{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
""
],
"text/vnd.plotly.v1+html": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"from voyage.data import CityData\n",
"from voyage.main import *"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"CITY = \"rome\"\n",
"OPPOSITE_CITY = \"berlin\""
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"city_data = CityData(CITY)\n",
"opposite_city_data = CityData(OPPOSITE_CITY)"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
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"Via Galla Placidia
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"Mondadori_Bookstore
Scuola_dello_Sport_CONI
Le_M_ridien_Visconti_Rome
Hotel_Cicerone_Roma
Holiday_Inn_Rome_Eur_Parco_dei_Medici",
"Via_Condotti
Via_dei_Condotti
Via_Del_Corso_
Via_dei_Condotti
Castel_Sant_Angelo_Rome_Italy",
"Palatorrino
Ials_Roma
DAF_Dance_Arts_Faculty
Palestre_Passion_Fitness
Virgin_Active_EUR",
"ZUM_Roma
Caff_Tazza_dOro
Sant_Eustachio_Il_Caff_
Roscioli_Caff_
Antico_Caff_Greco",
"Museo_Palatino
Museo_Hendrik_Christian_Andersen
Palazzo_Cipolla_Mostra_Banksy
Guerra_Capitalismo_e_Libert_Banksy
Museo_Nazionale_Romano_Palazzo_Altemps",
"Zen_Sushi_Roma
PA_PO_Bistrot_Roma
Fingers_Roma
SUSHISEN_Vero_Ristorante_Giapponese
Pianostrada_Laboratoriodicucina",
"Via_dei_Fori_Imperiali
Ponte_Sisto
SantAngelo_Rome
Castel_SantAngelo
Giardino_degli_Aranci",
"Palazzo_Cipolla_Mostra_Banksy
Guerra_Capitalismo_e_Libert_Banksy
Palazzo_Cipolla_Mostra_Banksy
Palazzo_Corsini_Rome
Palazzo_Cipolla",
"THE_DRUNKEN_SHIP_OFFICIAL
Blume_Lounge
Sciam
Club_Derri_re
Fingers_Roma",
"Radio2
El_Cid_Roma
Radio_Kaos_Italy
DEAR_Studi_Televisivi_Nomentano
City_Dream",
"Il_Roseto_Comunale_Roma
Festival_del_Verde_e_del_Paesaggio
Campo_de_Fiori
Roseto_Di_Roma_Capitale
Piazza_Campo_Di_Fiori",
"Stadio_Olimpico_Di_Roma
Stadio_Olimpico_Roma
Olimpic_Stadium_Rome_Asroma
Stadio_Olimpico_Curva_Nord_12
Curva_Sud",
"Altroquando
Biblioteca_Angelica
Mondadori_Bookstore
Goody_music
Teatro_Quirino_Vittorio_Gassman",
"True_Love_Shop
Massyedany_Cheapandchic
Georges_donna
Roma_Vintage_Boutique
Georges_uomo",
"Family_tattoo_shop
Ultimi_Romantici_Tattoo
Galleria_Lorcan_ONeill_Roma
Palazzo_Cipolla_Mostra_Banksy
Caligula_Tattoo_Studio",
"Alfredo_alla_Scrofa_Roma_Italia
Alfredo_alla_Scrofa
Collegio
Ristorante_Il_Vero_Alfredo
Ristorante_Due_Ladroni",
"The_Jerry_Thomas_Project_Rome
Morrisons_Pub
Club_Derri_re
Jerry_Thomas_Speakeasy
ARGOT",
"Biblioteca_Angelica
Keats_Shelley_House_Rome
La_Veranda
Red_La_Feltrinelli_Roma
Santa_Maria_sopra_Minerva",
"Giardino_degli_Aranci
Parco_Meda
Laghetto_Di_Villa_Ada
CAIO
Giardinetti",
"Temple_of_Vesta
Via_Sacra
Roman_Forum_and_Palantine_Hill
Temple_of_Saturn
Foro_Romano",
"Policlinico_Tor_Vergata
Ponte_Regina_Margherita
Ripa
Stadio_delle_Terme_di_Caracalla
Tor_Vergata_Roma",
"Aranciera_di_San_Sisto
Parco_Villa_Chigi_Roma_
Parco_Viale_Tor_Di_Quinto
Riserva_naturale_Valle_dellAniene
Salesian_Pontifical_University",
"Ponte_Vittorio_Emanuele_II
Ponte_Sant_Angelo_Roma
River_Tiber
Ponte_Sant_Angelo
Ponte_de_Santo_ngelo",
"Via_dei_Fori_Imperiali
Corviale
Foro_di_Cesare
Dal_Bolognese
Piazza_Zama"
],
"type": "bar",
"uid": "f2823724-58aa-11e9-bca3-3c15c2cf2370",
"x": [
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"fountain",
"discotheque",
"church",
"delicatessen",
"booth",
"street",
"martial_arts_gym",
"coffee_shop",
"museum",
"sushi_bar",
"promenade",
"art_gallery",
"pub",
"television_studio",
"florist_shop",
"stadium",
"bookstore",
"closet",
"art_studio",
"restaurant",
"bar",
"library",
"picnic_area",
"industrial_area",
"highway",
"lawn",
"bridge",
"skyscraper"
],
"y": [
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0.003258346853875103,
0.0006148871024548504
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}
],
"layout": {
"height": 330,
"margin": {
"b": 120,
"l": 40,
"r": 25,
"t": 30
},
"showlegend": false,
"width": 550,
"xaxis": {
"tickangle": -90,
"tickfont": {
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},
"xaxis2": {
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},
"yaxis": {
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},
"yaxis2": {
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}
},
"text/html": [
""
],
"text/vnd.plotly.v1+html": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"tags_rate(city_data)"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"data": {
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\n",
"text/plain": [
""
]
},
"metadata": {
"image/png": {
"height": 417,
"width": 621
}
},
"output_type": "display_data"
}
],
"source": [
"streets_features(city_data)"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [
{
"data": {
"application/vnd.plotly.v1+json": {
"data": [
{
"hoverinfo": "none",
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promenade, street, highway",
"E Werk
booth, television_studio, discotheque",
"Holocaust Museum Ber...
promenade, skyscraper, dressing_room",
"Embajada de M xico e...
discotheque, booth, museum",
"Victory Tower
highway, discotheque, stadium",
"Teufelsberg Berlin
art_studio, discotheque, booth",
"Haus der Kulturen de...
martial_arts_gym, television_studio, booth",
"Hamburger Bahnhof
art_gallery, art_studio, bookstore",
"Bundesrat of Germany
booth, dressing_room, street",
"43 BMW Berlin Marath...
street, promenade, discotheque",
"Bundesministerium de...
