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4/Labo4.ipynb Normal file
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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Labo 4 Data Science : pandas"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### 1. Pandas Series"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"__Oefening 1 __ \n",
"* Genereer een serie 1 vertrekkende van een lijst (met alle letters van het alfabet)\n",
"* Genereer een serie 2 vertrekkende van een numpy array \n",
"(met hierin de cijfers van 1 tot 26) \n",
"* Genereer een serie 3 vertrekkende van een dict (met als key de cijfers van 1 tot 26 en als value de letters van het alfabet). \n",
"\n",
"Geef de index en data values van deze series een naam (name attribute) en druk de eerste en laatste elementen van de series uit.\n",
"Geef nu ook : \n",
"\n",
"* alle elementen van serie 1 die zich op posities $0,4,8,14$ en $20$ bevinden\n",
"* alle elementen van serie 1 die ook in serie 3 aanwezig zijn\n",
"* alle elementen van serie 2 die niet in serie 3 aanwezig zijn\n",
"* verdubbel elke waarde van serie 2\n"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"__Oefening 2 __ \n",
"\n",
"Gegeven een serie opgevuld met 10 stukken fruit uit de soorten : apple, lemon,banana,kiwi\n",
"\n",
"```\n",
"fruit = pd.Series(np.random.choice(['apple','lemon', 'banana','kiwi'], 10))\n",
"```\n",
"Genereer voor elk element in de serie een gewicht voor het fruit. Geef dan per soort het gemiddeld gewicht. Denk hierbij aan de functie $groupby$ die je kan toepassen op een serie. Gebruik 1 van de numpy $random$ methodes om 10 random gewichten te genereren."
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### 2. Pandas Data Frames"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"df1 = pd.concat([ser2, ser3], axis=0)\n",
"print(df1)\n",
"print()\n",
"\n",
"df2 = pd.DataFrame({'col1': ser1, 'col2': ser2})\n",
"print(df2.head())"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"__Oefening 3 __\n",
"Gegeven 3 csv files : _ratings.csv_ , _payments_csv_ en _genres.csv_ . \n",
"\n",
"* Load deze files in als 3 aparte data frames. Bekijk de gegevens in deze frames oa. via $head()$, $tail()$, $describe()$ en $info()$\n",
"\n",
"* plot de top 10 genre restaurants uit, m.a.w. welk type restaurants is het meest vertegenwoordigd in deze data, toon alleen de top 10. Voor zie op de x-as de verschillende types en op de y-as de aantallen. (_Tip_ : gebruik de $value_counts$ methode) \n",
"\n",
"* plot de verschillende betalingsmanieren t.o.v. hoe vaak deze zijn gebruikt in de data"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"__ Oefening 4 __\n",
"Merge de 3 bovenstaande dataframes tot 1 dataframe. Zorg ervoor dat alle user ratings mee opgenomen zijn in deze tabel."
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"__Oefening 5__ Data cleaning : opsporen van ontbrekende data\n",
"\n",
"Ga na hoeveel data ontbreekt in je gemergd eindresultaat (aantal NA's). Maak hiertoe een nieuwe dataframe aan. De eerste kolom is het aantal NAN's voor elke kolom van je gemerged eindresultaat. De tweede kolom is het percentage van NA's. _Tip :_ gebruik de $isnull$ methode.\n"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"__ Oefening 5 vervolg __ \n",
"\n",
"De _Upayment_ kolom heeft een verwaarloosbaar percentage aan niet ingevulde velden. Deze zet je via de $fillna$ methode op de default betaalwijze : 'cash'\n",
"\n",
"De _Rtype_ kolom heeft echter een hoog percentage aan niet ingevulde data. De rijen waarvoor dit het geval is mag je verwijderen."
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"__Oefening 6__ Data grouping : \n",
"\n",
"Groepeer je opgekuiste datatabel volgens het type restaurant. Maak nu een datatabel waarin je de verschillende ratings per type restaurants gesorteerd (van groot naar klein) weergeeft.\n",
"\n",
"Plot voor elk restauranttype de verschillende ratings in een barplot.\n"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.6.4"
}
},
"nbformat": 4,
"nbformat_minor": 2
}

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4/genres.csv Normal file
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placeID,Rtype
135110,Spanish
135109,Italian
135107,Latin_American
135106,Mexican
135105,Fast_Food
135104,Mexican
135103,Burgers
135103,Dessert-Ice_Cream
135103,Fast_Food
135103,Hot_Dogs
135102,Latin_American
135102,Mexican
135102,Steaks
135101,Mexican
135101,Steaks
135100,Mexican
135100,Steaks
135099,Asian
135099,Dessert-Ice_Cream
135099,International
135099,Mongolian
135099,Steaks
135099,Vegetarian
135098,Brazilian
135098,International
135098,Latin_American
135098,Steaks
135097,Cafe-Coffee_Shop
135097,Cafeteria
135097,Contemporary
135097,Deli-Sandwiches
135097,Diner
135097,Mexican
135094,Mexican
135093,Mexican
135092,Cafeteria
135092,Mexican
135091,Japanese
135091,Sushi
135090,Mexican
135089,Seafood
135088,Cafeteria
135086,Burgers
135086,Fast_Food
135085,Fast_Food
135079,Chinese
135075,Seafood
135074,Contemporary
135073,Bar
135073,Bar_Pub_Brewery
135072,Japanese
135071,Bar
135071,Bar_Pub_Brewery
135069,Bar
135061,Contemporary
135060,Seafood
135059,Bar
135058,Pizzeria
135057,Bar
135056,Bar
135055,Mexican
135054,Seafood
135053,Cafeteria
135053,Fast_Food
135053,Pizzeria
135052,Bar
135052,Bar_Pub_Brewery
135049,Seafood
135048,Bar
135046,Fast_Food
135044,Chinese
135043,Fast_Food
135043,Pizzeria
135042,Chinese
135041,Bar
135041,Cafeteria
135039,Seafood
