In [1]:
import cPickle as pickle,pandas as pd,numpy as np,re
pd.set_option('display.max_rows', 500)

In [3]:
dupes = pickle.load(open('../data/clustered_dupes_state.pkl','rb'))

In [6]:
dupes['Oklahoma']


Out[6]:
[((35586, 430235, 803095, 844012), 0.63888838423349936),
 ((87556, 151417, 700243), 0.77563923366188525),
 ((161542, 1180068), 0.77791374921798706),
 ((571657, 575970), 0.90645116567611694),
 ((35981, 162573, 1177906), 0.79321512658452709),
 ((497679, 1051057), 0.85213184356689453),
 ((227586, 416272, 685861, 1206359), 0.71926922346285704),
 ((60980, 124951, 163175, 239726, 256007, 380945, 462438, 640434, 751941),
  0.59170847690177186),
 ((432417, 591748), 0.83833694458007812),
 ((8234, 21895, 22028, 208449, 232834, 368477), 0.69852089961656261),
 ((1057073, 1270405), 0.70502025),
 ((577587, 705386, 815870, 863477, 1198987), 0.39665754926489116),
 ((1221691, 1221692), 0.86223369836807251),
 ((14399, 343806, 405596, 697912, 1043039), 0.90095025438872689),
 ((202310, 495432, 1279413), 0.80507713556289673),
 ((372076, 391475, 681236), 0.76340700914042947),
 ((16971, 875489), 0.9059794545173645),
 ((430168, 650192), 0.88733929395675659),
 ((5471, 14398, 65448, 146903, 314811, 678540), 0.37680647611502494),
 ((646501, 1172802), 0.9025382399559021),
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 ((789866, 865468, 959233), 0.76520095643819941),
 ((82031, 777817), 0.90500849485397339),
 ((52534, 358063), 0.9025382399559021),
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 ((45082, 646979), 0.86223369836807251),
 ((1289819, 1291968), 0.84415352344512939),
 ((7510, 95088, 709807, 1226803, 1320719), 0.86180533814860505),
 ((537126, 1123291), 0.81290626525878906),
 ((271043, 1255698), 0.89101797342300415),
 ((7013, 14158, 17638, 376468), 0.84489507072409253),
 ((402139, 705566, 772417), 0.83454214714957642),
 ((17637, 325757), 0.80507713556289673),
 ((88400, 210140, 1258546), 0.85649337348621413),
 ((577953, 642858, 697559, 930143), 0.87109469861525268),
 ((414918, 471917, 589786, 862191), 0.80919711918219939),
 ((27299, 1160010), 0.80507713556289673),
 ((113583, 1042139), 0.80507713556289673),
 ((35064,
   403293,
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  0.81419909403860657),
 ((75286, 277551, 662140, 1122787), 0.80077154395839567),
 ((63061, 562707, 982695, 1097084, 1226348, 1270369), 0.79111983221495863),
 ((634377, 862083, 1174958), 0.79255274730993319),
 ((43322, 57507), 0.74397516250610352),
 ((261882, 530540, 1200710), 0.74808091256060449),
 ((405594, 788208, 994887), 0.82421150778365926),
 ((275027, 432353, 793075, 863529, 916130), 0.76043776933960816),
 ((55715, 825378), 0.85244464874267578),
 ((362723, 669507, 894208), 0.75216830000024593),
 ((10757, 1328706), 0.90305525064468384),
 ((265801, 303422, 321735, 357337, 1082430), 0.77008640490110269),
 ((39939, 48332, 64019, 76571, 82442, 363257), 0.80298311183363735),
 ((51976, 281324, 457083, 1138523), 0.76759486042139158),
 ((171899, 666812, 794397), 0.89443545724987428),
 ((384517, 996674), 0.71231615543365479),
 ((1025943, 1227174), 0.69885581731796265),
 ((301254, 329872), 0.7538415789604187),
 ((713739, 1258873), 0.72853988409042358),
 ((20720, 124753, 274495, 293651, 313399, 566105, 802942, 839902, 925507),
  0.69454090438550153),
 ((17635, 41196, 152307, 297427, 303423, 325238, 1116723, 1293166),
