ginnyxxxxxxx commited on
Commit
626908f
·
1 Parent(s): cd98739
app.py CHANGED
@@ -7,10 +7,10 @@ import re
7
  import json
8
 
9
  BASE = os.path.dirname(os.path.abspath(__file__)) if "__file__" in dir() else os.getcwd()
10
- STAY_POINTS = os.path.join(BASE, "data", "stay_points_sampled.csv")
11
- POI_PATH = os.path.join(BASE, "data", "poi_sampled.csv")
12
- DEMO_PATH = os.path.join(BASE, "data", "demographics_sampled.csv")
13
- COT_PATH = os.path.join(BASE, "data", "cot_results.json")
14
 
15
  SEX_MAP = {1:"Male", 2:"Female", -8:"Unknown", -7:"Prefer not to answer"}
16
  EDU_MAP = {1:"Less than HS", 2:"HS Graduate/GED", 3:"Some College/Associate",
@@ -55,8 +55,10 @@ cot_by_agent = {}
55
  if os.path.exists(COT_PATH):
56
  with open(COT_PATH, "r") as f:
57
  cot_raw = json.load(f)
58
- for result in cot_raw.get("inference_results", []):
59
- cot_by_agent[result["agent_id"]] = result
 
 
60
  print(f"Loaded CoT for {len(cot_by_agent)} agents.")
61
 
62
  sample_agents = sorted(sp["agent_id"].unique().tolist())
@@ -520,8 +522,13 @@ def on_select_reset(agent_id):
520
  agent_demo = demo[demo["agent_id"] == agent_id_int].iloc[0]
521
  map_html = build_map(agent_sp)
522
  demo_text = build_demo_text(agent_demo)
523
- summary = build_mobility_summary(agent_sp)
524
- raw_text = build_weekly_checkin(agent_sp, max_days=2)
 
 
 
 
 
525
  chain_html = render_chain("", "", "", status="idle")
526
  return map_html, summary, raw_text, demo_text, chain_html, 0, gr.update(value="▶ Stage 1: Feature Extraction")
527
 
@@ -582,11 +589,11 @@ with gr.Blocks(title="HiCoTraj Demo", theme=gr.themes.Soft()) as app:
582
  with gr.Column(scale=1):
583
  gr.Markdown("### Trajectory Map")
584
  map_out = gr.HTML()
585
- gr.Markdown("### Processed Data")
586
  with gr.Tabs():
587
- with gr.Tab("Mobility Summary"):
588
  summary_out = gr.Textbox(lines=10, interactive=False, label="", show_label=False)
589
- with gr.Tab("Weekly Check-in Mobility"):
590
  raw_out = gr.Textbox(lines=10, interactive=False, label="", show_label=False)
591
  show_all_btn = gr.Button("Show All Days", size="sm", variant="secondary")
592
 
@@ -620,11 +627,17 @@ with gr.Blocks(title="HiCoTraj Demo", theme=gr.themes.Soft()) as app:
620
 
621
  def toggle_raw(agent_id, current_text):
622
  agent_id_int = int(agent_id)
623
- agent_sp = sp[sp["agent_id"] == agent_id_int].sort_values("start_datetime")
 
 
624
  if "more days" in current_text:
625
- return build_weekly_checkin(agent_sp), gr.update(value="Show Less")
626
  else:
627
- return build_weekly_checkin(agent_sp, max_days=2), gr.update(value="Show All Days")
 
 
 
 
628
 
629
  show_all_btn.click(
630
  fn=toggle_raw, inputs=[agent_hidden, raw_out],
 
7
  import json
8
 
9
  BASE = os.path.dirname(os.path.abspath(__file__)) if "__file__" in dir() else os.getcwd()
10
+ STAY_POINTS = os.path.join(BASE, "data", "stay_points_inference_sample.csv")
11
+ POI_PATH = os.path.join(BASE, "data", "poi_inference_sample.csv")
12
+ DEMO_PATH = os.path.join(BASE, "data", "demographics_inference_sample.csv")
13
+ COT_PATH = os.path.join(BASE, "data", "inference_results_sample.json")
14
 
15
  SEX_MAP = {1:"Male", 2:"Female", -8:"Unknown", -7:"Prefer not to answer"}
16
  EDU_MAP = {1:"Less than HS", 2:"HS Graduate/GED", 3:"Some College/Associate",
 
55
  if os.path.exists(COT_PATH):
56
  with open(COT_PATH, "r") as f:
57
  cot_raw = json.load(f)
58
+ # Support both list and {"inference_results": [...]} formats
59
+ records = cot_raw if isinstance(cot_raw, list) else cot_raw.get("inference_results", [])
60
+ for result in records:
61
+ cot_by_agent[int(result["agent_id"])] = result
62
  print(f"Loaded CoT for {len(cot_by_agent)} agents.")
63
 
64
  sample_agents = sorted(sp["agent_id"].unique().tolist())
 
522
  agent_demo = demo[demo["agent_id"] == agent_id_int].iloc[0]
523
  map_html = build_map(agent_sp)
524
  demo_text = build_demo_text(agent_demo)
525
+ cot_entry = cot_by_agent.get(agent_id_int, {})
526
+ summary = cot_entry.get("text_representation") or build_mobility_summary(agent_sp)
527
+ raw_full = cot_entry.get("weekly_checkin") or build_weekly_checkin(agent_sp)
528
+ sep = "\n\n--- "
529
+ parts = raw_full.split(sep)
530
+ extra = len(parts) - 1
531
+ raw_text = parts[0] + (sep.join([""] + parts[1:2]) + ("\n\n... ({} more days)".format(extra - 1) if extra > 1 else "")) if extra > 0 else raw_full
532
  chain_html = render_chain("", "", "", status="idle")
533
  return map_html, summary, raw_text, demo_text, chain_html, 0, gr.update(value="▶ Stage 1: Feature Extraction")
534
 
 
589
  with gr.Column(scale=1):
590
  gr.Markdown("### Trajectory Map")
591
  map_out = gr.HTML()
592
+ gr.Markdown("### NUMOSIM Raw Data")
593
  with gr.Tabs():
594
+ with gr.Tab("Summary"):
595
  summary_out = gr.Textbox(lines=10, interactive=False, label="", show_label=False)
596
+ with gr.Tab("Raw Data"):
597
  raw_out = gr.Textbox(lines=10, interactive=False, label="", show_label=False)
598
  show_all_btn = gr.Button("Show All Days", size="sm", variant="secondary")
599
 
 
627
 
628
  def toggle_raw(agent_id, current_text):
629
  agent_id_int = int(agent_id)
630
+ cot_entry = cot_by_agent.get(agent_id_int, {})
631
+ agent_sp = sp[sp["agent_id"] == agent_id_int].sort_values("start_datetime")
632
+ raw_full = cot_entry.get("weekly_checkin") or build_weekly_checkin(agent_sp)
633
  if "more days" in current_text:
634
+ return raw_full, gr.update(value="Show Less")
635
  else:
636
+ sep = "\n\n--- "
637
+ parts = raw_full.split(sep)
638
+ extra = len(parts) - 1
639
+ short = parts[0] + (sep.join([""] + parts[1:2]) + ("\n\n... ({} more days)".format(extra - 1) if extra > 1 else "")) if extra > 0 else raw_full
640
+ return short, gr.update(value="Show All Days")
641
 
642
  show_all_btn.click(
643
  fn=toggle_raw, inputs=[agent_hidden, raw_out],
data/demographics_inference_sample.csv ADDED
@@ -0,0 +1,7 @@
 
 
 
 
 
 
 