135037,Mexican
135036,Bar
135035,Italian
135034,Japanese
135032,Cafeteria
135032,Contemporary
135031,Seafood
135030,Cafe-Coffee_Shop
135030,Cafeteria
135029,Bar
135029,Bar_Pub_Brewery
135028,Mexican
135027,Mexican
135026,Bar
135026,Bar_Pub_Brewery
135025,Mexican
135022,Mexican
135021,Fast_Food
135020,Bar
135020,Mexican
135019,Bar
135018,Mexican
135008,Contemporary
135007,Bar
135007,Bar_Pub_Brewery
135007,Mexican
135005,Mexican
135004,Bar
135004,Bar_Pub_Brewery
135003,Chinese
135002,Mexican
134999,Japanese
134997,Bar
134997,Cafe-Coffee_Shop
134997,Cafeteria
134990,Bar
134990,Bar_Pub_Brewery
134989,Mexican
134988,Mediterranean
134986,International
134985,Mexican
134984,Italian
134983,Bar
134983,Bar_Pub_Brewery
134982,Bar
134982,Bar_Pub_Brewery
134981,Italian
134980,Seafood
134976,Mexican
134976,Mediterranean
134976,Burgers
134973,Mexican
134972,Cafe-Coffee_Shop
134972,Cafeteria
134971,Mexican
133049,Latin_American
133048,Mexican
133047,American
133043,International
133039,Family
133038,Cafeteria
133037,Mexican
133036,Family
133035,Caribbean
133034,Mexican
133033,American
133032,Mexican
133031,Mexican
133030,Family
133029,Bar
133028,Mexican
133027,Cafeteria
133026,Family
133020,American
133014,Contemporary
133010,Italian
133009,American
133008,American
133007,American
133000,Family
132996,Mexican
132995,American
132994,American
132993,Mexican
132992,American
132986,Mexican
132985,Mexican
132980,Mexican
132973,Mexican
132972,Mexican
132971,Mexican
132970,American
132969,Bar
132968,Bar
132967,Bar
132966,Bar
132965,Bar
132964,Bar
132963,Mexican
132962,Burgers
132962,Hot_Dogs
132961,Mexican
132960,Mexican
132959,Mexican
132958,American
132957,American
132956,African
132955,Bar_Pub_Brewery
132954,Breakfast-Brunch
132953,Mexican
132951,American
132950,Mexican
132948,Mexican
132947,Mexican
132946,Mexican
132945,Mexican
132943,Mexican
132942,Mexican
132941,Mexican
132940,Burgers
132939,Mexican
132938,Mexican
132937,Bar
132936,Mexican
132935,Mexican
132934,Mexican
132933,American
132932,Mexican
132930,Mexican
132929,Mexican
132928,Mexican
132927,Mexican
132926,Mexican
132925,Mexican
132924,Pizzeria
132923,Family
132922,Cafeteria
132921,Bar
132920,Mexican
132919,Mexican
132918,Mexican
132917,American
132917,Mexican
132916,American
132915,Mexican
132914,Mexican
132913,Mexican
132912,Mexican
132911,Mexican
132910,Mexican
132909,Mexican
132908,Mexican
132907,Mexican
132906,Mexican
132904,Mexican
132903,Mexican
132902,Mexican
132901,Regional
132900,Mexican
132899,Mexican
132897,Mexican
132896,Mexican
132895,Mexican
132894,Mexican
132893,Mexican
132892,Chinese
132891,Mexican
132890,Mexican
132889,Mexican
132888,Afghan
132887,Italian
132886,American
132885,Cafeteria
132875,Japanese
132873,American
132872,American
132871,Mexican
132870,Burgers
132869,Pizzeria
132868,Mexican
132867,Bar
132867,Mexican
132866,Bakery
132866,Cafeteria
132865,Mexican
132864,Mexican
132863,International
132862,International
132861,Burgers
132860,International
132859,International
132858,Burgers
132857,International
132856,Italian
132855,Mexican
132854,International
132853,Fast_Food
132852,Latin_American
132852,Mexican
132851,American
132851,Game
132846,International
132845,Mexican
132843,Mexican
132842,Mexican
132841,Mexican
132840,Mexican
132839,Mexican
132838,Mexican
132837,Mexican
132836,Mexican
132835,Mexican
132834,Mexican
132833,Mexican
132829,Mexican
132828,Mexican
132827,Mexican
132825,Mexican
132811,International
132810,Vegetarian
132807,Cafeteria
132806,Mexican
132805,Mexican
132804,Bar
132803,Chinese
132802,Chinese
132801,Mexican
132799,Armenian
132798,Mexican
132797,Cafeteria
132796,American
132795,American
132794,Vegetarian
132793,Mexican
132792,International
132791,Mexican
132790,International
132789,Mexican
132788,American
132787,International
132786,International
132785,Mexican
132784,Italian
132783,International
132782,Family
132781,Mexican
132779,Mexican
132778,Mexican
132777,Mexican
132776,Mexican
132775,Mexican
132774,American
132774,Bakery
132774,Breakfast-Brunch
132774,Burgers
132774,Cafe-Coffee_Shop
132774,Cafeteria
132774,Diner
132774,Family
132774,Mexican
132773,Family
132773,Mexican
132772,Mexican
132771,Japanese
132770,Spanish
132769,Mexican
132768,Family
132767,Vietnamese
132766,Japanese
132765,Mexican
132764,Mexican
132763,Mexican
132761,Mexican
132760,Mexican
132758,Mexican
132757,Mexican
132756,Italian
132755,Mexican
132754,Mexican
132753,Mexican
132752,Cafeteria
132751,Burgers
132750,Burgers
132749,Mexican
132748,Mexican
132747,Chinese
132746,Mexican
132745,American
132744,Mexican
132743,Mexican
132742,Mexican
132741,Mexican
132740,Mexican
132739,Mexican
132738,Hot_Dogs
132737,Mexican
132736,Korean
132735,Mexican
132734,Pizzeria
132733,Pizzeria
132732,Mexican
132725,Fast_Food
132724,American
132723,Mexican
132719,Hot_Dogs
132718,Hot_Dogs
132717,Fast_Food
132715,Mexican
132714,Mexican
132713,American
132712,Mexican
132711,Mexican
132710,Mexican
132709,Mexican
132708,Mexican
132707,Mexican
132706,Mexican
132705,Mexican
132704,Mexican
132703,Mexican
132702,Mexican
132701,Mexican
132700,Mexican
132699,Mexican
132698,Mexican
132697,Mexican
132696,Mexican
132695,Mexican
132694,Mexican
132693,Bar
132692,Mexican
132691,Mexican
132690,Mexican
132689,American
132688,Mexican
132687,Japanese
132686,Thai
132685,Barbecue
132684,American
132683,American
132682,American
132681,Mexican
132680,Mexican
132679,American
132678,Mexican
132677,Mexican
132676,Armenian
