,1.0,0.0,1.0,0.0,1.0,1.0,0.0,1.0,0.3333333333333333,0.5781939958573518,0.21742001102116304,0.026226819017581983,0.026226819017581997,0.08017494605149089,0.08017494605149092,0.9457211839399058,0.5274296281076545,0.9500000000000001
0.03902341404842906,1.0,0.0,1.0,0.0,0.0,0.0,0.0,0.75,0.3333333333333333,0.5567820060727151,0.5544497774701657,0.054379980665567214,0.0543799806655672,0.07004694423163099,0.07004694423163099,0.3901457569525171,0.6784466817341013,0.7333333333333333
0.07984790874524716,1.0,0.0,1.0,0.0,0.0,1.0,0.0,0.75,0.3333333333333333,0.23339776758762104,0.21741801925108903,0.08263627579238514,0.08263627579238514,0.26044495303000187,0.2604449530300019,0.3516945363498145,0.24809944524349703,0.65
0.11546928156894137,1.0,0.0,1.0,0.0,0.0,1.0,0.0,0.875,0.3333333333333333,0.10346778369906554,0.34010002631473324,0.14448861207845215,0.14448861207845215,0.47575861246165113,0.47575861246165113,0.4992399177322717,0.2263201150605596,0.7000000000000001
1 realSum room_type room_shared room_private person_capacity host_is_superhost multi biz cleanliness_rating bedrooms dist metro_dist attr_index attr_index_norm rest_index rest_index_norm lng lat guest_satisfaction_overall
2 0.07484490694416651 1.0 0.0 1.0 0.0 0.0 1.0 0.0 0.875 0.3333333333333333 0.20374197493406387 0.2358868791842727 0.09664834174852102 0.09664834174852108 0.37063302675902726 0.3706330267590274 0.37261915407314916 0.34692829258267466 0.9166666666666666
3 0.04102461476886132 1.0 0.0 1.0 0.0 1.0 1.0 0.0 0.875 0.3333333333333333 0.20863736630577792 0.26950667187605026 0.08864516124977381 0.08864516124977379 0.2965832705304413 0.2965832705304414 0.37190378252704903 0.2497431682761544 0.8333333333333334
4 0.03502101260756456 1.0 0.0 1.0 0.0 0.0 1.0 0.0 0.875 0.3333333333333333 0.4833259432375807 0.3182405735171552 0.09598476988226085 0.09598476988226085 0.09625045508663024 0.09625045508663022 0.3435571850129655 0.6042736798849546 0.85
5 0.03502101260756456 1.0 0.0 1.0 0.0 0.0 1.0 0.0 1.0 0.3333333333333333 0.2126502712874819 0.16611763971812105 0.10208301069246797 0.10208301069246797 0.31834152962671247 0.3183415296267125 0.4753643923812909 0.1530717074172685 1.0
6 0.11446868120872525 1.0 0.0 1.0 0.0 0.0 1.0 0.0 0.875 0.3333333333333333 0.06835582449099148 0.2009049418199799 0.20164511953200906 0.20164511953200911 0.5119412707496465 0.5119412707496465 0.6116426719127226 0.3237107047462473 0.8833333333333334
7 0.10946567940764462 1.0 0.0 1.0 0.0 0.0 1.0 0.0 0.875 0.3333333333333333 0.1456671201376039 0.3058905060790206 0.18733953338597223 0.18733953338597228 0.5680326465829089 0.5680326465829089 0.640525798086383 0.22323813437435547 0.8166666666666668
8 0.40984590754452677 1.0 0.0 1.0 0.0 0.0 1.0 0.0 1.0 0.3333333333333333 0.07157967192100606 0.1898652447308887 1.0 1.0 0.5677598736498288 0.5677598736498288 0.49763033175355176 0.35227039243886793 0.9333333333333335
9 0.3360016009605764 1.0 0.0 1.0 0.0 0.0 0.0 1.0 1.0 0.3333333333333333 0.07661693477473536 0.12346820204715808 0.14643618944054618 0.14643618944054615 0.5524706484362147 0.552470648436215 0.46713761960118205 0.29474008629546233 1.0
10 0.05983590154092458 1.0 0.0 1.0 0.0 0.0 0.0 0.0 0.875 0.3333333333333333 0.07678887449894312 0.278477646566504 0.1769438335049087 0.17694383350490875 0.46762203540031816 0.46762203540031816 0.5671107931682009 0.3674748304910622 0.9166666666666666
11 0.15449269561737045 1.0 0.0 1.0 0.0 0.0 0.0 0.0 1.0 0.3333333333333333 0.12938641566880357 0.06457733131681144 0.11402858617209119 0.11402858617209122 0.40310791913048694 0.40310791913048694 0.4351247429133487 0.26011916991990347 0.9
12 0.07984790874524716 1.0 0.0 1.0 0.75 0.0 0.0 1.0 0.875 0.6666666666666666 0.6092997660601505 0.4756740758741358 0.024756320610168824 0.024756320610168837 0.05486970936534613 0.05486970936534613 0.8413663596530405 0.6537908362441271 0.7166666666666667
13 0.04282569541725037 1.0 0.0 1.0 0.0 0.0 0.0 0.0 0.875 0.3333333333333333 0.2906850909540254 0.2239035851747116 0.1784592178617349 0.17845921786173494 0.2045900857723622 0.2045900857723622 0.6088706071715997 0.5105814670228028 0.7333333333333333
14 0.07984790874524716 1.0 0.0 1.0 0.0 0.0 1.0 0.0 0.75 0.3333333333333333 0.34606169944874343 0.20457347963810993 0.0735126882741996 0.07351268827419963 0.16717551688147791 0.16717551688147797 0.31261736564428233 0.14824327100882329 0.8333333333333334
15 0.13448068841304783 1.0 0.0 1.0 0.0 0.0 0.0 0.0 1.0 0.3333333333333333 0.0704073055446528 0.15626413718791657 0.15043370910854842 0.15043370910854842 0.5094651618515378 0.5094651618515378 0.4902083519628029 0.26063283336753784 0.9666666666666667
16 0.45887532519511703 1.0 0.0 1.0 0.0 1.0 0.0 1.0 1.0 0.3333333333333333 0.0575335015263073 0.14817057741135983 0.21139360190025985 0.2113936019002599 0.5136608258692601 0.5136608258692601 0.6023428418134671 0.323813437435831 0.9833333333333333
17 0.12947768661196724 1.0 0.0 1.0 0.0 0.0 1.0 0.0 0.875 0.3333333333333333 0.010327880414084264 0.12757455983847618 0.2335814133032041 0.23358141330320414 0.7310447087533838 0.731044708753384 0.5680944290440841 0.29545921512226414 0.7000000000000001
18 0.03502101260756456 1.0 0.0 1.0 0.0 0.0 1.0 0.0 0.875 0.3333333333333333 0.6447583127245832 0.5652705340860219 0.01965942290542571 0.019659422905425716 0.04791385160360023 0.04791385160360023 0.9126352499329329 0.6338606944729577 0.85
19 0.12467480488292976 1.0 0.0 1.0 0.0 1.0 1.0 0.0 1.0 0.3333333333333333 0.271219906683171 0.16653468191945134 0.08728430215365618 0.0872843021536562 0.2733904607024073 0.27339046070240736 0.3555396584100876 0.42089582905276757 0.9333333333333335
20 0.23714228537122273 1.0 0.0 1.0 0.0 0.0 0.0 0.0 0.875 0.3333333333333333 0.24595496768942182 0.5099616079873203 0.12876574563533777 0.1287657456353378 0.32958495914359537 0.3295849591435954 0.7413931860860217 0.23268954181219215 0.7166666666666667