 
1
+ agent_id,sex,age,race,education,hh_income
2
+ 20614,1,54,1,4,9
3
+ 49019,1,53,2,2,5
4
+ 79803,1,53,1,3,9
5
+ 90315,2,88,1,2,1
6
+ 108615,2,29,1,4,8
7
+ 124688,1,47,1,2,7
data/demographics_sampled.csv DELETED
@@ -1,51 +0,0 @@
1
- agent_id,sex,age,race,education,hh_income
2
- 2335,2,73,1,4,9
3
- 4894,2,33,1,2,5
4
- 5166,1,59,1,3,3
5
- 6767,2,76,1,5,6
6
- 11417,2,68,2,2,2
7
- 17579,2,65,1,2,5
8
- 19546,2,16,1,1,4
9
- 30359,1,65,1,5,9
10
- 30481,1,27,1,2,4
11
- 30657,2,60,1,4,10
12
- 38601,2,49,1,5,1
13
- 45268,2,62,1,3,1
14
- 46489,2,39,1,4,3
15
- 58814,1,47,1,3,10
16
- 60386,1,30,6,2,1
17
- 65660,1,59,2,3,2
18
- 70333,2,65,1,4,3
19
- 77839,2,23,1,4,7
20
- 83532,2,57,1,3,9
21
- 92141,1,62,1,3,4
22
- 93746,2,56,1,2,7
23
- 95344,2,48,1,3,10
24
- 97932,1,14,6,1,6
25
- 104670,2,70,1,3,2
26
- 109119,1,46,4,2,2
27
- 115340,1,63,1,3,8
28
- 118928,2,72,1,3,2
29
- 120332,1,75,1,3,6
30
- 124042,2,63,3,5,10
31
- 127629,2,55,3,5,10
32
- 138081,1,62,1,1,1
33
- 138466,1,75,3,4,1
34
- 142492,2,66,1,3,7
35
- 143922,2,78,1,3,6
36
- 145413,2,28,3,5,8
37
- 151854,2,76,1,3,3
38
- 157181,1,64,1,3,6
39
- 159624,2,67,1,4,4
40
- 163484,2,62,1,3,4
41
- 163909,2,41,1,3,5
42
- 164867,1,61,1,2,3
43
- 167474,1,58,2,5,9
44
- 167615,1,70,1,5,8
45
- 168092,1,82,1,4,8
46
- 171317,2,61,1,3,9
47
- 172732,1,61,1,4,7
48
- 177180,2,21,1,3,5
49
- 177312,1,30,3,5,8
50
- 178700,1,66,2,3,7
51
- 193242,1,70,1,4,5
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
data/inference_results_sample.json ADDED
The diff for this file is too large to render. See raw diff
 