132675,Mexican
132674,American
132673,Mexican
132672,Mexican
132671,Armenian
132670,Mexican
132669,Mexican
132668,Mexican
132667,Armenian
132666,Mexican
132665,Mexican
132664,Mexican
132663,Mexican
132662,Mexican
132658,American
132657,Mexican
132655,American
132653,American
132652,Mexican
132650,American
132649,Mexican
132648,African
132646,Mexican
132645,American
132643,Mexican
132642,African
132640,American
132638,American
132637,Mexican
132636,American
132635,American
132634,Mexican
132632,Mexican
132631,Mexican
132630,Mexican
132629,Mexican
132628,Italian
132626,Italian
132625,Mexican
132624,Mexican
132623,Mexican
132622,Chinese
132621,Mexican
132620,Fast_Food
132619,Mexican
132618,Fast_Food
132617,Mexican
132615,Mexican
132614,Mexican
132613,Mexican
132612,Pizzeria
132611,Mexican
132610,Mexican
132609,Fast_Food
132608,Mexican
132607,Mexican
132606,American
132605,American
132604,Cafeteria
132603,Mexican
132602,Mexican
132601,Cafe-Coffee_Shop
132600,American
132599,Mexican
132598,Mexican
132596,Mexican
132595,Mexican
132594,Mexican
132593,Mexican
132592,Mexican
132591,Mexican
132590,Hot_Dogs
132589,Cafeteria
132588,Mexican
132587,American
132584,Mexican
132583,American
132582,Bakery
132581,Dessert-Ice_Cream
132580,Mexican
132579,Fast_Food
132578,Mexican
132577,Fast_Food
132576,Fast_Food
132575,Diner
132574,Pizzeria
132573,Hot_Dogs
132572,Cafeteria
132560,Regional
132557,Italian
132555,International
132555,Polish
132555,Vegetarian
132551,Dutch-Belgian
132550,Italian
132549,International
132548,International
132547,International
132546,International
132545,International
132544,French
132543,Dutch-Belgian
132542,International
132541,Steaks
132540,Dutch-Belgian
132539,Cafe-Coffee_Shop
132538,International
132537,Dutch-Belgian
132536,Dutch-Belgian
132535,International
132533,French
132532,Vegetarian
132531,Barbecue
132531,Dutch-Belgian
132530,Cafe-Coffee_Shop
132530,Dutch-Belgian
132529,International
132528,International
132527,French
132527,Dutch-Belgian
132526,International
132525,International
132524,International
132523,International
132522,International
132521,French
132521,Dutch-Belgian
132519,Japanese
132518,Japanese
132517,French
132514,Dutch-Belgian
132513,German
132511,German
132509,French
132493,Seafood
132493,Southwestern
132493,Steaks
132491,Bakery
132491,Cafe-Coffee_Shop
132488,Mexican
132487,Southwestern
132485,Cafe-Coffee_Shop
132484,Italian
132483,Armenian
132483,German
132483,Persian
132482,German
132481,German
132479,German
132478,German
132477,Chinese
132474,International
132474,Regional
132470,German
132469,German
132468,German
132464,German
132459,Dutch-Belgian
132458,Ethiopian
132457,Juice
132456,Juice
132455,Juice
132454,Juice
132453,Juice
132452,Juice
132451,Italian
132450,Dutch-Belgian
132449,Cafe-Coffee_Shop
132449,Dutch-Belgian
132448,Dutch-Belgian
132447,International
132446,French
132445,Cafe-Coffee_Shop
132444,Dutch-Belgian
132443,French
132443,International
132442,French
132442,International
132441,Dutch-Belgian
132440,Dutch-Belgian
132439,French
132439,Dutch-Belgian
132438,Mediterranean
132437,Mediterranean
132436,International
132435,Dutch-Belgian
132434,Dutch-Belgian
132433,Dutch-Belgian
132432,Cafe-Coffee_Shop
132430,Italian
132429,Dutch-Belgian
132425,Fast_Food
132421,Italian
132419,Italian
132419,Mediterranean
132417,Italian
132417,Mediterranean
132414,Asian
132413,American
132413,International
132410,Bar_Pub_Brewery
132409,Seafood
132408,Dutch-Belgian
132407,Mediterranean
132406,Soup
132402,French
132399,Cafe-Coffee_Shop
132398,Dutch-Belgian
132396,International
132393,Mexican
132392,Contemporary
132392,Continental-European
132389,Greek
132387,Greek
132386,Greek
132384,Greek
132381,Pizzeria
132380,Pizzeria
132377,Greek
132372,Greek
132367,Greek
132366,Greek
132365,Greek
132364,Greek
132363,Greek
132362,Greek
132361,Greek
132360,Greek
132359,Greek
132358,Greek
132357,Greek
132356,Greek
132355,Greek
132354,Greek
132353,Greek
132352,Greek
132351,Greek
132350,Greek
132349,Greek
132348,Greek
132347,Greek
132346,Greek
132345,Greek
132344,Greek
132343,Greek
132342,Italian
132341,Japanese
132341,Sushi
132339,American
132337,Cafe-Coffee_Shop
132336,American
132335,Bar_Pub_Brewery
132333,Japanese
132333,Sushi
132332,International
132331,International
132330,International
132329,Pizzeria
132329,Deli-Sandwiches
132328,Pizzeria
132328,Deli-Sandwiches
132326,Pizzeria
132324,International
132321,International
132319,French
132319,Dutch-Belgian
132318,Mediterranean
132318,Cafe-Coffee_Shop
132317,French
132317,Dutch-Belgian
132316,Dutch-Belgian
132315,Continental-European
132312,Chinese
132312,Vietnamese
132310,Southwestern
132306,Breakfast-Brunch
132302,American
132302,Polish
132300,Pizzeria
132299,Dutch-Belgian
132298,International
132297,French
132296,Barbecue
132296,French
132296,Dutch-Belgian
132295,Dutch-Belgian
132294,Southern
132292,Cafe-Coffee_Shop
132289,Contemporary
132289,French
132284,Pizzeria
132284,Italian
132283,Cafe-Coffee_Shop
132281,Bar_Pub_Brewery
132280,American
132275,Latin_American
132274,Mexican
132273,Spanish
132273,Latin_American
132272,Contemporary
132271,Bar_Pub_Brewery
132270,Bar_Pub_Brewery
132269,Chinese
132268,Chinese
132266,Chinese
132265,Asian
132262,Chinese
132258,Cafeteria
132258,Polish
132258,Seafood
132257,Bar_Pub_Brewery
132255,Game
132255,Bar_Pub_Brewery
132253,Cafeteria
132253,Polish
132253,Fast_Food
132250,Eastern_European
132249,International
132247,Pizzeria
132246,Italian
132246,Mediterranean
