init

app.py

@@ -0,0 +1,137 @@
+import gradio as gr
+import pandas as pd
+import folium
+import ast
+
+# ── Data paths ──────────────────────────────────────────────────────────────
+STAY_POINTS = "data/demographics_sampled.csv"
+POI_PATH    = "data/poi_sampled.csv"
+DEMO_PATH   = "data/demographics_sampled.csv"
+
+AGE_MAP = {1:"<18", 2:"18-24", 3:"25-34", 4:"35-44", 5:"45-54", 6:"55-64", 7:"65+"}
+SEX_MAP = {1:"Male", 2:"Female"}
+EDU_MAP = {1:"No HS", 2:"HS Grad", 3:"Some College", 4:"Bachelor's", 5:"Graduate"}
+INC_MAP = {1:"<$10k", 2:"$10-15k", 3:"$15-25k", 4:"$25-35k", 5:"$35-50k",
+           6:"$50-75k", 7:"$75-100k", 8:"$100-125k", 9:"$125-150k", 10:">$150k"}
+
+# ── Load data ────────────────────────────────────────────────────────────────
+print("Loading data...")
+sp = pd.read_csv(STAY_POINTS, nrows=200000)
+poi = pd.read_csv(POI_PATH)
+demo = pd.read_csv(DEMO_PATH)
+
+# parse act_types string like "[ 2 15]" → list
+def parse_act(x):
+    try:
+        return list(map(int, str(x).strip("[]").split()))
+    except:
+        return []
+
+poi["act_types"] = poi["act_types"].apply(parse_act)
+
+# join stay_points with poi
+sp = sp.merge(poi, on="poi_id", how="left")
+sp["start_datetime"] = pd.to_datetime(sp["start_datetime"], utc=True)
+sp["end_datetime"]   = pd.to_datetime(sp["end_datetime"],   utc=True)
+sp["duration_min"]   = ((sp["end_datetime"] - sp["start_datetime"]).dt.total_seconds() / 60).round(1)
+
+# pick 30 sample agents
+sample_agents = sorted(sp["agent_id"].value_counts().head(30).index.tolist())
+print(f"Loaded. Sample agents: {sample_agents[:5]}...")
+
+
+# ── Core functions ───────────────────────────────────────────────────────────
+def get_agent_data(agent_id):
+    agent_sp   = sp[sp["agent_id"] == agent_id].sort_values("start_datetime")
+    agent_demo = demo[demo["agent_id"] == agent_id].iloc[0]
+    return agent_sp, agent_demo
+
+
+def build_map(agent_sp):
+    lat = agent_sp["latitude"].mean()
+    lon = agent_sp["longitude"].mean()
+    m = folium.Map(location=[lat, lon], zoom_start=12, tiles="CartoDB positron")
+
+    # trajectory line
+    coords = list(zip(agent_sp["latitude"], agent_sp["longitude"]))
+    if len(coords) > 1:
+        folium.PolyLine(coords, color="#4f86c6", weight=2, opacity=0.6).add_to(m)
+
+    # markers
+    for i, row in agent_sp.iterrows():
+        folium.CircleMarker(
+            location=[row["latitude"], row["longitude"]],
+            radius=6,
+            color="#e05c5c",
+            fill=True,
+            fill_opacity=0.8,
+            popup=folium.Popup(
+                f"<b>{row['name']}</b><br>{row['start_datetime'].strftime('%a %m/%d %H:%M')}<br>{row['duration_min']} min",
+                max_width=200
+            )
+        ).add_to(m)
+
+    return m.get_root().render()
+
+
+def build_poi_sequence(agent_sp):
+    lines = []
+    for _, row in agent_sp.iterrows():
+        dt = row["start_datetime"]
+        lines.append(