data/poi_inference_sample.csv ADDED
@@ -0,0 +1,73 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ poi_id,name,latitude,longitude,act_types
2
+ 14647,pool life,33.764340055746565,-118.04200715012384,[2 9]
3
+ 22303,National Hapkido Center,33.80423296894419,-118.0727484975899,[ 2 10 15]
4
+ 29277,Breath Of The Spirit,33.80763298325393,-117.86982615730446,[13]
5
+ 29653,Choices Apparel,33.7344322807382,-118.03701945124726,[ 2 5 7 15]
6
+ 65235,PeopleReady,34.03191719387004,-118.3843613255664,[ 2 5 7 15]
7
+ 66044,Firestone Complete Auto Care,34.050930619119754,-118.43441397464032,[ 2 5 7 15]
8
+ 81470,NATIONAL EB & MILITARY FS,34.02846850985444,-118.42510669303498,[ 7 10 2 15]
9
+ 92919,A. Garcia Humberto,34.04632040955721,-118.20260179032329,[2 7]
10
+ 141513,Hair 2 U,34.062059768456415,-118.31471353999312,[ 2 5 7 15]
11
+ 146426,GM Smog & Tune-Up,33.97171201135416,-118.19955213103088,[2 5]
12
+ 147829,Mirage Banquet Hall Corp.,34.06384976486468,-118.2634075089101,[ 2 5 7 15]
13
+ 168532,El Golfo Fish Market,33.940464831500044,-118.36156335349996,[2 7]
14
+ 171873,First Baptist Church,33.97917223726654,-118.19567598354132,[13]
15
+ 174806,Pelos Fly,34.05012143991781,-118.30881185449874,[ 2 5 7 15]
16
+ 178022,Maple Tree Villiage Partnership,34.035218951347225,-118.2194218225124,[ 2 15]
17
+ 179459,East Asian Library,34.022609809386324,-118.28313379636856,[ 2 8 15]
18
+ 216745,Taqueria Market,34.14326898636086,-118.39144051147248,[2 7]
19
+ 243081,kiss Me,34.159436895964866,-118.2983370547784,[ 2 5 7 15]
20
+ 266558,Tenants of the Trees,34.10834600679519,-118.27147589508016,[2 7]
21
+ 268205,Best Coin Laundry / Fluff & Fold,34.16522036613571,-118.36125550241138,[ 2 5 7 15]
22
+ 269185,STUCK DOOR STUDIO,34.16607029877709,-118.31330805828055,[ 2 9 15]
23
+ 298061,KFI-AM 640 Transmitter Site,33.88042256282144,-118.01536328052512,[14]
24
+ 299271,San Marcos Village Apartments,33.894908392601934,-118.17660751213704,[ 2 12 15]
25
+ 299402,McNutt Family Farm,34.01996224667502,-117.87333907582394,[2 9]
26
+ 302193,Mcclure Villas Homeowners Assc,33.910367027500044,-118.1624360015,[ 2 12 15]
27
+ 308107,South Whittier,33.95096997237732,-118.04039498947152,[14 6 2 15]
28
+ 312196,Affordable RV storage,33.878498460751324,-118.14448893489424,[ 2 5 7 15]
29
+ 313309,Best Buy Parking Lot,34.13713462306804,-117.98481776723364,[ 7 10 2 15]
30
+ 314472,Good Old Fashion Cleaning,33.8226642317051,-117.93308569469048,[ 2 5 7 15]
31
+ 315523,H.V Electric,33.85363921050995,-118.03139277356416,[ 2 5 7 15]
32
+ 318344,Crazy 8 Motel,33.83179900185446,-118.08727827713388,[ 2 12 15]
33
+ 320353,ambiance salon & day spa,34.136604646384235,-118.13196228248704,[ 2 5 7 15]
34
+ 325827,Vividay Tea & Dessert,34.12672416328585,-118.05365106350442,[ 2 5 7 15]
35
+ 328785,ORANGETHORPE-BROOKHURST,33.85886156389031,-117.95888563693076,[ 7 10 2 15]
36
+ 329227,PineRidge Apartments,33.92198053776444,-118.08231169697132,[ 2 12 15]
37
+ 332159,Muzi styling TL Hair Studio,34.104374096541505,-118.08729911404018,[ 2 5 7 15]
38
+ 332750,Hangzhou Sanhe USA,34.01639267465714,-117.85637058060983,[2 9]
39
+ 344551,Direct Text 4 U,34.086438139338,-118.0523853932266,[ 2 5 7 15]
40
+ 348819,Central Tires - Tires And Wheels,33.89326586741617,-118.14299341842953,[ 2 5 7 15]
41
+ 357067,Daisys Beauty Salon,33.98683242337006,-118.05987813415484,[ 2 5 7 15]
42
+ 361917,Ping Tan Chen,33.91771485888609,-118.06255290311884,[ 2 5 7 15]
43
+ 364171,At La Bella Hair Studio,34.084890216927974,-117.89046692465212,[ 2 5 7 15]
44
+ 365299,East Los Streetscapers,34.01298195650005,-118.147413588,[ 2 8 15]
45
+ 365759,Car Loops Car Wash,34.03729075479827,-117.97089539622176,[ 2 5 7 15]
46
+ 367401,Carson / Pioneer,33.83124946250702,-118.08122939436456,[ 7 10 2 15]
47
+ 368216,Light Bringer Project,34.135450212859254,-118.1628961884158,[ 2 8 15]
48
+ 373282,Bouncing Angels,34.13691438990272,-117.92529815066368,[ 2 5 7 15]
49
+ 373286,JA Engineering,34.1371466202105,-117.92418009014692,[ 2 15]
50
+ 373571,village,33.912971889296344,-118.06125655769095,[14 6 2 15]
51
+ 373908,KINGs Pipe Online Headshop,33.91647712317487,-118.04212072175244,[ 2 5 7 15]
52
+ 375483,Walmart Supercenter,33.830410069316294,-118.15865582009822,[ 2 5 7 15]
53
+ 380746,Days Inn,33.98576389725581,-118.0938252507956,[ 2 12 15]
54
+ 381977,Arco / Am pm,34.03598296629297,-117.84229541733642,[ 7 10 2 15]
55
+ 382016,Grace of Calvary After School Care,34.135679830953585,-117.8519882610917,[ 2 6 15]
56
+ 389835,DJ Alpha,34.116305693157344,-118.08217747417604,[2 9]
57
+ 392775,Graphics 2000,33.8660667113517,-117.899007404307,[ 2 15]
58
+ 397415,Praise Chapel Azusa,34.12938404168394,-117.89818390482108,[13]
59
+ 397782,Linh Phong Band,34.06544484050005,-118.08282271299996,[2 9]
60
+ 400841,SATELLITE UNLIMITED,33.976994195780314,-117.9043681820441,[ 2 5 7 15]
61
+ 911550,residence,33.712015745925214,-118.05916881945124,[ 1 11 15]
62
+ 991800,residence,33.801816002704285,-118.00371963520416,[ 1 11 15]
63
+ 1239970,residence,33.781884963151626,-117.95271218219288,[ 1 11 15]
64
+ 1913974,residence,34.06507611300003,-118.34159465999996,[ 1 11 15]
65
+ 2158484,residence,33.96068817034202,-118.04501399824836,[ 1 11 15]
66
+ 2229909,residence,34.020596091751855,-118.18236600091596,[ 1 11 15]
67
+ 2516532,residence,34.00287513960231,-117.95505853157864,[ 1 11 15]
68
+ 2548776,residence,34.032957959920324,-117.83958589226587,[ 1 11 15]
69
+ 2572194,residence,34.04916252565208,-117.95506040648576,[ 1 11 15]
70
+ 2627943,residence,34.08691956827049,-117.94754516730283,[ 1 11 15]
71
+ 2670810,residence,34.11874299924437,-117.91668029486658,[ 1 11 15]
72
+ 2835476,residence,33.93165351958441,-118.10277658632752,[ 1 11 15]
73
+ 2872883,residence,34.13595787105737,-118.23700453175928,[ 1 11 15]
data/poi_sampled.csv DELETED
@@ -1,660 +0,0 @@
1
- poi_id,name,latitude,longitude,act_types
2
- 111,Velaslavasay Panorama,33.72273012425051,-118.30182351145322,[2 9]
3
- 1262,YOUR Images,33.7715206459912,-118.39538157683928,[ 2 5 7 15]
4
- 4363,SAS Shoes Torrance,33.7950730771244,-118.3360678933396,[ 2 5 7 15]
5
- 4663,Lunasia Dim Sum House Torrance,33.79128197756946,-118.32957665662614,[2 7]
6
- 4824,Panchos Auto Repair,33.790349647744,-118.27234349804075,[ 2 5 7 15]
7
- 5432,Russos Screen Service,33.736199694996266,-118.2899543685124,[ 2 5 7 15]
8
- 6126,Hawthorne / Newton,33.79990398678724,-118.3508535192897,[ 7 10 2 15]
9
- 7106,Leap & Bound Academy,33.8086781906961,-118.3515715066289,[2 9]
10
- 7511,Zebulon,33.737637545210504,-118.30924552671009,[ 2 8 15]
11
- 9133,Sherwin-Williams Commercial Paint Store,33.78135402330924,-118.21013092414432,[ 2 5 7 15]
12
- 10171,Sunshine Fitness,33.77754091301976,-118.18537367167151,[ 2 10 15]
13
- 10824,7th street Long Beach Organic,33.775026348248275,-118.19612173364706,[ 2 9 10]
14
- 10966,C / Fries,33.772450775516766,-118.26423767335297,[ 7 10 2 15]
15
- 11243,Easy & 27th SW,33.80605807511168,-118.21031292942084,[ 7 10 2 15]
16
- 11505,J.V. Auto body & Tow,33.79482682750004,-118.24318414549997,[ 2 5 7 15]
17
- 11894,Gymnastics Kids Club,33.805314812355824,-118.33823399888468,[ 2 10 15]
18
- 12036,Phillips 66,33.80681403657309,-118.3307969508667,[2 5]
19
- 13190,Paramount Quality Stone,33.79746244936775,-118.29052320512088,[ 2 5 7 15]
20
- 18644,Paradis Ice Cream - Santa Ana,33.77436000092448,-117.86687908918074,[ 2 5 7 15]
21