21 0.2103261957174305 1.0 0.0 1.0 0.5 0.0 0.0 1.0 0.875 0.6666666666666666 0.43012114996812784 0.226843476120853 0.1261707158076077 0.1261707158076077 0.12106820195085666 0.12106820195085669 0.35607618706966093 0.5680090404767384 0.7833333333333333
22 0.393235941564939 1.0 0.0 1.0 0.0 1.0 1.0 0.0 1.0 0.3333333333333333 0.32775633830425127 0.44311862638838223 0.11515490354580304 0.11515490354580307 0.1667784871251436 0.16677848712514365 0.644728605919699 0.5273268954181844 1.0
23 0.14448669201520917 1.0 0.0 1.0 0.0 0.0 0.0 0.0 1.0 0.3333333333333333 0.09698254597941747 0.11442751133348542 0.3255589566073296 0.32555895660732964 0.6721592125913274 0.6721592125913274 0.5698828579093238 0.22436819395932162 1.0
24 0.619971983189914 1.0 0.0 1.0 0.25 1.0 0.0 1.0 1.0 0.3333333333333333 0.052637471599956805 0.15808384399303926 0.2525638357131831 0.25256383571318314 0.5620989092005158 0.562098909200516 0.6018957345971536 0.31395109923977316 1.0
25 0.0648389033420052 1.0 0.0 1.0 0.0 0.0 0.0 1.0 0.875 0.6666666666666666 0.1609604241200735 0.14941424443839527 0.11127236399301368 0.11127236399301366 0.3683320497070815 0.36833204970708155 0.4619511758919792 0.19950688309018005 0.7333333333333333
26 0.22713628176906148 0.0 0.0 0.0 0.5 0.0 1.0 0.0 1.0 0.3333333333333333 0.2563559173252105 0.07511742770037774 0.33638854738170154 0.33638854738170154 0.2573259717951324 0.25732597179513245 0.5973352409907875 0.4886994041504522 1.0
27 0.011206724034420648 1.0 0.0 1.0 0.0 0.0 1.0 0.0 1.0 0.3333333333333333 0.6590197383999098 0.15386009167271478 0.031676871949659687 0.031676871949659714 0.04632941780239877 0.0463294178023988 0.2747920951444165 0.7098828847339291 0.9666666666666667
28 0.7494496698018813 0.0 0.0 0.0 0.0 1.0 0.0 1.0 1.0 0.6666666666666666 0.12127955155939335 0.2195889049530198 0.15700682741627775 0.15700682741627775 0.5186539854835128 0.5186539854835128 0.4428149870338913 0.34651736182456716 0.9333333333333335
29 0.05503301981188716 1.0 0.0 1.0 0.0 0.0 1.0 0.0 1.0 0.3333333333333333 0.12135602294685216 0.347181474082466 0.13796433624545085 0.13796433624545085 0.5283716712626205 0.5283716712626207 0.43476705714030217 0.32823094308605505 0.9333333333333335
30 0.051831098659195524 1.0 0.0 1.0 0.0 1.0 1.0 0.0 1.0 0.3333333333333333 0.29754437424832725 0.1719379719885338 0.09055518174395957 0.0905551817439596 0.1787883161687122 0.17878831616871227 0.7252079048555835 0.45736593384015123 0.8833333333333334
31 0.12447468481088653 1.0 0.0 1.0 0.5 1.0 0.0 0.0 1.0 0.3333333333333333 0.27657663119855447 0.0 0.09899504663667846 0.09899504663667846 0.26151729600421003 0.2615172960042101 0.3868371635518173 0.45633860694471196 0.9166666666666666
32 0.08064838903342006 1.0 0.0 1.0 0.0 1.0 0.0 0.0 1.0 0.3333333333333333 0.07566598087924153 0.25939803436809655 0.1818711396104319 0.18187113961043191 0.5568511401293206 0.5568511401293206 0.47160869176428477 0.3247380316416866 0.9166666666666666
33 0.3317990794476687 0.0 0.0 0.0 0.25 1.0 0.0 0.0 1.0 0.6666666666666666 0.25675676839012224 0.5472940545046526 0.13223916084899306 0.13223916084899304 0.2489068405318599 0.24890684053186002 0.4862738084592664 0.4877748099445398 0.9333333333333335
34 0.061036621973183935 1.0 0.0 1.0 0.0 1.0 1.0 0.0 0.875 0.3333333333333333 0.3888826705110418 0.777227966310534 0.05244048034704648 0.05244048034704648 0.19473314042928092 0.19473314042928097 0.8307252079048553 0.43949044585991714 0.9333333333333335
35 0.16429857914748858 1.0 0.0 1.0 0.5 1.0 0.0 0.0 1.0 0.6666666666666666 0.4787146487391679 0.27295368772318035 0.05646450235733675 0.056464502357336764 0.09365366019467367 0.0936536601946737 0.5878565680050052 0.6455722210807266 0.9666666666666667
36 0.05883530118070843 1.0 0.0 1.0 0.0 0.0 1.0 0.0 1.0 0.3333333333333333 0.22568894482730975 0.2989968877380726 0.09965157836191507 0.0996515783619151 0.2709608617544715 0.2709608617544715 0.49968702494858164 0.13704540784880237 1.0
37 0.13448068841304783 1.0 0.0 1.0 0.0 0.0 0.0 1.0 1.0 0.3333333333333333 0.1363679826771588 0.27879040031024005 0.11877735535123263 0.11877735535123266 0.42873118541333827 0.42873118541333827 0.4192077260126972 0.3099445243476566 1.0
38 0.18130878527116268 1.0 0.0 1.0 0.0 0.0 1.0 0.0 0.875 0.3333333333333333 0.08195664285921994 0.22024870881243155 0.2090912028487507 0.2090912028487507 0.589231365084294 0.589231365084294 0.5351873379236345 0.23217587836450093 0.8333333333333334
39 0.04502701620972585 1.0 0.0 1.0 0.0 0.0 1.0 0.0 0.875 0.3333333333333333 0.08793029498351868 0.3261065987899688 0.16819891053065658 0.16819891053065664 0.5333576820714558 0.5333576820714558 0.5159617276222832 0.2317649476063366 0.7333333333333333
40 0.11667000200120073 1.0 0.0 1.0 0.0 1.0 1.0 0.0 1.0 0.3333333333333333 0.10677675272340975 0.0997126199568319 0.2913486574956473 0.29134865749564737 0.6966655968717486 0.6966655968717486 0.6417776982920529 0.2763509348674802 0.9166666666666666
41 0.09545727436461879 1.0 0.0 1.0 0.0 0.0 1.0 0.0 0.75 0.3333333333333333 0.08883257664117492 0.24362999725244514 0.19590575979014427 0.19590575979014424 0.5634248901663792 0.5634248901663792 0.5327729589555545 0.22765564002469318 0.7000000000000001
42 0.5405243145887533 1.0 0.0 1.0 0.0 1.0 0.0 1.0 1.0 0.3333333333333333 0.04570522999347656 0.12066881749237943 0.2619262503134642 0.2619262503134643 0.5492527590770124 0.5492527590770124 0.5956362335688112 0.31580028765148427 1.0
43 0.0648389033420052 1.0 0.0 1.0 0.0 0.0 0.0 1.0 1.0 0.3333333333333333 0.16997164099226061 0.13834332988446318 0.10465251848587931 0.10465251848587931 0.37696777548432214 0.3769677754843222 0.3930072431369034 0.3168276145469804 0.85
44 0.12047228337002203 1.0 0.0 1.0 0.0 1.0 0.0 0.0 1.0 0.3333333333333333 0.20693145954733208 0.13533854177177668 0.09992440150144152 0.09992440150144152 0.3126974199766884 0.3126974199766884 0.4108021103460615 0.19621943702480849 0.9833333333333333