+            f"{dt.strftime('%a %m/%d')}  {dt.strftime('%H:%M')}–{row['end_datetime'].strftime('%H:%M')}"
+            f"  ({int(row['duration_min'])} min)  |  {row['name']}  |  act:{row['act_types']}"
+        )
+    return "\n".join(lines)
+
+
+def build_demo_text(agent_demo):
+    return (
+        f"Age: {AGE_MAP.get(agent_demo['age'], agent_demo['age'])}  |  "
+        f"Sex: {SEX_MAP.get(agent_demo['sex'], agent_demo['sex'])}  |  "
+        f"Education: {EDU_MAP.get(agent_demo['education'], agent_demo['education'])}  |  "
+        f"Income: {INC_MAP.get(agent_demo['hh_income'], agent_demo['hh_income'])}"
+    )
+
+
+def on_select(agent_id):
+    agent_sp, agent_demo = get_agent_data(int(agent_id))
+    map_html  = build_map(agent_sp)
+    poi_seq   = build_poi_sequence(agent_sp)
+    demo_text = build_demo_text(agent_demo)
+    return map_html, poi_seq, demo_text
+
+
+# ── UI ───────────────────────────────────────────────────────────────────────
+with gr.Blocks(title="HiCoTraj Demo", theme=gr.themes.Soft()) as demo_app:
+    gr.Markdown("## HiCoTraj: Trajectory Visualization")
+
+    with gr.Row():
+        agent_dropdown = gr.Dropdown(
+            choices=[str(a) for a in sample_agents],
+            label="Select Agent",
+            value=str(sample_agents[0])
+        )
+        demo_label = gr.Textbox(label="Ground Truth Demographics", interactive=False)
+
+    with gr.Row():
+        map_out = gr.HTML(label="Trajectory Map")
+
+    with gr.Row():
+        poi_out = gr.Textbox(label="POI Sequence", lines=20, interactive=False)
+
+    agent_dropdown.change(
+        fn=on_select,
+        inputs=agent_dropdown,
+        outputs=[map_out, poi_out, demo_label]
+    )
+
+    # load first agent on startup
+    demo_app.load(
+        fn=on_select,
+        inputs=agent_dropdown,
+        outputs=[map_out, poi_out, demo_label]
+    )
+
+if __name__ == "__main__":
+    demo_app.launch()

data/demographics_sampled.csv

@@ -0,0 +1,51 @@
+agent_id,sex,age,race,education,hh_income
+2335,2,73,1,4,9
+4894,2,33,1,2,5
+5166,1,59,1,3,3
+6767,2,76,1,5,6
+11417,2,68,2,2,2
+17579,2,65,1,2,5
+19546,2,16,1,1,4
+30359,1,65,1,5,9
+30481,1,27,1,2,4
+30657,2,60,1,4,10
+38601,2,49,1,5,1
+45268,2,62,1,3,1
+46489,2,39,1,4,3
+58814,1,47,1,3,10
+60386,1,30,6,2,1
+65660,1,59,2,3,2
+70333,2,65,1,4,3
+77839,2,23,1,4,7
+83532,2,57,1,3,9
+92141,1,62,1,3,4
+93746,2,56,1,2,7
+95344,2,48,1,3,10
+97932,1,14,6,1,6
+104670,2,70,1,3,2
+109119,1,46,4,2,2
+115340,1,63,1,3,8
+118928,2,72,1,3,2
+120332,1,75,1,3,6
+124042,2,63,3,5,10
+127629,2,55,3,5,10
+138081,1,62,1,1,1
+138466,1,75,3,4,1
+142492,2,66,1,3,7
+143922,2,78,1,3,6
+145413,2,28,3,5,8
+151854,2,76,1,3,3
+157181,1,64,1,3,6
+159624,2,67,1,4,4
+163484,2,62,1,3,4
+163909,2,41,1,3,5
+164867,1,61,1,2,3
+167474,1,58,2,5,9
+167615,1,70,1,5,8
+168092,1,82,1,4,8
+171317,2,61,1,3,9
+172732,1,61,1,4,7
+177180,2,21,1,3,5
+177312,1,30,3,5,8
+178700,1,66,2,3,7
+193242,1,70,1,4,5