- 18706,Victorian Bridal Museum,33.78506721824825,-117.85337952871063,[ 2 8 15]
22
- 19508,The Donut Shop of Orange,33.787521520843015,-117.82079514617546,[ 2 5 7 15]
23
- 22661,Cuong Thanh Dryclean,33.75964480800004,-117.98793833549998,[ 2 5 7 15]
24
- 23838,Professional Stone Care,33.77661124320381,-118.0007958942512,[ 2 5 7 15]
25
- 24542,Best Western,33.80365291873525,-118.00804713890606,[ 2 12 15]
26
- 26865,Finish Line,33.78239010465279,-117.89245312267624,[ 2 5 7 15]
27
- 28551,Garden,33.78811320150004,-118.0289245495,[ 2 5 7 15]
28
- 31060,GARDEN GROVE-LEMONWOOD,33.77460372747404,-117.92756720089127,[ 7 10 2 15]
29
- 34270,Discovery Science Center,33.770239046424635,-117.86790107022522,[ 2 8 15]
30
- 36439,The Whitworth School,33.79443943166692,-117.8412494729634,[ 2 3 15]
31
- 38621,First Methodist Church,33.78668049537092,-117.85173504929838,[13]
32
- 39374,A Computer Repair,33.79849597074772,-117.85281049368253,[ 2 5 7 15]
33
- 41250,Maverick Floors,34.17435259724899,-118.56436905962528,[ 2 5 7 15]
34
- 41659,Jack Ingram Western Movie Ranch,34.13989693835854,-118.61349274329778,[ 2 9 15]
35
- 41928,Headwaters Corner,34.14380241134033,-118.62009347084197,[ 2 9 10]
36
- 45651,New Age Psychic Readings by Jennifer,34.202379048969185,-118.60124876544918,[2 9]
37
- 47606,Iglesia ni Cristo - Woodland Hills,34.252306197064385,-118.59694480856028,[13]
38
- 48381,Rumours Hair Salon,34.250541770200925,-118.6066882207576,[ 2 5 7 15]
39
- 49604,Tile & Marble by Ciro,34.21176343657,-118.58881297021703,[ 2 5 7 15]
40
- 52894,United States Mission,34.20706300776481,-118.59037404010868,[13]
41
- 56472,Tours & Charters,33.9272473770722,-118.40099773851026,[ 2 5 7 15]
42
- 57915,East West Cultural Center,33.989684380711694,-118.41775779009458,[13]
43
- 58230,Fusion at South Bay,33.896857390878104,-118.3762262278584,[ 9 10 15]
44
- 58464,Advanced Garage Door Repair,34.03294426384272,-118.50605438755272,[ 2 5 7 15]
45
- 59286,Float Tyme Studios,34.023128810686515,-118.47673004655498,[ 2 9 15]
46
- 60552,Naan Hut,34.045208369121795,-118.45346804137944,[ 2 5 7 15]
47
- 61514,The Park at Yahoo Center,34.03134922997029,-118.47406450575777,[ 2 9 10]
48
- 62055,Rest Stop Hot Mess Slore Express,34.02403630701088,-118.48613774428284,[ 7 10 2 15]
49
- 63312,Ocean Front Tattoo,33.988787634367434,-118.4750910615921,[ 2 5 7 15]
50
- 63535,Venice / La Cienega,34.03592284303074,-118.37743898572155,[ 7 10 2 15]
51
- 63576,OReilly Auto Parts,34.01657647707411,-118.40642840725228,[ 2 5 7 15]
52
- 63680,Fresh Paint Art Advisors,34.02511023987059,-118.39404745980626,[ 2 8 15]
53
- 63985,John Singleton Theater,34.019258549874095,-118.4005318862416,[ 2 9 15]
54
- 64099,Moreton Locksmith,34.024768367819775,-118.3955166095973,[ 2 15]
55
- 64318,Harmony Wholesale,34.033121284322554,-118.38231033831912,[ 2 5 7 15]
56
- 64533,Culver City Senior Center,34.01391758298997,-118.40328753089464,[2 9]
57
- 65014,BlueSky Tours,34.024775268172526,-118.41255552302307,[ 2 5 7 15]
58
- 65273,The Banyan Tree,34.024467936003965,-118.39614561734648,[ 2 12 15]
59
- 65909,Paris Bakery,34.05478846454469,-118.4409423324389,[ 2 5 7 15]
60
- 65987,Fola - Fly over Los Angeles,34.04485730545232,-118.4321440533722,[ 2 8 15]
61
- 66477,Daniel Ho Creations,34.06310278394636,-118.44496825229368,[2 9]
62
- 66629,Gogobop Korean Rice Bar,34.061192390126344,-118.4463556151021,[2 7]
63
- 67365,Elan Vital Hair Salon - Alan Jeffries Framing,33.89691975928226,-118.39627148942336,[ 2 5 7 15]
64
- 67769,Kase Burger-lodge,33.863761177540056,-118.38821956873848,[2 7]
65
- 68262,Make U Up,33.86689086662368,-118.39427181749764,[ 2 5 7 15]
66
- 68628,Manhattan Beach Grand Prix,33.88890181003854,-118.41012117917327,[ 2 10 15]
67
- 69664,Lincoln SB & Couer DAlene FS,33.99292988347974,-118.45109964691348,[ 7 10 2 15]
68
- 70223,Intoxalock Ignition Interlock,34.03972980948215,-118.37752867234404,[ 2 5 7 15]
69
- 70424,Nancy Hair Studio,34.04419704981771,-118.3763987262467,[ 2 5 7 15]
70
- 71478,Padilla Plumbing,34.02616662512062,-118.4573296429542,[ 2 5 7 15]
71
- 71667,West LA Dogs,34.03408604702046,-118.44526290916168,[ 2 5 7 15]
72
- 71924,Marukai,34.029326162919965,-118.4510604754613,[ 2 5 7 15]
73
- 72526,Art and Seeking,34.05018320848109,-118.46669838218224,[ 2 8 15]
74
- 74729,Fantastic Sams Hair Salons,34.01979717300004,-118.42153378649998,[ 2 5 7 15]
75
- 76455,The Closet Trading Company,34.000452262003606,-118.48235220820004,[ 2 5 7 15]
76
- 77382,Team in Training Water Stop,34.026527718742706,-118.51277534456298,[ 2 9 10]
77
- 77739,Inn at Marina del Rey,33.979815828477776,-118.46593572397964,[ 2 12 15]
78
- 77857,Angelina Fine Art,33.85063281747874,-118.39217605640168,[ 2 8 15]
79
- 78045,Beachlife Festival,33.84492930387938,-118.3947106977287,[ 2 9 15]
80
- 78150,Remedy Yacht,33.9817835914627,-118.4431858346731,[ 2 8 15]
81
- 79164,Macho Nacho Truck,34.051286336066,-118.409899084679,[2 7]
82
- 79711,WaBa Grill,33.9604122759208,-118.37771256344637,[2 7]
83
- 80359,Matthews Garden Caf,34.04649320801411,-118.52631641779324,[2 7]
84
- 81053,Miko Inn,34.03061810134098,-118.4198764779029,[ 2 12 15]
85
- 81876,Swings On The Sand,33.9029381503128,-118.42131466845233,[ 9 10 15]
86
- 84090,Adam Goodman Plumbing,34.05350724875063,-118.390723133864,[ 2 5 7 15]
87
- 84460,Pep Boys,34.00197277605738,-118.40426769802208,[ 2 5 7 15]
88
- 84934,living manor,34.045994717500065,-118.3856983,[ 2 5 7 15]
89
- 85728,Mormonism Inc.,33.88198780857536,-118.39018914775978,[13]
90
- 87114,Verizon Wireless,33.9537221133007,-118.44779543042696,[ 2 5 7 15]
91
- 89133,Walking Hill,34.0278505544254,-118.41966935777693,[2 9]
92
- 89966,Saviour Products,34.032873529369006,-118.41214170480202,[ 2 5 7 15]
93
- 90991,Live the Co.,34.00079300354815,-118.4186562268312,[ 2 12 15]
94
- 91256,Lutheran Churches,33.920689872757016,-118.4085736461472,[13]
95
- 91702,Lomardo-Stoky Plumbing,33.9962382129631,-118.42473488677102,[ 2 5 7 15]
96
- 92174,Gregory & Doheny,34.06236193500008,-118.39049762299996,[ 7 10 2 15]
97
- 92356,Venice Beach Suites & Hotel,33.988417525880145,-118.474699745969,[ 2 12 15]
98
- 93183,Abbott / Kauffman,33.93510541400004,-118.19219943549996,[ 7 10 2 15]
99
- 96354,Harveys Guss Meat Co.,34.05840444941762,-118.36187807633668,[ 2 5 7 15]
100
- 97773,Hogan Mini Mart,33.90298181500007,-118.23784318049997,[ 2 5 7 15]
101
- 98619,Sykik,34.06200254483634,-118.18003821670985,[ 2 5 7 15]
102
- 99005,Inglewood / 111th,33.9343562201856,-118.3610867431442,[ 7 10 2 15]
103
- 99506,AAA Avila Towing,34.00537723440576,-118.24141283154783,[ 2 5 7 15]
104
- 99632,Long Beach Dance Academy,33.86034209200007,-118.18330216449998,[2 9]
105
- 100585,Wilmington / Gladwick,33.8534458149521,-118.23473998394542,[ 7 10 2 15]
106
- 101546,Js 98 Discount Store,34.002789503905504,-118.29173717527524,[ 2 5 7 15]
107
- 101639,Jessicas Party Supplies,33.92170511040731,-118.25229465926655,[ 2 5 7 15]
108
- 102022,AMS Auto Buy,34.060756868974124,-118.1873338232965,[ 2 5 7 15]
109
- 102717,Lutheran Oriental Church,33.881725181838696,-118.32289496617172,[13]
110
- 102886,Somoon Apparel,34.02532345021245,-118.26791869270522,[ 2 5 7 15]
111
- 103064,P V Peninsula Fence,33.872124305353715,-118.28209592183396,[ 2 5 7 15]
112
- 104027,Crenshaw BL 230th St,33.817600537268646,-118.32843455025656,[ 7 10 2 15]
113
- 104575,Credit City,33.94142925143093,-118.35318692370724,[ 2 5 7 15]
114
