diff --git a/README.md b/README.md
index dd5f97053ba5093568ea297d8bd85e699182e5b2..24fcfab90281a85836c1109ba587f3586ee94a68 100644
--- a/README.md
+++ b/README.md
@@ -2,6 +2,32 @@
Project for PV254 (Fall 2019). Recommends a city based on your travel history.
+# Motivation
+
+## Problem statement
+We're recommending cities to visit as travel destinations based on person's travel history and other preferences.
+- **Use case:** I, as a user, want to find interesting cities to visit based on cities I liked in the past and my personal preferences (e.g. cost, peacefulness, etc.)
+
## Dataset
+The dataset, found in the `data/` folder, is scraped from user pages of [nomadlist.com](www.nomadlist.com). Contains 72k trips, 3700 users and 599 cities.
+
+## Algorithms
+- cosine similarity on features of `cities` dataset
+- SVD, NMF, KNN, Baseline
+
+
+### Loading the dataset with pandas
+Some boilerplate code is needed to load the dataset properly. Example:
+
+```PATH = "..\\data"
+df_trips = pd.read_csv(f"{PATH}\\trips.csv", sep='\s*,\s*', encoding='utf-8')
+df_trips.city = pd.Series([ str(city).lower().replace(' ', '-') for city in df_trips.city.values])
-The dataset, found in `data/trips.csv`, is scraped from user pages of [nomadlist.com](www.nomadlist.com). Overall, we were able to get data from over 72k trips and 3700 users.
+dict_df = {'city': [], 'hospital_score': [],'english_speaking': [], 'nightlife': [],'female_friendly': [],'racial_tolerance': [], 'peace_score': []}
+for (i, row) in df_cities[df_cities.cities != {}].iterrows():
+ for key in dict_df.keys():
+ if key != 'city':
+ dict_df[key].append(row.values[0][key])
+ dict_df['city'].append(row.name)
+df_cities = pd.DataFrame.from_dict(dict_df)
+```
\ No newline at end of file
diff --git a/data/cities_stats.json b/data/cities_stats.json
new file mode 100644
index 0000000000000000000000000000000000000000..5a82e270a242d7e210e818fc5936875518b651df
--- /dev/null
+++ b/data/cities_stats.json
@@ -0,0 +1,10444 @@
+{
+ "cities": {
+ "ho-chi-minh-city": {
+ "hospital_score": "1",
+ "english_speaking": "2",
+ "nightlife": "4",
+ "female_friendly": "3",
+ "racial_tolerance": "2",
+ "peace_score": "3"
+ },
+ "seoul": {
+ "hospital_score": "2",
+ "english_speaking": "3",
+ "nightlife": "5",
+ "female_friendly": "5",
+ "racial_tolerance": "2",
+ "peace_score": "3"
+ },
+ "kon-tum": {},
+ "alicante": {
+ "hospital_score": "2",
+ "english_speaking": "3",
+ "nightlife": "3",
+ "female_friendly": "3",
+ "racial_tolerance": "2",
+ "peace_score": "4"
+ },
+ "amsterdam": {
+ "hospital_score": "4",
+ "english_speaking": "4",
+ "nightlife": "4",
+ "female_friendly": "4",
+ "racial_tolerance": "4",
+ "peace_score": "4"
+ },
+ "london": {
+ "hospital_score": "3",
+ "english_speaking": "5",
+ "nightlife": "5",
+ "female_friendly": "4",
+ "racial_tolerance": "5",
+ "peace_score": "3"
+ },
+ "nha-trang": {},
+ "da-nang": {},
+ "mui-ne": {},
+ "paris": {
+ "hospital_score": "4",
+ "english_speaking": "3",
+ "nightlife": "5",
+ "female_friendly": "4",
+ "racial_tolerance": "3",
+ "peace_score": "3"
+ },
+ "quy-nhon": {},
+ "hong-kong": {
+ "hospital_score": "3",
+ "english_speaking": "3",
+ "nightlife": "5",
+ "female_friendly": "3",
+ "racial_tolerance": "2",
+ "peace_score": "3"
+ },
+ "chiang-mai": {
+ "hospital_score": "3",
+ "english_speaking": "3",
+ "nightlife": "3",
+ "female_friendly": "4",
+ "racial_tolerance": "2",
+ "peace_score": "3"
+ },
+ "ko-samui": {
+ "hospital_score": "1",
+ "english_speaking": "2",
+ "nightlife": "4",
+ "female_friendly": "4",
+ "racial_tolerance": "2",
+ "peace_score": "3"
+ },
+ "bangkok": {
+ "hospital_score": "3",
+ "english_speaking": "3",
+ "nightlife": "5",
+ "female_friendly": "4",
+ "racial_tolerance": "2",
+ "peace_score": "3"
+ },
+ "bilbao": {},
+ "madrid": {
+ "hospital_score": "2",
+ "english_speaking": "3",
+ "nightlife": "5",
+ "female_friendly": "4",
+ "racial_tolerance": "3",
+ "peace_score": "4"
+ },
+ "barcelona": {
+ "hospital_score": "3",
+ "english_speaking": "3",
+ "nightlife": "5",
+ "female_friendly": "4",
+ "racial_tolerance": "2",
+ "peace_score": "4"
+ },
+ "valladolid": {},
+ "nottingham": {
+ "hospital_score": "4",
+ "english_speaking": "5",
+ "nightlife": "4",
+ "female_friendly": "5",
+ "racial_tolerance": "5",
+ "peace_score": "3"
+ },
+ "istanbul": {
+ "hospital_score": "2",
+ "english_speaking": "3",
+ "nightlife": "5",
+ "female_friendly": "2",
+ "racial_tolerance": "3",
+ "peace_score": "2"
+ },
+ "new-york-city": {
+ "hospital_score": "4",
+ "english_speaking": "5",
+ "nightlife": "5",
+ "female_friendly": "4",
+ "racial_tolerance": "4",
+ "peace_score": "3"
+ },
+ "bayonne": {},
+ "faro": {},
+ "cos": {},
+ "tunis": {},
+ "crete": {},
+ "florence": {
+ "hospital_score": "3",
+ "english_speaking": "3",
+ "nightlife": "2",
+ "female_friendly": "1",
+ "racial_tolerance": "2",
+ "peace_score": "3"
+ },
+ "vientiane": {},
+ "kuala-lumpur": {},
+ "amed-beach-karangasem": {},
+ "sanur": {},
+ "lamma-island": {},
+ "kampot-province": {},
+ "kep-province": {},
+ "siem-reap": {},
+ "phnom-penh": {},
+ "sliema": {},