booth, dressing_room, street",
"Midtown Grill
sushi_bar, delicatessen, coffee_shop",
"Berliner Mauer
art_studio, art_gallery, booth",
"Staatsbibliothek zu ...
library, bookstore, dressing_room",
"Meistersaal am Potsd...
booth, dressing_room, television_studio",
"Reichstag
promenade, martial_arts_gym, industrial_area",
"Berlin Siegess ule
highway, industrial_area, fountain",
"AXICA Kongress und T...
booth, martial_arts_gym, discotheque",
"Grand Hyatt Berlin
dressing_room, beer_hall, museum",
"European Film Market...
booth, street, dressing_room",
"Kadewe Kudamm Berlin
street, discotheque, delicatessen",
"Holocaust Memorial
skyscraper, dressing_room, promenade",
"OLIV EAT
delicatessen, coffee_shop, florist_shop",
"Deutsche Kinemathek ...
television_studio, museum, booth",
"Biergarten in Tierga...
picnic_area, beer_hall, dressing_room",
"German Parliament Be...
promenade, street, booth",
"spreegold
delicatessen, coffee_shop, sushi_bar",
"Berlin Hauptbahnhof
discotheque, coffee_shop, booth",
"ibis Berlin Kurfuers...
dressing_room, booth, discotheque",
"Berlin Marriott Hote...
bookstore, skyscraper, martial_arts_gym",
"Shell Haus
skyscraper, sushi_bar, florist_shop",
"Берлинская стена
discotheque, booth, art_studio",
"Berliner Dom
church, promenade, industrial_area",
"Berlin Zoological Ga...
street, lawn, dressing_room",
"Daimler Art Collecti...
art_gallery, industrial_area, museum",
"ADAGIO Potsdamerplat...
discotheque, martial_arts_gym, dressing_room",
"Sony Center Berlin
skyscraper, coffee_shop, street",
"Reichstag Parliment
promenade, dressing_room, library",
"Bikini Berlin
booth, dressing_room, beer_hall",
"Azad Gence
booth, dressing_room, martial_arts_gym",
"Bundeskanzleramt
television_studio, booth, promenade",
"panoramapunkt
industrial_area, skyscraper, highway",
"Spielbank Berlin
martial_arts_gym, television_studio, dressing_room",
"Berliner Parlament
promenade, lawn, closet",
"Denkmal f r die Ermo...
promenade, skyscraper, dressing_room",
"Bundestag Reichstags...
promenade, lawn, dressing_room",
"An der Urania
dressing_room, bookstore, booth",
"Berlin Tempelhof Air...
highway, promenade, discotheque",
"The Mandala Hotel
dressing_room, beer_hall, street",
"Haus der Kulturen de...
booth, martial_arts_gym, discotheque",
"Berlin Hbf
street, dressing_room, promenade",
"Charite Campus Mitte
dressing_room, industrial_area, lawn",
"CineStar Original un...
booth, martial_arts_gym, television_studio",
"Spree
promenade, dressing_room, booth",
"Bauhaus Archive
booth, industrial_area, promenade",
"Berliner Philharmoni...
booth, television_studio, martial_arts_gym",
"Kaiser Wilhelm Memor...
skyscraper, promenade, church",
"Zoo Palast Berlin
booth, martial_arts_gym, bookstore",
"Berlin Holocaust Mem...
promenade, skyscraper, dressing_room",
"Bauhaus Design Museu...
booth, martial_arts_gym, industrial_area",
"Gro er Tiergarten
highway, picnic_area, church",
"Reichstag
promenade, bridge, closet",
"Berlin
dressing_room, television_studio, bookstore",
"Raichstag
highway, promenade, lawn",
"Dunkin Donuts
street, coffee_shop, dressing_room",
"Reichstag Bundestag
promenade, martial_arts_gym, industrial_area",
"Hamburger Bahnhof Mu...
art_gallery, television_studio, discotheque",
"Casino Berlin am Pot...
martial_arts_gym, television_studio, booth",
"Russische Botschaft ...
church, street, florist_shop",
"Kollhoff Tower
industrial_area, skyscraper, promenade",
"Potsdamer Platz
skyscraper, booth, street",
"Wilhelmstrasse
street, martial_arts_gym, promenade",
"Upper West Berlin
skyscraper, street, martial_arts_gym",
"Siegess ule
highway, industrial_area, promenade",
"Ufa Palast am Zoo
booth, discotheque, martial_arts_gym",
"British Embassy Berl...
street, booth, dressing_room",
"Funk You Natural Foo...
coffee_shop, delicatessen, sushi_bar",
"FELIX ClubRestaurant
art_gallery, museum, dressing_room",
"InterContinental Ber...
booth, dressing_room, coffee_shop",
"Monkey Bar Berlin
beer_hall, skyscraper, coffee_shop",
"Brandenburger Tor
street, promenade, dressing_room",
"Berlino
martial_arts_gym, dressing_room, street",
"Fanmeile
street, promenade, highway",
"Potsdammer Platz Ber...
skyscraper, street, booth",
"Marie Elisabeth L de...
library, promenade, bridge",
"Sony Center
martial_arts_gym, booth, skyscraper",
"a o Berlin Hauptbahn...
dressing_room, martial_arts_gym, beer_hall",
"Berlino Germania
dressing_room, discotheque, street",
"Neue Nationalgalerie
museum, art_gallery, martial_arts_gym",
"Berlin Germany
television_studio, promenade, street",
"Norwegische Botschaf...
booth, art_studio, television_studio",
"Porte de Brandebourg
beer_hall, street, promenade",
"Porta Di Brandeburgo...
promenade, street, fountain",
"Reichstag Brandenbur...
promenade, industrial_area, dressing_room",
"Capital Beach
promenade, booth, discotheque",
"Arte Luise Kunsthote...
beer_hall, booth, martial_arts_gym",
"Vapiano
delicatessen, coffee_shop, sushi_bar",
"Madame Tussauds Berl...
television_studio, dressing_room, discotheque",
"Reichstag Berlin
promenade, martial_arts_gym, picnic_area",
"Berlin Tiergarten
lawn, florist_shop, museum",
"Victory Column Tierg...
highway, industrial_area, church",
"Regierungsviertel Sp...
promenade, discotheque, industrial_area",
"Reichstag Kuppel
promenade, dressing_room, street",
"Branderburg Tor
discotheque, promenade, beer_hall",
"Mitte
street, dressing_room, stadium",
"Edificio del Reichst...
promenade, dressing_room, closet",
"Uniqlo
street, martial_arts_gym, booth",
"Berlin Germany
promenade, television_studio, street",
"F hrerbunker
booth, dressing_room, street",
"Tauentzienstra e
street, promenade, booth",
"Urania Berlin e V
booth, martial_arts_gym, dressing_room",
"Memorial to Homosexu...