- 104880,Tu Fiesta Rentals&Flowers,33.93800266274638,-118.3617646075545,[ 2 5 7 15]
115
- 106327,J&K Mini Market,33.88563371697785,-118.18452932143796,[ 2 5 7 15]
116
- 107838,Immaculate Conception,34.050329408676426,-118.27138602293542,[13]
117
- 108142,Butter End Cakery,33.901708126500054,-118.31189850149998,[ 2 5 7 15]
118
- 108155,Motel,33.90316368500004,-118.21560611599998,[ 2 12 15]
119
- 108816,California Water Services,33.91841424655025,-118.35617450911994,[ 2 6 15]
120
- 110615,BUT,33.978139798462564,-118.22475992311762,[ 2 5 7 15]
121
- 112604,Moses Fashion,34.024122408538496,-118.27099840955438,[ 2 5 7 15]
122
- 112698,Normandy / Manchester,33.95978421350004,-118.29981006349996,[ 7 10 2 15]
123
- 113630,Fairfax / Pickford,34.04780352784213,-118.36783019069694,[ 7 10 2 15]
124
- 115224,Grace Lutheran Church,34.003384954556815,-118.28993085262071,[13]
125
- 115234,Sun 7 Music,33.990995469828576,-118.33613640067648,[2 9]
126
- 115455,Crenshaw / Marine,33.89446460488416,-118.32689093470002,[ 7 10 2 15]
127
- 115963,Phoe Clothing,34.023498205000045,-118.29899544349998,[ 2 5 7 15]
128
- 117077,Carson Park Pool,33.834072544341616,-118.27813510770596,[2 9]
129
- 117346,Shared Room,33.929871974919784,-118.2625890341952,[ 2 12 15]
130
- 118521,414 West Redondo Beach Boulevard,33.89218626257507,-118.28141697835676,[ 9 10 15]
131
- 120582,Little Citizens Schools,34.021011287244505,-118.32438138192164,[ 2 6 15]
132
- 122615,blis,34.04526310657993,-118.25616158444656,[ 2 5 7 15]
133
- 122741,Recording Sessions,33.97419331657262,-118.32490553475095,[2 9]
134
- 123963,BBQLA,34.03694425707752,-118.22246878282157,[ 2 8 15]
135
- 124186,Corona Motel,33.96038493464592,-118.25920595852875,[ 2 12 15]
136
- 124431,La Mirage Inn,33.927034880500045,-118.30933842199998,[ 2 12 15]
137
- 124496,Stylycut Beauty Salon,34.032306686835184,-118.34649270494566,[ 2 5 7 15]
138
- 124910,7-Eleven,33.873164574883134,-118.32033067725118,[ 2 5 7 15]
139
- 125081,ABM Jeans Inc,34.036860982527486,-118.25340311820275,[ 2 5 7 15]
140
- 125673,The Eternal Gospel,33.96164254231369,-118.22315869451803,[13]
141
- 125994,Resurrection Church,33.91709928816563,-118.34736750516844,[13]
142
- 126909,tucker park,33.89215022100006,-118.24306544249995,[ 2 9 10]
143
- 126962,HOWARDS HOSTEL-HOTEL - LOS ANGELES,34.03323631708949,-118.36268293019262,[ 2 12 15]
144
- 127146,City Terrace Park,34.048964637444406,-118.17890081377068,[ 2 9 10]
145
- 127652,Diverse Enterprises International,34.000146021000056,-118.25682906699996,[ 2 15]
146
- 127745,Avalon / 111th,33.93362135163865,-118.26483549475252,[ 7 10 2 15]
147
- 128179,JJD Cars & Trucks,33.97179788377437,-118.19984682877812,[ 2 5 7 15]
148
- 128461,Beauty Concepts Hair Salon,33.98632616793264,-118.18537110831248,[ 2 5 7 15]
149
- 128606,Whittier / Ditman,34.024105795252986,-118.18909016242698,[ 7 10 2 15]
150
- 128834,TRR Restaurant Equipment,34.059825393708884,-118.192923732495,[2 7]
151
- 129584,117 Bus Stop,33.945851034500045,-118.26565296349996,[ 7 10 2 15]
152
- 130861,Divergent 3D,33.852742414993976,-118.28693495228444,[14 6 2 15]
153
- 131590,Cardinal Garden Apartments,34.02588489558559,-118.28800652717108,[ 2 6 15]
154
- 133128,Depaul Embroidery,34.0201900629427,-118.29904261243856,[ 2 15]
155
- 134100,J & R Fashion,34.0041881882505,-118.25091264674944,[ 2 5 7 15]
156
- 135073,The Angel of Love,33.88936022530668,-118.26320641351408,[ 2 9 10]
157
- 135935,Beautiful Moon Balloon Bar,34.05051956904025,-118.21222680400766,[2 9]
158
- 136093,Avalon / 169th,33.878935212843295,-118.26536387127636,[ 7 10 2 15]
159
- 136913,Elite Auto Performance,33.873192129858545,-118.35844834249774,[ 2 5 7 15]
160
- 137317,Vlt Learning Center,33.95807424819253,-118.35116049283825,[ 2 6 15]
161
- 137446,Bonzirecording,33.983392491284704,-118.36524405174954,[ 2 9 15]
162
- 137460,All American Trading,33.98549592660508,-118.25566602630958,[ 2 5 7 15]
163
- 138293,LAX Van Rentals,33.94491626218302,-118.35938092135537,[ 2 5 7 15]
164
- 138998,Appliance Repair Experts,33.85883146150005,-118.273871377,[ 2 5 7 15]
165
- 139892,Arden Facility Service,33.89519520652879,-118.28190048711012,[ 2 5 7 15]
166
- 140066,Su Aquarium,33.91787853842644,-118.35300483602128,[ 2 8 15]
167
- 141248,Shamrock Lounge,33.97103351600006,-118.20996298599997,[2 7]
168
- 141264,University Gardens Building (UGB),34.019911999151496,-118.28050342780222,[ 2 10 15]
169
- 142335,Master Garage Door Repair Garage Door,33.9606463924422,-118.31807408384972,[ 2 5 7 15]
170
- 142657,France Vision,34.0524154015971,-118.30344523339664,[ 2 5 7 15]
171
- 143840,Sunglass Hut,34.048785426000045,-118.26075433349996,[ 2 5 7 15]
172
- 144561,Carolyn s Kitchen,33.960477611200986,-118.25887747861228,[2 7]
173
- 146064,Tarot Sessions by Owani,33.90564717545208,-118.3440615477276,[2 9]
174
- 146448,Nikos Donuts,33.85855097805641,-118.3674207280028,[ 2 5 7 15]
175
- 149055,Mothers Nutritional Center,33.889132387803315,-118.353689957938,[ 2 5 7 15]
176
- 150576,"Ultimate Wireless, Verizon Authorized Retailer",34.06066270593001,-118.306225931903,[ 2 5 7 15]
177
- 151234,Tropical America Interpretive Center,34.05757026737287,-118.2381240395222,[ 2 8 15]
178
- 153058,BELL TIRE SERVICE,33.978171081268286,-118.18550314125814,[ 2 5 7 15]
179
- 153196,Childs Bakery,33.90776997322898,-118.36103436328436,[ 2 5 7 15]
180
- 153837,In Awe Event Decor,33.83136058300006,-118.26764115499994,[ 2 5 7 15]
181
- 154721,Lartons Corner,33.99583532600006,-118.2736280505,[ 2 5 7 15]
182
- 155089,Extra Space Storage,33.87287982881778,-118.21953937152776,[ 2 5 7 15]
183
- 155428,Maldonado Mini Market,33.97336060892313,-118.21500174945162,[2 5 7]
184
- 156193,McDonalds,33.84708435796914,-118.26515310090046,[2 7]
185
- 156975,Americas Best Contacts & Eyeglasses,34.042557212652824,-118.31012997500372,[ 2 5 7 15]
186
- 157869,CVS Pharmacy,33.81362933462588,-118.2987082281956,[ 2 5 7 15]
187
- 158052,OILSTOP,33.82567225400004,-118.35673837399996,[ 2 5 7 15]
188
- 158685,Broken Key Extraction,33.905545285500054,-118.36148301249996,[ 2 5 7 15]
189
- 159350,pool,33.83601638199269,-118.2771509071461,[2 9]
190
- 160059,Casa Filipina Bakery,33.82526982391755,-118.27583180007062,[ 2 5 7 15]
191
- 161273,John O. Gilbert Chocolate Company Building,33.999619434003755,-118.19978208153778,[ 2 15]
192
- 161638,Advanced Computers & Printers _ ABM Automotive Alternative,33.874878584961,-118.35300586104772,[ 2 5 7 15]
193
- 162663,Carls Junior,33.83845832624781,-118.36203859411584,[2 7]
194
- 163172,Stay on the View,34.0465944316442,-118.22017631745491,[ 2 12 15]
195
- 163738,Jsl,34.05790585739227,-118.19180378621049,[ 2 5 7 15]
196
- 164241,Roast Chicken,33.88581339751267,-118.20580185900788,[2 7]
197
- 164608,moonpad,34.0426783002152,-118.22154381552149,[ 2 12 15]
198
- 165679,Pacific Blue Seafood,34.04624581485756,-118.22742403662912,[ 2 6 15]
199
- 165842,The hotel,34.04657199828059,-118.26123367535163,[ 2 12 15]
200
- 166281,Bicenntenial Park,33.91308774374899,-118.33916381264063,[2 9]
201
- 166454,Artesia Plaza,33.87263205553609,-118.36523867325305,[ 2 6 15]
202
- 166641,Blade Runner Filming Location,34.05620721592001,-118.23471155765986,[2 9]
203
- 167053,Star Video Plus,33.96367887250007,-118.2779401975,[ 2 5 7 15]
204
- 167229,Jackies Gossip Boutique,33.97988853873565,-118.20661689697808,[ 2 5 7 15]
205
- 168410,Paintball Gateway,33.87761422840032,-118.30971297688797,[ 2 5 7 15]