  0.66900952284434934),
 ((55732, 56341, 249081, 975590, 1254342), 0.79076033905707832),
 ((597732, 705966, 762400, 1283831), 0.69786235300577371),
 ((41531, 192787, 197386, 200799, 650193, 1137774), 0.76695388126717945),
 ((114321, 434348, 458089), 0.69643189464500632),
 ((946314, 1053806), 0.67828172445297241),
 ((400091, 1144282), 0.64725238084793091),
 ((3329,
   15855,
   52416,
   72792,
   306876,
   309790,
   431021,
   453639,
   464168,
   942503,
   954988,
   1201689,
   1279414),
  0.50099392548958688),
 ((219752, 278611), 0.69346350431442261),
 ((223204, 686894), 0.80507713556289673),
 ((75867, 82057, 146902, 208108, 462714, 649570, 791079), 0.77500290776302105),
 ((142308, 184132, 338770), 0.68429128375003956),
 ((149900, 155009, 248892, 297280, 771110, 1011414, 1294556, 1304449),
  0.72434693279335138),
 ((86656, 875755, 1216036), 0.85694871084231761),
 ((792389, 1004673, 1008287, 1029889), 0.76840867393112311),
 ((61077, 457222, 674306), 0.63619047660201744),
 ((16570,
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  0.60847666499903474),
 ((49441,
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   823813,
   1301295),
  0.42975307464733703),
 ((119613, 853341), 0.87935203313827515),
 ((57388, 928056, 1177910), 0.55515800029735163),
 ((119624, 1106303), 0.59185630083084106),
 ((15358, 157603, 987924), 0.56734697212197704),
 ((7508, 196070, 1113113), 0.53939028179389026),
 ((16461,
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   377515,
   378005,
   386939,
   386941,
   523810,
   845545),
  0.57828766890153904),
 ((669099, 1250085), 0.52910530567169189),
 ((28192, 975592), 0.50188076496124268),
 ((169489, 271230, 378327, 813319, 819329), 0.43550704331612378),
 ((351510, 934907), 0.50510406494140625),
 ((59805, 68957, 163158, 400422, 483617, 744527, 1060441), 0.4958235429553205),
 ((12750,
   21894,
   41939,
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   318051,
   435305,
   439780,
   537824,
   946002,
   974043,
   996059,
   1258689),
  0.4978819700582815),
 ((45698,
   269140,
   277573,
   463241,
   654958,
   672850,
   757112,
   791188,
   793077,
   867072),
  0.53235962612465415),
 ((14325, 75933, 597733, 860486, 871174, 1283832, 1302141, 1311864),
  0.8772082326434576),
 ((1203809, 1288715), 0.86628973484039307),
 ((75652, 363254, 1071824, 1113974, 1313331), 0.42070286836999349),
 ((79161, 318902, 363620, 393298, 654957, 656535, 793076, 1212634),
  0.46091834283123545),
 ((45105, 210142, 678723), 0.64806377941401205),
 ((357134, 766286, 1031806), 0.52947193978495777),
 ((52535,
   76895,
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   660158,
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   712492,
   734810,
   860712,
   919622,
   953321,
   1192618,
   1235223),
  0.42951057121215386),
 ((66682, 99067, 543925, 1288716), 0.88290899411692503),
 ((729239, 876715, 1266962), 0.82787448032755107),
 ((5780,
   119602,
   364045,
   371574,
   522850,
   626721,
   818945,
   848398,
   852756,
   1049254,
   1106301),
  0.51741952825790427),
 ((1064448, 1178968, 1280908), 0.60709040137039927),
 ((239727, 530971, 1059847, 1290526), 0.40619289853513696),
 ((30359, 935482), 0.88958865404129028),
 ((13528, 21765, 198998), 0.86763211708085142),
 ((496913, 664270, 771378), 0.58075913962707959),