+ "kharkiv": {
+ "hospital_score": "2",
+ "english_speaking": "2",
+ "nightlife": "4",
+ "female_friendly": "1",
+ "racial_tolerance": "1",
+ "peace_score": "1"
+ },
+ "venice": {},
+ "tenerife": {},
+ "hue": {},
+ "hanoi": {
+ "hospital_score": "3",
+ "english_speaking": "2",
+ "nightlife": "1",
+ "female_friendly": "2",
+ "racial_tolerance": "2",
+ "peace_score": "3"
+ },
+ "vienna": {},
+ "longyearbyen": {},
+ "rotterdam": {
+ "hospital_score": "4",
+ "english_speaking": "4",
+ "nightlife": "4",
+ "female_friendly": "3",
+ "racial_tolerance": "4",
+ "peace_score": "4"
+ },
+ "dusseldorf": {
+ "hospital_score": "3",
+ "english_speaking": "3",
+ "nightlife": "3",
+ "female_friendly": "5",
+ "racial_tolerance": "4",
+ "peace_score": "4"
+ },
+ "innsbruck": {
+ "hospital_score": "1",
+ "english_speaking": "3",
+ "nightlife": "3",
+ "female_friendly": "3",
+ "racial_tolerance": "3",
+ "peace_score": "4"
+ },
+ "sharm-el-sheikh": {},
+ "aswan": {},
+ "cairo": {
+ "hospital_score": "1",
+ "english_speaking": "2",
+ "nightlife": "3",
+ "female_friendly": "1",
+ "racial_tolerance": "3",
+ "peace_score": "2"
+ },
+ "alexandria": {},
+ "riga": {},
+ "antwerp": {},
+ "antalya": {
+ "hospital_score": "2",
+ "english_speaking": "2",
+ "nightlife": "4",
+ "female_friendly": "2",
+ "racial_tolerance": "2",
+ "peace_score": "2"
+ },
+ "olympos": {},
+ "fethiye": {},
+ "rhodes": {},
+ "bodrum": {
+ "hospital_score": "1",
+ "english_speaking": "3",
+ "nightlife": "2",
+ "female_friendly": "2",
+ "racial_tolerance": "2",
+ "peace_score": "2"
+ },
+ "sel\u00e7uk": {},
+ "jerusalem": {
+ "hospital_score": "3",
+ "english_speaking": "4",
+ "nightlife": "5",
+ "female_friendly": "5",
+ "racial_tolerance": "4",
+ "peace_score": "2"
+ },
+ "tel-aviv": {},
+ "reykjavik": {
+ "hospital_score": "5",
+ "english_speaking": "4",
+ "nightlife": "3",
+ "female_friendly": "5",
+ "racial_tolerance": "5",
+ "peace_score": "5"
+ },
+ "tangier": {},
+ "fes": {
+ "hospital_score": "3",
+ "english_speaking": "2",
+ "nightlife": "2",
+ "female_friendly": "2",
+ "racial_tolerance": "4",
+ "peace_score": "3"
+ },
+ "marrakesh": {
+ "hospital_score": "4",
+ "english_speaking": "3",
+ "nightlife": "4",
+ "female_friendly": "1",
+ "racial_tolerance": "3",
+ "peace_score": "3"
+ },
+ "casablanca": {
+ "hospital_score": "3",
+ "english_speaking": "1",
+ "nightlife": "5",
+ "female_friendly": "1",
+ "racial_tolerance": "2",
+ "peace_score": "3"
+ },
+ "varadero": {},
+ "vancouver": {
+ "hospital_score": "4",
+ "english_speaking": "5",
+ "nightlife": "3",
+ "female_friendly": "5",
+ "racial_tolerance": "5",
+ "peace_score": "4"
+ },
+ "chicago": {
+ "hospital_score": "3",
+ "english_speaking": "5",
+ "nightlife": "3",
+ "female_friendly": "3",
+ "racial_tolerance": "4",
+ "peace_score": "3"
+ },
+ "busan": {
+ "hospital_score": "2",
+ "english_speaking": "1",
+ "nightlife": "3",
+ "female_friendly": "4",
+ "racial_tolerance": "3",
+ "peace_score": "3"
+ },
+ "osaka": {
+ "hospital_score": "3",
+ "english_speaking": "1",
+ "nightlife": "4",
+ "female_friendly": "3",
+ "racial_tolerance": "1",
+ "peace_score": "4"
+ },
+ "canggu": {},
+ "townsville": {},
+ "san-francisco": {
+ "hospital_score": "4",
+ "english_speaking": "5",
+ "nightlife": "5",
+ "female_friendly": "3",
+ "racial_tolerance": "4",
+ "peace_score": "3"
+ },
+ "las-vegas": {
+ "hospital_score": "3",
+ "english_speaking": "5",
+ "nightlife": "5",
+ "female_friendly": "2",
+ "racial_tolerance": "4",
+ "peace_score": "3"
+ },
+ "reno": {
+ "hospital_score": "2",
+ "english_speaking": "5",
+ "nightlife": "2",
+ "female_friendly": "3",
+ "racial_tolerance": "4",
+ "peace_score": "3"
+ },
+ "crater-lake-national-park": {},
+ "portland": {
+ "hospital_score": "5",
+ "english_speaking": "5",
+ "nightlife": "4",
+ "female_friendly": "3",
+ "racial_tolerance": "4",
+ "peace_score": "3"
+ },
+ "seattle": {
+ "hospital_score": "4",
+ "english_speaking": "5",
+ "nightlife": "4",
+ "female_friendly": "4",
+ "racial_tolerance": "4",
+ "peace_score": "3"
+ },
+ "honolulu": {
+ "hospital_score": "3",
+ "english_speaking": "3",
+ "nightlife": "4",
+ "female_friendly": "5",
+ "racial_tolerance": "4",
+ "peace_score": "3"
+ },
+ "kamakura-shi": {},
+ "tokyo": {
+ "hospital_score": "2",
+ "english_speaking": "1",
+ "nightlife": "5",
+ "female_friendly": "4",
+ "racial_tolerance": "1",
+ "peace_score": "4"
+ },
+ "ko-tao": {},
+ "taipei": {
+ "hospital_score": "3",
+ "english_speaking": "3",
+ "nightlife": "4",
+ "female_friendly": "5",
+ "racial_tolerance": "4",
+ "peace_score": "3"
+ },
+ "kyoto": {
+ "hospital_score": "2",
+ "english_speaking": "1",
+ "nightlife": "4",
+ "female_friendly": "4",
+ "racial_tolerance": "4",
+ "peace_score": "4"
+ },
+ "nicosia": {},
+ "saint-fran\u00e7ois-longchamp": {},
+ "milan": {},
+ "arnhem": {},
+ "rome": {
+ "hospital_score": "0",
+ "english_speaking": "1",
+ "nightlife": "3",
+ "female_friendly": "4",
+ "racial_tolerance": "2",
+ "peace_score": "3"
+ },
+ "jeju-island": {},
+ "denpasar": {
+ "hospital_score": "1",
+ "english_speaking": "3",
+ "nightlife": "1",