florist_shop, highway, fountain",
"Berlin Reichtag
industrial_area, promenade, street",
"Reichstagskuppel
promenade, martial_arts_gym, closet",
"Рейхстаг
discotheque, booth, martial_arts_gym",
"Mercedes Benz Fashio...
dressing_room, booth, discotheque",
"Riu Plaza Berlin
dressing_room, discotheque, industrial_area",
"Alt Moabit
dressing_room, promenade, booth",
"Steel Vintage Bikes ...
delicatessen, coffee_shop, sushi_bar",
"Брандербургские Воро...
dressing_room, promenade, delicatessen",
"Berlin Tiergarten
picnic_area, lawn, highway",
"Sowjetisches Ehrenma...
highway, promenade, museum",
"Holmes Place Berlin ...
martial_arts_gym, dressing_room, discotheque",
"Hotel Adlon Kempinsk...
dressing_room, booth, martial_arts_gym",
"Cora Berliner Stra e
discotheque, dressing_room, delicatessen",
"BUCHSTABENMUSEUM
museum, television_studio, lawn",
"Village Berlin
art_studio, martial_arts_gym, art_gallery",
"Berlin Tiergarten
lawn, highway, bookstore",
"Reichstag Berlin
highway, martial_arts_gym, promenade",
"Spy Museum Berlin
dressing_room, discotheque, television_studio",
"Siegess ule
highway, promenade, street",
"Brandenburger Tor
promenade, beer_hall, street",
"Rosengarten Im Tierg...
museum, florist_shop, dressing_room",
"Breitscheidplatz
skyscraper, street, church",
"Catedral Dom Em Berl...
church, promenade, fountain",
"Berlin Zoo
street, picnic_area, promenade",
"Bundestagskuppel
promenade, highway, industrial_area",
"Stra e des 17 Juni
highway, street, promenade",
"Berlin East Side Gal...
booth, art_studio, street",
"Dem Deutschen Volke
lawn, promenade, street",
"Amtsgericht Tiergart...
church, booth, fountain",
"CinemaxX Berlin
martial_arts_gym, discotheque, booth",
"Museum F r Film Und ...
television_studio, museum, art_gallery",
"Potsdamer Platz
skyscraper, street, promenade",
"Bahnhof Berlin Potsd...
skyscraper, street, beer_hall",
"Port o de Brandembur...
promenade, beer_hall, coffee_shop",
"Zoo Berlin
street, lawn, promenade",
"Denkmal f r die ermo...
dressing_room, skyscraper, promenade",
"SticksnSushi Berlin
sushi_bar, delicatessen, beer_hall",
"Maritim Hotel Berlin
booth, television_studio, dressing_room",
"Berlin Victory Colum...
highway, street, church",
"The Jewish Holocaust...
promenade, skyscraper, art_gallery",
"Memorial to the Murd...
promenade, dressing_room, skyscraper",
"Deutscher Bundestag
lawn, promenade, museum",
"Alt Berliner Wirtsha...
delicatessen, beer_hall, restaurant",
"Holocaust Mahnmal
skyscraper, promenade, dressing_room",
"Berlin Tiergarten
martial_arts_gym, museum, highway",
"Tresor
discotheque, dressing_room, martial_arts_gym",
"Facil
delicatessen, dressing_room, sushi_bar",
"Wittenbergplatz
street, dressing_room, discotheque",
"Deutscher Bundestag
television_studio, booth, promenade",
"Potsdamer Platz Berl...
skyscraper, promenade, street",
"German Chancellery
promenade, martial_arts_gym, industrial_area",
"Reichstagsufer
promenade, martial_arts_gym, dressing_room",
"Holocaust Mahnmal St...
promenade, skyscraper, discotheque",
"C pula del Reichstag
promenade, street, highway",
"Sony Center
martial_arts_gym, street, booth",
"Holocaust Memorial
promenade, dressing_room, skyscraper",
"Park Tiergarten
street, picnic_area, bridge",
"Sony Center Postdame...
discotheque, skyscraper, dressing_room",
"25 Hour Monkey Bar
beer_hall, skyscraper, industrial_area",
"LEGOLAND Discovery C...
television_studio, martial_arts_gym, discotheque",
"Zoo und Aquarium Ber...
dressing_room, street, picnic_area",
"Deutsche Parlamentar...
booth, beer_hall, promenade",
"Spreegold
delicatessen, beer_hall, coffee_shop",
"Invalidenpark
promenade, highway, industrial_area",
"Gro er Stern
highway, promenade, industrial_area",
"Bundeskanzleramt Ber...
dressing_room, promenade, industrial_area",
"Berlin Victory Colum...
highway, church, industrial_area",
"Mcfit Berlin Kurf rs...
martial_arts_gym, dressing_room, discotheque",
"Brandenburger Tor
promenade, street, church",
"Berliner Zoo
street, lawn, promenade",
"Leipziger Platz
street, skyscraper, picnic_area",
"Columna de la Victor...
highway, promenade, industrial_area",
"Riechstag
dressing_room, discotheque, promenade",
"Jewish Memorial Holo...
skyscraper, promenade, dressing_room",
"Tiergarten
highway, florist_shop, dressing_room",
"Reichstag
booth, coffee_shop, martial_arts_gym",
"Berlinale Berlin Int...
martial_arts_gym, discotheque, booth",
"Kulturforum
fountain, industrial_area, booth",
"Berliner Mauer
art_studio, art_gallery, booth",
"Holocaust Denkmal Be...
promenade, skyscraper, dressing_room",
"Reichstag Berlin
promenade, closet, beer_hall",
"Brandenburg Gate Ber...
promenade, street, highway",
"Superfit Europa Cent...
martial_arts_gym, dressing_room, television_studio",
"Gropius Bau
museum, art_gallery, martial_arts_gym",
"Berlin Wall
art_studio, martial_arts_gym, booth",
"Akademie der K nste
booth, art_gallery, dressing_room",
"Soviet War Memorial ...
florist_shop, promenade, highway",
"Vabali spa Berlin
dressing_room, martial_arts_gym, church",
"Reichtagsgeb ude Deu...
promenade, martial_arts_gym, closet",
"Lindenbr u am Potsda...
beer_hall, sushi_bar, delicatessen",
"Berlin the place to ...
dressing_room, discotheque, art_studio",
"Memorial do Holocaus...
promenade, street, booth",
"Hotel Berlin Berlin
dressing_room, beer_hall, booth",
"Reichstag Berlin
promenade, lawn, martial_arts_gym",
"ARTE Sommerkino Kult...
industrial_area, booth, dressing_room",
"Holocaust Mahnmal St...