206
- 168525,Zero Auto,33.94718816426884,-118.20735491365706,[ 2 5 7 15]
207
- 168686,My dear little thumb,34.04691101522124,-118.29205800037684,[2 7]
208
- 170070,34th Street Greenbelt Bikeway LA River,33.819139517199694,-118.20423318025313,[2 9]
209
- 173477,Inglewood / Broadway,33.919741615686185,-118.36085319199772,[ 7 10 2 15]
210
- 173889,TRAYNOS KITCHEN,34.057533387788226,-118.31045550293848,[2 7]
211
- 174318,La Quinta Inn & Suites Inglewood,33.93125338758879,-118.3431152181271,[ 2 12 15]
212
- 175403,Great Mall,34.05903151065327,-118.27465972156529,[ 2 5 7 15]
213
- 175889,Eddie & Sons Fence,34.0477785096549,-118.213018768896,[ 2 5 7 15]
214
- 175994,A1 Precision & Auto Supply,33.977936029104725,-118.28730971654494,[ 2 5 7 15]
215
- 176165,Pic Imaging,34.02623566482685,-118.25866811473502,[ 2 5 7 15]
216
- 176385,The Plug LA,33.99416864156267,-118.33037509225068,[ 2 5 7 15]
217
- 176495,Gardena Bowl,33.888094069898266,-118.29223051027375,[2 9]
218
- 176585,Jewel,34.027718138029826,-118.29666761475448,[ 2 5 7 15]
219
- 177311,Main / 131st,33.913088751857835,-118.27427083318646,[ 7 10 2 15]
220
- 177355,Lily of the Valley Church,33.994056695761905,-118.27807621999794,[13]
221
- 177920,Sky,34.034357982796905,-118.25170541573924,[ 2 5 7 15]
222
- 179209,Bethel Bible Fellowship,33.9587193249592,-118.26485997751536,[13]
223
- 179684,Rallys Auto Repair,33.98596183100662,-118.21301246843224,[ 2 5 7 15]
224
- 180121,US Post Office,34.04487103621594,-118.21447611287503,[ 2 6 15]
225
- 180674,M-Rios-de-Agua-Viva,34.183350951679564,-118.45020518440244,[13]
226
- 180913,The Little Unique Flower Shop,34.25830085584518,-118.5030384923234,[ 2 5 7 15]
227
- 181487,J L Custom Jewelry,34.137601170110074,-118.4732420861941,[ 2 5 7 15]
228
- 184056,Woodman / Kittridge,34.19059581100006,-118.43089348499996,[ 7 10 2 15]
229
- 184677,Roofing Touch,34.168077659117266,-118.53034564586224,[ 2 5 7 15]
230
- 184696,The Box Pro,34.24017169910542,-118.561649525231,[ 2 5 7 15]
231
- 186095,Anawalt True Value Lumber,34.17161109138018,-118.37091893081856,[ 2 5 7 15]
232
- 186237,Palm Tree Inn,34.22339715611156,-118.46736364875169,[ 2 12 15]
233
- 186921,Hollyweird,34.1568640545341,-118.53030834759038,[ 2 9 10]
234
- 186926,Elite Car Washes,34.20089680432598,-118.42104493225357,[ 2 5 7 15]
235
- 187580,Ventura Blvd,34.150193198916085,-118.44015708329886,[ 7 10 2 15]
236
- 188435,Carpenter House,34.072691225025515,-118.45645491079205,[ 2 8 15]
237
- 190629,Los Angeles City Yard,34.17988122255263,-118.46375854494616,[2 5]
238
- 192343,Richards Floor Co,34.18033895170598,-118.452305958256,[ 2 5 7 15]
239
- 193610,Studio City Court Yard Hotel,34.14560025473904,-118.4148594003145,[ 2 12 15]
240
- 194942,Zombie Infested Quarantine,34.279648003256284,-118.5185803388725,[14]
241
- 195888,Wat Luang Por Somboonkiat,34.22273543147442,-118.5116067968463,[13]
242
- 196111,Bens Fountain Care,34.239830346316914,-118.4778084131285,[ 2 5 7 15]
243
- 196979,Universal Studios Close - Up,34.14203291566541,-118.39144704469572,[ 2 12 15]
244
- 197271,La Loggia Restaurant,34.14199891961786,-118.38984197766445,[2 7]
245
- 198247,The return,34.25910476134293,-118.43278860512557,[ 2 5 7 15]
246
- 199496,Raymonds Auto Glass,34.272820456734074,-118.45563394863782,[ 2 5 7 15]
247
- 199586,The Field,34.20785225400006,-118.40155765499996,[ 2 9 10]
248
- 200485,Eastern Costume Rental,34.202319714749976,-118.4143730988824,[ 2 9 15]
249
- 202150,Spectacular Audio,34.22699825667859,-118.5242098753483,[ 2 5 7 15]
250
- 203180,Leather Center,34.07315769154771,-118.38350279265738,[ 2 5 7 15]
251
- 203429,Brentwood Family Home,34.08236440643186,-118.48842648373054,[ 2 12 15]
252
- 204466,Alys Precious Flowers,34.22387539686907,-118.48546117790018,[ 2 5 7 15]
253
- 205162,Cafe On Location,34.17300169716651,-118.55749347960032,[2 7]
254
- 205535,Sweet Blessings by Cyler LLC,34.20077313599196,-118.44097550919555,[2 7]
255
- 207358,The Balcony,34.157940817114884,-118.42061048907476,[ 0 2 9 15]
256
- 207497,Power Studios Inc,34.08823941821394,-118.37285934461876,[ 2 5 7 15]
257
- 210089,Hillcrest Inn,34.236028721328694,-118.46832695132429,[ 2 12 15]
258
- 210338,La Michoacana Ice Cream Co,34.22687666464364,-118.44923830370765,[2 7]
259
- 210608,My Chickadee 1,34.18634889330849,-118.38598817775504,[2 7]
260
- 210742,Lubas Tailoring,34.07581847197707,-118.37157241178552,[ 2 5 7 15]
261
- 210761,Writers Guild Theater,34.06583453940644,-118.39001091696151,[ 2 9 15]
262
- 211071,Skippers Liquor,34.22182358038789,-118.46042857818291,[ 2 5 7 15]
263
- 212115,MY GYM,34.15819393022542,-118.37115113552026,[ 2 10 15]
264
- 212139,Jaeger-LeCoultre,34.068695293091295,-118.40201297428776,[ 2 5 7 15]
265
- 213629,Manis Hair Studio,34.1557294184747,-118.44841228253756,[ 2 5 7 15]
266
- 216183,"Smogster Star Certified Smog Check Reseda, Northridge And Encino",34.19648972066598,-118.53569846366744,[ 2 5 7 15]
267
- 216601,801,34.08375638926435,-118.40574076081768,[ 2 12 15]
268
- 216769,Saticoy / Rhea,34.20815826863308,-118.54135306550094,[ 7 10 2 15]
269
- 217124,IC Used Cars,34.18533537194136,-118.43157685665444,[ 2 5 7 15]
270
- 217369,Cal Cat,34.20086328467215,-118.53799172303448,[ 2 5 7 15]
271
- 220438,Historic Lily Pond,34.07163611100004,-118.40337549399996,[ 2 8 15]
272
- 220475,Dales Jr. Liquor & Market & Lotto,34.22868658033878,-118.46597876750266,[ 2 5 7 15]
273
- 222188,Bank of America Building,34.07094354756954,-118.40207946711732,[ 2 6 15]
274
- 222266,Mann Tarzana West (formerly Theee Movies of Tarzana),34.171838835939845,-118.54437861988806,[ 2 9 15]
275
- 222469,Goddess Salon & Spa,34.25701291175304,-118.46770931230148,[ 2 5 7 15]
276
- 222741,Hirsch Pipe & Supply - North Hollywood,34.20011903749814,-118.3950224251935,[ 2 5 7 15]
277
- 223621,76,34.200882810915246,-118.51898398898354,[2 5]
278
- 223654,The Eagles Nest,34.2875354278515,-118.45829842222166,[ 2 10 15]
279
- 224387,Valley Executive Tower,34.15313820537098,-118.46577580151232,[ 2 6 15]
280
- 224677,Vivienne Westwood,34.08341399851603,-118.37109086079424,[ 2 5 7 15]
281
- 224918,Zoes Knit Studio,34.16945831393777,-118.53845362812956,[ 2 5 7 15]
282
- 225016,Glenoaks / Tyler,34.31032830598049,-118.45273803150728,[ 7 10 2 15]
283
- 225168,Riverside / Sunnyslope,34.157388495056715,-118.42714932975736,[ 7 10 2 15]
284
- 225995,Monteleone Danil,34.21852151833966,-118.55619904060298,[2]
285
- 227634,76 Beverly Park Lane,34.12350132534111,-118.41572773871714,[ 2 9 10]
286
- 228553,Ayeroff Lithograph & Printing Co,34.169534767800286,-118.39688582138422,[ 2 5 7 15]
287
- 228757,Ralphs Grocery,34.221235889750815,-118.39223099155116,[2 5 7]
288
- 228787,7-Eleven,34.171753165500064,-118.51932572399996,[ 2 5 7 15]
289
- 230057,Ramsgate Floral Designs by Bonnie Rasic,34.17174373918734,-118.2420859039515,[ 2 5 7 15]
290
- 230688,Collectible Wizard,34.19150151675012,-118.34344048147769,[ 2 5 7 15]
291
- 231989,Oakcrest Market,34.13028226521477,-118.3503337732099,[ 2 5 7 15]
292
- 232032,Mud Mat,34.20864769115606,-118.22872314686404,[ 2 5 7 15]
293
- 232564,Kalem Studios / Diando Film Co. / Astra Film Co.,34.15460764532257,-118.2370617419223,[ 2 8 15]
294
- 233235,Riverside / Fletcher,34.10598638831336,-118.25616792418424,[ 7 10 2 15]
295
- 233894,134 more,34.15494311650007,-118.22028172299996,[ 2 5 7 15]
296
- 235844,Massage by Jericho,34.075414383649054,-118.3083607890498,[ 2 4 15]