+ "female_friendly": "2",
+ "racial_tolerance": "2",
+ "peace_score": "3"
+ },
+ "guangzhou": {
+ "hospital_score": "3",
+ "english_speaking": "1",
+ "nightlife": "3",
+ "female_friendly": "3",
+ "racial_tolerance": "2",
+ "peace_score": "3"
+ },
+ "kuta": {
+ "hospital_score": "2",
+ "english_speaking": "2",
+ "nightlife": "2",
+ "female_friendly": "2",
+ "racial_tolerance": "2",
+ "peace_score": "3"
+ },
+ "ubud": {},
+ "singapore": {
+ "hospital_score": "3",
+ "english_speaking": "5",
+ "nightlife": "3",
+ "female_friendly": "5",
+ "racial_tolerance": "4",
+ "peace_score": "4"
+ },
+ "los-angeles": {
+ "hospital_score": "3",
+ "english_speaking": "5",
+ "nightlife": "5",
+ "female_friendly": "3",
+ "racial_tolerance": "4",
+ "peace_score": "3"
+ },
+ "hagen": {},
+ "nijmegen": {
+ "hospital_score": "5",
+ "english_speaking": "4",
+ "nightlife": "3",
+ "female_friendly": "4",
+ "racial_tolerance": "4",
+ "peace_score": "4"
+ },
+ "berlin": {
+ "hospital_score": "3",
+ "english_speaking": "5",
+ "nightlife": "5",
+ "female_friendly": "5",
+ "racial_tolerance": "4",
+ "peace_score": "4"
+ },
+ "krak\u00f3w": {},
+ "bratislava": {},
+ "kosice": {},
+ "cologne": {},
+ "kiev": {
+ "hospital_score": "5",
+ "english_speaking": "3",
+ "nightlife": "4",
+ "female_friendly": "4",
+ "racial_tolerance": "3",
+ "peace_score": "1"
+ },
+ "brussels": {
+ "hospital_score": "3",
+ "english_speaking": "4",
+ "nightlife": "3",
+ "female_friendly": "5",
+ "racial_tolerance": "2",
+ "peace_score": "4"
+ },
+ "bunschoten": {},
+ "zakopane": {},
+ "wroc\u0142aw": {},
+ "edmonton": {
+ "hospital_score": "3",
+ "english_speaking": "5",
+ "nightlife": "2",
+ "female_friendly": "5",
+ "racial_tolerance": "5",
+ "peace_score": "4"
+ },
+ "camrose": {},
+ "cranbrook": {},
+ "sparwood": {},
+ "haarlem": {
+ "hospital_score": "4",
+ "english_speaking": "3",
+ "nightlife": "3",
+ "female_friendly": "4",
+ "racial_tolerance": "3",
+ "peace_score": "4"
+ },
+ "the-hague": {
+ "hospital_score": "4",
+ "english_speaking": "4",
+ "nightlife": "3",
+ "female_friendly": "5",
+ "racial_tolerance": "4",
+ "peace_score": "4"
+ },
+ "tirana": {},
+ "durr\u00ebs": {},
+ "zurich": {
+ "hospital_score": "4",
+ "english_speaking": "3",
+ "nightlife": "3",
+ "female_friendly": "5",
+ "racial_tolerance": "3",
+ "peace_score": "4"
+ },
+ "bern": {
+ "hospital_score": "2",
+ "english_speaking": "5",
+ "nightlife": "3",
+ "female_friendly": "5",
+ "racial_tolerance": "3",
+ "peace_score": "4"
+ },
+ "copenhagen": {},
+ "prague": {
+ "hospital_score": "3",
+ "english_speaking": "4",
+ "nightlife": "5",
+ "female_friendly": "5",
+ "racial_tolerance": "2",
+ "peace_score": "4"
+ },
+ "budapest": {
+ "hospital_score": "2",
+ "english_speaking": "3",
+ "nightlife": "5",
+ "female_friendly": "4",
+ "racial_tolerance": "2",
+ "peace_score": "4"
+ },
+ "dublin": {
+ "hospital_score": "3",
+ "english_speaking": "5",
+ "nightlife": "3",
+ "female_friendly": "3",
+ "racial_tolerance": "5",
+ "peace_score": "4"
+ },
+ "sligo": {},
+ "mechelen": {},
+ "tilburg": {
+ "hospital_score": "5",
+ "english_speaking": "3",
+ "nightlife": "3",
+ "female_friendly": "4",
+ "racial_tolerance": "3",
+ "peace_score": "4"
+ },
+ "bodegraven": {},
+ "porto": {
+ "hospital_score": "2",
+ "english_speaking": "3",
+ "nightlife": "3",
+ "female_friendly": "4",
+ "racial_tolerance": "3",
+ "peace_score": "4"
+ },
+ "lisbon": {
+ "hospital_score": "1",
+ "english_speaking": "4",
+ "nightlife": "3",
+ "female_friendly": "4",
+ "racial_tolerance": "3",
+ "peace_score": "4"
+ },
+ "gdansk": {
+ "hospital_score": "3",
+ "english_speaking": "4",
+ "nightlife": "4",
+ "female_friendly": "4",
+ "racial_tolerance": "2",
+ "peace_score": "3"
+ },
+ "ghent": {},
+ "abu-dhabi": {
+ "hospital_score": "3",
+ "english_speaking": "5",
+ "nightlife": "3",
+ "female_friendly": "2",
+ "racial_tolerance": "3",
+ "peace_score": "3"
+ },
+ "shenzhen": {
+ "hospital_score": "3",
+ "english_speaking": "2",
+ "nightlife": "3",
+ "female_friendly": "3",
+ "racial_tolerance": "2",
+ "peace_score": "3"
+ },
+ "shanghai": {
+ "hospital_score": "4",
+ "english_speaking": "3",
+ "nightlife": "5",
+ "female_friendly": "5",
+ "racial_tolerance": "4",
+ "peace_score": "3"
+ },
+ "athens": {
+ "hospital_score": "3",
+ "english_speaking": "3",
+ "nightlife": "4",
+ "female_friendly": "3",
+ "racial_tolerance": "2",
+ "peace_score": "3"
+ },
+ "oslo": {
+ "hospital_score": "3",
+ "english_speaking": "4",
+ "nightlife": "3",
+ "female_friendly": "4",
+ "racial_tolerance": "4",
+ "peace_score": "4"
+ },
+ "li\u00e8ge": {},
+ "calgary": {
+ "hospital_score": "2",
+ "english_speaking": "5",
+ "nightlife": "3",
+ "female_friendly": "3",
+ "racial_tolerance": "5",
+ "peace_score": "4"
+ },
+ "stockholm": {
+ "hospital_score": "4",
+ "english_speaking": "5",
+ "nightlife": "4",
+ "female_friendly": "5",
+ "racial_tolerance": "4",
+ "peace_score": "4"
+ },
+ "ume\u00e5": {},
+ "oswiecim": {},
+ "katowice": {
+ "hospital_score": "3",
+ "english_speaking": "3",
+ "nightlife": "3",
+ "female_friendly": "2",
+ "racial_tolerance": "2",