 ((468036, 684098), 0.80169230699539185),
 ((149635,
   343580,
   580606,
   649081,
   683113,
   687470,
   705819,
   725135,
   735724,
   769668,
   770153,
   878676,
   1108836,
   1272633),
  0.35534572811493981),
 ((28194, 276691, 384364, 1155494), 0.60261120059148754),
 ((531832, 736252), 0.54758036136627197),
 ((4971,
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   29741,
   41479,
   70752,
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   1152930,
   1263145,
   1264148,
   1267147,
   1274173,
   1279592,
   1304956),
  0.4670112623604914),
 ((753436, 859019, 1032296), 0.744351271439329),
 ((42428, 403536, 626854, 627053, 646512, 953676, 1054004, 1063687),
  0.75658544899683289),
 ((8769,
   16003,
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   155139,
   211086,
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   274142,
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   695067,
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   1044038,
   1054607,
   1147951,
   1154366,
   1230381,
   1232303,
   1239732),
  0.40258970701463248),
 ((59969, 325756, 1221594, 1227173), 0.67398512273976263),
 ((5779, 72995, 115022, 447340, 1147096), 0.55757845330510736),
 ((110202, 296569, 863396, 1300774, 1306366), 0.47093092905746092),
 ((142477,
   182232,
   219749,
   219751,
   680365,
   720570,
   804927,
   902261,
   916513,
   942837),
  0.38266029574788407),
 ((16180, 376466, 418990, 434347, 634080, 677266), 0.43928734554863491),
 ((326425, 802984, 1103543, 1177375, 1216039), 0.39799398278681886),
 ((25239, 674324), 0.90652626752853394),
 ((38841, 209230, 301859, 486317), 0.35668181796527121),
 ((575662, 645274, 820280), 0.80507713556289673),
 ((21627, 287825, 753599), 0.79240813170872015),
 ((60791, 129005, 365562, 635223, 945051, 946001, 1301501),
  0.71061494931100122),
 ((350620, 365561, 421110), 0.75001064957118246),
 ((171898, 492774, 656737, 886625), 0.71005857705161946),
 ((844412, 1304267), 0.66774380207061768),
 ((227783, 524143, 540548, 700242, 753598, 813432), 0.76845390196204799),
 ((21893, 975587), 0.8622337),
 ((107400, 119013, 1070081), 0.81765407979877769),
 ((1122709, 1289818), 0.86223369836807251),
 ((1122710, 1289816), 0.86001890897750854),
 ((846487, 846488), 0.72723770141601562),
 ((173722, 900559), 0.63146024942398071),
 ((43172, 294488, 386491), 0.87653379755388139),
 ((488873, 708797), 0.90525048971176147),
 ((766124, 889306), 0.90531623363494873),
 ((96944, 146904), 0.85060125589370728),
 ((642740, 875733), 0.7009279727935791),
 ((414874, 441289, 625199), 0.80359247125402655),
 ((688055, 1073530), 0.69991719722747803),
 ((254137, 1058932, 1076465, 1228566), 0.39225060956924862),
 ((75964, 364585), 0.9026714563369751),
 ((379336, 868608), 0.89337432384490967),
 ((12751, 201476, 596554, 616594, 664317, 777797, 925454, 1062551),
  0.85612104726553306),
 ((1051345, 1229111), 0.67990249395370483),
 ((604249, 650197, 792388, 975588), 0.7399768702748214),
 ((974046, 975593), 0.68230873),
 ((5244, 282473, 397515, 418407, 503631, 1160953), 0.40181695571137666),
 ((40683, 84083, 148973, 1243648, 1267054), 0.81176633824328071),
 ((565486, 1056682, 1141355), 0.80409672731042681),
 ((6387, 96269, 318006, 390693, 982693), 0.81568460950527488),
 ((152309, 253746), 0.90671354532241821),
 ((815871, 1135856), 0.90344476699829102)]