297
- 236376,Glendale Public Library - Montrose,34.20786253402168,-118.23243429631344,[ 2 8 15]
298
- 237325,Oak Grove Stairs,34.133006631024664,-118.19145329565802,[2 9]
299
- 238025,Hair For My Wedding,34.09352292305102,-118.36402512846225,[ 2 5 7 15]
300
- 238935,Lynn Street Stairs,34.10795175565318,-118.20555485047402,[2 9]
301
- 238947,Trader Joes,34.097474849380816,-118.365137770028,[ 2 5 7 15]
302
- 239795,Automobile Shop Near Me,34.25982721950005,-118.30416102349996,[ 2 5 7 15]
303
- 239818,Options For Youth,34.181501040486665,-118.3289736301055,[ 2 3 15]
304
- 242731,Ave. 54 & Abbott Pl. (Eastbound),34.111889000247515,-118.19931825261224,[ 7 10 2 15]
305
- 243233,Virgil Psychic,34.086405978245566,-118.28492381953755,[2 9]
306
- 243430,Madison Avenue Park and Community Garden,34.09317473704774,-118.2895119257538,[2 9]
307
- 244165,Wmm Pcsma,34.09722968846654,-118.1876198442196,[2 9]
308
- 244781,Los Angeles Fire Department Museum and Memorial,34.09595265375409,-118.33003119722515,[ 2 8 15]
309
- 245122,Corellas Mansion,34.10344092569518,-118.18657866077484,[ 2 12 15]
310
- 245180,Eagle Rock / Merton,34.13779451752453,-118.21410691064682,[ 7 10 2 15]
311
- 245397,Landa Steps,34.095961003244426,-118.25015204660392,[2 9]
312
- 245760,Lankershim / Moorpark,34.15074690322608,-118.365737038028,[ 7 10 2 15]
313
- 246188,Don Joses Department Store,34.07399585136441,-118.21482787842272,[ 2 5 7 15]
314
- 246290,Living Way,34.06718582164631,-118.23120567539031,[13]
315
- 246428,Christian Outreach for Armenians,34.145451534528505,-118.25232965925082,[13]
316
- 248246,Elysian Valley Recreation Center,34.099124327098764,-118.24504036377223,[2 9]
317
- 250068,Kennys Plumbing,34.17824250400002,-118.33118796999996,[ 2 5 7 15]
318
- 250219,the vape spot,34.099995747051906,-118.35479671175015,[ 2 5 7 15]
319
- 250579,Eastern Resort Apartment Elevator,34.074506221575575,-118.1798821546058,[ 2 12 15]
320
- 250776,Harvest Tabernacle Church,34.13909382154125,-118.2182442877161,[13]
321
- 251294,Choong Shin Church,34.06816644084277,-118.2666703947282,[13]
322
- 251589,Courtland Auto Detail,34.17011812150007,-118.27792857799996,[ 2 5 7 15]
323
- 252794,BBP Graphics,34.1058251434189,-118.20135373075682,[2 7]
324
- 252829,Makeup By Hope,34.1340439742478,-118.24730029904757,[ 2 5 7 15]
325
- 253511,Hami Headquarters,34.13034457500178,-118.3517394341772,[ 2 10 15]
326
- 253739,Base Lane Auto Export,34.149089488604474,-118.27002578979666,[ 2 5 7 15]
327
- 254025,Riverton Liquor,34.16467704918404,-118.3662684993841,[ 2 5 7 15]
328
- 254581,Beverly / Reno,34.071368338807005,-118.28166362471684,[ 7 10 2 15]
329
- 254930,Oscar Upholstery,34.20263106832097,-118.22651616654778,[ 2 5 7 15]
330
- 255649,R1,34.15491537956879,-118.32589087438636,[14 6 2 15]
331
- 256309,Alexanders Tire Services,34.09615338093001,-118.20676136692391,[ 2 5 7 15]
332
- 256526,Calvary Baptist Church,34.08654546972779,-118.18570285867354,[13]
333
- 258024,Midpoint Wellness Center,34.14600344574334,-118.2422310928671,[ 2 15]
334
- 258213,Affordable Healthcare Billing & Management Services,34.158210832744125,-118.261186084535,[ 2 15]
335
- 258627,Franks Chop Shop,34.08392513260626,-118.3681821332524,[ 2 5 7 15]
336
- 258783,Glenoaks / Magnolia,34.185671471990325,-118.30925576316396,[ 7 10 2 15]
337
- 261778,Hollywood VIP la Events,34.10123402437245,-118.33179450586056,[2 9]
338
- 262686,Chris Isaacson Presents,34.090484117289364,-118.36946842394944,[ 2 9 15]
339
- 263925,Nfg TV,34.09111307684445,-118.33665405654054,[ 2 5 7 15]
340
- 265096,Aqua Fresh,34.073930469167934,-118.2162867818077,[ 2 5 7 15]
341
- 265944,Grouper Social Club at Osteria La Buca,34.083343324280094,-118.31382806600246,[ 9 15]
342
- 266388,King Califa Express,34.14480289050005,-118.23590375899994,[ 2 5 7 15]
343
- 269935,Greayers Oak Park,34.09014957397395,-118.21205720477164,[ 2 9 10]
344
- 270834,Crescenta-Canada Tile,34.21583571258653,-118.22657852683156,[ 2 5 7 15]
345
- 270886,Hawk Refrigeration & Appliance Service,34.11858140482554,-118.1793861080115,[ 2 5 7 15]
346
- 270982,Hometel,34.06743340547647,-118.3000293459384,[ 2 12 15]
347
- 271117,Hollywood Massage Studio,34.090573946102964,-118.3621392378762,[ 2 8 15]
348
- 271152,York / Armadale,34.12256255429674,-118.21163893596976,[ 7 10 2 15]
349
- 271798,Ace Liquors,34.16219417400006,-118.3013153205,[ 2 5 7 15]
350
- 272315,Trinity Boxing Club,34.084043663461266,-118.35994843627864,[ 2 5 7 15]
351
- 273515,Camp Transformation Center - Silverlake,34.08665840006346,-118.27509698337188,[ 2 10 15]
352
- 273940,My smoke shop,34.18403037833577,-118.33762263448878,[ 2 5 7 15]
353
- 274643,Fountain View Subacute and Nursing,34.09481362834867,-118.30549887445883,[ 2 4 15]
354
- 277018,Megaplex Window Tinting,34.1552000445176,-118.27584226683776,[ 2 5 7 15]
355
- 277060,Peep & Destroy,34.09954958905267,-118.28966843816148,[ 2 5 7 15]
356
- 277774,Ruby Princess,34.09416862087325,-118.33836500995592,[ 0 2 9 15]
357
- 278379,Alen M - Woman Hairstyling,34.083476132657296,-118.36978095065793,[ 2 5 7 15]
358
- 279370,3rd / Occidental,34.06770861700006,-118.28165269149996,[ 7 10 2 15]
359
- 279604,Tickle Tree Cafe,34.22549530944662,-118.24118020587866,[2 7]
360
- 280319,Grub n Groom,34.23281182827619,-118.2546660319723,[ 2 5 7 15]
361
- 281741,Archstone Studio City Pool,34.14231811931503,-118.36911029349862,[2 9]
362
- 282014,Community Smog Center,34.20461145240181,-118.22502573836182,[ 2 5 7 15]
363
- 282840,A & A Discount,34.13066050704121,-118.25216913075228,[2 5 7]
364
- 283801,Smart & Final,34.108025339325906,-118.18970046791452,[ 2 5 7 15]
365
- 283912,Triangle Motel,34.12017928816736,-118.2292694006044,[ 2 12 15]
366
- 286241,Advance Nutrition Vitamins and Sport Supplements,34.391431040795155,-118.57338871283751,[ 2 5 7 15]
367
- 287486,The Redneck Sundeck,34.46108730075301,-118.6601577258491,[ 2 5 7 15]
368
- 288765,Budget Shutters & Blinds,34.457926859746266,-118.5136983979398,[ 2 5 7 15]
369
- 294464,Praise Chapel,34.42493721381398,-118.49392885735536,[13]
370
- 296577,Lcb Solutions,33.95418105467451,-118.08544681937909,[ 2 5 7 15]
371
- 297502,Mt. Carmel Board & Care,33.83720038058038,-117.98142870605032,[ 2 12 15]
372
- 297891,South Pasadena Methodist Church,34.110165620503466,-118.16210790632998,[13]
373
- 298825,Harmonic Life,34.0840170923747,-118.02503003644804,[13]
374
- 299765,Hit The Mark Fitness,33.8169771915132,-117.85094687395608,[ 2 10 15]
375
- 300460,Hubba Habibi Inn,33.879504760322114,-118.09348238471492,[ 2 12 15]
376
- 302719,Piao Yangguo Hai Lai Xiangju,33.99807538701268,-117.80751736737496,[ 2 12 15]
377
- 303860,Bastanchury Park,33.87887378199524,-117.95666767902766,[ 2 9 10]
378
- 304940,Living Way Community Church,34.06503495508091,-118.16099900238368,[13]
379
- 305773,Kingswood Teppan Steakhouse,33.99470046071705,-117.8904797089733,[2 7]
380
- 307094,Shirts Idea,33.98123744483188,-118.07077548904556,[ 2 5 7 15]
381
- 308353,Photographers Space,33.96777905750004,-118.01898205399998,[ 2 5 7 15]
382
- 310633,Charles Wong,34.04988328305528,-118.15672458494925,[ 2 12 15]
383
- 310967,Taxi Cab Day 2 Night,34.04438677853571,-118.10222952016792,[ 7 10 2 15]
384
- 313256,MOBY DICK,33.924372665818275,-117.96989952699352,[ 7 10 2 15]
385
- 313281,Woodcrest Park,33.945292284495835,-117.91171496468272,[2 9]
386