promenade, skyscraper, library",
"Catedral De Berlin
church, promenade, fountain",
"Berlin Potsdamer Pla...
martial_arts_gym, delicatessen, coffee_shop",
"Holocaust Mahnmal
skyscraper, promenade, dressing_room",
"Nike
martial_arts_gym, booth, television_studio",
"Pestana Berlin Tierg...
florist_shop, booth, dressing_room",
"Schloss Bellevue
promenade, booth, dressing_room",
"Potsdamer Platz Berl...
skyscraper, street, beer_hall",
"Siegess ule
highway, church, bridge",
"Berliner Siegess ule
highway, street, industrial_area",
"DRIVE Volkswagen Gro...
booth, dressing_room, martial_arts_gym",
"TEEHAUS im Englische...
picnic_area, lawn, delicatessen",
"AMANO Grand Central
dressing_room, discotheque, sushi_bar",
"Stra e des 17 Juni
street, highway, promenade",
"Holocaust Denkmal Be...
skyscraper, promenade, fountain",
"Reichstagsgeb ude
promenade, street, closet",
"J disches Denkmal Be...
promenade, dressing_room, skyscraper",
"BERLIN Pavillon am R...
beer_hall, picnic_area, street",
"Potzdammer Platz Ber...
skyscraper, street, dressing_room",
"Praha Czech Republic
promenade, beer_hall, discotheque",
"Beef Grill Club by H...
sushi_bar, beer_hall, delicatessen",
"Konrad Adenauer Haus
booth, television_studio, museum",
"Budapester Stra e Be...
booth, skyscraper, street",
"Topography of Terror
promenade, booth, art_gallery",
"Motel One Berlin Tie...
dressing_room, beer_hall, discotheque",
"Sony Center Berlin a...
discotheque, martial_arts_gym, fountain",
"Europa Center Berlin
skyscraper, booth, bookstore",
"Zoo Palast
booth, television_studio, dressing_room",
"Kanzleramt Berlin
promenade, television_studio, booth",
"Theater am Potsdamer...
martial_arts_gym, dressing_room, booth",
"German Spy Museum Be...
dressing_room, television_studio, booth",
"Brandenburgertor Ber...
beer_hall, promenade, street",
"Hamburger Banhof Mus...
art_gallery, art_studio, museum",
"SONY Center Berlin D...
street, promenade, discotheque",
"Brandenburg Gate Ber...
street, promenade, church",
"Breitscheidplatz
skyscraper, street, television_studio",
"Berlin Reichstag Gla...
promenade, martial_arts_gym, industrial_area",
"Pan Am Lounge
industrial_area, dressing_room, skyscraper",
"Berlin Potsdamerplat...
skyscraper, street, promenade",
"Berlin Bellevue stat...
florist_shop, art_studio, bridge",
"Muro de Berl n
art_studio, art_gallery, dressing_room",
"Akademie der K nste ...
booth, museum, art_gallery",
"Remains Of The Berli...
art_studio, promenade, art_gallery",
"Berlin Hamburger Bah...
art_gallery, museum, martial_arts_gym",
"Holocaust Mahnmal
promenade, skyscraper, martial_arts_gym",
"Capital Beach Strand...
promenade, discotheque, beer_hall",
"Internationales Deut...
martial_arts_gym, booth, discotheque",
"Kaiser Wilhelm Ged c...
skyscraper, dressing_room, church",
"Liquidrom
booth, dressing_room, martial_arts_gym",
"Three Little Pigs Ho...
dressing_room, martial_arts_gym, beer_hall",
"Downtown Neuk lln
dressing_room, booth, closet",
"St Agnes
art_gallery, museum, martial_arts_gym",
"Berlin Gleisdreieck
television_studio, lawn, dressing_room",
"Hard Wax Records Ber...
bookstore, booth, art_studio",
"Bohnengold
discotheque, beer_hall, bar",
"Freiluftkino Kreuzbe...
lawn, television_studio, discotheque",
"Forum Factory
dressing_room, booth, television_studio",
"Hermannplatz
booth, martial_arts_gym, street",
"Kottbusser Tor
dressing_room, discotheque, highway",
"Hobrechtbr cke
lawn, dressing_room, discotheque",
"K nstlerhaus Bethani...
booth, art_gallery, martial_arts_gym",
"Berlin Markthalle Ne...
booth, delicatessen, coffee_shop",
"PRIVATCLUB Berlin
discotheque, television_studio, dressing_room",
"SUPPORTICO LOPEZ
art_gallery, dressing_room, museum",
"Holiday Inn Express ...
dressing_room, martial_arts_gym, discotheque",
"Modulor
bookstore, closet, art_gallery",
"ThePandanoodle
delicatessen, art_studio, art_gallery",
"Kottbusser Damm
street, dressing_room, martial_arts_gym",
"Prinzessinneng rten
picnic_area, bookstore, beer_hall",
"Red Bull Studios Ber...
dressing_room, discotheque, martial_arts_gym",
"Bateau Ivre
beer_hall, street, coffee_shop",
"Trentasei cucina ita...
delicatessen, beer_hall, sushi_bar",
"Gneisenaustra e
street, martial_arts_gym, dressing_room",
"Markthalle Neun
beer_hall, delicatessen, booth",
"Mokkabar
delicatessen, coffee_shop, sushi_bar",
"H ttenpalast
picnic_area, florist_shop, booth",
"bRICK
delicatessen, coffee_shop, sushi_bar",
"G rlitzer Park
promenade, highway, delicatessen",
"SO36
discotheque, television_studio, booth",
"Berlin Spandauer Vor...
street, promenade, art_studio",
"Sommerbad Kreuzberg
beer_hall, booth, lawn",
"Felix Austria
delicatessen, beer_hall, restaurant",
"Hau 2
booth, martial_arts_gym, television_studio",
"Neues Off Kino
booth, television_studio, bookstore",
"Yeditepe
dressing_room, beer_hall, pub",
"J disches Museum Ber...
booth, art_gallery, street",
"Kotti
discotheque, martial_arts_gym, dressing_room",
"HAU Hebbel am Ufer
booth, discotheque, dressing_room",
"Tischendorf
coffee_shop, delicatessen, sushi_bar",
"Xara Beach Berlin
discotheque, booth, dressing_room",
"Markthalle Neun Berl...
booth, beer_hall, delicatessen",
"Limonadier
beer_hall, coffee_shop, bar",
"032c Workshop
martial_arts_gym, dressing_room, booth",
"Museo Jud o de Berl ...
art_gallery, museum, martial_arts_gym",
"Landwehrkanal
promenade, picnic_area, booth",
"Tempelhof Airfield
highway, promenade, dressing_room",
"CODA Dessert Dining ...