132245,German
132244,French
132244,German
132244,Italian
132243,French
132243,Italian
132242,Greek
132240,American
132240,Bar_Pub_Brewery
132239,Burgers
132238,Japanese
132238,Sushi
132237,Japanese
132237,Seafood
132237,Sushi
132235,American
132235,Burgers
132234,Italian
132233,Italian
132232,Italian
132231,Italian
132230,Italian
132229,Italian
132228,California
132228,Italian
132226,American
132226,Seafood
132225,Chinese
132223,Bakery
132223,Cafe-Coffee_Shop
132223,Deli-Sandwiches
132221,American
132220,French
132218,Dutch-Belgian
132217,Pizzeria
132217,Italian
132216,Pizzeria
132216,Italian
132215,Dutch-Belgian
132214,American
132214,Bar_Pub_Brewery
132213,Cafe-Coffee_Shop
132212,French
132211,French
132210,Chinese
132209,Chinese
132208,Dutch-Belgian
132207,International
132207,Italian
132206,International
132204,International
132203,Dutch-Belgian
132201,French
132192,Dutch-Belgian
132191,Polish
132187,Cafe-Coffee_Shop
132187,Bar_Pub_Brewery
132186,Pizzeria
132186,Italian
132184,Italian
132184,Mediterranean
132182,Italian
132182,Continental-European
132180,Italian
132177,Bagels
132177,Cafe-Coffee_Shop
132177,Deli-Sandwiches
132175,Chinese
132174,Chinese
132171,Asian
132171,Chinese
132167,Bar_Pub_Brewery
132166,French
132166,International
132166,Dutch-Belgian
132165,International
132164,International
132163,Cafe-Coffee_Shop
132162,International
132161,French
132161,International
132160,Dutch-Belgian
132159,French
132157,Greek
132156,Dutch-Belgian
132155,French
132155,Mediterranean
132147,Pizzeria
132147,Deli-Sandwiches
132146,Deli-Sandwiches
132145,Deli-Sandwiches
132138,Bakery
132137,Pizzeria
132137,Deli-Sandwiches
132136,Pizzeria
132133,Japanese
132132,Pizzeria
132131,Italian
132130,Turkish
132128,Vegetarian
132128,Fast_Food
132127,Eastern_European
132126,Family
132126,Mexican
132125,Family
132125,Mexican
132121,Italian
132120,Asian
132119,Vegetarian
132118,Vegetarian
132116,Asian
132115,Asian
132114,Cafe-Coffee_Shop
132109,Vegetarian
132109,Organic-Healthy
132108,Japanese
132108,Steaks
132108,Sushi
132107,Japanese
132106,Vegetarian
132105,French
132103,Italian
132102,Cafe-Coffee_Shop
132101,American
132101,Bar_Pub_Brewery
132100,American
132100,Bar_Pub_Brewery
132098,Dutch-Belgian
132097,Cafe-Coffee_Shop
132096,Dutch-Belgian
132094,Pizzeria
132092,Family
132087,Cafe-Coffee_Shop
132083,International
132031,Family
132031,German
132031,Fine_Dining
132030,French
132030,Dutch-Belgian
132028,Italian
132028,Seafood
132026,Dutch-Belgian
132025,Dutch-Belgian
132024,Seafood
132024,Continental-European
132023,French
132023,Dutch-Belgian
132022,Dutch-Belgian
132021,Dutch-Belgian
132020,International
132019,Dutch-Belgian
132018,Dutch-Belgian
132017,Dutch-Belgian
132016,International
132015,Dutch-Belgian
132014,Dutch-Belgian
132013,International
132012,French
132012,Dutch-Belgian
132010,Mediterranean
132010,Dutch-Belgian
132009,International
132008,International
132007,Mediterranean
132006,Dutch-Belgian
132005,French
132005,Seafood
132004,Seafood
132003,International
132002,Seafood
132001,Dutch-Belgian
1 placeID Rtype
2 135110 Spanish
3 135109 Italian
4 135107 Latin_American
5 135106 Mexican
6 135105 Fast_Food
7 135104 Mexican
8 135103 Burgers
9 135103 Dessert-Ice_Cream
10 135103 Fast_Food
11 135103 Hot_Dogs
12 135102 Latin_American
13 135102 Mexican
14 135102 Steaks
15 135101 Mexican
16 135101 Steaks
17 135100 Mexican
18 135100 Steaks
19 135099 Asian
20 135099 Dessert-Ice_Cream
21 135099 International
22 135099 Mongolian
23 135099 Steaks
24 135099 Vegetarian
25 135098 Brazilian
26 135098 International
27 135098 Latin_American
28 135098 Steaks
29 135097 Cafe-Coffee_Shop
30 135097 Cafeteria
31 135097 Contemporary
32 135097 Deli-Sandwiches
33 135097 Diner
34 135097 Mexican
35 135094 Mexican
36 135093 Mexican
37 135092 Cafeteria
38 135092 Mexican
39 135091 Japanese
40 135091 Sushi
41 135090 Mexican
42 135089 Seafood
43 135088 Cafeteria
44 135086 Burgers
45 135086 Fast_Food
46 135085 Fast_Food
47 135079 Chinese
48 135075 Seafood
49 135074 Contemporary
50 135073 Bar
51 135073 Bar_Pub_Brewery
52 135072 Japanese
53 135071 Bar
54 135071 Bar_Pub_Brewery
55 135069 Bar
56 135061 Contemporary
57 135060 Seafood
58 135059 Bar
59 135058 Pizzeria
60 135057 Bar
61 135056 Bar
62 135055 Mexican
63 135054 Seafood
64 135053 Cafeteria
65 135053 Fast_Food
66 135053 Pizzeria
67 135052 Bar
68 135052 Bar_Pub_Brewery
69 135049 Seafood
70 135048 Bar
71 135046 Fast_Food
72 135044 Chinese
73 135043 Fast_Food
74 135043 Pizzeria
75 135042 Chinese
76 135041 Bar
77 135041 Cafeteria
78 135039 Seafood
79 135037 Mexican
80 135036 Bar
81 135035 Italian
82 135034 Japanese
83 135032 Cafeteria
84 135032 Contemporary
85 135031 Seafood
86 135030 Cafe-Coffee_Shop
87 135030 Cafeteria
88 135029 Bar
89 135029 Bar_Pub_Brewery
90 135028 Mexican
91 135027 Mexican
92 135026 Bar
93 135026 Bar_Pub_Brewery
94 135025 Mexican
95 135022 Mexican
96 135021 Fast_Food
97 135020 Bar
98 135020 Mexican
99 135019 Bar
100 135018 Mexican
101 135008 Contemporary
102 135007 Bar
103 135007 Bar_Pub_Brewery
104 135007 Mexican
105 135005 Mexican
106 135004 Bar
107 135004 Bar_Pub_Brewery
108 135003 Chinese
109 135002 Mexican
110 134999 Japanese
111 134997 Bar
112 134997 Cafe-Coffee_Shop
113 134997 Cafeteria
114 134990 Bar
115 134990 Bar_Pub_Brewery
116 134989 Mexican
117 134988 Mediterranean
118 134986 International
119 134985 Mexican
120 134984 Italian
121 134983 Bar
122 134983 Bar_Pub_Brewery
123 134982 Bar