+ "peace_score": "3"
+ },
+ "zaandam": {},
+ "utrecht": {
+ "hospital_score": "4",
+ "english_speaking": "4",
+ "nightlife": "4",
+ "female_friendly": "5",
+ "racial_tolerance": "4",
+ "peace_score": "4"
+ },
+ "nairobi": {},
+ "frankfurt": {},
+ "tromso": {
+ "hospital_score": "5",
+ "english_speaking": "4",
+ "nightlife": "4",
+ "female_friendly": "4",
+ "racial_tolerance": "4",
+ "peace_score": "4"
+ },
+ "groningen": {
+ "hospital_score": "4",
+ "english_speaking": "5",
+ "nightlife": "3",
+ "female_friendly": "4",
+ "racial_tolerance": "4",
+ "peace_score": "4"
+ },
+ "warsaw": {
+ "hospital_score": "3",
+ "english_speaking": "4",
+ "nightlife": "3",
+ "female_friendly": "4",
+ "racial_tolerance": "2",
+ "peace_score": "3"
+ },
+ "rzeszow": {
+ "hospital_score": "3",
+ "english_speaking": "2",
+ "nightlife": "1",
+ "female_friendly": "3",
+ "racial_tolerance": "3",
+ "peace_score": "3"
+ },
+ "zamo\u015b\u0107": {},
+ "berdyszcze": {},
+ "che\u0142m": {},
+ "kum\u00f3w-pleba\u0144ski": {},
+ "haliczany": {},
+ "przeworsk": {},
+ "jawornik-polski": {},
+ "dyn\u00f3w": {},
+ "szklary": {},
+ "munich": {
+ "hospital_score": "0",
+ "english_speaking": "5",
+ "nightlife": "5",
+ "female_friendly": "5",
+ "racial_tolerance": "4",
+ "peace_score": "4"
+ },
+ "dortmund": {
+ "hospital_score": "3",
+ "english_speaking": "3",
+ "nightlife": "3",
+ "female_friendly": "3",
+ "racial_tolerance": "3",
+ "peace_score": "4"
+ },
+ "toronto": {
+ "hospital_score": "4",
+ "english_speaking": "5",
+ "nightlife": "5",
+ "female_friendly": "4",
+ "racial_tolerance": "5",
+ "peace_score": "4"
+ },
+ "seville": {},
+ "detroit": {
+ "hospital_score": "4",
+ "english_speaking": "5",
+ "nightlife": "3",
+ "female_friendly": "3",
+ "racial_tolerance": "4",
+ "peace_score": "3"
+ },
+ "minneapolis": {
+ "hospital_score": "3",
+ "english_speaking": "5",
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+ "dharamshala": {},
+ "vellore": {},
+ "allahabad": {},
+ "mirzapur": {},
+ "robertsganj": {},
+ "jaunpur": {},
+ "kings-mountain": {},
+ "ziro": {},
+ "le-grazie": {},
+ "bar\u00e8ges": {},
+ "juicy-oasis-retreat-&-spa": {},
+ "phan-rang-th\u00e1p-ch\u00e0m": {},
+ "ufa": {},
+ "simferopol": {},
+ "maui-brewing-company": {},
+ "vale-de-telhas": {},
+ "torshavn": {},
+ "\u00e7\u0131ral\u0131": {},
+ "veliko-tarnovo-province": {},
+ "\u0431\u0443\u043a\u043e\u0432\u0435\u043b\u044c-/-bukovel": {},
+ "halstatt": {},
+ "ny\u00edregyh\u00e1za": {},
+ "chiang-mairoi-et-thailand": {},
+ "pachuca": {},
+ "toluca": {},
+ "lerma": {},
+ "san-crist\u00f3bal": {},
+ "castelnuovo-di-val-di-cecina": {},
+ "larissa": {},
+ "ringe": {},
+ "jiquilillo": {},
+ "south-beach": {},
+ "otres-beach": {},
+ "chachoengsao": {},
+ "kasar-devi": {},
+ "nakhon-ratchasima": {},
+ "ploiesti": {
+ "hospital_score": "1",
+ "english_speaking": "5",
+ "nightlife": "2",
+ "female_friendly": "3",
+ "racial_tolerance": "2",
+ "peace_score": "4"
+ },
+ "vega-de-san-mateo": {},
+ "woodbury": {},
+ "petoskey": {},
+ "dawson-creek": {},
+ "gila": {},
+ "discovery-bay": {},
+ "niter\u00f3i": {},
+ "rosariosanta-f\u00e9": {},
+ "kaduna-state": {},
+ "maryland": {},
+ "santiago-de-los-caballeros": {},
+ "donegal": {},
+ "skibbereen": {},
+ "southsea-castle": {},
+ "antigua-and-barbuda": {},
+ "kenya": {},
+ "arcachon": {},
+ "basse-terre": {},
+ "l'\u00eele-d'yeu": {},
+ "vinalhaven": {},
+ "santhiya-koh-yao-yai-resort-&-spa": {},
+ "treviso": {
+ "hospital_score": "4",
+ "english_speaking": "3",
+ "nightlife": "4",
+ "female_friendly": "4",
+ "racial_tolerance": "2",
+ "peace_score": "3"
+ },
+ "burnham-on-crouch": {},
+ "pirovac": {},
+ "orange-beach": {},
+ "santarem": {},
+ "st-john's": {},
+ "corpus-christi": {
+ "hospital_score": "4",
+ "english_speaking": "5",
+ "nightlife": "3",
+ "female_friendly": "2",
+ "racial_tolerance": "4",
+ "peace_score": "3"
+ },
+ "baguio-philippines": {},
+ "united-states-of-america": {},
+ "moldova": {},
+ "vitoria-gasteiz": {},
+ "saint-martin-de-belleville": {},
+ "st.-george": {},
+ "heroica-veracruz": {},
+ "kopaonik": {},
+ "zaporizhzhya": {},
+ "forl\u00ec": {},
+ "pleasant-hill": {},
+ "wyoming": {},
+ "lamai-beach": {},
+ "summerside": {},
+ "langkawikedah-malaysia": {},
+ "canton-of-z\u00fcrich": {},
+ "jinchuan": {},
+ "kokkola": {},
+ "djibouti-city": {},
+ "thomonde": {},
+ "canet-de-mar": {},
+ "huldenberg": {},
+ "weipa": {},
+ "timaru": {},
+ "cl-cala-de-bou": {},
+ "dxb": {},
+ "sassenheim": {},
+ "laguna-niguel": {},
+ "mount-katahdin": {},
+ "mill-valley": {},
+ "bregenz": {},
+ "dalaman": {},
+ "ayvalik": {},
+ "bolay\u0131r-plaj\u0131": {},
+ "rambukkana": {},
+ "girne-sahili": {},
+ "hohenems": {},
+ "lima-regionperu": {},
+ "gu\u00e9thary": {},
+ "saint-gilles": {},
+ "rye": {},
+ "tupungato": {},
+ "isabela-island": {},
+ "cotopaxi": {},
+ "jaibalito": {},
+ "kru\u0161etnica": {},
+ "playas-de-tijuana": {},
+ "ube": {
+ "hospital_score": "4",
+ "english_speaking": "1",
+ "nightlife": "3",
+ "female_friendly": "3",
+ "racial_tolerance": "3",
+ "peace_score": "4"
+ },
+ "sequoia-national-forest": {},
+ "para\u0107in": {},