coffee_shop, beer_hall, delicatessen",
"Landwehr Canal
promenade, booth, dressing_room",
"Willy Brandt Haus
booth, television_studio, art_gallery",
"Fr ulein Wild
coffee_shop, delicatessen, sushi_bar",
"Berlin Holocaust Mem...
promenade, dressing_room, skyscraper",
"Bonanza Coffee Roast...
coffee_shop, library, restaurant",
"Angleterre Hotel Ber...
booth, dressing_room, discotheque",
"Nano Kaffee Berlin
coffee_shop, dressing_room, martial_arts_gym",
"Skalitzer Stra e
bookstore, highway, art_gallery",
"Studio 1 Kunstquarti...
art_gallery, art_studio, museum",
"3 Schwestern Berlin
picnic_area, beer_hall, delicatessen",
"Fes Turkish BBQ
delicatessen, beer_hall, sushi_bar",
"Karstadt Hermannplat...
booth, bookstore, coffee_shop",
"repeat
discotheque, beer_hall, pub",
"CoreTex
bookstore, booth, television_studio",
"Hallesches Tor
booth, discotheque, industrial_area",
"Berlin Wall
art_studio, art_gallery, booth",
"Potsdamer Platz Berl...
skyscraper, street, florist_shop",
"HAU1
television_studio, dressing_room, art_studio",
"Bullys Bakery
coffee_shop, dressing_room, street",
"Bl cherstra e Berlin...
television_studio, street, dressing_room",
"Gneisenaustra e
street, dressing_room, promenade",
"Berlin Kreuzberg
dressing_room, discotheque, coffee_shop",
"36 Rooms Berlin Kreu...
dressing_room, street, beer_hall",
"Kuchenkaiser
beer_hall, coffee_shop, delicatessen",
"G rlitzer Park
highway, florist_shop, picnic_area",
"G rlitzer Bahnhof
promenade, dressing_room, art_studio",
"Heimat Werbeagentur ...
industrial_area, promenade, martial_arts_gym",
"Restaurant Jolesch
delicatessen, restaurant, beer_hall",
"Kino Moviemento
booth, bookstore, discotheque",
"Oranienplatz
picnic_area, street, dressing_room",
"Motel One Berlin Mit...
dressing_room, booth, beer_hall",
"Hallesches Tor
promenade, street, dressing_room",
"Berlin Kreuzberg Meh...
dressing_room, coffee_shop, beer_hall",
"Maybachufer
booth, florist_shop, art_studio",
"Amerika Gedenkbiblio...
booth, bookstore, art_studio",
"Refugio Caf
street, television_studio, coffee_shop",
"Kreuzberg 36
discotheque, dressing_room, beer_hall",
"Werkbundarchiv Museu...
art_studio, art_gallery, bookstore",
"Kunstraum Kreuzberg ...
art_gallery, booth, art_studio",
"Tommy Weisbecker Hau...
art_studio, discotheque, coffee_shop",
"Prinzessinnengarten
bookstore, beer_hall, art_studio",
"Restaurant VOLT Berl...
sushi_bar, beer_hall, delicatessen",
"U Bahnhof G rlitzer ...
beer_hall, dressing_room, booth",
"Museuminsel Berlin
museum, bookstore, art_gallery",
"Maybachufer Berlin
booth, dressing_room, discotheque",
"HARDWAX
bookstore, booth, dressing_room",
"Cafe Liebling
coffee_shop, beer_hall, sushi_bar",
"East Side Gallery Be...
art_studio, art_gallery, museum",
"Mercedes Benz Arena ...
television_studio, discotheque, booth",
"Warschauer Stra e
dressing_room, street, promenade",
"Brammibals Donuts
coffee_shop, delicatessen, restaurant",
"Oberbaumbr cke
promenade, industrial_area, highway",
"Berlin Wall
art_studio, martial_arts_gym, art_gallery",
"LIV Berlin
dressing_room, discotheque, beer_hall",
"Mercedes Benz Arena ...
martial_arts_gym, discotheque, booth",
"East Side Gallery
art_studio, museum, street",
"Prenzlauer Allee
street, dressing_room, industrial_area",
"NO FIRE NO GLORY
coffee_shop, delicatessen, sushi_bar",
"Joiz Germany
dressing_room, television_studio, martial_arts_gym",
"Oberbaum Bridge
promenade, bridge, street",
"Birra Italian Craft ...
beer_hall, bar, sushi_bar",
"Prenzlauer Allee
street, bookstore, dressing_room",
"Berlin Hermannplatz
street, discotheque, dressing_room",
"Computerspielemuseum
television_studio, discotheque, dressing_room",
"Postdamer Platz
skyscraper, street, promenade",
"Pirates Berlin
discotheque, sushi_bar, beer_hall",
"Karl Marx Allee
highway, street, discotheque",
"DesertFest Berlin
discotheque, television_studio, booth",
"h ppies
delicatessen, florist_shop, coffee_shop",
"Postbahnhof am Ostba...
discotheque, dressing_room, martial_arts_gym",
"Salt n Bone
beer_hall, coffee_shop, sushi_bar",
"Rykestra e
booth, street, dressing_room",
"Insel der Jugend
picnic_area, promenade, bridge",
"ASI Berlin Shop
television_studio, booth, bookstore",
"Musikbrauerei
booth, discotheque, dressing_room",
"Ristorante a Mano
delicatessen, beer_hall, coffee_shop",
"Bekarei
coffee_shop, delicatessen, florist_shop",
"Caf Neue LIebe
delicatessen, coffee_shop, restaurant",
"Rembrandt Burger
delicatessen, sushi_bar, bookstore",
"KaterBlau
discotheque, dressing_room, industrial_area",
"Beatport
martial_arts_gym, booth, discotheque",
"Helmholtzplatz
dressing_room, street, picnic_area",
"Verti Music Hall
discotheque, dressing_room, television_studio",
"Volkspark Friedrichs...
picnic_area, lawn, fountain",
"Warschauer Stra e
industrial_area, highway, dressing_room",
"Warschauer Br cke
industrial_area, promenade, street",
"East Side Gallery Be...
booth, art_studio, promenade",
"Greifswalderstra e B...
closet, discotheque, art_studio",
"Niederbarnimstrasse
dressing_room, bookstore, florist_shop",
"East Side Gallery
art_studio, art_gallery, booth",
"Bahnhof Berlin Warsc...
promenade, industrial_area, street",
"Wall Museum East Sid...
booth, museum, martial_arts_gym",
"East Side Gallery
art_studio, art_gallery, museum",
"Berlin Wall M hlenst...
booth, art_studio, promenade",
"Filmtheater am Fried...
booth, dressing_room, martial_arts_gym",
"West Side Gallery Be...