124 134982 Bar_Pub_Brewery
125 134981 Italian
126 134980 Seafood
127 134976 Mexican
128 134976 Mediterranean
129 134976 Burgers
130 134973 Mexican
131 134972 Cafe-Coffee_Shop
132 134972 Cafeteria
133 134971 Mexican
134 133049 Latin_American
135 133048 Mexican
136 133047 American
137 133043 International
138 133039 Family
139 133038 Cafeteria
140 133037 Mexican
141 133036 Family
142 133035 Caribbean
143 133034 Mexican
144 133033 American
145 133032 Mexican
146 133031 Mexican
147 133030 Family
148 133029 Bar
149 133028 Mexican
150 133027 Cafeteria
151 133026 Family
152 133020 American
153 133014 Contemporary
154 133010 Italian
155 133009 American
156 133008 American
157 133007 American
158 133000 Family
159 132996 Mexican
160 132995 American
161 132994 American
162 132993 Mexican
163 132992 American
164 132986 Mexican
165 132985 Mexican
166 132980 Mexican
167 132973 Mexican
168 132972 Mexican
169 132971 Mexican
170 132970 American
171 132969 Bar
172 132968 Bar
173 132967 Bar
174 132966 Bar
175 132965 Bar
176 132964 Bar
177 132963 Mexican
178 132962 Burgers
179 132962 Hot_Dogs
180 132961 Mexican
181 132960 Mexican
182 132959 Mexican
183 132958 American
184 132957 American
185 132956 African
186 132955 Bar_Pub_Brewery
187 132954 Breakfast-Brunch
188 132953 Mexican
189 132951 American
190 132950 Mexican
191 132948 Mexican
192 132947 Mexican
193 132946 Mexican
194 132945 Mexican
195 132943 Mexican
196 132942 Mexican
197 132941 Mexican
198 132940 Burgers
199 132939 Mexican
200 132938 Mexican
201 132937 Bar
202 132936 Mexican
203 132935 Mexican
204 132934 Mexican
205 132933 American
206 132932 Mexican
207 132930 Mexican
208 132929 Mexican
209 132928 Mexican
210 132927 Mexican
211 132926 Mexican
212 132925 Mexican
213 132924 Pizzeria
214 132923 Family
215 132922 Cafeteria
216 132921 Bar
217 132920 Mexican
218 132919 Mexican
219 132918 Mexican
220 132917 American
221 132917 Mexican
222 132916 American
223 132915 Mexican
224 132914 Mexican
225 132913 Mexican
226 132912 Mexican
227 132911 Mexican
228 132910 Mexican
229 132909 Mexican
230 132908 Mexican
231 132907 Mexican
232 132906 Mexican
233 132904 Mexican
234 132903 Mexican
235 132902 Mexican
236 132901 Regional
237 132900 Mexican
238 132899 Mexican
239 132897 Mexican
240 132896 Mexican
241 132895 Mexican
242 132894 Mexican
243 132893 Mexican
244 132892 Chinese
245 132891 Mexican
246 132890 Mexican
247 132889 Mexican
248 132888 Afghan
249 132887 Italian
250 132886 American
251 132885 Cafeteria
252 132875 Japanese
253 132873 American
254 132872 American
255 132871 Mexican
256 132870 Burgers
257 132869 Pizzeria
258 132868 Mexican
259 132867 Bar
260 132867 Mexican
261 132866 Bakery
262 132866 Cafeteria
263 132865 Mexican
264 132864 Mexican
265 132863 International
266 132862 International
267 132861 Burgers
268 132860 International
269 132859 International
270 132858 Burgers
271 132857 International
272 132856 Italian
273 132855 Mexican
274 132854 International
275 132853 Fast_Food
276 132852 Latin_American
277 132852 Mexican
278 132851 American
279 132851 Game
280 132846 International
281 132845 Mexican
282 132843 Mexican
283 132842 Mexican
284 132841 Mexican
285 132840 Mexican
286 132839 Mexican
287 132838 Mexican
288 132837 Mexican
289 132836 Mexican
290 132835 Mexican
291 132834 Mexican
292 132833 Mexican
293 132829 Mexican
294 132828 Mexican
295 132827 Mexican
296 132825 Mexican
297 132811 International
298 132810 Vegetarian
299 132807 Cafeteria
300 132806 Mexican
301 132805 Mexican
302 132804 Bar
303 132803 Chinese
304 132802 Chinese
305 132801 Mexican
306 132799 Armenian
307 132798 Mexican
308 132797 Cafeteria
309 132796 American
310 132795 American
311 132794 Vegetarian
312 132793 Mexican
313 132792 International
314 132791 Mexican
315 132790 International
316 132789 Mexican
317 132788 American
318 132787 International
319 132786 International
320 132785 Mexican
321 132784 Italian
322 132783 International
323 132782 Family
324 132781 Mexican
325 132779 Mexican
326 132778 Mexican
327 132777 Mexican
328 132776 Mexican
329 132775 Mexican
330 132774 American
331 132774 Bakery
332 132774 Breakfast-Brunch
333 132774 Burgers
334 132774 Cafe-Coffee_Shop
335 132774 Cafeteria
336 132774 Diner
337 132774 Family
338 132774 Mexican
339 132773 Family
340 132773 Mexican
341 132772 Mexican
342 132771 Japanese
343 132770 Spanish
344 132769 Mexican
345 132768 Family
346 132767 Vietnamese
347 132766 Japanese
348 132765 Mexican
349 132764 Mexican
350 132763 Mexican
351 132761 Mexican
352 132760 Mexican
353 132758 Mexican
354 132757 Mexican
355 132756 Italian
356 132755 Mexican
357 132754 Mexican
358 132753 Mexican
359 132752 Cafeteria
360 132751 Burgers
361 132750 Burgers
362 132749 Mexican
363 132748 Mexican
364 132747 Chinese
365 132746 Mexican
366 132745 American
367 132744 Mexican
368 132743 Mexican
369 132742 Mexican
370 132741 Mexican
371 132740 Mexican
372 132739 Mexican
373 132738 Hot_Dogs
374 132737 Mexican
375 132736 Korean
376 132735 Mexican
377 132734 Pizzeria
378 132733 Pizzeria
379 132732 Mexican
380 132725 Fast_Food
381 132724 American
382 132723 Mexican
383 132719 Hot_Dogs
384 132718 Hot_Dogs
385 132717 Fast_Food
386 132715 Mexican
387 132714 Mexican
388 132713 American
389 132712 Mexican
390 132711 Mexican
391 132710 Mexican
392 132709 Mexican
393 132708 Mexican
394 132707 Mexican
395 132706 Mexican
396 132705 Mexican
397 132704 Mexican
398 132703 Mexican
399 132702 Mexican
400 132701 Mexican
401 132700 Mexican