data/poi_sampled.csv

@@ -0,0 +1,660 @@
+poi_id,name,latitude,longitude,act_types
+111,Velaslavasay Panorama,33.72273012425051,-118.30182351145322,[2 9]
+1262,YOUR Images,33.7715206459912,-118.39538157683928,[ 2  5  7 15]
+4363,SAS Shoes Torrance,33.7950730771244,-118.3360678933396,[ 2  5  7 15]
+4663,Lunasia Dim Sum House Torrance,33.79128197756946,-118.32957665662614,[2 7]
+4824,Panchos Auto Repair,33.790349647744,-118.27234349804075,[ 2  5  7 15]
+5432,Russos Screen Service,33.736199694996266,-118.2899543685124,[ 2  5  7 15]
+6126,Hawthorne / Newton,33.79990398678724,-118.3508535192897,[ 7 10  2 15]
+7106,Leap & Bound Academy,33.8086781906961,-118.3515715066289,[2 9]
+7511,Zebulon,33.737637545210504,-118.30924552671009,[ 2  8 15]
+9133,Sherwin-Williams Commercial Paint Store,33.78135402330924,-118.21013092414432,[ 2  5  7 15]
+10171,Sunshine Fitness,33.77754091301976,-118.18537367167151,[ 2 10 15]
+10824,7th street Long Beach Organic,33.775026348248275,-118.19612173364706,[ 2  9 10]
+10966,C / Fries,33.772450775516766,-118.26423767335297,[ 7 10  2 15]
+11243,Easy & 27th SW,33.80605807511168,-118.21031292942084,[ 7 10  2 15]
+11505,J.V. Auto body & Tow,33.79482682750004,-118.24318414549997,[ 2  5  7 15]
+11894,Gymnastics Kids Club,33.805314812355824,-118.33823399888468,[ 2 10 15]
+12036,Phillips 66,33.80681403657309,-118.3307969508667,[2 5]
+13190,Paramount Quality Stone,33.79746244936775,-118.29052320512088,[ 2  5  7 15]
+18644,Paradis Ice Cream - Santa Ana,33.77436000092448,-117.86687908918074,[ 2  5  7 15]
+18706,Victorian Bridal Museum,33.78506721824825,-117.85337952871063,[ 2  8 15]
+19508,The Donut Shop of Orange,33.787521520843015,-117.82079514617546,[ 2  5  7 15]
+22661,Cuong Thanh Dryclean,33.75964480800004,-117.98793833549998,[ 2  5  7 15]
+23838,Professional Stone Care,33.77661124320381,-118.0007958942512,[ 2  5  7 15]
+24542,Best Western,33.80365291873525,-118.00804713890606,[ 2 12 15]
+26865,Finish Line,33.78239010465279,-117.89245312267624,[ 2  5  7 15]
+28551,Garden,33.78811320150004,-118.0289245495,[ 2  5  7 15]
+31060,GARDEN GROVE-LEMONWOOD,33.77460372747404,-117.92756720089127,[ 7 10  2 15]
+34270,Discovery Science Center,33.770239046424635,-117.86790107022522,[ 2  8 15]
+36439,The Whitworth School,33.79443943166692,-117.8412494729634,[ 2  3 15]
+38621,First Methodist Church,33.78668049537092,-117.85173504929838,[13]
+39374,A Computer Repair,33.79849597074772,-117.85281049368253,[ 2  5  7 15]
+41250,Maverick Floors,34.17435259724899,-118.56436905962528,[ 2  5  7 15]
+41659,Jack Ingram Western Movie Ranch,34.13989693835854,-118.61349274329778,[ 2  9 15]
+41928,Headwaters Corner,34.14380241134033,-118.62009347084197,[ 2  9 10]
+45651,New Age Psychic Readings by Jennifer,34.202379048969185,-118.60124876544918,[2 9]
+47606,Iglesia ni Cristo - Woodland Hills,34.252306197064385,-118.59694480856028,[13]
+48381,Rumours Hair Salon,34.250541770200925,-118.6066882207576,[ 2  5  7 15]