art_studio, art_gallery, martial_arts_gym",
"Prenzlauer Berg
dressing_room, beer_hall, street",
"Hufelandstra e
florist_shop, dressing_room, street",
"Capitain Petzel
art_gallery, martial_arts_gym, art_studio",
"Anna Blume
delicatessen, coffee_shop, sushi_bar",
"Lucky Leek
delicatessen, coffee_shop, restaurant",
"Crack Bellmer
discotheque, beer_hall, booth",
"NH Berlin Alexanderp...
dressing_room, beer_hall, coffee_shop",
"Volkspark Fhain
picnic_area, lawn, street",
"Frankfurter Tor Berl...
dressing_room, highway, promenade",
"Berliner Mauer East ...
booth, art_studio, street",
"Frankfurter Tor
industrial_area, street, martial_arts_gym",
"Berlin Prenzlauer Be...
dressing_room, street, lawn",
"Spreeufer
promenade, florist_shop, booth",
"East Side Gallery Be...
promenade, booth, art_studio",
"RAW Gel nde
television_studio, street, dressing_room",
"Blackland Berlin Roc...
discotheque, martial_arts_gym, beer_hall",
"Staatliche Ballettsc...
martial_arts_gym, booth, bookstore",
"Vivantes Klinikum im...
dressing_room, florist_shop, martial_arts_gym",
"Bettyn Caty 26
delicatessen, coffee_shop, sushi_bar",
"Freiluftkino Friedri...
dressing_room, fountain, discotheque",
"Muse Berlin
delicatessen, sushi_bar, coffee_shop",
"SEZ Berlin
booth, delicatessen, dressing_room",
"Greifswalder Stra e ...
discotheque, dressing_room, street",
"Platz der Vereinten ...
highway, industrial_area, dressing_room",
"Helmholtzplatz
street, dressing_room, florist_shop",
"Sasaya
delicatessen, sushi_bar, martial_arts_gym",
"CAF CK
coffee_shop, beer_hall, sushi_bar",
"Spree
promenade, dressing_room, discotheque",
"AKEMI Asian Soul Kit...
delicatessen, sushi_bar, discotheque",
"MACHmit Museum f r K...
martial_arts_gym, booth, dressing_room",
"Velodrom Berlin
martial_arts_gym, discotheque, booth",
"East Side Gallery
promenade, art_studio, booth",
"YAAM Berlin
discotheque, industrial_area, picnic_area",
"Modersohnbr cke
highway, industrial_area, promenade",
"Neue Heimat
discotheque, dressing_room, beer_hall",
"SowohlAlsAuch
coffee_shop, delicatessen, sushi_bar",
"East Side Gallery
art_studio, art_gallery, martial_arts_gym",
"Wasserturm Prenzlaue...
television_studio, florist_shop, dressing_room",
"Jubel feine Patisser...
coffee_shop, delicatessen, sushi_bar",
"Berlin Wall Eastside...
booth, art_studio, art_gallery",
"Volkspark Friedrichs...
picnic_area, martial_arts_gym, lawn",
"The Wall Of Berlin
art_studio, art_gallery, booth",
"Suicide Sue
coffee_shop, delicatessen, sushi_bar",
"Berlin Warschauer St...
discotheque, promenade, highway",
"Volkspark Friedrichs...
picnic_area, dressing_room, art_gallery",
"Berlin Wall
booth, art_studio, art_gallery",
"Astra Kulturhaus Ber...
discotheque, beer_hall, dressing_room",
"Berliner Mauer
booth, art_studio, art_gallery",
"Holzmarkt25
discotheque, dressing_room, beer_hall",
"Godshot
coffee_shop, beer_hall, street",
"Fine Bagels
bookstore, coffee_shop, library",
"Zeiss Gro planetariu...
television_studio, discotheque, dressing_room",
"Lily Burger Steaks B...
delicatessen, beer_hall, sushi_bar",
"hackesche h fe kino
street, church, television_studio",
"Spreeufer
promenade, beer_hall, industrial_area",
"RAMONES MUSEUM BERLI...
booth, bookstore, beer_hall",
"Axel Springer Plug P...
booth, bookstore, discotheque",
"Oqium Berlin
martial_arts_gym, booth, dressing_room",
"Leonardo Hotel Berli...
dressing_room, television_studio, florist_shop",
"Restaurant Tim Raue
delicatessen, coffee_shop, restaurant",
"Maxim Gorki Theater
booth, dressing_room, television_studio",
"Fassbender Rausch La...
coffee_shop, delicatessen, sushi_bar",
"Jacob und Wilhelm Gr...
library, bookstore, dressing_room",
"Mur de Berlin
art_studio, booth, art_gallery",
"Aleksander Platz
dressing_room, street, industrial_area",
"Fassbender Rausch
bookstore, coffee_shop, library",
"Teufelsberg Spy Towe...
art_studio, booth, art_gallery",
"Staatsoper Unter den...
booth, dressing_room, florist_shop",
"Spreewerkst tten
street, booth, dressing_room",
"Museumsinsel
museum, art_gallery, promenade",
"Adidas Originals Sto...
dressing_room, beer_hall, martial_arts_gym",
"Hotel Catalonia Berl...
booth, dressing_room, beer_hall",
"The Corner Berlin
street, martial_arts_gym, dressing_room",
"Bar 203 TV Tower Ber...
beer_hall, industrial_area, coffee_shop",
"COME BUY Bubble Tea ...
beer_hall, coffee_shop, street",
"Spittelmarkt
promenade, dressing_room, street",
"Haufbrau Berlin
beer_hall, delicatessen, dressing_room",
"Hummus Friends
delicatessen, sushi_bar, coffee_shop",
"Weinachstmarkt Alexa...
beer_hall, promenade, sushi_bar",
"Brandenburg Tor
promenade, street, martial_arts_gym",
"Berlin Germany
television_studio, street, promenade",
"Hertie School of Gov...
booth, dressing_room, street",
"Jannowitzbr cke
industrial_area, art_gallery, bridge",
"Stadtmitte
street, dressing_room, coffee_shop",
"Schiffsrundfahrt Ber...
promenade, dressing_room, picnic_area",
"Heckmann H fe Berlin
dressing_room, coffee_shop, picnic_area",
"Berliner Mauer East ...
art_studio, promenade, art_gallery",
"Muro di Berlino
street, art_studio, booth",
"Theaterhaus Berlin M...
martial_arts_gym, dressing_room, museum",
"Hofbr uhaus M nchen ...
beer_hall, delicatessen, booth",
"Dead Chicken Alley
street, church, art_studio",
"Spree River Berlin
promenade, industrial_area, bridge",
"Berlin Hi Flyer
industrial_area, booth, skyscraper",
"d ttir
delicatessen, coffee_shop, sushi_bar",
"BERLIN The Weinmeist...