402 132699 Mexican
403 132698 Mexican
404 132697 Mexican
405 132696 Mexican
406 132695 Mexican
407 132694 Mexican
408 132693 Bar
409 132692 Mexican
410 132691 Mexican
411 132690 Mexican
412 132689 American
413 132688 Mexican
414 132687 Japanese
415 132686 Thai
416 132685 Barbecue
417 132684 American
418 132683 American
419 132682 American
420 132681 Mexican
421 132680 Mexican
422 132679 American
423 132678 Mexican
424 132677 Mexican
425 132676 Armenian
426 132675 Mexican
427 132674 American
428 132673 Mexican
429 132672 Mexican
430 132671 Armenian
431 132670 Mexican
432 132669 Mexican
433 132668 Mexican
434 132667 Armenian
435 132666 Mexican
436 132665 Mexican
437 132664 Mexican
438 132663 Mexican
439 132662 Mexican
440 132658 American
441 132657 Mexican
442 132655 American
443 132653 American
444 132652 Mexican
445 132650 American
446 132649 Mexican
447 132648 African
448 132646 Mexican
449 132645 American
450 132643 Mexican
451 132642 African
452 132640 American
453 132638 American
454 132637 Mexican
455 132636 American
456 132635 American
457 132634 Mexican
458 132632 Mexican
459 132631 Mexican
460 132630 Mexican
461 132629 Mexican
462 132628 Italian
463 132626 Italian
464 132625 Mexican
465 132624 Mexican
466 132623 Mexican
467 132622 Chinese
468 132621 Mexican
469 132620 Fast_Food
470 132619 Mexican
471 132618 Fast_Food
472 132617 Mexican
473 132615 Mexican
474 132614 Mexican
475 132613 Mexican
476 132612 Pizzeria
477 132611 Mexican
478 132610 Mexican
479 132609 Fast_Food
480 132608 Mexican
481 132607 Mexican
482 132606 American
483 132605 American
484 132604 Cafeteria
485 132603 Mexican
486 132602 Mexican
487 132601 Cafe-Coffee_Shop
488 132600 American
489 132599 Mexican
490 132598 Mexican
491 132596 Mexican
492 132595 Mexican
493 132594 Mexican
494 132593 Mexican
495 132592 Mexican
496 132591 Mexican
497 132590 Hot_Dogs
498 132589 Cafeteria
499 132588 Mexican
500 132587 American
501 132584 Mexican
502 132583 American
503 132582 Bakery
504 132581 Dessert-Ice_Cream
505 132580 Mexican
506 132579 Fast_Food
507 132578 Mexican
508 132577 Fast_Food
509 132576 Fast_Food
510 132575 Diner
511 132574 Pizzeria
512 132573 Hot_Dogs
513 132572 Cafeteria
514 132560 Regional
515 132557 Italian
516 132555 International
517 132555 Polish
518 132555 Vegetarian
519 132551 Dutch-Belgian
520 132550 Italian
521 132549 International
522 132548 International
523 132547 International
524 132546 International
525 132545 International
526 132544 French
527 132543 Dutch-Belgian
528 132542 International
529 132541 Steaks
530 132540 Dutch-Belgian
531 132539 Cafe-Coffee_Shop
532 132538 International
533 132537 Dutch-Belgian
534 132536 Dutch-Belgian
535 132535 International
536 132533 French
537 132532 Vegetarian
538 132531 Barbecue
539 132531 Dutch-Belgian
540 132530 Cafe-Coffee_Shop
541 132530 Dutch-Belgian
542 132529 International
543 132528 International
544 132527 French
545 132527 Dutch-Belgian
546 132526 International
547 132525 International
548 132524 International
549 132523 International
550 132522 International
551 132521 French
552 132521 Dutch-Belgian
553 132519 Japanese
554 132518 Japanese
555 132517 French
556 132514 Dutch-Belgian
557 132513 German
558 132511 German
559 132509 French
560 132493 Seafood
561 132493 Southwestern
562 132493 Steaks
563 132491 Bakery
564 132491 Cafe-Coffee_Shop
565 132488 Mexican
566 132487 Southwestern
567 132485 Cafe-Coffee_Shop
568 132484 Italian
569 132483 Armenian
570 132483 German
571 132483 Persian
572 132482 German
573 132481 German
574 132479 German
575 132478 German
576 132477 Chinese
577 132474 International
578 132474 Regional
579 132470 German
580 132469 German
581 132468 German
582 132464 German
583 132459 Dutch-Belgian
584 132458 Ethiopian
585 132457 Juice
586 132456 Juice
587 132455 Juice
588 132454 Juice
589 132453 Juice
590 132452 Juice
591 132451 Italian
592 132450 Dutch-Belgian
593 132449 Cafe-Coffee_Shop
594 132449 Dutch-Belgian
595 132448 Dutch-Belgian
596 132447 International
597 132446 French
598 132445 Cafe-Coffee_Shop
599 132444 Dutch-Belgian
600 132443 French
601 132443 International
602 132442 French
603 132442 International
604 132441 Dutch-Belgian
605 132440 Dutch-Belgian
606 132439 French
607 132439 Dutch-Belgian
608 132438 Mediterranean
609 132437 Mediterranean
610 132436 International
611 132435 Dutch-Belgian
612 132434 Dutch-Belgian
613 132433 Dutch-Belgian
614 132432 Cafe-Coffee_Shop
615 132430 Italian
616 132429 Dutch-Belgian
617 132425 Fast_Food
618 132421 Italian
619 132419 Italian
620 132419 Mediterranean
621 132417 Italian
622 132417 Mediterranean
623 132414 Asian
624 132413 American
625 132413 International
626 132410 Bar_Pub_Brewery
627 132409 Seafood
628 132408 Dutch-Belgian
629 132407 Mediterranean
630 132406 Soup
631 132402 French
632 132399 Cafe-Coffee_Shop
633 132398 Dutch-Belgian
634 132396 International
635 132393 Mexican
636 132392 Contemporary
637 132392 Continental-European
638 132389 Greek
639 132387 Greek
640 132386 Greek
641 132384 Greek
642 132381 Pizzeria
643 132380 Pizzeria
644 132377 Greek
645 132372 Greek
646 132367 Greek
647 132366 Greek
648 132365 Greek
649 132364 Greek
650 132363 Greek
651 132362 Greek
652 132361 Greek
653 132360 Greek
654 132359 Greek
655 132358 Greek
656 132357 Greek
657 132356 Greek
658 132355 Greek
659 132354 Greek
660 132353 Greek
661 132352 Greek
662 132351 Greek
663 132350 Greek
664 132349 Greek
665 132348 Greek
666 132347 Greek