45 0.0648389033420052 1.0 0.0 1.0 0.0 0.0 0.0 0.0 1.0 0.3333333333333333 0.38721848154440414 0.331177572152083 0.12524091606180215 0.1252409160618022 0.1463576316632281 0.14635763166322813 0.381650719842618 0.546743373741549 0.85
46 0.04502701620972585 1.0 0.0 1.0 0.0 0.0 0.0 1.0 1.0 0.3333333333333333 0.18313320059677993 0.3410349180435695 0.12875552086479186 0.12875552086479186 0.2674188204119279 0.26741882041192794 0.66493785209693 0.39767824121639705 0.7500000000000001
47 0.05503301981188716 1.0 0.0 1.0 0.0 0.0 1.0 0.0 1.0 0.3333333333333333 0.2372667266739346 0.5211450072581548 0.14071768464513149 0.1407176846451315 0.2659876123950576 0.2659876123950576 0.49092372350889946 0.47493322375174785 1.0
48 0.09485691414848912 1.0 0.0 1.0 0.0 0.0 0.0 1.0 1.0 0.3333333333333333 0.16698852915746382 0.23344021499694234 0.10005082145426616 0.10005082145426619 0.33832398557518745 0.3383239855751874 0.40284360189573576 0.2602219026093735 0.6666666666666666
49 0.09965979587752652 1.0 0.0 1.0 0.0 1.0 1.0 0.0 0.875 0.3333333333333333 0.5799968027275129 0.19197735190826506 0.026203317301201685 0.026203317301201685 0.07921047532544748 0.07921047532544748 0.9425914334257328 0.5337990548592302 0.8666666666666666
50 0.36341805083049833 1.0 0.0 1.0 0.5 0.0 0.0 1.0 1.0 0.3333333333333333 0.09259173851543265 0.1136736000273584 0.4289633313692711 0.42896333136927123 0.7366356475068343 0.7366356475068343 0.6139676294375356 0.25241421820425103 1.0
51 0.26595957574544726 0.0 0.0 0.0 0.25 0.0 1.0 0.0 1.0 0.3333333333333333 0.06439068864642936 0.20118387701617862 0.24920017422827306 0.24920017422827312 0.6023486044479602 0.6023486044479602 0.6126263077886094 0.30039038422023623 1.0
52 0.07984790874524716 1.0 0.0 1.0 0.25 0.0 0.0 1.0 1.0 0.3333333333333333 0.6253383047075854 0.42935874937881874 0.02345788383989015 0.02345788383989015 0.05134253372749742 0.05134253372749745 0.8310828936779018 0.6735155126361292 0.9
53 0.15249149489693817 1.0 0.0 1.0 0.25 0.0 0.0 1.0 1.0 0.3333333333333333 0.3071409126322195 0.2513543856271026 0.0829543260170606 0.0829543260170606 0.17526922796759592 0.17526922796759598 0.7389788071179453 0.45438668584347397 0.8333333333333334
54 0.07984790874524716 1.0 0.0 1.0 0.0 0.0 1.0 0.0 0.75 0.3333333333333333 0.0 0.07276410690296263 0.2056256292508922 0.20562562925089223 0.6192822983062165 0.6192822983062167 0.5362603952427811 0.29011711526607087 0.7666666666666667
55 0.061036621973183935 1.0 0.0 1.0 0.0 0.0 1.0 0.0 0.875 0.3333333333333333 0.6036280496178447 0.6119405790358817 0.035131283615904514 0.03513128361590453 0.05996607323896247 0.0599660732389625 0.5237413931860893 0.733408670638994 0.9
56 0.11446868120872525 1.0 0.0 1.0 0.25 0.0 0.0 1.0 1.0 0.3333333333333333 0.1782075077824325 0.1696619201669099 0.10398928315644362 0.10398928315644365 0.37838693573451093 0.378386935734511 0.3888044353035873 0.33038832956646047 0.85
57 0.12467480488292976 1.0 0.0 1.0 0.0 0.0 1.0 0.0 1.0 0.3333333333333333 0.2580817218760073 0.14850571567369744 0.09088683833078454 0.09088683833078454 0.29810096732711366 0.2981009673271137 0.3633193239738901 0.41473186768030246 0.9833333333333333
58 0.06764058435061038 1.0 0.0 1.0 0.0 0.0 1.0 0.0 0.75 0.3333333333333333 0.3196473808290628 0.33746610901406654 0.1405715015530334 0.14057150155303344 0.19571669863370933 0.19571669863370939 0.5910757399624416 0.5344154509965051 0.7166666666666667
59 0.06984190514308586 1.0 0.0 1.0 0.0 0.0 0.0 0.0 1.0 0.3333333333333333 0.18892965177737936 0.15815214159074145 0.09976576541955073 0.09976576541955073 0.36694029797216626 0.36694029797216626 0.3806670839667383 0.3328539141154465 0.9666666666666667
60 0.44286571943165914 0.0 0.0 0.0 0.5 0.0 0.0 1.0 0.875 0.3333333333333333 0.19594140958183182 0.34901725900732833 0.14354736512864685 0.14354736512864685 0.3669334983013867 0.3669334983013868 0.4631136546543857 0.4349702075199957 0.8666666666666666
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257
barcelona_weekends_datasets/test_set.csv Normal file
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realSum,room_type,room_shared,room_private,person_capacity,host_is_superhost,multi,biz,cleanliness_rating,bedrooms,dist,metro_dist,attr_index,attr_index_norm,rest_index,rest_index_norm,lng,lat,guest_satisfaction_overall
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0.1728675136116152,1.0,0.0,1.0,0.0,0.0,0.0,0.0,0.625,0.3333333333333333,0.5689753468161891,0.14861386546732033,0.032602707697370434,0.03260270769737044,0.04005974693754756,0.04005974693754755,0.9486344871387722,0.5513414398764667,0.825
0.09785238959467632,1.0,0.0,1.0,0.0,0.0,0.0,1.0,0.875,0.3333333333333333,0.08004962434059508,0.11858625385356635,0.24223102814482175,0.24223102814482175,0.3650433492448706,0.36504334924487064,0.5885995554144188,0.2010229685389504,0.9125000000000001
0.1504839685420447,1.0,0.0,1.0,0.0,0.0,1.0,0.0,1.0,0.3333333333333333,0.060687853006480684,0.09561473811532328,0.2700282913962171,0.2700282913962171,0.3822796920086122,0.3822796920086122,0.5528739282311861,0.2879752943447329,1.0
0.037658802177858434,2.0,1.0,0.0,0.0,0.0,0.0,1.0,1.0,0.3333333333333333,0.3913121583555882,0.08630237038051071,0.08217618669134152,0.08217618669134152,0.07783314052441208,0.07783314052441208,0.7630200063512227,0.5239336035514839,0.9375
0.5173926194797338,0.0,0.0,0.0,1.0,0.0,0.0,1.0,1.0,0.6666666666666666,0.036457771396393335,0.036624052469448456,0.22931394278461617,0.22931394278461617,0.4355536047149921,0.4355536047149921,0.5730390600190525,0.24840764331207765,0.9750000000000001
0.03977616454930428,1.0,0.0,1.0,0.0,0.0,1.0,0.0,0.875,0.3333333333333333,0.362502224192918,0.0674316810225647,0.08195789835359835,0.0819578983535984,0.0876167061805292,0.08761670618052918,0.39194982534138134,0.07903879559927418,0.8500000000000001