+ "rorschach-hafen-station": {},
+ "belle-river-district-high-school": {},
+ "kusatsu-machi": {},
+ "simpson-bay": {},
+ "wailea-makena": {},
+ "veran\u00f3polis": {},
+ "le-tampon": {},
+ "grand-baie": {},
+ "pearl-city": {},
+ "palau": {},
+ "la-maddalena": {},
+ "bonifacio": {},
+ "fernandina-beach": {},
+ "new-london": {},
+ "newport-news": {},
+ "dunoon": {},
+ "gourette": {},
+ "al\u00e8s": {},
+ "kefalonia": {},
+ "szeged": {},
+ "anglesey": {},
+ "snowdonia-national-park": {},
+ "palo": {},
+ "ararangu\u00e1": {},
+ "ormond-beach": {},
+ "west-jefferson": {},
+ "rossland": {},
+ "disneyland-resort": {},
+ "phuketthailand": {},
+ "roseville": {},
+ "garberville": {},
+ "kahuku": {},
+ "bustarviejo": {},
+ "janesville": {
+ "hospital_score": "2",
+ "english_speaking": "5",
+ "nightlife": "3",
+ "female_friendly": "3",
+ "racial_tolerance": "4",
+ "peace_score": "3"
+ },
+ "hengelo": {},
+ "ooty": {},
+ "yeoford": {},
+ "lakota": {},
+ "north-dakota": {},
+ "san-sebasti\u00e1n-de-la-gomera": {},
+ "salima-district": {},
+ "farnborough": {},
+ "sumter": {},
+ "albuquerquenm": {},
+ "kozhikode": {
+ "hospital_score": "2",
+ "english_speaking": "3",
+ "nightlife": "2",
+ "female_friendly": "2",
+ "racial_tolerance": "2",
+ "peace_score": "2"
+ },
+ "tusayan": {},
+ "belden": {},
+ "saurimo": {},
+ "stoneham": {},
+ "oregon": {},
+ "montana": {},
+ "mount-rushmore-national-memorial": {},
+ "estevan": {},
+ "helensburgh": {},
+ "grimentz": {},
+ "dharavandhoo": {},
+ "ross-on-wye": {},
+ "san-gil": {},
+ "koh-rong-beach": {},
+ "vyborg": {},
+ "veliky-novgorod": {},
+ "pripyat": {},
+ "cheboksary": {},
+ "diveevsky": {},
+ "nikolsk": {},
+ "orillia": {},
+ "kawartha-lakes": {},
+ "florida-city": {},
+ "castries": {},
+ "roseau": {},
+ "fort-de-france": {},
+ "rancho-palos-verdes": {},
+ "marigot": {},
+ "piombino": {},
+ "freckenfeld": {},
+ "hergiswil": {},
+ "wetzikon": {},
+ "mellingen": {},
+ "neuenhof": {},
+ "wettingen": {},
+ "parque-nacional-manuel-antonio": {},
+ "ayacucho": {},
+ "brockvilleon": {},
+ "goa-velha": {},
+ "chapala": {},
+ "playa-el-tunco": {},
+ "mount-maunganui": {},
+ "maastrichtnetherlands": {},
+ "togo": {},
+ "plano": {},
+ "joao-pessoa": {
+ "hospital_score": "1",
+ "english_speaking": "1",
+ "nightlife": "4",
+ "female_friendly": "3",
+ "racial_tolerance": "2",
+ "peace_score": "3"
+ },
+ "vernantes": {},
+ "buen-hombre": {},
+ "mobile": {
+ "hospital_score": "3",
+ "english_speaking": "5",
+ "nightlife": "3",
+ "female_friendly": "2",
+ "racial_tolerance": "3",
+ "peace_score": "3"
+ },
+ "baler": {},
+ "cabo-pulmo-national-park": {},
+ "ripon": {},
+ "aluthgama": {},
+ "pennsylvania": {},
+ "puerto-escondido-international-airport": {},
+ "jekyll-island": {},
+ "playa-flamingo": {},
+ "scotia": {},
+ "thiruvalla-town": {},
+ "san-pedrito-beach": {},
+ "townsend": {},
+ "tangstad": {},
+ "costa-da-caparica": {},
+ "napili-honokowai": {},
+ "el-prodigio": {},
+ "rio-claro": {},
+ "ceduna": {},
+ "santa-cruz-de-le\u00f3n-cort\u00e9s": {},
+ "osa-peninsula": {},
+ "yantzaza": {},
+ "arabba": {},
+ "chopok": {},
+ "trieste-\u2013-friuli-venezia-giulia-airport": {},
+ "hitler's-tea-house": {},
+ "mildenberg": {},
+ "tupapa-tapere": {},
+ "glace-bay": {},
+ "margarita-island-venezuela": {},
+ "kyotokyoto-prefecture": {},
+ "cazenovia": {},
+ "englewood": {},
+ "neenah": {},
+ "bang-lamung-\u0e15\u0e33\u0e1a\u0e25-\u0e1a\u0e32\u0e07\u0e25\u0e30\u0e21\u0e38\u0e07": {},
+ "gornja-nugla": {},
+ "muggia": {},
+ "montanitasanta-elena": {},
+ "in\u010dukalns": {},
+ "sunrise-beach": {},
+ "berrien-township": {},
+ "st.-john'snl": {},
+ "daytona-beach-shores": {},
+ "puerto-morelos": {},
+ "san-teodoro": {},
+ "kragujevac": {},
+ "\u010da\u010dak": {},
+ "vrnja\u010dka-banja": {},
+ "kraljevo": {},
+ "novi-pazar": {},
+ "muizenberg": {},
+ "zuidwolde": {},
+ "estoniya": {},
+ "kawaihaehi": {},
+ "castlemaine": {},
+ "deception-bay": {},
+ "emu-plains": {},
+ "penrith": {},
+ "blue-mountains": {},
+ "sun-city": {},
+ "ardebil": {},
+ "sarp": {},
+ "grand-lake": {},
+ "newark-nj": {},
+ "pichincha-province": {},
+ "lake-atitl\u00e1nsolol\u00e1-department": {},
+ "mon\u00f2ver": {},
+ "westhampton": {},
+ "kabul": {},
+ "bryson-city": {},
+ "marysville": {
+ "hospital_score": "2",
+ "english_speaking": "5",
+ "nightlife": "3",
+ "female_friendly": "4",
+ "racial_tolerance": "5",
+ "peace_score": "3"
+ },
+ "martel": {},
+ "cepagatti": {},
+ "saint-jouin": {},
+ "villers-sur-mer": {},
+ "salles": {},
+ "oyr\u00e9": {},
+ "noirmoutier-en-l'\u00eele": {},
+ "dinard": {},
+ "sunshine-coast-regional": {},
+ "samo\u00ebns": {},
+ "monschau": {},
+ "galapagos": {},
+ "phalaborwa": {},
+ "komi\u017ea": {},
+ "guaimaca": {},
+ "lubbock": {
+ "hospital_score": "3",
+ "english_speaking": "5",
+ "nightlife": "3",
+ "female_friendly": "4",
+ "racial_tolerance": "4",
+ "peace_score": "3"
+ },
+ "kaaawa": {},
+ "playa-de-las-americas": {},
+ "vieux-fort": {},
+ "united-states-space-camp": {},
+ "fort-sumter-national-monument": {},
+ "seabrook-island": {},
+ "moss-vale": {},
+ "gunning": {},