+49604,Tile & Marble by Ciro,34.21176343657,-118.58881297021703,[ 2  5  7 15]
+52894,United States Mission,34.20706300776481,-118.59037404010868,[13]
+56472,Tours & Charters,33.9272473770722,-118.40099773851026,[ 2  5  7 15]
+57915,East West Cultural Center,33.989684380711694,-118.41775779009458,[13]
+58230,Fusion at South Bay,33.896857390878104,-118.3762262278584,[ 9 10 15]
+58464,Advanced Garage Door Repair,34.03294426384272,-118.50605438755272,[ 2  5  7 15]
+59286,Float Tyme Studios,34.023128810686515,-118.47673004655498,[ 2  9 15]
+60552,Naan Hut,34.045208369121795,-118.45346804137944,[ 2  5  7 15]
+61514,The Park at Yahoo Center,34.03134922997029,-118.47406450575777,[ 2  9 10]
+62055,Rest Stop Hot Mess Slore Express,34.02403630701088,-118.48613774428284,[ 7 10  2 15]
+63312,Ocean Front Tattoo,33.988787634367434,-118.4750910615921,[ 2  5  7 15]
+63535,Venice / La Cienega,34.03592284303074,-118.37743898572155,[ 7 10  2 15]
+63576,OReilly Auto Parts,34.01657647707411,-118.40642840725228,[ 2  5  7 15]
+63680,Fresh Paint Art Advisors,34.02511023987059,-118.39404745980626,[ 2  8 15]
+63985,John Singleton Theater,34.019258549874095,-118.4005318862416,[ 2  9 15]
+64099,Moreton Locksmith,34.024768367819775,-118.3955166095973,[ 2 15]
+64318,Harmony Wholesale,34.033121284322554,-118.38231033831912,[ 2  5  7 15]
+64533,Culver City Senior Center,34.01391758298997,-118.40328753089464,[2 9]
+65014,BlueSky Tours,34.024775268172526,-118.41255552302307,[ 2  5  7 15]
+65273,The Banyan Tree,34.024467936003965,-118.39614561734648,[ 2 12 15]
+65909,Paris Bakery,34.05478846454469,-118.4409423324389,[ 2  5  7 15]
+65987,Fola - Fly over Los Angeles,34.04485730545232,-118.4321440533722,[ 2  8 15]
+66477,Daniel Ho Creations,34.06310278394636,-118.44496825229368,[2 9]
+66629,Gogobop Korean Rice Bar,34.061192390126344,-118.4463556151021,[2 7]
+67365,Elan Vital Hair Salon - Alan Jeffries Framing,33.89691975928226,-118.39627148942336,[ 2  5  7 15]
+67769,Kase Burger-lodge,33.863761177540056,-118.38821956873848,[2 7]
+68262,Make U Up,33.86689086662368,-118.39427181749764,[ 2  5  7 15]
+68628,Manhattan Beach Grand Prix,33.88890181003854,-118.41012117917327,[ 2 10 15]
+69664,Lincoln SB & Couer DAlene FS,33.99292988347974,-118.45109964691348,[ 7 10  2 15]
+70223,Intoxalock Ignition Interlock,34.03972980948215,-118.37752867234404,[ 2  5  7 15]
+70424,Nancy Hair Studio,34.04419704981771,-118.3763987262467,[ 2  5  7 15]
+71478,Padilla Plumbing,34.02616662512062,-118.4573296429542,[ 2  5  7 15]
+71667,West LA Dogs,34.03408604702046,-118.44526290916168,[ 2  5  7 15]
+71924,Marukai,34.029326162919965,-118.4510604754613,[ 2  5  7 15]
+72526,Art and Seeking,34.05018320848109,-118.46669838218224,[ 2  8 15]
+74729,Fantastic Sams Hair Salons,34.01979717300004,-118.42153378649998,[ 2  5  7 15]
+76455,The Closet Trading Company,34.000452262003606,-118.48235220820004,[ 2  5  7 15]
+77382,Team in Training Water Stop,34.026527718742706,-118.51277534456298,[ 2  9 10]