0.020266182698124614,1.0,0.0,1.0,0.0,0.0,1.0,0.0,0.75,0.3333333333333333,0.0890852053886092,0.05127311747648034,0.2400441104685743,0.2400441104685743,0.35906046755977267,0.35906046755977267,0.6844236265481101,0.2929936305732781,0.8375000000000001
0.25559588626739255,0.0,0.0,0.0,1.0,0.0,0.0,1.0,0.875,1.0,0.08760949728438226,0.0423539217834923,0.3643315032347455,0.36433150323474556,0.45465119732145287,0.45465119732145287,0.6860908224833331,0.2499517467670671,0.625
0.5565638233514821,0.0,0.0,0.0,1.0,0.0,0.0,1.0,0.5,1.0,0.28486292378896105,0.1324203242654285,0.09143354345262197,0.09143354345262197,0.15817119621747594,0.158171196217476,0.8434423626548124,0.28450106157117716,0.75
0.040532365396249236,1.0,0.0,1.0,0.0,0.0,1.0,0.0,0.5,0.3333333333333333,0.32022003744992233,0.100049510071564,0.09977196097176638,0.09977196097176638,0.11100154358401236,0.11100154358401236,0.4005239758653545,0.11657981084738367,0.75
0.060193587416817886,1.0,0.0,1.0,0.0,0.0,1.0,0.0,1.0,0.3333333333333333,0.5237946019250752,0.06771482523092673,0.044639254543919815,0.04463925454391982,0.052859931040430075,0.05285993104043009,0.8219275960622419,0.6035514379463507,0.9125000000000001
0.09845735027223229,1.0,0.0,1.0,0.0,1.0,0.0,0.0,1.0,0.3333333333333333,0.20636810572580735,0.11584397619539989,0.1664989536021197,0.1664989536021197,0.2337929184402695,0.23379291844026956,0.5123054938075597,0.4008878594866587,0.9625000000000001
0.19267997580157284,1.0,0.0,1.0,0.0,0.0,0.0,1.0,1.0,0.3333333333333333,0.06157734576418871,0.018314875647296516,0.20227659692414565,0.2022765969241457,0.3342863465562979,0.3342863465562979,0.5520006351222655,0.24647751399345452,0.9125000000000001
0.30822746521476097,1.0,0.0,1.0,0.0,0.0,1.0,0.0,0.875,0.3333333333333333,0.34603035513528724,0.20366533895431585,0.08444584990731221,0.08444584990731221,0.10447635028178438,0.10447635028178441,0.8183550333439165,0.442675159235705,0.875
0.03387779794313369,1.0,0.0,1.0,0.0,0.0,0.0,0.0,0.875,0.3333333333333333,0.27549497559267483,0.16718887003397248,0.15032775896928172,0.15032775896928174,0.15166512880407246,0.1516651288040725,0.5115909812638968,0.45753715498938163,0.9500000000000002
0.3398366606170598,0.0,0.0,0.0,0.5,0.0,0.0,1.0,1.0,0.3333333333333333,0.2925095935975743,0.1758376486467203,0.15986924672993824,0.1598692467299382,0.11714007272035044,0.11714007272035047,0.6996665608129575,0.4725921636750172,0.8500000000000001
0.02873563218390806,1.0,0.0,1.0,0.0,1.0,1.0,0.0,1.0,0.3333333333333333,0.4586846890435015,0.3578197839988132,0.09122760087098827,0.0912276008709883,0.06144432904526953,0.061444329045269544,0.5165925690695516,0.599112140513455,1.0
0.0,1.0,0.0,1.0,0.0,0.0,0.0,0.0,0.75,0.3333333333333333,0.5019861607108506,0.19423169530780215,0.07898608441052105,0.07898608441052105,0.052312685322317865,0.05231268532231788,0.4561765639885671,0.6140706427331111,0.825
0.06533575317604354,1.0,0.0,1.0,0.0,0.0,0.0,0.0,0.875,0.3333333333333333,0.4797334476671714,0.1450679942294921,0.05125365740808885,0.051253657408088855,0.05525832875821497,0.055258328758215,0.8442362654811042,0.5516309592742914,0.8625
0.018148820326678756,1.0,0.0,1.0,0.25,0.0,0.0,1.0,1.0,0.3333333333333333,0.45116279007608984,0.11482124008966763,0.09197792557491624,0.09197792557491621,0.0744779369147109,0.0744779369147109,0.2528580501746589,0.17786141671496125,0.8375000000000001
0.058681185722928,2.0,1.0,0.0,0.5,0.0,0.0,1.0,0.75,0.3333333333333333,0.5626474777892644,0.16090412215286465,0.03690985709754663,0.03690985709754665,0.040041506269277286,0.0400415062692773,0.8547157827881868,0.6181239143022594,0.7875000000000001
1 realSum room_type room_shared room_private person_capacity host_is_superhost multi biz cleanliness_rating bedrooms dist metro_dist attr_index attr_index_norm rest_index rest_index_norm lng lat guest_satisfaction_overall
2 0.10889292196007255 1.0 0.0 1.0 0.0 0.0 1.0 0.0 0.875 0.3333333333333333 0.12981507201560877 0.04547778711367759 0.28632061526418795 0.286320615264188 0.3783402390342004 0.37834023903420044 0.6656875198475696 0.17728237791936863 0.875
3 0.051119177253478525 1.0 0.0 1.0 0.0 0.0 1.0 0.0 1.0 0.3333333333333333 0.07752465207944657 0.0727748231917559 0.1998334002674625 0.19983340026746246 0.4112652809113001 0.41126528091130016 0.5350111146395697 0.26751592356691845 0.9000000000000001
4 1.0 1.0 0.0 1.0 0.0 1.0 0.0 0.0 1.0 0.3333333333333333 0.10736706699289145 0.09177937427648948 0.2883554799501282 0.2883554799501282 0.4009622198125408 0.4009622198125408 0.7035566846617982 0.25950588689443066 0.9875
5 0.48729582577132474 0.0 0.0 0.0 0.5 1.0 0.0 1.0 1.0 0.6666666666666666 0.11391024125205602 0.19142272924517942 0.24283116699915877 0.24283116699915872 0.268880289439093 0.26888028943909303 0.6117021276595729 0.35987261146493665 0.9750000000000001
6 0.056412583182093155 1.0 0.0 1.0 0.0 0.0 1.0 0.0 1.0 0.3333333333333333 0.15008766215631117 0.10039882490562042 0.17198319168864507 0.1719831916886451 0.30320440229941376 0.3032044022994138 0.492060971737061 0.32155954448950297 0.9625000000000001
7 0.05263157894736841 1.0 0.0 1.0 0.0 0.0 1.0 0.0 1.0 0.0 0.2931396473666021 0.14658560425952763 0.18809370807488784 0.18809370807488784 0.13718891538511085 0.1371889153851109 0.642346776754529 0.4873576529627712 0.9375
8 0.15486993345432545 1.0 0.0 1.0 0.0 0.0 0.0 1.0 1.0 0.3333333333333333 0.1337798465699866 0.20044793657750845 0.24267363422686047 0.24267363422686047 0.2582492447636415 0.25824924476364153 0.594791997459513 0.37367303609346436 0.9125000000000001
9 0.06246218995765273 1.0 0.0 1.0 0.0 1.0 0.0 0.0 1.0 0.3333333333333333 0.4001706981957087 0.05662439508509116 0.09402790597794958 0.09402790597794958 0.07639425105049345 0.07639425105049343 0.6352810416005106 0.5660104226983549 0.9375
10 0.04885057471264368 1.0 0.0 1.0 0.25 0.0 0.0 0.0 1.0 0.3333333333333333 0.5689455242826597 0.2818605262134008 0.046376070408852124 0.04637607040885216 0.0414285695589101 0.04142856955891011 0.5893140679580817 0.6888631538313348 0.9375