In [3]:
column_names = ["facility_id",
                "nct_id",
                "status",
                "facility_name",
                "city",
                "state",
                "zipcode",
                "country"]

facilities = pd.read_csv('../data/facilities.txt', names=column_names, sep="|", encoding='utf-8', quoting=3)

for c in column_names[2:]:
    facilities[c] = facilities[c].apply(lambda x: x if pd.notnull(x) else u'')

facilities['cluster'] = np.NaN

bad_names = [r'investigat[a-z]+ site',
             r'research site',
             r'research facility',
             r'local institution',
             r'study site',
             r'clinical site',
             r'call center',
             r'site ref',
             r'site[ :]+#?[0-9]+',
             r'^#?[0-9\.]+$',
             r'for additional information',
             r'call for information',
             r'the study is '
             ]

potential = facilities[(facilities.country == 'United States') & 
                       (facilities.facility_name.apply(lambda x: x != u'' and min([not re.search(b,x.lower()) for b in bad_names])))]

In [6]:
potential_indexed = potential.set_index('facility_id')

In [ ]:
a = [[potential_indexed.loc[i] for i in t] for t, s in dupes['New York']]
sorted([(i, len(b)) for i, b in enumerate(a)], key=lambda x: x[1], reverse=True)

In [ ]:
pd.DataFrame(a[950])

In [4]:
i = 0
matchvars = ['facility_name','city','state','zipcode','country']

# loop through states
for s in sorted(dupes.keys()):
    print s
    
    #loop through clusters
    for c, conf in dupes[s]:
        dupe_list = []
        
        # loop through facilities in cluster
        for f in facilities[facilities.facility_id.apply(lambda x: x in c)].T.to_dict().values():
            dupe_list += list(potential[(potential.facility_name == f['facility_name']) &
                                        (potential.city == f['city']) &
                                        (potential.state == f['state']) &
                                        (potential.zipcode == f['zipcode']) &
                                        (potential.country == f['country'])].facility_id)
        
        dlist = set(dupe_list)
        index_toset = potential[potential.facility_id.apply(lambda x: x in dlist)].index
        potential.cluster.loc[index_toset] = i
        i += 1
        if i % 10 == 0: print i