+ "cowra": {},
+ "parkes-regional-airport-(pke)": {},
+ "nananu-i-ra-island": {},
+ "peniscola": {},
+ "vila-nova-de-milfontes": {},
+ "leverkusen": {},
+ "draper": {},
+ "oak-city": {},
+ "lehman-caves": {},
+ "ely": {},
+ "yosemite-junction": {},
+ "nayarit": {},
+ "neftekamsk": {},
+ "erbil": {},
+ "sana'a": {},
+ "gagra": {},
+ "valencia-city": {},
+ "ulsan": {},
+ "sandy-springs": {},
+ "palm-harbor": {},
+ "culebra": {},
+ "water-island": {},
+ "tarpon-springs": {}
+ }
+}
\ No newline at end of file
diff --git a/data/trips.csv b/data/trips.csv
index b0e3bf158fbc0ae2375bfc7591d538ccfeb0b165..3c258d2b61e52c3cd14f7c5799da9b219a82ae2b 100644
--- a/data/trips.csv
+++ b/data/trips.csv
@@ -825,7 +825,7 @@ adamnowek, London, United Kingdom, 2006-01-18, 2006-01-19, 1.0, 51.5073509, -0.1
adamnowek, Exeter, United Kingdom, 2006-01-17, 2006-01-18, 1.0, 50.718412, -3.5338990000000194
adamnowek, Bristol, United Kingdom, 2006-01-16, 2006-01-17, 1.0, 51.454513, -2.5879099999999653
adamnowek, Cardiff, United Kingdom, 2006-01-15, 2006-01-16, 1.0, 51.48158100000001, -3.1790899999999738
-adamnowek, London, United Kingdom, 20016-01-12, 2006-01-15, 2.0, 51.5073509, -0.12775829999998223
+adamnowek, London, United Kingdom, 2016-01-12, 2006-01-15, 2.0, 51.5073509, -0.12775829999998223
adamnowek, Vancouver, Canada, 2005-12-15, 2006-01-12, 28.0, 49.2827291, -123.12073750000002
adamnowek, New York City, United States, 2005-12-09, 2005-12-15, 6.0, 40.7127837, -74.00594130000002
adamnowek, Vancouver, Canada, 2005-11-13, 2005-12-09, 26.0, 49.2827291, -123.12073750000002
@@ -19740,7 +19740,6 @@ jeffmadduxcpa, Hoi An, Vietnam, 2015-12-08, 2015-12-08, 1.0, 15.8800584, 108.338
jeffmadduxcpa, Da Nang, Vietnam, 2015-12-03, 2015-12-17, 14.0, 16.0544068, 108.20216670000002
jeffmadduxcpa, San Francisco, United States, 2015-12-02, 2015-12-02, 1.0, 37.7749295, -122.41941550000001
jeffmadduxcpa, Seattle, United States, 2015-10-24, 2015-10-26, 2.0, 47.6062095, -122.3320708
-jeffmadduxcpa, Napa, United States, Oct 18, 2015, Oct 18, 2015, 1.0, 38.2971, -122.2855
jeffmadduxcpa, South Lake Tahoe, United States, 2015-08-30, 2015-08-31, 1.0, 38.9332, -119.9843
jeffmadduxcpa, San Francisco, United States, 2015-06-15, 2015-06-17, 2.0, 37.7749295, -122.41941550000001
jeffmadduxcpa, Puerto Vallarta, Mexico, 2015-05-10, 2015-05-27, 17.0, 20.65340699999999, -105.2253316
@@ -19751,16 +19750,12 @@ jeffmadduxcpa, Puerto Vallarta, Mexico, 2014-11-16, 2014-11-20, 4.0, 20.65340699
jeffmadduxcpa, Seattle, United States, 2014-09-27, 2014-09-29, 2.0, 47.6062095, -122.3320708
jeffmadduxcpa, Napa, United States, 2014-09-06, 2014-09-06, 1.0, 38.2975381, -122.28686500000003
jeffmadduxcpa, San Francisco, United States, 2014-08-24, 2014-08-26, 2.0, 37.7749295, -122.41941550000001
-jeffmadduxcpa, Lake Tahoe, United States, Apr 11, 2014, Apr 13, 2014, 2.0, 39.09684929999999, -120.0323507
jeffmadduxcpa, Maui, United States, 2014-01-15, 2014-01-20, 5.0, 20.7983626, -156.33192529999997
jeffmadduxcpa, Portland, United States, 2013-09-20, 2013-09-22, 2.0, 45.52306220000001, -122.67648159999999
jeffmadduxcpa, Seattle, United States, 2013-06-22, 2013-06-26, 4.0, 47.6062095, -122.3320708
jeffmadduxcpa, Berkeley, United States, 2013-06-02, 2013-06-02, 1.0, 37.8715926, -122.27274699999998
jeffmadduxcpa, Las Vegas, United States, 2012-11-28, 2012-11-30, 2.0, 36.1699412, -115.13982959999998
jeffmadduxcpa, San Luis Obispo, United States, 2012-09-15, 2012-09-16, 1.0, 35.28275240000001, -120.6596156
-jeffmadduxcpa, Lake Tahoe, United States, Jul 20, 2012, Jul 22, 2012, 2.0, 39.09684929999999, -120.0323507
-jeffmadduxcpa, Lake Tahoe, United States, Jul 4, 2012, Jul 4, 2012, 1.0, 39.09684929999999, -120.0323507
-jeffmadduxcpa, Reno, United States, Aug 23, 2011, Aug 25, 2011, 2.0, 39.5296329, -119.8138027
jeffmadduxcpa, Santa Monica, United States, 2011-02-01, 2011-02-02, 1.0, 34.0194543, -118.4911912
jeffmadduxcpa, Patong, Thailand, 2010-04-27, 2010-04-29, 2.0, 7.8969151, 98.3020123
jeffmadduxcpa, Ko Lanta, Thailand, 2010-04-25, 2010-04-27, 2.0, 7.624367700000001, 99.07922630000007
@@ -19768,7 +19763,6 @@ jeffmadduxcpa, Ao Nang, Thailand, 2010-04-22, 2010-04-25, 3.0, 8.0120253, 98.837
jeffmadduxcpa, Ko Phi Phi, Thailand, 2010-04-16, 2010-04-22, 6.0, 7.747049899999999, 98.78596519999996
jeffmadduxcpa, Phuket, Thailand, 2010-04-15, 2010-04-16, 1.0, 7.8804479, 98.39225039999997
jeffmadduxcpa, Chiang Mai, Thailand, 2010-04-13, 2010-04-15, 2.0, 18.7888472, 98.9858313
-jeffmadduxcpa, Phra Nakhon Si Ayutthaya, Thailand, april 10, 2010, april 12, 2010, 2.0, 14.3532128, 100.56895989999998
jeffmadduxcpa, Bangkok, Thailand, 2010-04-08, 2010-04-10, 2.0, 13.7563309, 100.50176510000006
jeffmadduxcpa, San Francisco, United States, 2010-04-07, 2010-04-07, 1.0, 37.7749295, -122.41941550000001
jeffmadduxcpa, Denver, United States, 2008-03-09, 2008-03-16, 7.0, 39.7392358, -104.990251
diff --git a/src/crawler/__init__.py b/src/crawler/__init__.py
new file mode 100644
index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391
diff --git a/src/crawler/nomad_city_crawler.py b/src/crawler/nomad_city_crawler.py