11 0.04522081064730792 1.0 0.0 1.0 0.25 0.0 0.0 0.0 0.875 0.3333333333333333 0.41319842367637755 0.11055295738145572 0.09006260312940823 0.0900626031294082 0.0806124040026747 0.0806124040026747 0.27778659892029367 0.19986489094770832 0.75
12 0.47988505747126425 0.0 0.0 0.0 1.0 0.0 0.0 1.0 0.875 0.6666666666666666 0.43775908036933375 0.27465780457854305 0.0527024165404021 0.05270241654040211 0.0735248263311603 0.07352482633116034 0.9189425214353797 0.42790966994789414 0.9375
13 0.012099213551119169 1.0 0.0 1.0 0.0 0.0 0.0 1.0 0.875 0.3333333333333333 0.055886246658956966 0.04275008302098404 0.6872453892053995 0.6872453892053996 0.49507821697078314 0.49507821697078325 0.617497618291523 0.21704304188386914 0.8625
14 0.0789473684210526 1.0 0.0 1.0 0.0 0.0 1.0 0.0 1.0 0.3333333333333333 0.19986493761299093 0.06370146879281516 0.13575705781716435 0.13575705781716435 0.21320757155620823 0.2132075715562083 0.48094633216894067 0.16425400501833565 0.8625
15 0.248941318814277 0.0 0.0 0.0 0.5 0.0 0.0 1.0 0.75 0.3333333333333333 0.21804947284359924 0.1978503083520861 0.12863808388705067 0.12863808388705067 0.15341542951804565 0.1534154295180457 0.7715941568751994 0.34308048639258004 0.675
16 0.2180883242589231 1.0 0.0 1.0 0.75 1.0 0.0 0.0 1.0 0.6666666666666666 0.14043589657631256 0.035410234169294376 0.24882158282798553 0.24882158282798553 0.33947411465536315 0.3394741146553632 0.6661638615433461 0.16869330245134506 0.9500000000000002
17 0.5490018148820327 0.0 0.0 0.0 0.25 0.0 0.0 0.0 0.875 0.3333333333333333 0.12966197528004045 0.11294293298365345 0.27472868007441686 0.2747286800744169 0.3713984970290411 0.37139849702904115 0.7199110828834563 0.24956572090331974 0.825
18 0.12779794313369633 1.0 0.0 1.0 0.5 0.0 0.0 0.0 1.0 0.3333333333333333 0.218148303429289 0.13700307073474405 0.1425299902171655 0.14252999021716548 0.1482442530259021 0.1482442530259021 0.7489679263258182 0.374734607218727 0.75
19 0.021173623714458557 1.0 0.0 1.0 0.0 0.0 1.0 0.0 0.875 0.3333333333333333 0.12085462622914607 0.034906903852574576 0.1997880035625966 0.19978800356259663 0.23338650209729578 0.23338650209729578 0.6949031438551927 0.3236826867400282 0.875
20 0.09013914095583783 1.0 0.0 1.0 0.0 1.0 0.0 0.0 0.875 0.3333333333333333 0.05320998024518187 0.03896494392520495 0.5881171499629676 0.5881171499629677 0.525855181654206 0.5258551816542061 0.6206732295967008 0.21964871646400752 0.9375
21 0.060193587416817886 1.0 0.0 1.0 0.0 0.0 0.0 1.0 0.875 0.3333333333333333 0.10553744872099403 0.08365955180173348 0.35002124413198366 0.3500212441319837 0.5843186416230719 0.5843186416230722 0.6630676405208007 0.19668017757192047 0.825
22 0.09633998790078643 1.0 0.0 1.0 0.0 1.0 0.0 1.0 1.0 0.3333333333333333 0.13201201971674578 0.10167658862618312 0.26659655233678037 0.26659655233678037 0.42225219645345324 0.42225219645345335 0.7182438869482404 0.2358618027407715 0.875
23 0.056412583182093155 1.0 0.0 1.0 0.0 0.0 1.0 0.0 0.875 0.3333333333333333 0.2455242437723038 0.18955306890988644 0.18597277520838323 0.18597277520838323 0.15344757664762343 0.15344757664762348 0.5720069863448707 0.4523258058289912 0.9625000000000001
24 0.31215970961887474 0.0 0.0 0.0 0.5 0.0 0.0 0.0 0.875 0.6666666666666666 0.41543620754107147 0.2505415834357128 0.06095403539588756 0.06095403539588758 0.0773259279866547 0.0773259279866547 0.8704350587488108 0.4642926076047047 0.825
25 0.04522081064730792 1.0 0.0 1.0 0.0 0.0 1.0 0.0 1.0 0.3333333333333333 0.09035367383992307 0.03719290552886451 0.4695825717964782 0.4695825717964783 0.4933114009925389 0.493311400992539 0.6742616703715463 0.2220613781123575 1.0
26 0.03009679370840896 1.0 0.0 1.0 0.0 0.0 0.0 1.0 1.0 0.3333333333333333 0.15003069235345198 0.11384984202025386 0.13866081257203364 0.13866081257203366 0.23313162207370802 0.23313162207370797 0.48094633216894067 0.24068712603747144 0.8375000000000001
27 0.003024803387779794 1.0 0.0 1.0 0.0 0.0 0.0 0.0 0.875 0.3333333333333333 1.0 0.4140359700036124 0.0 0.0 0.0 0.0 0.6513972689742786 1.0 0.7750000000000001
28 0.06624319419237748 1.0 0.0 1.0 0.25 0.0 1.0 0.0 1.0 0.3333333333333333 0.3213484345032259 0.17336790674992658 0.1224494785808935 0.1224494785808935 0.10517446593247133 0.10517446593247136 0.7276913305811377 0.483786913723236 1.0
29 0.12779794313369633 1.0 0.0 1.0 0.0 0.0 1.0 0.0 0.75 0.3333333333333333 0.4131084957198585 0.22113495530619534 0.06242204354224859 0.06242204354224858 0.07615927943055466 0.07615927943055466 0.8618609082248341 0.47095155375410513 0.825
30 0.1728675136116152 1.0 0.0 1.0 0.0 0.0 0.0 0.0 1.0 0.3333333333333333 0.2832745017692523 0.061005911240505604 0.12913804922737104 0.12913804922737102 0.13701089259925198 0.13701089259925198 0.42553191489362163 0.13076626133954505 1.0
31 0.06231094978826376 1.0 0.0 1.0 0.0 0.0 1.0 0.0 0.75 0.3333333333333333 0.022518925039942198 0.06788226133638398 0.3100839269717811 0.3100839269717811 0.5171387715216547 0.5171387715216547 0.6113051762464288 0.2405906195715488 0.8500000000000001
32 0.25196612220205683 1.0 0.0 1.0 0.5 0.0 0.0 1.0 0.5 0.3333333333333333 0.09751701542877395 0.1122628986390266 0.1834502571550707 0.1834502571550707 0.3438932536095116 0.3438932536095117 0.5192918386789458 0.27060413047678367 0.5
33 0.05263157894736841 1.0 0.0 1.0 0.0 0.0 1.0 0.0 0.875 0.0 0.4819807174566195 0.10441816553804284 0.04505296468785673 0.04505296468785674 0.05326406281839312 0.05326406281839313 0.33328040647824864 0.01042269832078091 0.7875000000000001
34 0.007410768300060495 1.0 0.0 1.0 0.0 0.0 0.0 0.0 0.875 0.3333333333333333 0.5646445438832809 0.12645203503214916 0.033111083913203734 0.03311108391320373 0.04107746993874846 0.04107746993874846 0.9514925373134346 0.5437174290677262 0.75
35 0.017997580157289784 1.0 0.0 1.0 0.0 0.0 0.0 0.0 0.75 0.3333333333333333 0.42549284501092904 0.1023667740110924 0.06011081490948128 0.060110814909481274 0.07038499697112355 0.07038499697112353 0.31343283582089754 0.09756803705852235 0.8500000000000001