Alabama
10
20
30
40
50
60
70
80
90
100
110
120
130
140
150
160
170
180
190
200
Alaska
210
220
Arizona
230
240
250
260
270
280
290
300
310
320
330
340
350
360
370
380
390
400
410
420
430
440
450
460
470
480
490
500
510
520
530
540
Arkansas
550
560
570
580
590
600
610
620
630
640
650
660
California
670
680
690
700
710
720
730
740
750
760
770
780
790
800
810
820
830
840
850
860
870
880
890
900
910
920
930
940
950
960
970
980
990
1000
1010
1020
1030
1040
1050
1060
1070
1080
1090
1100
1110
1120
1130
1140
1150
1160
1170
1180
1190
1200
1210
1220
1230
1240
1250
1260
1270
1280
1290
1300
1310
1320
1330
1340
1350
1360
1370
1380
1390
1400
1410
1420
1430
1440
1450
1460
1470
1480
1490
1500
1510
1520
1530
1540
1550
1560
1570
1580
1590
1600
1610
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1630
1640
1650
1660
1670
1680
1690
1700
1710
1720
1730
1740
1750
1760
1770
1780
1790
1800
1810
1820
1830
1840
1850
1860
1870
1880
1890
1900
1910
1920
1930
1940
1950
1960
1970
1980
1990
2000
2010
2020
2030
2040
2050
2060
2070
2080
2090
2100
2110
2120
2130
2140
2150
2160
2170
2180
2190
2200
2210
2220
2230
2240
2250
2260
2270
2280
2290
2300
2310
2320
2330
2340
2350
2360
2370
2380
2390
2400
2410
2420
2430
2440
2450
2460
2470
2480
2490
Colorado
2500
2510
2520
2530
2540
2550
2560
2570
2580
2590
2600
2610
2620
2630
2640
2650
2660
2670
2680
2690
2700
2710
2720
2730
2740
2750
2760
2770
2780
2790
2800
2810
2820
2830
Connecticut
2840
2850
2860
2870
2880
2890
2900
2910
2920
2930
2940
2950
2960
2970
2980
2990
3000
3010
3020
3030
3040
3050
3060
Delaware
3070
3080
3090
District of Columbia
3100
3110
3120
3130
3140
3150
3160
3170
3180
Florida
3190
3200
3210
3220
3230
3240
3250
3260
3270
3280
3290
3300
3310
3320
3330
3340
3350
3360
3370
3380
3390
3400
3410
3420
3430
3440
3450
3460
3470
3480
3490
3500
3510
3520
3530
3540
3550
3560
3570
3580
3590
3600
3610
3620
3630
3640
3650
3660
3670
3680
3690
3700
3710
3720
3730
3740
3750
3760
3770
3780
3790
3800
3810
3820
3830
3840
3850
3860
3870
3880
3890
3900
3910
3920
3930
3940
3950
3960
3970
3980
3990
4000
4010
4020
4030
4040
4050
4060
4070
4080
4090
4100
4110
4120
4130
4140
4150
4160
4170
4180
4190
4200
4210
4220
4230
4240
4250
4260
4270
4280
4290
4300
4310
4320
4330
4340
4350
4360
4370
4380
4390
4400
4410
4420
Georgia
4430
4440
4450
4460
4470
4480
4490
4500
4510
4520
4530
4540
4550
4560
4570
4580
4590
4600
4610
4620
4630
4640
4650
4660
4670
4680
4690
4700
4710
4720
4730
4740
4750
4760
4770
4780
4790
4800
4810
4820
4830
4840
4850
4860
4870
Hawaii
4880
4890
4900
4910
4920
Idaho
4930
4940
4950
4960
4970
4980
Illinois
4990
5000
5010
5020
5030
5040
5050
5060
5070
5080
5090
5100
5110
5120
5130
5140
5150
5160
5170
5180
5190
5200
5210
5220
5230
5240
5250
5260
5270
5280
5290
5300
5310
5320
5330
5340
5350
5360
5370
5380
5390
5400
5410
5420
5430
5440
5450
5460
5470
5480
5490
5500
Indiana
5510
5520
5530
5540
5550
5560
5570