dressing_room, closet, art_studio",
"Brauhaus Georgbr u i...
beer_hall, delicatessen, sushi_bar",
"Berliner Schloss Hum...
industrial_area, highway, street",
"Father Carpenter Cof...
coffee_shop, delicatessen, sushi_bar",
"Udon Kobo Ishin
delicatessen, sushi_bar, coffee_shop",
"Friedrichstra e Berl...
street, dressing_room, industrial_area",
"Rotes Rathaus
industrial_area, street, dressing_room",
"Menschen Museum K rp...
television_studio, martial_arts_gym, discotheque",
"Rotes Rathaus
booth, street, dressing_room",
"Berlin Alexanderplat...
booth, skyscraper, industrial_area",
"Schinkel Pavillon
booth, art_gallery, dressing_room",
"Park Inn 40th Floor ...
industrial_area, skyscraper, dressing_room",
"Spandauer Stra e
picnic_area, street, fountain",
"Flamingo Fresh Food ...
coffee_shop, delicatessen, discotheque",
"TV tower Berlin
industrial_area, skyscraper, beer_hall",
"Brandenburger Tor
street, dressing_room, promenade",
"Aufsturz
beer_hall, delicatessen, coffee_shop",
"Einstein Kaffee Frie...
coffee_shop, bookstore, booth",
"Ritter Sport Berlin
bookstore, booth, dressing_room",
"Berliner Dom
fountain, church, promenade",
"Hilton Berlin
beer_hall, dressing_room, discotheque",
"Scholz Friends Berli...
booth, florist_shop, dressing_room",
"Cityhostel Berlin
dressing_room, beer_hall, booth",
"Berlin Dungeon
booth, dressing_room, discotheque",
"Friedrichstra e
street, dressing_room, promenade",
"Hotel Casa Camper
coffee_shop, dressing_room, sushi_bar",
"Monsterkabinett
art_gallery, art_studio, museum",
"Brauhaus Lemke am Ha...
beer_hall, delicatessen, coffee_shop",
"AlexOase
discotheque, beer_hall, martial_arts_gym",
"Ampelmann Restaurant...
picnic_area, promenade, delicatessen",
"Adina Apartment Hote...
dressing_room, discotheque, beer_hall",
"n tv RTL Studio Berl...
television_studio, booth, dressing_room",
"Fernseherturm
industrial_area, skyscraper, sushi_bar",
"GOOD BANK
delicatessen, florist_shop, sushi_bar",
"Fashion Week Berlin
booth, dressing_room, museum",
"Axel Springer Verlag
martial_arts_gym, industrial_area, skyscraper",
"QUA PHE
delicatessen, coffee_shop, sushi_bar",
"Monbijou Park
picnic_area, coffee_shop, lawn",
"Berlin Fernseherturm
industrial_area, skyscraper, highway",
"Admiralspalast
booth, dressing_room, television_studio",
"Berliner Republik
beer_hall, delicatessen, promenade",
"DDB Germany
art_gallery, museum, dressing_room",
"Siegess ule Gro er S...
highway, promenade, industrial_area",
"Courtyard by Marriot...
television_studio, martial_arts_gym, booth",
"Alexanderplatz
skyscraper, industrial_area, dressing_room",
"Torre della televisi...
industrial_area, skyscraper, highway",
"Restaurant Zur Geric...
delicatessen, beer_hall, restaurant",
"Point of No Return
dressing_room, booth, bookstore",
"Madami
delicatessen, sushi_bar, beer_hall",
"Zenkichi Berlin
sushi_bar, delicatessen, booth",
"Muro de Berlim
art_studio, street, museum",
"Sage Club
discotheque, dressing_room, television_studio",
"Weltuhr Am Alexander...
street, booth, promenade",
"Caf Haus Koch Berlin
coffee_shop, delicatessen, florist_shop",
"Starbucks Deutschlan...
coffee_shop, beer_hall, dressing_room",
"Tegeler See Berlin
dressing_room, promenade, discotheque",
"Otto Weidt Museum
church, street, art_gallery",
"Berlin Holocaust Mem...
television_studio, skyscraper, promenade",
"Oranienburger Stra e
street, dressing_room, highway",
"GMF Berlin
discotheque, dressing_room, television_studio",
"Pure Origins Estate ...
coffee_shop, delicatessen, restaurant",
"Marcus Br u
beer_hall, booth, coffee_shop",
"Starbucks Deutschlan...
coffee_shop, beer_hall, street",
"L wenbr u Berlin am ...
beer_hall, delicatessen, coffee_shop",
"James Simon Park Kle...
picnic_area, promenade, lawn",
"Nobelhart Schmutzig
beer_hall, booth, delicatessen",
"Dircksenstra e Berli...
dressing_room, discotheque, promenade",
"Checkpoint Charlie
street, booth, promenade",
"BEN RAHIM
coffee_shop, bookstore, beer_hall",
"CHB Collegium Hungar...
booth, dressing_room, martial_arts_gym",
"Rotisserie Weingr n
beer_hall, coffee_shop, delicatessen",
"Berliner Fernsehturm...
industrial_area, beer_hall, skyscraper",
"Monbijoupark
promenade, lawn, picnic_area",
"Weihnachtsmarkt Weih...
beer_hall, pub, discotheque",
"HfM Hanns Eisler Mar...
television_studio, dressing_room, booth",
"Der Ruine Der Franzi...
church, booth, picnic_area",
"Spree River Berlin
promenade, industrial_area, bridge",
"Dresden
dressing_room, street, church",
"Zur letzten Instanz
beer_hall, delicatessen, coffee_shop",
"Television Tower Ber...
industrial_area, beer_hall, dressing_room",
"Starbucks Deutschlan...
coffee_shop, beer_hall, booth",
"Hangar 49
discotheque, industrial_area, booth",
"CORDO
booth, beer_hall, delicatessen",
"Берлинская Стена
bookstore, booth, art_studio",
"Galeria Kaufhof
bookstore, dressing_room, booth",
"Alexanderplatz Berli...
skyscraper, booth, discotheque",
"Zieleinlauf Berliner...
street, promenade, dressing_room",
"Einstein Kaffe am Al...
coffee_shop, beer_hall, dressing_room",
"Berliner Mauer East ...
art_studio, art_gallery, booth",
"Kochstra e
dressing_room, street, discotheque",
"Maximilians
delicatessen, beer_hall, coffee_shop",
"Bar Babette
museum, art_gallery, booth",
"East Side Gallery
art_studio, street, art_gallery",
"Departmentstore Quar...
art_gallery, booth, museum",
"Schifffahrt Spree Be...
promenade, sushi_bar, industrial_area",
"bcc Berliner Congres...