36 0.08287961282516634 1.0 0.0 1.0 0.0 0.0 0.0 0.0 1.0 0.3333333333333333 0.45710676836948944 0.3315559064335108 0.0964967623337723 0.0964967623337723 0.06207940291244578 0.062079402912445805 0.504922197523026 0.5950588689442498 0.9500000000000002
37 0.060193587416817886 1.0 0.0 1.0 0.0 0.0 0.0 0.0 1.0 0.3333333333333333 0.27836156631727554 0.03690568115523437 0.10357552070037077 0.10357552070037077 0.1441003490373005 0.1441003490373005 0.4022705620832028 0.16956186064464873 0.9375
38 0.05263157894736841 1.0 0.0 1.0 0.0 1.0 0.0 0.0 1.0 0.3333333333333333 0.331444515777323 0.29579066579406416 0.08042570967336404 0.08042570967336404 0.11608651709372798 0.11608651709372801 0.8486027310257214 0.38535031847135315 0.9625000000000001
39 0.058681185722928 1.0 0.0 1.0 0.0 0.0 1.0 0.0 0.875 0.3333333333333333 0.20128593677307574 0.10356784956161709 0.11757846253290893 0.11757846253290896 0.1863324990307934 0.1863324990307934 0.44530009526834036 0.2195522099980849 0.8875
40 0.014972776769509984 1.0 0.0 1.0 0.0 0.0 1.0 0.0 1.0 0.3333333333333333 0.5929957318928036 0.07484309011334422 0.047215716582150485 0.04721571658215049 0.03677735430929892 0.03677735430929892 0.35543029533185333 0.6410924531944033 0.875
41 0.48729582577132474 0.0 0.0 0.0 0.5 1.0 0.0 1.0 1.0 0.6666666666666666 0.13319946538249547 0.18802706338046773 0.2517296049427785 0.25172960494277846 0.24729002567686775 0.2472900256768678 0.61352810416005 0.373769542559387 0.9875
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0.006756527348657183,1.0,0.0,1.0,0.5,0.0,1.0,0.0,1.0,0.3333333333333333,0.48448586609898336,0.6088539288624925,0.0980462359128772,0.0980462359128772,0.042490656614920075,0.04249065661492008,0.38055343995938173,0.605310621242495,0.8
0.0260075374325196,1.0,0.0,1.0,0.0,1.0,0.0,0.0,1.0,0.16666666666666666,0.43118178211902364,0.8325204346945602,0.05150059320618827,0.05150059320618827,0.05842303836485373,0.05842303836485372,0.8438690022848441,0.42705410821633905,0.9625000000000001
0.006756527348657183,1.0,0.0,1.0,0.0,0.0,0.0,0.0,1.0,0.16666666666666666,0.05620435796935606,0.19917643392470832,0.24836025956039184,0.2483602595603919,0.2712980049929341,0.2712980049929341,0.47939409325548255,0.2928857715430695,0.8875
0.01249448273520524,1.0,0.0,1.0,0.0,1.0,0.0,0.0,1.0,0.16666666666666666,0.28869502583826534,0.5952548550149805,0.14728110200552938,0.14728110200552938,0.09929746693347728,0.09929746693347727,0.4791402217144807,0.4855711422845843,0.9500000000000002
0.01249448273520524,1.0,0.0,1.0,0.0,0.0,1.0,0.0,0.875,0.16666666666666666,0.18056902234992617,0.06935621749617125,0.12068430675434483,0.12068430675434483,0.17145193172500878,0.17145193172500875,0.37539138529237803,0.28426853707412647,0.9125000000000001
0.010151767222354257,1.0,0.0,1.0,0.0,0.0,0.0,0.0,0.75,0.16666666666666666,0.072649679055861,0.1991239371232559,0.29545444845154356,0.29545444845154367,0.291751899867325,0.291751899867325,0.5984598459845998,0.2712424849698891,0.825
0.01334329270362951,1.0,0.0,1.0,0.0,0.0,0.0,0.0,0.875,0.16666666666666666,0.23701322476677253,0.14819384557942417,0.12194737219067059,0.12194737219067059,0.15353803584615489,0.15353803584615489,0.3678598629093699,0.16893787575145325,0.9125000000000001
0.008250432893083895,1.0,0.0,1.0,0.0,0.0,0.0,1.0,0.625,0.16666666666666666,0.38048583161277044,0.16108032982193032,0.0712043780207338,0.07120437802073377,0.07163109270149529,0.07163109270149529,0.2241685707032275,0.20260521042081336,0.75
0.0994126235018504,0.0,0.0,0.0,1.0,0.0,0.0,1.0,0.875,0.3333333333333333,0.15661797694883833,0.3357478545261002,0.18518653955712722,0.18518653955712722,0.14717627961401114,0.14717627961401117,0.6130151476686159,0.3704408817634999,0.9000000000000001
0.009948052829932436,1.0,0.0,1.0,0.0,0.0,1.0,0.0,0.875,0.16666666666666666,0.08772582012233202,0.2539821751956769,0.25360841704344494,0.25360841704344494,0.26072972428449664,0.2607297242844967,0.6104764322586114,0.27955911823642055,0.8875
0.04118425966794553,1.0,0.0,1.0,0.25,0.0,0.0,1.0,0.75,0.16666666666666666,0.13528424165798897,0.1449681001334696,0.2784316847925886,0.2784316847925886,0.2850376743309128,0.2850376743309128,0.5947363967165984,0.1852705410821045,0.8500000000000001
0.05130207449156282,0.0,0.0,0.0,1.0,0.0,0.0,1.0,0.5,0.3333333333333333,0.18852586086936293,0.14119001021117483,0.13447854488175837,0.13447854488175834,0.16461815170805316,0.16461815170805316,0.5045273758145079,0.13186372745479957,1.0
0.02397039350830136,1.0,0.0,1.0,0.0,1.0,0.0,0.0,1.0,0.16666666666666666,0.1322297273368568,0.08638050604517085,0.24620420306532867,0.24620420306532867,0.24011344501942816,0.24011344501942813,0.5628332063975634,0.17464929859715994,0.9875
0.014667436254371372,1.0,0.0,1.0,0.0,0.0,1.0,0.0,0.875,0.16666666666666666,0.10014499418728783,0.14107019681670294,0.3910670925661178,0.3910670925661177,0.4335717050286742,0.43357170502867426,0.5804349665735842,0.20711422845687366,0.8625
0.006417003361287471,1.0,0.0,1.0,0.25,0.0,1.0,0.0,0.875,0.16666666666666666,0.5641904605696437,0.22265232236741087,0.03957168917691907,0.039571689176919056,0.03156892004469841,0.031568920044698405,0.6863840230176876,0.664428857715393,0.8375000000000001
0.07486503921502054,1.0,0.0,1.0,0.0,0.0,0.0,1.0,0.0,0.16666666666666666,0.17489516910069056,0.1029359175581514,0.1262474800049426,0.1262474800049426,0.16150588659188247,0.16150588659188245,0.41592620800541624,0.18667334669333968,0.0
0.13774488167589038,1.0,0.0,1.0,0.75,0.0,0.0,1.0,1.0,0.16666666666666666,0.08801988660209094,0.24473803398557223,0.350404976022072,0.350404976022072,0.2645370320554222,0.2645370320554223,0.47093170855547584,0.32294589178354727,1.0
0.02342715512850982,1.0,0.0,1.0,0.0,0.0,1.0,0.0,1.0,0.16666666666666666,0.12930400719544854,0.25838136268911355,0.2568582273263449,0.256858227326345,0.28732578089874783,0.28732578089874783,0.6432258610476431,0.26082164328653334,0.9625000000000001