- 314978,Sunset On 6th Street Near Mission,34.08458631633603,-118.12836430103653,[2 9]
387
- 315509,Garvey Park,34.067048979000035,-118.09689316649998,[ 2 9 10]
388
- 316504,Team Escrow Inc,33.873186489543485,-117.99864022575176,[ 2 15]
389
- 316715,Lh Foot Care,34.07890588797912,-118.10000779006442,[ 2 6 15]
390
- 316831,Top United Pharmacy,34.07756669885581,-118.09043961967068,[ 2 5 7 15]
391
- 316894,Takashima,34.07928225965542,-118.10285054758276,[ 2 5 7 15]
392
- 318799,Timely Techs,33.942968588905195,-117.98909552521278,[ 2 15]
393
- 318944,Surf City Squeeze,33.84294630569605,-117.99073066105512,[ 2 5 7 15]
394
- 320854,Aahoo art gallery,34.1498162522332,-118.13764902018468,[ 2 8 15]
395
- 320874,Eighteen Eight Fine M,34.144234226753014,-118.1533199484641,[ 2 5 7 15]
396
- 321212,Green Hotel,34.14418151760123,-118.1496668720154,[ 2 12 15]
397
- 321260,Arcadia Contemporary,34.146051237978234,-118.1496798100528,[ 2 8 15]
398
- 322504,Yat Sen Culture & Art Center,34.0971622764575,-118.12340398853082,[ 2 8 15]
399
- 324145,Ozzys automotive Inc,33.966846187405565,-118.15202309168434,[ 2 5 7 15]
400
- 324992,Simon Hair,34.10213770109202,-118.07304005568446,[ 2 5 7 15]
401
- 326314,Redbox Carls Jr,34.01897751222069,-118.14902938478129,[ 2 5 7 15]
402
- 326681,Chabellity,34.01750810463478,-118.16266571750658,[2 7]
403
- 328726,The Elegant Style Fashion,33.93421632150776,-118.14462188983886,[ 2 5 7 15]
404
- 328799,Chungs Home Mart,33.8594249517395,-117.96010274201129,[ 2 5 7 15]
405
- 329332,Gold Trails Hotel,33.84408571713264,-117.99958733999546,[ 2 5 7 15]
406
- 329358,The Berry Inn,33.847844336752686,-117.99706705897545,[ 2 12 15]
407
- 329535,B & W Cleaners,33.9724097753878,-118.07098487975914,[ 2 5 7 15]
408
- 331317,Creative Fountainscapes,33.91008684120712,-117.88140876449437,[ 2 9 10]
409
- 331646,Auto Perfections,33.93857200965184,-117.93612457156222,[ 2 5 7 15]
410
- 332754,Florence / Old River School,33.95830876650005,-118.14024989249998,[ 7 10 2 15]
411
- 333574,Lucys Cleaners,33.858676723408045,-117.99941887446718,[ 2 5 7 15]
412
- 335579,JJ Hair Salon,34.063146061412745,-118.1020074078612,[ 2 5 7 15]
413
- 337346,A & R Powder Coating,33.859000620280234,-117.84030251496516,[ 2 6 15]
414
- 338126,Montebello Laundromat,34.02346934226282,-118.13443283900584,[ 2 5 7 15]
415
- 339645,Mr Speedy Plumbing,34.087061580080245,-118.1473984479625,[ 2 5 7 15]
416
- 339953,South / Pioneer,33.858790768752456,-118.08251757026764,[ 7 10 2 15]
417
- 340938,new hi lites hair factory,34.01127764950006,-117.9652441135,[ 2 5 7 15]
418
- 341238,Myrtle / Longden,34.112976764364404,-118.00299135619149,[ 7 10 2 15]
419
- 341240,Sunset Ave and Rowland Ave. N,34.0792389031711,-117.93459434524108,[ 7 10 2 15]
420
- 341712,Jaspers Cafe,34.04314558069013,-117.84976529790166,[2 7]
421
- 341999,CH car,34.0681408219547,-118.09980565341458,[ 2 5 7 15]
422
- 342789,Lk Beauty Hair Salon,34.07954556658223,-118.08228836107531,[ 2 5 7 15]
423
- 343002,Sahara Motel,33.81980711180752,-117.99386866984842,[ 2 12 15]
424
- 343645,Pioneer / Rosecrans,33.90308131935268,-118.08221928243697,[ 7 10 2 15]
425
- 344640,NORWALK & CENTRALIA NE,33.83905005720931,-118.0718265354272,[ 7 10 2 15]
426
- 344711,Central And Whittier,33.962488399651015,-118.0309094502742,[ 7 10 2 15]
427
- 346704,3H Cycling,33.87256890053351,-118.08998321725508,[ 2 5 7 15]
428
- 346720,Artesia Electrolysis,33.87256890053351,-118.08998321725508,[ 2 5 7 15]
429
- 346837,Arborite Tree & Landscape Co,33.870782656500054,-118.125755005,[ 2 5 7 15]
430
- 347430,Rubes Body & Paint Shop,33.937591238329084,-118.04380879286646,[ 2 5 7 15]
431
- 347558,Hair Revelation Salon,33.97232684249756,-118.16366806949912,[ 2 5 7 15]
432
- 348578,Smooth Corporation,33.98998201217881,-118.16211121236957,[2 5]
433
- 350822,KMJ Import Motors Auto,33.87318361953059,-118.13503963945097,[ 2 5 7 15]
434
- 352603,LG Design & Silkscreen,33.897956537309284,-118.15986077370742,[ 2 15]
435
- 353092,Ocean Nails - Microblading-PMU,34.03688203820797,-118.1467740805124,[ 2 5 7 15]
436
- 353124,Grocery Outlet,33.818608397519185,-118.07053947732786,[ 2 5 7 15]
437
- 353913,Refuses Juice Bar,33.91539516336584,-117.96859011772786,[2 7]
438
- 354719,Viet Gardens,34.06664667845819,-117.95566308533976,[ 2 9 10]
439
- 355692,Packsaddle Campground,34.04844835996243,-117.9953517959765,[2 9]
440
- 355893,San Gabriel Masonic Temple (former),34.098916233887415,-118.10910161162964,[13]
441
- 356312,Justin Nails,33.815628146769015,-117.97609018574978,[ 2 5 7 15]
442
- 356688,Bishop Co Tree Indscpe,33.9688439534335,-118.04411292210958,[ 2 5 7 15]
443
- 357986,The flowers,33.83265967471939,-117.96737618555008,[2 7]
444
- 359973,Spanglish Kitchen,34.09835170150003,-118.13430557099996,[2 7]
445
- 360121,USA Auto Center & Collision,33.91787043100268,-117.95069744699325,[ 2 5 7 15]
446
- 360661,Edwards Family Farm,33.84406703411958,-117.98150839014475,[2 9]
447
- 361139,Glob Gas,33.86117239382866,-118.1602322896614,[ 2 5 7 15]
448
- 365435,Korean Community Church,33.86767506270392,-117.98340946615428,[13]
449
- 366056,DriveshaftPro - Whittier,33.96848755839494,-118.05850733118506,[ 2 5 7 15]
450
- 366385,Ramona Blvd and Syracuse E,34.07792675300694,-117.9953421908201,[ 7 10 2 15]
451
- 367289,Sunrise Village Pharmacy,33.89116003163681,-117.94536995026712,[ 2 5 7 15]
452
- 367552,The Salvation Army,33.969122563113764,-118.04176363545324,[13]
453
- 367800,Whittier College - Football Stadium,33.97984433339966,-118.03127560319102,[ 2 10 15]
454
- 369307,Tange Design - Couture Invitations,33.958775080150176,-118.07058122973936,[ 2 5 7 15]
455
- 369478,KSM Garment,33.987444628356265,-118.12791979424442,[ 2 5 7 15]
456
- 370035,Lark / Escalona,33.88852042795433,-118.01139245426144,[ 7 10 2 15]
457
- 371543,Avenue,33.851890625636855,-118.14347899588252,[ 2 5 7 15]
458
- 372005,Flos Flowers,34.00846396733555,-118.08088836202384,[ 2 5 7 15]
459
- 372063,Shredpro,33.926150365561384,-117.91476821741529,[ 2 5 7 15]
460
- 373095,The House Barbershop,34.014838524529395,-118.09676650970528,[ 2 5 7 15]
461
- 373895,Pirate Cb Repair Center,33.974390449500035,-118.12246243799996,[ 2 5 7 15]
462
- 374018,Consolidated Electrical Distributors,33.86774747483971,-118.01497588801024,[ 2 5 7 15]
463
- 374620,Wilcox Avenue & Clara Street,33.96489266750009,-118.1783139285,[ 7 10 2 15]
464
- 377110,Pioneer / Foster,33.91021833600006,-118.08241584149998,[ 7 10 2 15]
465
- 377814,Saint Maurice Coptic Orthodox Church,34.04369364873601,-117.79883024039128,[13]
466
- 378972,PIH Health,33.97015860645152,-118.04763437984842,[ 2 4 15]
467
- 380451,Anas Barber & Beauty Salon,34.059424686500044,-118.03079109499996,[ 2 5 7 15]
468
- 380581,Action Sales Food Service Equipment & Supplies,34.001666362020046,-117.93591529949886,[ 2 5 7 15]
469
- 381992,Youth Ministry of Our Lady,33.96361296184055,-118.07124213917194,[13]
470
- 382517,Praise Chapel Buena Park,33.87394242802224,-117.98062264071984,[13]
471
- 382622,Paisa Park,33.91544143952936,-117.85986965227032,[ 2 10 15]
472
- 383972,Centerpoint Communications,33.86783591848393,-117.86970646884072,[ 2 5 7 15]
473
- 384116,Beverly / Greenleaf,33.98829060193816,-118.0376739731903,[ 7 10 2 15]
474
- 384233,Body Fusion,33.973357443748164,-118.14577669025316,[2 9]
475
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data/stay_points_sampled.csv DELETED
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