+77739,Inn at Marina del Rey,33.979815828477776,-118.46593572397964,[ 2 12 15]
+77857,Angelina Fine Art,33.85063281747874,-118.39217605640168,[ 2  8 15]
+78045,Beachlife Festival,33.84492930387938,-118.3947106977287,[ 2  9 15]
+78150,Remedy Yacht,33.9817835914627,-118.4431858346731,[ 2  8 15]
+79164,Macho Nacho Truck,34.051286336066,-118.409899084679,[2 7]
+79711,WaBa Grill,33.9604122759208,-118.37771256344637,[2 7]
+80359,Matthews Garden Caf,34.04649320801411,-118.52631641779324,[2 7]
+81053,Miko Inn,34.03061810134098,-118.4198764779029,[ 2 12 15]
+81876,Swings On The Sand,33.9029381503128,-118.42131466845233,[ 9 10 15]
+84090,Adam Goodman Plumbing,34.05350724875063,-118.390723133864,[ 2  5  7 15]
+84460,Pep Boys,34.00197277605738,-118.40426769802208,[ 2  5  7 15]
+84934,living manor,34.045994717500065,-118.3856983,[ 2  5  7 15]
+85728,Mormonism Inc.,33.88198780857536,-118.39018914775978,[13]
+87114,Verizon Wireless,33.9537221133007,-118.44779543042696,[ 2  5  7 15]
+89133,Walking Hill,34.0278505544254,-118.41966935777693,[2 9]
+89966,Saviour Products,34.032873529369006,-118.41214170480202,[ 2  5  7 15]
+90991,Live the Co.,34.00079300354815,-118.4186562268312,[ 2 12 15]
+91256,Lutheran Churches,33.920689872757016,-118.4085736461472,[13]
+91702,Lomardo-Stoky Plumbing,33.9962382129631,-118.42473488677102,[ 2  5  7 15]
+92174,Gregory & Doheny,34.06236193500008,-118.39049762299996,[ 7 10  2 15]
+92356,Venice Beach Suites & Hotel,33.988417525880145,-118.474699745969,[ 2 12 15]
+93183,Abbott / Kauffman,33.93510541400004,-118.19219943549996,[ 7 10  2 15]
+96354,Harveys Guss Meat Co.,34.05840444941762,-118.36187807633668,[ 2  5  7 15]
+97773,Hogan Mini Mart,33.90298181500007,-118.23784318049997,[ 2  5  7 15]
+98619,Sykik,34.06200254483634,-118.18003821670985,[ 2  5  7 15]
+99005,Inglewood / 111th,33.9343562201856,-118.3610867431442,[ 7 10  2 15]
+99506,AAA Avila Towing,34.00537723440576,-118.24141283154783,[ 2  5  7 15]
+99632,Long Beach Dance Academy,33.86034209200007,-118.18330216449998,[2 9]
+100585,Wilmington / Gladwick,33.8534458149521,-118.23473998394542,[ 7 10  2 15]
+101546,Js 98 Discount Store,34.002789503905504,-118.29173717527524,[ 2  5  7 15]
+101639,Jessicas Party Supplies,33.92170511040731,-118.25229465926655,[ 2  5  7 15]
+102022,AMS Auto Buy,34.060756868974124,-118.1873338232965,[ 2  5  7 15]
+102717,Lutheran Oriental Church,33.881725181838696,-118.32289496617172,[13]
+102886,Somoon Apparel,34.02532345021245,-118.26791869270522,[ 2  5  7 15]
+103064,P V Peninsula Fence,33.872124305353715,-118.28209592183396,[ 2  5  7 15]
+104027,Crenshaw BL  230th St,33.817600537268646,-118.32843455025656,[ 7 10  2 15]
+104575,Credit City,33.94142925143093,-118.35318692370724,[ 2  5  7 15]
+104880,Tu Fiesta Rentals&Flowers,33.93800266274638,-118.3617646075545,[ 2  5  7 15]
+106327,J&K Mini Market,33.88563371697785,-118.18452932143796,[ 2  5  7 15]