0.043730689573218344,1.0,0.0,1.0,0.25,0.0,1.0,0.0,0.625,0.16666666666666666,0.13289578018195683,0.15450815797371362,0.19752829084642726,0.19752829084642726,0.21417935879822692,0.21417935879822694,0.5323686214775343,0.17004008016033367,0.75
0.047940787016602725,0.0,0.0,0.0,0.75,0.0,0.0,1.0,1.0,0.16666666666666666,0.10660016147083909,0.10166713437110891,0.15590309371160688,0.1559030937116069,0.20408246266089441,0.2040824626608944,0.4540069391554553,0.2227454909818789,0.9000000000000001
0.019386819678810306,1.0,0.0,1.0,0.0,1.0,0.0,0.0,1.0,0.16666666666666666,0.2566414658151942,0.7424061889409752,0.10964269850130948,0.10964269850130945,0.14889314212020094,0.14889314212020094,0.697723618515699,0.1517034068135672,0.9750000000000001
0.01806267612806845,1.0,0.0,1.0,0.0,1.0,0.0,0.0,1.0,0.16666666666666666,0.3965683656054601,0.9040969263759615,0.05949219567348844,0.05949219567348846,0.07167479453984071,0.07167479453984069,0.8199204535838227,0.41422845691380417,0.9750000000000001
0.06844803585373306,1.0,0.0,1.0,0.25,0.0,1.0,0.0,0.875,0.16666666666666666,0.08631578635131822,0.12401285085957714,0.2132451138262159,0.21324511382621594,0.20515597146679837,0.2051559714667984,0.596259625962599,0.31342685370736945,0.925
0.007096051336026888,1.0,0.0,1.0,0.0,0.0,0.0,0.0,1.0,0.16666666666666666,0.3582590183752611,0.5407036269477137,0.10490016153050077,0.10490016153050077,0.06729649088101833,0.0672964908810183,0.6424642464246446,0.5209418837675344,1.0
0.013852578684684072,1.0,0.0,1.0,0.0,1.0,0.0,1.0,1.0,0.16666666666666666,0.17976379568953993,0.08241179490744416,0.1411512313299803,0.14115123132998028,0.16754698761399178,0.1675469876139918,0.5141744943725151,0.13707414829650588,1.0
0.015346484229110792,1.0,0.0,1.0,0.0,0.0,1.0,0.0,0.875,0.16666666666666666,0.11947105620106847,0.21549093394598604,0.14774120709080313,0.14774120709080313,0.20277719608978267,0.20277719608978262,0.4261656934924254,0.25631262525047305,0.875
0.0052286694054934964,1.0,0.0,1.0,0.0,0.0,0.0,0.0,0.875,0.0,0.5261183658842195,0.49077823426605466,0.07109801462716508,0.0710980146271651,0.03592008311941208,0.03592008311941209,0.36938309215537046,0.6335671342685032,0.8375000000000001
0.016704580178589612,1.0,0.0,1.0,0.25,0.0,1.0,0.0,1.0,0.16666666666666666,0.07830141912885975,0.12381223589269233,0.36796301769087925,0.36796301769087925,0.3010302830125779,0.3010302830125779,0.5377845476855398,0.20961923847693242,0.9375
0.0253284894577802,1.0,0.0,1.0,0.0,1.0,0.0,1.0,1.0,0.16666666666666666,0.0674012353967548,0.2252431472587786,0.27227778111099266,0.27227778111099254,0.2913342599409289,0.29133425994092893,0.5200981636625244,0.21783567134264104,0.9500000000000002
0.06478117679014021,0.0,0.0,0.0,1.0,0.0,0.0,1.0,0.875,0.5,0.2619957621870341,0.2614071387605596,0.09015634079112722,0.09015634079112719,0.11411482992892917,0.11411482992892916,0.3094694084793126,0.2811623246492445,0.875
0.00271619189895766,1.0,0.0,1.0,0.0,0.0,1.0,0.0,0.875,0.16666666666666666,0.5044759079008622,0.19983672760131893,0.05404027310138769,0.05404027310138769,0.040109724852975245,0.04010972485297524,0.14089870525514314,0.14258517034068063,0.9125000000000001
1 realSum room_type room_shared room_private person_capacity host_is_superhost multi biz cleanliness_rating bedrooms dist metro_dist attr_index attr_index_norm rest_index rest_index_norm lng lat guest_satisfaction_overall
2 0.07411808644280718 1.0 0.0 1.0 0.5 0.0 0.0 1.0 0.875 0.16666666666666666 0.04630535005238509 0.1464602090071931 0.3494413240415788 0.3494413240415788 0.3300194532674305 0.3300194532674305 0.5548785647795569 0.2384769539077638 0.8500000000000001
3 0.06821036906257426 1.0 0.0 1.0 0.0 1.0 0.0 1.0 1.0 0.16666666666666666 0.09237435132023679 0.32666153709592677 0.20896880818641314 0.20896880818641314 0.1964536652106662 0.1964536652106662 0.5640179402555638 0.34298597194384683 1.0
4 0.010796862798356703 1.0 0.0 1.0 0.0 0.0 0.0 0.0 1.0 0.16666666666666666 0.22523473459430499 0.523657153791484 0.1199285340247844 0.11992853402478437 0.11024107357114195 0.11024107357114193 0.6984006092916992 0.3556112224448498 0.9500000000000002
5 0.027671204970631177 1.0 0.0 1.0 0.0 0.0 1.0 0.0 0.875 0.16666666666666666 0.24332373287575168 0.535908266845519 0.11095760278133254 0.11095760278133257 0.10342736949306384 0.10342736949306383 0.7119404248117114 0.3606212424849673 1.0
6 0.07157165653753436 1.0 0.0 1.0 0.25 1.0 1.0 0.0 1.0 0.3333333333333333 0.2575147967866614 0.18280590049857715 0.12502665242731703 0.12502665242731703 0.09446042004756018 0.0944604200475602 0.6847761699246888 0.410521042084099 1.0
7 0.004040335449699518 1.0 0.0 1.0 0.0 0.0 0.0 0.0 1.0 0.16666666666666666 0.250365299185788 0.07029339752006017 0.3895224208201905 0.3895224208201906 0.12438037833295816 0.12438037833295817 0.5739189303545764 0.45881763527052044 0.9125000000000001
8 0.024309917495671067 1.0 0.0 1.0 0.0 0.0 1.0 0.0 0.875 0.3333333333333333 0.3289317071509737 0.12375105432228345 0.09330751971643786 0.09330751971643783 0.09105112587074383 0.09105112587074382 0.32114749936532405 0.43336673346686894 0.925
9 0.01419210267205378 1.0 0.0 1.0 0.0 0.0 1.0 0.0 1.0 0.16666666666666666 0.12955236434756695 0.175132627157609 0.26914237536394015 0.26914237536394015 0.30700178499161845 0.3070017849916185 0.5953287636455968 0.19058116232463362 0.9000000000000001
10 0.034461684718025326 1.0 0.0 1.0 0.25 0.0 0.0 0.0 0.875 0.3333333333333333 0.14504995109447455 0.14686856024040998 0.18688963600275577 0.18688963600275577 0.20283700447937775 0.20283700447937777 0.5400693915545425 0.1616232464929226 0.75
11 0.010796862798356703 1.0 0.0 1.0 0.0 0.0 1.0 0.0 0.875 0.16666666666666666 0.11535660536854407 0.27102164985650873 0.1602915877410524 0.16029158774105237 0.2065991967339973 0.20659919673399732 0.4713548277904742 0.1991983967935198 0.9500000000000002