new file mode 100644
index 0000000000000000000000000000000000000000..3fa682272c0c3fecec93cc64230a03ba7e29e7b5
--- /dev/null
+++ b/src/crawler/nomad_city_crawler.py
@@ -0,0 +1,50 @@
+from typing import List, Dict
+
+from src.handler.csv_handler import CsvHandler
+from src.handler.json_handler import JsonHandler
+from src.scraper.scraper import Scraper
+
+
+class NomadCityCrawler:
+ attribute_to_find = "data-key"
+ attribute_to_find_values = [
+ "hospital_score",
+ "english_speaking",
+ "nightlife",
+ "female_friendly",
+ "racial_tolerance",
+ "peace_score"]
+
+ @staticmethod
+ def get_cities_info(cities_to_browse: List[str]) -> dict:
+ cities_stats = {}
+ cities_stats["cities"] = {}
+
+ for city in cities_to_browse:
+ print("working on " + city)
+ try:
+ cities_stats["cities"][city] = {}
+
+ context = Scraper.at("https://nomadlist.com/" + city)
+ for key, element in context.with_attribute_having_values(NomadCityCrawler.attribute_to_find, NomadCityCrawler.attribute_to_find_values):
+ score = element.find().get_attribute_value("data-value")
+ cities_stats["cities"][city].update({key: score})
+
+ except Exception as e:
+ print("For city " + city)
+ print(e)
+
+ return cities_stats
+
+
+def main():
+ cities = []
+ for line in CsvHandler.load("./../../data/trips.csv")[1]:
+ cities.append(line["city"].lower().replace(" ", "-"))
+
+ cities = list(dict.fromkeys(cities))
+ cities_info = NomadCityCrawler.get_cities_info(cities)
+ JsonHandler.save("./../../data/cities_stats.json", cities_info)
+
+
+main()
\ No newline at end of file
diff --git a/src/handler/__init__.py b/src/handler/__init__.py
new file mode 100644
index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391
diff --git a/src/handler/csv_handler.py b/src/handler/csv_handler.py
new file mode 100644
index 0000000000000000000000000000000000000000..6c0bf6613d2be822c1cd87dbf66ee1dcb7aad8da
--- /dev/null
+++ b/src/handler/csv_handler.py
@@ -0,0 +1,68 @@
+import csv
+from typing import List
+
+
+class CsvHandler:
+
+ @staticmethod
+ def __removeInitSpace__(word: str) -> str:
+ """
+ Removes space at index 0 if present
+ """
+ if word.startswith(" "):
+ return word[1:]
+ else:
+ return word
+
+ @staticmethod
+ def load(filepath: str) -> (List[str], List[dict]):
+ """
+ Loads csv file
+ :param filepath: path to csv file
+ :return: tuple of (list of header params, list of dict in format: {header1: value1, header2: value2,...})
+ """
+ item_list = []
+ with open(filepath, 'r') as csvFile:
+ header = csvFile.readline().split(",")
+
+ for i in range(1, len(header)):
+ header[i] = CsvHandler.__removeInitSpace__(header[i])
+
+ reader = csv.reader(csvFile)
+ for row in reader:
+ for i in range(1, len(row)):
+ row[i] = CsvHandler.__removeInitSpace__(row[i])
+
+ dic = {}
+ for i in range(1, len(header)):
+ dic[header[i]] = row[i]
+ item_list.append(dic)
+ csvFile.close()
+
+ return header, item_list
+
+ @staticmethod
+ def save(filepath: str, header: list, csv_as_list_dic: List[dict]) -> None:
+ """
+ Saves csv file into disk
+ :param filepath: path to save csv file (with filename)
+ :param header: header to save into file
+ :param csv_as_list_dic: list of dic in format {header1: value1, header2: value2,...}
+ :return: None
+ """
+ with open(filepath, 'w') as csvFile:
+ header_line = ""
+ for headerItem in header:
+ header_line += headerItem + ","
+ header_line = header_line[0:len(header_line) - 1]
+ csvFile.write(header_line + "\n")
+
+ for row in csv_as_list_dic:
+ line = ""
+ for headerItem in header:
+ line = line + row[headerItem] + ","
+ line = line[0:len(line) - 1]
+ csvFile.write(line + "\n")
+ csvFile.close()
+
+
diff --git a/src/handler/json_handler.py b/src/handler/json_handler.py
new file mode 100644
index 0000000000000000000000000000000000000000..9805cd018fc332b7e767c4536cb16c5455c4bee6
--- /dev/null
+++ b/src/handler/json_handler.py
@@ -0,0 +1,28 @@
+import json
+
+
+class JsonHandler:
+ @staticmethod
+ def load(filepath: str) -> dict:
+ """
+ Loads json from disk
+ :param filepath: path to json file (with filename)
+ :return: json as dict
+ """
+ with open(filepath, 'r') as jsonFile:
+ json_as_string = jsonFile.read()
+ jsonFile.close()
+ return json.loads(json_as_string)
+
+ @staticmethod
+ def save(filepath: str, json_as_dict: dict) -> None:
+ """
+ Saves json into disk
+ :param filepath: path to save json file (with filename)
+ :param json_as_dict: dict
+ :return: None
+ """
+ json_as_string = json.dumps(json_as_dict, indent=4)
+ with open(filepath, "w+") as jsonFile:
+ jsonFile.write(json_as_string)
+ jsonFile.close()
diff --git a/src/scraper.py b/src/scraper.py
index 775c5b40a4ea1588df1229891665e700260ad899..f8aeee79be016ed1327025f7ba016e847c0df147 100644
--- a/src/scraper.py
+++ b/src/scraper.py
@@ -1,8 +1,140 @@
-# PV254-city-recommender
+from bs4 import BeautifulSoup
+import requests
-Project for PV254 (Fall 2019). Recommends a city based on your travel history.
+BASE_URL = "https://nomadlist.com/"
+DEFAULT_USER = "@levelsio"
-## Dataset
+def get_users(soup, n=1000):
+ """Gets users from "crossed paths with" section on a user's profile.