+107838,Immaculate Conception,34.050329408676426,-118.27138602293542,[13]
+108142,Butter End Cakery,33.901708126500054,-118.31189850149998,[ 2  5  7 15]
+108155,Motel,33.90316368500004,-118.21560611599998,[ 2 12 15]
+108816,California Water Services,33.91841424655025,-118.35617450911994,[ 2  6 15]
+110615,BUT,33.978139798462564,-118.22475992311762,[ 2  5  7 15]
+112604,Moses Fashion,34.024122408538496,-118.27099840955438,[ 2  5  7 15]
+112698,Normandy / Manchester,33.95978421350004,-118.29981006349996,[ 7 10  2 15]
+113630,Fairfax / Pickford,34.04780352784213,-118.36783019069694,[ 7 10  2 15]
+115224,Grace Lutheran Church,34.003384954556815,-118.28993085262071,[13]
+115234,Sun 7 Music,33.990995469828576,-118.33613640067648,[2 9]
+115455,Crenshaw / Marine,33.89446460488416,-118.32689093470002,[ 7 10  2 15]
+115963,Phoe Clothing,34.023498205000045,-118.29899544349998,[ 2  5  7 15]
+117077,Carson Park Pool,33.834072544341616,-118.27813510770596,[2 9]
+117346,Shared Room,33.929871974919784,-118.2625890341952,[ 2 12 15]
+118521,414 West Redondo Beach Boulevard,33.89218626257507,-118.28141697835676,[ 9 10 15]
+120582,Little Citizens Schools,34.021011287244505,-118.32438138192164,[ 2  6 15]
+122615,blis,34.04526310657993,-118.25616158444656,[ 2  5  7 15]
+122741,Recording Sessions,33.97419331657262,-118.32490553475095,[2 9]
+123963,BBQLA,34.03694425707752,-118.22246878282157,[ 2  8 15]
+124186,Corona Motel,33.96038493464592,-118.25920595852875,[ 2 12 15]
+124431,La Mirage Inn,33.927034880500045,-118.30933842199998,[ 2 12 15]
+124496,Stylycut Beauty Salon,34.032306686835184,-118.34649270494566,[ 2  5  7 15]
+124910,7-Eleven,33.873164574883134,-118.32033067725118,[ 2  5  7 15]
+125081,ABM Jeans Inc,34.036860982527486,-118.25340311820275,[ 2  5  7 15]
+125673,The Eternal Gospel,33.96164254231369,-118.22315869451803,[13]
+125994,Resurrection Church,33.91709928816563,-118.34736750516844,[13]
+126909,tucker park,33.89215022100006,-118.24306544249995,[ 2  9 10]
+126962,HOWARDS HOSTEL-HOTEL - LOS ANGELES,34.03323631708949,-118.36268293019262,[ 2 12 15]
+127146,City Terrace Park,34.048964637444406,-118.17890081377068,[ 2  9 10]
+127652,Diverse Enterprises International,34.000146021000056,-118.25682906699996,[ 2 15]
+127745,Avalon / 111th,33.93362135163865,-118.26483549475252,[ 7 10  2 15]
+128179,JJD Cars & Trucks,33.97179788377437,-118.19984682877812,[ 2  5  7 15]
+128461,Beauty Concepts Hair Salon,33.98632616793264,-118.18537110831248,[ 2  5  7 15]
+128606,Whittier / Ditman,34.024105795252986,-118.18909016242698,[ 7 10  2 15]
+128834,TRR Restaurant Equipment,34.059825393708884,-118.192923732495,[2 7]
+129584,117 Bus Stop,33.945851034500045,-118.26565296349996,[ 7 10  2 15]
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+150576,"Ultimate Wireless, Verizon Authorized Retailer",34.06066270593001,-118.306225931903,[ 2  5  7 15]
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requirements.txt

@@ -0,0 +1,3 @@
+gradio
+folium
+pandas