12 0.013852578684684072 1.0 0.0 1.0 0.0 0.0 1.0 0.0 1.0 0.16666666666666666 0.11854356326760364 0.15288699354770463 0.2877668492309282 0.2877668492309282 0.2778271376002699 0.27782713760026995 0.5558940509435608 0.18316633266528015 0.8875
13 0.008080670899399041 1.0 0.0 1.0 0.0 0.0 0.0 0.0 0.875 0.16666666666666666 0.1039642218666285 0.29402209855348044 0.20482575760700564 0.20482575760700564 0.24535114963240096 0.24535114963240093 0.5090970635525096 0.19298597194386957 0.9125000000000001
14 0.034461684718025326 1.0 0.0 1.0 0.0 1.0 0.0 1.0 1.0 0.16666666666666666 0.03490150997313209 0.2101849437670109 0.282242845507063 0.282242845507063 0.32827550041582165 0.32827550041582165 0.5296606583735297 0.24048096192376534 0.9625000000000001
15 0.005737955386548059 1.0 0.0 1.0 0.0 0.0 0.0 0.0 0.75 0.16666666666666666 0.1359506751697946 0.10973722531585658 0.26302947733220716 0.26302947733220716 0.2774343827391319 0.27743438273913196 0.5900820851315913 0.18216432865722254 0.8625
16 0.032356635996333136 1.0 0.0 1.0 0.0 1.0 1.0 0.0 1.0 0.16666666666666666 0.12506555953813986 0.259630249616252 0.27466614191248373 0.27466614191248373 0.3366195660499473 0.33661956604994736 0.6063298637556116 0.20270541082163618 0.9375
17 0.0546973143652599 1.0 0.0 1.0 0.5 0.0 1.0 0.0 1.0 0.3333333333333333 0.12186850018021834 0.18702492721605957 0.28979353645156647 0.28979353645156647 0.40439886152331117 0.40439886152331117 0.6149614961496184 0.2145290581161703 0.9000000000000001
18 0.020948630020710957 1.0 0.0 1.0 0.25 1.0 0.0 0.0 1.0 0.16666666666666666 0.5616692833829239 0.3994651793077328 0.03771961346318102 0.037719613463181006 0.03451020825419815 0.03451020825419814 0.10044850638910319 0.4267535070139843 0.9500000000000002
19 0.008589956880453603 1.0 0.0 1.0 0.0 1.0 0.0 0.0 1.0 0.16666666666666666 0.5036117313789092 0.3322242336706581 0.04618591480132253 0.04618591480132252 0.03787176276409841 0.037871762764098406 0.7638148430227645 0.5809619238476671 0.9500000000000002
20 0.10837605676841068 0.0 0.0 0.0 0.5 1.0 0.0 1.0 1.0 0.3333333333333333 0.14606221289302673 0.443408112161568 0.23463971767440464 0.23463971767440464 0.16948996846721376 0.16948996846721373 0.5410848777185429 0.38747494989979714 0.9875
21 0.07055308457542525 1.0 0.0 1.0 0.0 1.0 0.0 1.0 0.5 0.16666666666666666 0.09237420588956831 0.32666016650491997 0.2089687137978716 0.2089687137978716 0.19645385794230125 0.19645385794230122 0.5640179402555638 0.34298597194384683 0.75
22 0.07690218313923879 1.0 0.0 1.0 0.0 0.0 1.0 0.0 1.0 0.16666666666666666 0.2463754958642618 0.394314883886961 0.1019980330523153 0.1019980330523153 0.14390043759115045 0.14390043759115045 0.33544892950833827 0.3400801603206105 1.0
23 0.024819203476725622 1.0 0.0 1.0 0.0 0.0 0.0 1.0 1.0 0.16666666666666666 0.21579347811151767 0.31439104533621237 0.11296288467864424 0.11296288467864424 0.1773026341423946 0.1773026341423946 0.35643564356435675 0.32715430861719597 1.0
24 0.011645672766780973 1.0 0.0 1.0 0.0 0.0 1.0 0.0 0.875 0.16666666666666666 0.21961321684596716 0.23311378857828982 0.12797037782449738 0.12797037782449738 0.15729492394669942 0.15729492394669944 0.40856393331640817 0.14789579158309607 0.8875
25 0.00926900485519302 1.0 0.0 1.0 0.0 0.0 1.0 0.0 1.0 0.16666666666666666 0.7393345332169219 0.7032557374896463 0.017846926219528866 0.017846926219528866 0.015856879506210425 0.01585687950621041 0.6803757298806801 0.7975951903807186 1.0
26 0.03293382677486164 1.0 0.0 1.0 0.0 1.0 1.0 0.0 1.0 0.16666666666666666 0.20137793209164442 0.5360315910678959 0.15324062261319546 0.15324062261319546 0.25090227500551177 0.25090227500551177 0.6824913260556862 0.20270541082163618 0.9625000000000001
27 0.006417003361287471 1.0 0.0 1.0 0.0 0.0 0.0 0.0 0.875 0.16666666666666666 0.7047632964385954 0.30699830861994115 0.02813094430400108 0.02813094430400108 0.01698581842230682 0.016985818422306814 0.30329186764830496 0.7481963927855872 0.9125000000000001
28 0.0654941771636166 0.0 0.0 0.0 0.5 0.0 0.0 1.0 0.875 0.16666666666666666 0.0 0.06366431958397084 0.24713128779581403 0.24713128779581398 0.2723944335187642 0.27239443351876413 0.5301684014555299 0.28286573146294813 0.8500000000000001
29 0.06732760669541302 1.0 0.0 1.0 0.5 0.0 0.0 1.0 1.0 0.16666666666666666 0.02324682378658318 0.15817119256327652 0.2949593364655646 0.2949593364655647 0.31321731929228513 0.3132173192922851 0.5524244732165542 0.2583166332665314 0.75
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766 0.06478117679014021 0.0 0.0 0.0 1.0 0.0 0.0 1.0 0.875 0.5 0.2619957621870341 0.2614071387605596 0.09015634079112722 0.09015634079112719 0.11411482992892917 0.11411482992892916 0.3094694084793126 0.2811623246492445 0.875
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18
main.py
View File

@ -53,7 +53,11 @@ def normalize_data(data):
data[numeric_columns] = numeric_data_norm
data[non_numeric_columns] = non_numeric_data_norm
return data
y_col = 'guest_satisfaction_overall'
new_order = list(data.columns.drop(y_col)) + [y_col]
new_df = data.reindex(columns=new_order)
return new_df
if __name__ == '__main__':
@ -86,5 +90,13 @@ if __name__ == '__main__':
print('Test', calculate_value_counts(test_set, 'person_capacity'), end='\n\n')
# 1.4 & 1.5
normalized_data = normalize_data(whole_set)
print(normalized_data, '\n\n')
whole_set_normalized = normalize_data(whole_set)
train_set_normalized = normalize_data(train_set)
dev_set_normalized = normalize_data(dev_set)
test_set_normalized = normalize_data(test_set)
print(whole_set_normalized, '\n\n')
# Save all sets into files
train_set_normalized.to_csv('./barcelona_weekends_datasets/train_set.csv', index=False)
dev_set_normalized.to_csv('./barcelona_weekends_datasets/dev_set.csv', index=False)
test_set_normalized.to_csv('./barcelona_weekends_datasets/test_set.csv', index=False)