5580
5590
5600
5610
5620
5630
5640
5650
5660
5670
5680
5690
5700
5710
5720
5730
5740
5750
5760
5770
5780
5790
5800
Iowa
5810
5820
5830
5840
5850
5860
5870
5880
5890
5900
5910
Kansas
5920
5930
5940
5950
5960
5970
5980
5990
6000
6010
6020
6030
6040
6050
Kentucky
6060
6070
6080
6090
6100
6110
6120
6130
6140
6150
6160
6170
6180
6190
6200
6210
Louisiana
6220
6230
6240
6250
6260
6270
6280
6290
6300
6310
6320
6330
6340
6350
6360
6370
6380
6390
6400
6410
6420
6430
6440
6450
Maine
6460
6470
6480
6490
Maryland
6500
6510
6520
6530
6540
6550
6560
6570
6580
6590
6600
6610
6620
6630
6640
6650
6660
6670
6680
6690
6700
6710
6720
6730
6740
6750
6760
6770
6780
6790
6800
6810
6820
6830
6840
6850
Massachusetts
6860
6870
6880
6890
6900
6910
6920
6930
6940
6950
6960
6970
6980
6990
7000
7010
7020
7030
7040
7050
7060
7070
7080
7090
7100
7110
7120
7130
7140
7150
7160
7170
7180
7190
7200
7210
7220
7230
7240
7250
Michigan
7260
7270
7280
7290
7300
7310
7320
7330
7340
7350
7360
7370
7380
7390
7400
7410
7420
7430
7440
7450
7460
7470
7480
7490
7500
7510
7520
7530
7540
7550
7560
7570
7580
7590
7600
7610
7620
7630
7640
7650
Minnesota
7660
7670
7680
7690
7700
7710
7720
7730
7740
7750
7760
7770
7780
7790
7800
7810
7820
7830
7840
7850
7860
7870
7880
Mississippi
7890
7900
7910
7920
7930
7940
Missouri
7950
7960
7970
7980
7990
8000
8010
8020
8030
8040
8050
8060
8070
8080
8090
8100
8110
8120
8130
8140
8150
8160
8170
8180
8190
8200
8210
8220
8230
8240
8250
8260
8270
Montana
8280
8290
8300
8310
Nebraska
8320
8330
8340
8350
8360
8370
8380
8390
8400
8410
8420
Nevada
8430
8440
8450
8460
8470
8480
8490
8500
8510
8520
8530
New Hampshire
8540
8550
8560
8570
8580
New Jersey
8590
8600
8610
8620
8630
8640
8650
8660
8670
8680
8690
8700
8710
8720
8730
8740
8750
8760
8770
8780
8790
8800
8810
8820
8830
8840
8850
8860
8870
8880
8890
8900
8910
8920
8930
8940
8950
8960
New Mexico
8970
8980
8990
9000
9010
9020
9030
New York
9040
9050
9060
9070
9080
9090
9100
9110
9120
9130
9140
9150
9160
9170
9180
9190
9200
9210
9220
9230
9240
9250
9260
9270
9280
9290
9300
9310
9320
9330
9340
9350
9360
9370
9380
9390
9400
9410
9420
9430
9440
9450
9460
9470
9480
9490
9500
9510
9520
9530
9540
9550
9560
9570
9580
9590
9600
9610
9620
9630
9640
9650
9660
9670
9680
9690
9700
9710
9720
9730
9740
9750
9760
9770
9780
9790
9800
9810
9820
9830
9840
9850
9860
9870
9880
9890
9900
9910
9920
9930
9940
9950
9960
9970
9980
9990
10000
North Carolina
10010
10020
10030
10040
10050
10060
10070
10080
10090
10100
10110
10120
10130
10140
10150
10160
10170
10180
10190
10200
10210
10220
10230
10240
10250
10260
10270
10280
10290
10300
10310
10320
10330
10340
10350
10360
10370
10380
10390
10400
10410
10420
10430
10440
10450
10460
10470
10480
10490
10500
10510
10520
10530
North Dakota
10540
10550
10560
10570
10580
Ohio
10590
10600
10610
10620
10630
10640
10650
10660
10670
10680
10690
10700
10710
10720
10730
10740
10750