667 132346 Greek
668 132345 Greek
669 132344 Greek
670 132343 Greek
671 132342 Italian
672 132341 Japanese
673 132341 Sushi
674 132339 American
675 132337 Cafe-Coffee_Shop
676 132336 American
677 132335 Bar_Pub_Brewery
678 132333 Japanese
679 132333 Sushi
680 132332 International
681 132331 International
682 132330 International
683 132329 Pizzeria
684 132329 Deli-Sandwiches
685 132328 Pizzeria
686 132328 Deli-Sandwiches
687 132326 Pizzeria
688 132324 International
689 132321 International
690 132319 French
691 132319 Dutch-Belgian
692 132318 Mediterranean
693 132318 Cafe-Coffee_Shop
694 132317 French
695 132317 Dutch-Belgian
696 132316 Dutch-Belgian
697 132315 Continental-European
698 132312 Chinese
699 132312 Vietnamese
700 132310 Southwestern
701 132306 Breakfast-Brunch
702 132302 American
703 132302 Polish
704 132300 Pizzeria
705 132299 Dutch-Belgian
706 132298 International
707 132297 French
708 132296 Barbecue
709 132296 French
710 132296 Dutch-Belgian
711 132295 Dutch-Belgian
712 132294 Southern
713 132292 Cafe-Coffee_Shop
714 132289 Contemporary
715 132289 French
716 132284 Pizzeria
717 132284 Italian
718 132283 Cafe-Coffee_Shop
719 132281 Bar_Pub_Brewery
720 132280 American
721 132275 Latin_American
722 132274 Mexican
723 132273 Spanish
724 132273 Latin_American
725 132272 Contemporary
726 132271 Bar_Pub_Brewery
727 132270 Bar_Pub_Brewery
728 132269 Chinese
729 132268 Chinese
730 132266 Chinese
731 132265 Asian
732 132262 Chinese
733 132258 Cafeteria
734 132258 Polish
735 132258 Seafood
736 132257 Bar_Pub_Brewery
737 132255 Game
738 132255 Bar_Pub_Brewery
739 132253 Cafeteria
740 132253 Polish
741 132253 Fast_Food
742 132250 Eastern_European
743 132249 International
744 132247 Pizzeria
745 132246 Italian
746 132246 Mediterranean
747 132245 German
748 132244 French
749 132244 German
750 132244 Italian
751 132243 French
752 132243 Italian
753 132242 Greek
754 132240 American
755 132240 Bar_Pub_Brewery
756 132239 Burgers
757 132238 Japanese
758 132238 Sushi
759 132237 Japanese
760 132237 Seafood
761 132237 Sushi
762 132235 American
763 132235 Burgers
764 132234 Italian
765 132233 Italian
766 132232 Italian
767 132231 Italian
768 132230 Italian
769 132229 Italian
770 132228 California
771 132228 Italian
772 132226 American
773 132226 Seafood
774 132225 Chinese
775 132223 Bakery
776 132223 Cafe-Coffee_Shop
777 132223 Deli-Sandwiches
778 132221 American
779 132220 French
780 132218 Dutch-Belgian
781 132217 Pizzeria
782 132217 Italian
783 132216 Pizzeria
784 132216 Italian
785 132215 Dutch-Belgian
786 132214 American
787 132214 Bar_Pub_Brewery
788 132213 Cafe-Coffee_Shop
789 132212 French
790 132211 French
791 132210 Chinese
792 132209 Chinese
793 132208 Dutch-Belgian
794 132207 International
795 132207 Italian
796 132206 International
797 132204 International
798 132203 Dutch-Belgian
799 132201 French
800 132192 Dutch-Belgian
801 132191 Polish
802 132187 Cafe-Coffee_Shop
803 132187 Bar_Pub_Brewery
804 132186 Pizzeria
805 132186 Italian
806 132184 Italian
807 132184 Mediterranean
808 132182 Italian
809 132182 Continental-European
810 132180 Italian
811 132177 Bagels
812 132177 Cafe-Coffee_Shop
813 132177 Deli-Sandwiches
814 132175 Chinese
815 132174 Chinese
816 132171 Asian
817 132171 Chinese
818 132167 Bar_Pub_Brewery
819 132166 French
820 132166 International
821 132166 Dutch-Belgian
822 132165 International
823 132164 International
824 132163 Cafe-Coffee_Shop
825 132162 International
826 132161 French
827 132161 International
828 132160 Dutch-Belgian
829 132159 French
830 132157 Greek
831 132156 Dutch-Belgian
832 132155 French
833 132155 Mediterranean
834 132147 Pizzeria
835 132147 Deli-Sandwiches
836 132146 Deli-Sandwiches
837 132145 Deli-Sandwiches
838 132138 Bakery
839 132137 Pizzeria
840 132137 Deli-Sandwiches
841 132136 Pizzeria
842 132133 Japanese
843 132132 Pizzeria
844 132131 Italian
845 132130 Turkish
846 132128 Vegetarian
847 132128 Fast_Food
848 132127 Eastern_European
849 132126 Family
850 132126 Mexican
851 132125 Family
852 132125 Mexican
853 132121 Italian
854 132120 Asian
855 132119 Vegetarian
856 132118 Vegetarian
857 132116 Asian
858 132115 Asian
859 132114 Cafe-Coffee_Shop
860 132109 Vegetarian
861 132109 Organic-Healthy
862 132108 Japanese
863 132108 Steaks
864 132108 Sushi
865 132107 Japanese
866 132106 Vegetarian
867 132105 French
868 132103 Italian
869 132102 Cafe-Coffee_Shop
870 132101 American
871 132101 Bar_Pub_Brewery
872 132100 American
873 132100 Bar_Pub_Brewery
874 132098 Dutch-Belgian
875 132097 Cafe-Coffee_Shop
876 132096 Dutch-Belgian
877 132094 Pizzeria
878 132092 Family
879 132087 Cafe-Coffee_Shop
880 132083 International
881 132031 Family
882 132031 German
883 132031 Fine_Dining
884 132030 French
885 132030 Dutch-Belgian
886 132028 Italian
887 132028 Seafood
888 132026 Dutch-Belgian
889 132025 Dutch-Belgian
890 132024 Seafood
891 132024 Continental-European
892 132023 French
893 132023 Dutch-Belgian
894 132022 Dutch-Belgian
895 132021 Dutch-Belgian
896 132020 International
897 132019 Dutch-Belgian
898 132018 Dutch-Belgian
899 132017 Dutch-Belgian
900 132016 International
901 132015 Dutch-Belgian
902 132014 Dutch-Belgian
903 132013 International
904 132012 French
905 132012 Dutch-Belgian
906 132010 Mediterranean
907 132010 Dutch-Belgian
908 132009 International
909 132008 International
910 132007 Mediterranean
911 132006 Dutch-Belgian
912 132005 French
913 132005 Seafood
914 132004 Seafood
915 132003 International