booth, television_studio, beer_hall",
"Lutter Wegner am Gen...
delicatessen, coffee_shop, restaurant",
"TV Tower Alexanderpl...
industrial_area, coffee_shop, promenade",
"The Place Berlin
booth, dressing_room, martial_arts_gym",
"Hausvogteiplatz
street, booth, dressing_room",
"Hotel Indigo Berlin ...
beer_hall, skyscraper, dressing_room",
"Kronprinzenpalais
dressing_room, street, art_gallery",
"Weihnachtsmarkt am G...
discotheque, beer_hall, street",
"Kronprinzenpalais
booth, martial_arts_gym, picnic_area",
"Beate Uwe
discotheque, booth, art_gallery",
"Mercure Berlin Check...
street, dressing_room, booth",
"Celebrity Sports Sch...
discotheque, martial_arts_gym, dressing_room",
"Marx Engels Forum
museum, fountain, promenade",
"Alexanderplatz Berli...
booth, street, promenade",
"Muro de Berlim
art_studio, art_gallery, street",
"Titanic Hotels Berli...
dressing_room, beer_hall, street",
"Museum der Illusione...
discotheque, martial_arts_gym, art_gallery",
"Spandauer Vorstadt
dressing_room, street, promenade",
"Titus
booth, dressing_room, closet",
"Waffel oder Becher
delicatessen, coffee_shop, florist_shop",
"Alte M nze Berlin
booth, dressing_room, martial_arts_gym",
"Quatsch Comedy Club
television_studio, discotheque, dressing_room",
"Anne Frank Zentrum
art_studio, art_gallery, beer_hall",
"St Nicholas Church B...
church, street, promenade",
"Weihenstephaner Berl...
beer_hall, delicatessen, coffee_shop",
"Fernsehturm Berlin
industrial_area, skyscraper, dressing_room",
"Komische Oper Berlin
booth, martial_arts_gym, dressing_room",
"Heinrich Heine Stra ...
street, martial_arts_gym, booth",
"Restauration 1840 Ha...
beer_hall, delicatessen, coffee_shop",
"Olympus Perspective ...
martial_arts_gym, dressing_room, discotheque",
"ISLA Berlin
martial_arts_gym, dressing_room, discotheque",
"Muro de Berlim
booth, discotheque, art_studio",
"Berliner Fernsehturm
industrial_area, beer_hall, skyscraper",
"Berlin Wall East Sid...
art_studio, art_gallery, booth",
"Trabi Museum
booth, martial_arts_gym, television_studio",
"ALEXA am Alexanderpl...
dressing_room, martial_arts_gym, delicatessen",
"Berlin Germany
dressing_room, martial_arts_gym, closet",
"Brandenburger Tor Be...
promenade, street, dressing_room",
"Bild Redaktion
martial_arts_gym, dressing_room, television_studio",
"Ristorante Sale e Ta...
delicatessen, beer_hall, restaurant",
"Regierungsvietel Ber...
promenade, picnic_area, industrial_area",
"Tv Tower Berlin
industrial_area, skyscraper, beer_hall",
"Mauermuseum Museum H...
booth, street, museum",
"Museumsinsel Museum ...
museum, fountain, art_gallery",
"Fernsehturm
industrial_area, skyscraper, promenade",
"Restaurant Nolle
beer_hall, delicatessen, coffee_shop",
"Monbijoubr cke
promenade, bridge, highway",
"M rkisches Ufer
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"Russisches Haus der ...
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"Fernseherturm Berlin
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"Seaside Fish Seafood...
delicatessen, sushi_bar, coffee_shop",
"Berliner Republik
beer_hall, delicatessen, sushi_bar",
"Cosmo Hotel Berlin M...
dressing_room, discotheque, booth",
"B se Buben Bar
bookstore, library, beer_hall",
"Historischer Hafen B...
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"Treffpunkt Berlin Al...
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"B Flat Berlin
television_studio, booth, discotheque",
"Augustiner am Gendar...
beer_hall, delicatessen, coffee_shop",
"Berlin Halbmarathon ...
booth, street, dressing_room",
"Neurotitan
art_studio, art_gallery, bookstore",
"Muro de Berlin
art_studio, booth, promenade",
"Umspannwerk Alexande...
booth, television_studio, discotheque",
"Einstein Unter den L...
coffee_shop, delicatessen, beer_hall",
"Zimt und Zucker Kaff...
coffee_shop, sushi_bar, delicatessen",
"Ausw rtiges Amt
television_studio, booth, promenade",
"Hofbrauhaus HB Berli...
beer_hall, delicatessen, coffee_shop",
"Berlin Mitte
street, dressing_room, closet",
"Fernsehturm TV Tower...
industrial_area, skyscraper, sushi_bar",
"WeWork Hackescher Ma...
street, booth, industrial_area",
"Kino Central Berlin
discotheque, dressing_room, martial_arts_gym",
"Rosa Luxemburg Stra ...
booth, street, art_gallery",
"Caf Cinema
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"Berlin Botanical Gar...
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"Hofbr uhaus M nchen
beer_hall, delicatessen, dressing_room",
"BABYLON
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"Bastian
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"Refinery
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"Berlin Tower
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"Haus Schwarzenberg B...
art_studio, street, art_gallery",
"Fehrnsehturm
industrial_area, fountain, skyscraper",
"Karl Marx Friedrich ...
museum, dressing_room, picnic_area",
"Fischerinsel
promenade, industrial_area, coffee_shop",
"The Sixties Diner
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"Bahnhof Berlin Fried...
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"East Side Gallery Be...
art_studio, art_gallery, street",
"Staatsbibliothek zu ...
library, bookstore, martial_arts_gym",
"AVENUE Berlin
discotheque, dressing_room, martial_arts_gym",
"EXIT Live Adventures
martial_arts_gym, booth, television_studio",
"Isola dei musei
museum, discotheque, promenade",
"Neue Kirche Berlin
art_gallery, church, booth",
"Fernsehturm Berlin T...
industrial_area, highway, skyscraper",
"Pierre Boulez Saal
martial_arts_gym, television_studio, booth",
"Fitness First Club B...
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"Holzmarktstra e
booth, industrial_area, discotheque",
"Westberlin bar shop
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"Neue Wache
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"POP CUTIE Berlin Stu...
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"Park Plaza Wallstree...
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"Neue Sch nhauser Str...
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"Humboldt Universit t...
booth, bookstore, discotheque",
"Berlin Cathedral
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"Russisches Haus der ...
booth, television_studio, dressing_room",
"H2 Hotel Berlin Alex...
dressing_room, beer_hall, booth",
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art_gallery, booth, art_studio",
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"Fassbender Rausch Ch...
coffee_shop, bookstore, sushi_bar"
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