10760
10770
10780
10790
10800
10810
10820
10830
10840
10850
10860
10870
10880
10890
10900
10910
10920
10930
10940
10950
10960
10970
10980
10990
11000
11010
11020
11030
11040
11050
11060
11070
11080
11090
11100
11110
11120
11130
11140
11150
Oklahoma
11160
11170
11180
11190
11200
11210
11220
11230
11240
11250
11260
11270
11280
11290
11300
11310
Oregon
11320
11330
11340
11350
11360
11370
11380
11390
11400
11410
11420
11430
11440
11450
11460
11470
11480
11490
11500
Pennsylvania
11510
11520
11530
11540
11550
11560
11570
11580
11590
11600
11610
11620
11630
11640
11650
11660
11670
11680
11690
11700
11710
11720
11730
11740
11750
11760
11770
11780
11790
11800
11810
11820
11830
11840
11850
11860
11870
11880
11890
11900
11910
11920
11930
11940
11950
11960
11970
11980
11990
12000
12010
12020
12030
12040
12050
12060
12070
12080
12090
12100
12110
12120
12130
12140
12150
12160
12170
Rhode Island
12180
12190
12200
12210
12220
12230
12240
12250
South Carolina
12260
12270
12280
12290
12300
12310
12320
12330
12340
12350
12360
12370
12380
12390
12400
12410
12420
12430
12440
12450
12460
12470
12480
South Dakota
12490
12500
12510
12520
Tennessee
12530
12540
12550
12560
12570
12580
12590
12600
12610
12620
12630
12640
12650
12660
12670
12680
12690
12700
12710
12720
12730
12740
12750
12760
12770
12780
12790
12800
12810
12820
12830
12840
12850
12860
12870
12880
12890
Texas
12900
12910
12920
12930
12940
12950
12960
12970
12980
12990
13000
13010
13020
13030
13040
13050
13060
13070
13080
13090
13100
13110
13120
13130
13140
13150
13160
13170
13180
13190
13200
13210
13220
13230
13240
13250
13260
13270
13280
13290
13300
13310
13320
13330
13340
13350
13360
13370
13380
13390
13400
13410
13420
13430
13440
13450
13460
13470
13480
13490
13500
13510
13520
13530
13540
13550
13560
13570
13580
13590
13600
13610
13620
13630
13640
13650
13660
13670
13680
13690
13700
13710
13720
13730
13740
13750
13760
13770
13780
13790
13800
13810
13820
13830
13840
13850
13860
13870
13880
13890
13900
13910
13920
13930
13940
13950
13960
13970
Utah
13980
13990
14000
14010
14020
14030
14040
14050
14060
14070
14080
14090
14100
Vermont
14110
14120
14130
14140
Virginia
14150
14160
14170
14180
14190
14200
14210
14220
14230
14240
14250
14260
14270
14280
14290
14300
14310
14320
14330
14340
14350
14360
14370
14380
14390
14400
14410
14420
14430
14440
14450
14460
14470
14480
14490
14500
Washington
14510
14520
14530
14540
14550
14560
14570
14580
14590
14600
14610
14620
14630
14640
14650
14660
14670
14680
14690
14700
14710
14720
14730
14740
14750
14760
14770
14780
14790
14800
14810
14820
14830
West Virginia
14840
14850
14860
14870
Wisconsin
14880
14890
14900
14910
14920
14930
14940
14950
14960
14970
14980
14990
15000
15010
15020
15030
15040
15050
15060
15070
15080
15090
15100
Wyoming
15110
-c:22: SettingWithCopyWarning: A value is trying to be set on a copy of a slice from a DataFrame