+ Args:
+ soup: BeautifulSoup object from loaded page
+ n: number of users to get
+ Returns:
+ List of users
+ """
+ users = []
+ user_index = 0
+ while len(users) < n:
+ o = soup.find("div", {"id": "most-overlaps"})
+ if o:
+ for a in o.find_all('a', href=True):
+ users.append(a['href'])
+ users = list(dict.fromkeys(users)) # removing duplicates #
+ page = requests.get(f"{BASE_URL}{users[user_index]}"); user_index+=1
+ soup = BeautifulSoup(page.content, 'html.parser')
+ return users
-The dataset is scraped from [nomadlist.com](www.nomadlist.com)
-The dataset is found in `data/trips.csv` contains
\ No newline at end of file
+def get_most_visited_cities(soup):
+ """Gets the most visited cities by a user from 'Most visited section'.
+ Args:
+ soup: BeautifulSoup object from loaded page
+ Returns:
+ Dict of city: number of visits
+ """
+ trips_to_cities = soup.find("div", class_="most_trips_to_cities")
+ trips_to_cities_name = trips_to_cities.div.find_all("li")
+ trips_to_cities_count = trips_to_cities.div.find_all("span", class_="extra-people-counter")
+ city_visits = dict()
+ for city, counter in zip(trips_to_cities_name, trips_to_cities_count):
+ city_visits[city["data-slug"]] = counter.text.strip("x")
+ return city_visits
+
+def get_most_time_spent(soup):
+ """Gets the most time spent in cities by a user from 'Most time spent section'.
+ Args:
+ soup: BeautifulSoup object from loaded page
+ Returns:
+ Dict of city: time spent
+ """
+ most_visited_cities = soup.find_all("div", class_="most_visited_cities")
+ city_time = dict()
+ if len(most_visited_cities) > 1:
+ most_time_spent = most_visited_cities[1] # [1] because there's 2 divs with the same class name, i want the second one
+ most_time_spent_name = most_time_spent.div.find_all("li")
+ most_time_spent_count = most_time_spent.div.find_all("span", class_="extra-people-counter")
+ for city, time in zip(most_time_spent_name, most_time_spent_count):
+ city_time[city["data-slug"]] = time.text
+ return city_time
+
+def convert_time_to_days(t):
+ """ Converts time infomation in years and months to days
+ Args:
+ t: string of time
+ Returns:
+ time span as an integer (in days)
+ """
+ try:
+ if t[-2:] == "yr":
+ return float(t[:-2])*30.5*365.25
+ elif t[-2:] == "mo":
+ return float(t[:-2])*30.5
+ elif t[-1:] == "d":
+ return float(t[:-1])
+ else:
+ return float(t[:-2])
+ except ValueError:
+ return t
+
+def convert_list_time_to_days(time):
+ """ Converts time spans in the form: ['1yr', '11mo', ...] to days.
+ Args:
+ time: list of times
+ Returns:
+ list of times in days
+ """
+ time_in_days = []
+ for t in time:
+ time_in_days.append(convert_time_to_days(t))
+ return time_in_days
+
+def parse_trip_information(trip, user, table_row):
+ """ Gets relevant info from trip table row
+ Args:
+ trip: Specific trip to be parsed
+ user: User associated with the trip
+ table_row: csv string of rows to which a new trip info will be added
+ Returns:
+ One comma separated row corresponding to a single trip
+ """
+ delimiter = ", "
+ table_row += user.strip("/@") + delimiter
+ city_name = trip.find("td", class_="name").h2.text.split(",")[0]
+ table_row += city_name + delimiter
+ table_row += trip.find("td", class_="country").text + delimiter
+ table_row += trip['data-date-start'] + delimiter
+ table_row += trip['data-date-end'] + delimiter
+
+ table_row += str(convert_time_to_days(trip.find("td", class_="trip_start").find_next('td').text)) + delimiter
+
+ table_row += trip['data-latitude'] + delimiter + trip['data-longitude'] + "\n"
+
+ return table_row
+
+def create_dataset(n_users=3700):
+ """ Creates the user-trip dataset by scraping user web pages from nomadlist.com.
+ Dumps the output to 'trips.csv' file.
+ Args:
+ n_users: Number of users to searche for
+ """
+ page = requests.get(f"{BASE_URL}{DEFAULT_USER}")
+ soup = BeautifulSoup(page.content, 'html.parser')
+ users = get_users(soup, n_users)
+ print(f"Found {len(users)} users.")
+
+ f = open('trips.csv', 'w+', encoding="utf-8")
+ table_row="user, city, country, trip_start, trip_end, trip_duration, latitude, longitude\n"
+
+ for user in users:
+ page = requests.get(f"{BASE_URL}{user}")
+ soup = BeautifulSoup(page.content, 'html.parser')
+ trips = soup.find_all("tr", class_="trip")
+ print(f"Found {len(trips)} trips for {user}.")
+
+ for trip in trips:
+ table_row = parse_trip_information(trip, user, table_row)
+ f.write(table_row)
+ table_row = ""
+ f.close()
+
+if __name__ == "__main__":
+ create_dataset()
\ No newline at end of file
diff --git a/src/scraper/__init__.py b/src/scraper/__init__.py
new file mode 100644
index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391
diff --git a/src/scraper/scraper.py b/src/scraper/scraper.py
new file mode 100644
index 0000000000000000000000000000000000000000..d8534d163df98ccb88e34ef52b8a26c94609967c
--- /dev/null
+++ b/src/scraper/scraper.py
@@ -0,0 +1,63 @@
+from __future__ import annotations
+
+from typing import List, Dict
+
+from bs4 import BeautifulSoup
+import requests
+
+
+class ScraperBodyGet:
+ def __init__(self, soup: BeautifulSoup):
+ self.soup = soup
+
+ def get_attribute_value(self, attribute: str):
+ return self.soup[attribute]
+
+ def get_text(self):
+ return self.soup.get_text()
+
+ def also(self):
+ return ScraperBodyInit(soup=self.soup)
+
+
+class ScraperBodyInit:
+ soup: BeautifulSoup
+ element_name: str = None
+ element_attribute: (str, str) = None
+
+ def __init__(self, soup: BeautifulSoup):
+ self.soup = soup
+
+ def at_element(self, name_of_element: str) -> ScraperBodyInit:
+ self.element_name = name_of_element
+ return self
+
+ def with_attribute_having_value(self, attribute: str, value: str) -> ScraperBodyInit:
+ self.element_attribute = (attribute, value)
+ return self
+
+ def with_attribute_having_values(self, attribute: str, values: List[str]) -> List[(str, ScraperBodyInit)]:
+ results = []
+ for value in values:
+ s = ScraperBodyInit(self.soup)
+ s.at_element(self.element_name)
+ s.with_attribute_having_value(attribute, value)
+ results.append((value, s))
+ return results
+
+ def find(self):
+ attrs = {self.element_attribute[0]: self.element_attribute[1]}
+ new_soup = self.soup.find(self.element_name, attrs)
+ return ScraperBodyGet(new_soup)
+
+ def reset(self) -> None:
+ self.element_name = None
+ self.element_attribute = None
+
+
+class Scraper:
+ @staticmethod
+ def at(web: str) -> ScraperBodyInit:
+ page = requests.get(web)
+ if page.status_code == 200:
+ return ScraperBodyInit(BeautifulSoup(page.content, "html.parser"))