916 132002 Seafood
917 132001 Dutch-Belgian

178
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userID,Upayment
U1001,cash
U1002,cash
U1003,cash
U1004,cash
U1004,bank_debit_cards
U1005,cash
U1006,cash
U1007,cash
U1008,cash
U1009,cash
U1010,cash
U1011,cash
U1012,cash
U1012,bank_debit_cards
U1013,MasterCard-Eurocard
U1013,cash
U1014,cash
U1015,cash
U1016,cash
U1017,cash
U1017,VISA
U1018,cash
U1019,cash
U1020,cash
U1020,bank_debit_cards
U1021,cash
U1022,cash
U1023,cash
U1026,cash
U1026,bank_debit_cards
U1027,cash
U1028,cash
U1029,cash
U1030,cash
U1031,cash
U1031,American_Express
U1032,cash
U1033,cash
U1034,cash
U1035,cash
U1035,VISA
U1036,cash
U1037,cash
U1038,cash
U1039,cash
U1040,cash
U1041,bank_debit_cards
U1041,cash
U1041,American_Express
U1041,VISA
U1042,bank_debit_cards
U1043,cash
U1044,VISA
U1044,bank_debit_cards
U1044,cash
U1044,MasterCard-Eurocard
U1045,cash
U1046,cash
U1047,cash
U1048,cash
U1049,cash
U1050,cash
U1051,VISA
U1051,cash
U1052,cash
U1053,cash
U1054,cash
U1055,cash
U1056,cash
U1057,cash
U1057,VISA
U1058,cash
U1059,cash
U1060,cash
U1061,cash
U1061,bank_debit_cards
U1062,VISA
U1062,cash
U1063,cash
U1064,cash
U1065,cash
U1066,cash
U1066,bank_debit_cards
U1067,cash
U1068,cash
U1069,MasterCard-Eurocard
U1069,cash
U1070,cash
U1071,cash
U1072,bank_debit_cards
U1072,cash
U1073,cash
U1074,bank_debit_cards
U1074,cash
U1075,cash
U1076,VISA
U1076,cash
U1076,bank_debit_cards
U1077,VISA
U1077,cash
U1077,bank_debit_cards
U1078,VISA
U1078,bank_debit_cards
U1078,cash
U1079,cash
U1080,cash
U1081,cash
U1082,cash
U1083,cash
U1084,cash
U1085,cash
U1086,VISA
U1086,bank_debit_cards
U1086,cash
U1087,cash
U1089,cash
U1090,cash
U1091,cash
U1092,cash
U1093,American_Express
U1093,VISA
U1094,cash
U1095,cash
U1096,cash
U1097,cash
U1098,cash
U1099,cash
U1099,VISA
U1100,cash
U1101,cash
U1102,cash
U1103,cash
U1103,bank_debit_cards
U1104,VISA
U1104,cash
U1105,cash
U1106,bank_debit_cards
U1106,cash
U1107,bank_debit_cards
U1107,cash
U1108,VISA
U1108,cash
U1108,MasterCard-Eurocard
U1109,cash
U1110,cash
U1111,cash
U1112,cash
U1113,VISA
U1113,cash
U1114,cash
U1115,cash
U1116,cash
U1116,bank_debit_cards
U1116,VISA
U1117,bank_debit_cards
U1117,cash
U1118,cash
U1119,cash
U1120,cash
U1121,cash
U1121,bank_debit_cards
U1123,cash
U1124,cash
U1125,cash
U1126,cash
U1127,cash
U1128,cash
U1129,cash
U1131,cash
U1132,cash
U1133,bank_debit_cards
U1133,cash
U1134,cash
U1135,cash
U1136,cash
U1137,cash
U1138,cash
1 userID Upayment
2 U1001 cash
3 U1002 cash
4 U1003 cash
5 U1004 cash
6 U1004 bank_debit_cards
7 U1005 cash
8 U1006 cash
9 U1007 cash
10 U1008 cash
11 U1009 cash
12 U1010 cash
13 U1011 cash
14 U1012 cash
15 U1012 bank_debit_cards
16 U1013 MasterCard-Eurocard
17 U1013 cash
18 U1014 cash
19 U1015 cash
20 U1016 cash
21 U1017 cash
22 U1017 VISA
23 U1018 cash
24 U1019 cash
25 U1020 cash
26 U1020 bank_debit_cards
27 U1021 cash
28 U1022 cash
29 U1023 cash
30 U1026 cash
31 U1026 bank_debit_cards
32 U1027 cash
33 U1028 cash
34 U1029 cash
35 U1030 cash
36 U1031 cash
37 U1031 American_Express
38 U1032 cash
39 U1033 cash
40 U1034 cash
41 U1035 cash
42 U1035 VISA
43 U1036 cash
44 U1037 cash
45 U1038 cash
46 U1039 cash
47 U1040 cash
48 U1041 bank_debit_cards
49 U1041 cash
50 U1041 American_Express
51 U1041 VISA
52 U1042 bank_debit_cards
53 U1043 cash
54 U1044 VISA
55 U1044 bank_debit_cards
56 U1044 cash
57 U1044 MasterCard-Eurocard
58 U1045 cash
59 U1046 cash
60 U1047 cash
61 U1048 cash
62 U1049 cash
63 U1050 cash
64 U1051 VISA
65 U1051 cash
66 U1052 cash
67 U1053 cash
68 U1054 cash
69 U1055 cash
70 U1056 cash
71 U1057 cash
72 U1057 VISA
73 U1058 cash
74 U1059 cash
75 U1060 cash
76 U1061 cash
77 U1061 bank_debit_cards
78 U1062 VISA
79 U1062 cash
80 U1063 cash
81 U1064 cash
82 U1065 cash
83 U1066 cash
84 U1066 bank_debit_cards
85 U1067 cash
86 U1068 cash
87 U1069 MasterCard-Eurocard
88 U1069 cash
89 U1070 cash
90 U1071 cash
91 U1072 bank_debit_cards
92 U1072 cash
93 U1073 cash
94 U1074 bank_debit_cards
95 U1074 cash
96 U1075 cash
97 U1076 VISA
98 U1076 cash
99 U1076 bank_debit_cards
100 U1077 VISA
101 U1077 cash
102 U1077 bank_debit_cards
103 U1078 VISA
104 U1078 bank_debit_cards
105 U1078 cash
106 U1079 cash
107 U1080 cash
108 U1081 cash
109 U1082 cash
110 U1083 cash
111 U1084 cash
112 U1085 cash
113 U1086 VISA
114 U1086 bank_debit_cards
115 U1086 cash
116 U1087 cash
117 U1089 cash
118 U1090 cash
119 U1091 cash
120 U1092 cash
121 U1093 American_Express
122 U1093 VISA
123 U1094 cash
124 U1095 cash
125 U1096 cash
126 U1097 cash
127 U1098 cash
128 U1099 cash
129 U1099 VISA
130 U1100 cash
131 U1101 cash
132 U1102 cash
133 U1103 cash
134 U1103 bank_debit_cards
135 U1104 VISA
136 U1104 cash
137 U1105 cash
138 U1106 bank_debit_cards
139 U1106 cash
140 U1107 bank_debit_cards
141 U1107 cash
142 U1108 VISA
143 U1108 cash
144 U1108 MasterCard-Eurocard
145 U1109 cash
146 U1110 cash
147 U1111 cash
148 U1112 cash
149 U1113 VISA
150 U1113 cash
151 U1114 cash
152 U1115 cash
153 U1116 cash
154 U1116 bank_debit_cards
155 U1116 VISA
156 U1117 bank_debit_cards
157 U1117 cash
158 U1118 cash
159 U1119 cash
160 U1120 cash
161 U1121 cash
162 U1121 bank_debit_cards
163 U1123 cash
164 U1124 cash
165 U1125 cash
166 U1126 cash
167 U1127 cash
168 U1128 cash
169 U1129 cash
170 U1131 cash
171 U1132 cash
172 U1133 bank_debit_cards
173 U1133 cash
174 U1134 cash
175 U1135 cash
176 U1136 cash
177 U1137 cash
178 U1138 cash

1162
4/ratings.csv Normal file
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