In [ ]:
potential.groupby(potential.cluster).min()

In [6]:
potential[potential.cluster==12439]


Out[6]:
facility_id nct_id status facility_name city state zipcode country cluster
72 37 NCT00000102 Medical University of South Carolina Charleston South Carolina United States 12439
2948 5200 NCT01351662 Medical University of South Carolina Charleston South Carolina 29425 United States 12439
3870 4981 NCT01351545 Recruiting Medical University of South Carolina Charleston South Carolina 29425 United States 12439
4001 5252 NCT01353222 Medical University of South Carolina Charleston South Carolina 29425 United States 12439
5026 6066 NCT01347710 Medical University of South Carolina Charleston South Carolina 29425 United States 12439
5372 5495 NCT01350336 Recruiting Medical University of South Carolina Charleston South Carolina 29425 United States 12439
5702 4912 NCT01349972 Medical University of South Carolina Charleston South Carolina 29425 United States 12439
6372 7131 NCT01349322 Recruiting Medical University of South Carolina Charleston South Carolina 29425 United States 12439
9274 11596 NCT00050882 Medical University of South Carolina Charleston South Carolina 29425 United States 12439
9311 10527 NCT00050076 Medical University of South Carolina Charleston South Carolina 29425 United States 12439
10667 11804 NCT01362231 Medical University of South Carolina Charleston South Carolina 29425 United States 12439
10915 11822 NCT01363154 Medical University of South Carolina Charleston South Carolina 29425 United States 12439
10916 11823 NCT01363167 Medical University of South Carolina Charleston South Carolina 29425 United States 12439
10917 11824 NCT01363167 Medical University of South Carolina Charleston South Carolina 29425-8750 United States 12439
10918 11825 NCT01363180 Recruiting Medical University of South Carolina Charleston South Carolina 29425 United States 12439
12369 14981 NCT01361113 Withdrawn Medical University of South Carolina (MUSC) Charleston South Carolina 29425 United States 12439
14042 10153 NCT01354431 Medical University Of South Carolina Charleston South Carolina 29425 United States 12439
16186 13864 NCT01360853 Medical University of South Carolina - Holling... Charleston South Carolina 29425 United States 12439
17048 12998 NCT01361815 Medical Uni. Of South Carolina (MUSC) Charleston South Carolina 29425 United States 12439
18030 22184 NCT01369940 Medical University of S. Carolina Charleston South Carolina 29425 United States 12439
18096 22201 NCT01371019 Medical University of South Carolina Charleston South Carolina 29425 United States 12439
20789 19712 NCT01373463 Medical University of South Carolina Charleston South Carolina 29425 United States 12439
22423 20445 NCT01375036 Medical University of South Carolina Charleston South Carolina 29425 United States 12439
23486 21337 NCT01371981 Recruiting Medical University of South Carolina Charleston South Carolina 29425 United States 12439
24422 28722 NCT01385787 Recruiting Medical University of South Carolina Charleston South Carolina 29425 United States 12439
33670 33289 NCT01393405 Recruiting Medical University of South Carolina Charleston South Carolina 29425 United States 12439
35041 35141 NCT01400893 Recruiting Medical University Of South Carolina Charleston South Carolina 29425 United States 12439
37018 38046 NCT01412944 Medical University of South Carolina Charleston South Carolina United States 12439
38109 37850 NCT01411280 Medical University of South Carolina Charleston South Carolina 29425 United States 12439
38456 39300 NCT01410968 Medical University of South Carolina Charleston South Carolina 29425 United States 12439
38457 39301 NCT01410981 Recruiting Medical University of South Carolina Charleston South Carolina 29425 United States 12439
38550 39394 NCT01411007 Recruiting Medical University of South Carolina Charleston South Carolina 29425 United States 12439
39504 40640 NCT01407952 Recruiting Medical University of South Carolina Charleston South Carolina 29425 United States 12439
39670 40680 NCT01410552 Recruiting Medical University of South Carolina Charlestone South Carolina 29403 United States 12439
39682 40959 NCT01406756 Recruiting Medical University of South Carolina Charleston South Carolina 29425 United States 12439
41349 43424 NCT01415154 Medical University of South Carolina Charleston South Carolina 29425 United States 12439
41562 42425 NCT01421667 Recruiting Medical University of South Carolina Charleston South Carolina 29425 United States 12439
43027 44193 NCT01418261 Medical University of South Carolina Charleston South Carolina 29425 United States 12439
43775 38807 NCT01414608 Recruiting Medical University of South Carolina Charleston South Carolina 29425 United States 12439
44560 45220 NCT01426308 Medical University of South Carolina Charleston South Carolina 29403 United States 12439
46384 43216 NCT01419158 Medical University of South Carolina Charleston South Carolina 29425 United States 12439
47912 50992 NCT01431326 Recruiting Medical University of South Carolina Charleston South Carolina 29425 United States 12439
49333 46338 NCT00053599 Medical University of South Carolina North Charleston South Carolina 29406 United States 12439
49507 45819 NCT01426711 Medical University of South Carolina Charleston South Carolina 29425 United States 12439
51414 49438 NCT00053833 Medical University of South Carolina Charleston South Carolina 29425-0721 United States 12439
51857 48209 NCT00053352 Medical University of South Carolina Charleston South Carolina 29425 United States 12439
54428 52382 NCT01431001 Medical University of South Carolina Charleston South Carolina 29425 United States 12439
54662 52660 NCT01429389 Recruiting Medical University of South Carolina Charleston South Carolina 29466 United States 12439
55972 59524 NCT01442363 Medical University of South Carolina Charleston South Carolina 29425 United States 12439
56440 60535 NCT01451411 Recruiting Medical University of South Carolina Charleston South Carolina 29425 United States 12439
57225 56658 NCT01444664 Medical University of South Carolina Charleston South Carolina 29401 United States 12439
58055 55744 NCT01436175 Medical University of South Carolina, Anxiety ... North Charleston South Carolina 29406 United States 12439
58516 54909 NCT01436162 Medical University South Carolina Anxiety Diso... North Charleston South Carolina 29406 United States 12439
61467 59627 NCT01442376 Medical University of South Carolina Charleston South Carolina 29425 United States 12439
62924 62017 NCT01452516 Medical University of South Carolina Neurology Charleston South Carolina 29425 United States 12439
67313 67352 NCT01456000 Medical University South Carolina Charleston South Carolina 29425 United States 12439
67652 68921 NCT01462630 Recruiting Medical University of South Carolina Charleston South Carolina 29425 United States 12439
69114 70320 NCT01458522 Recruiting Medical University of South Carolina Charleston South Carolina 29425 United States 12439
69382 70607 NCT01459692 Medical University of South Carolina Charleston South Carolina 29412 United States 12439
72046 73212 NCT01466725 Medical University of South Carolina Charleston South Carolina 29425 United States 12439
73095 68086 NCT01461915 Recruiting Medical University of South Carolina Hollings ... Charleston South Carolina 29425 United States 12439
75659 76583 NCT01471522 Recruiting Medical University of South Carolina Charleston South Carolina 29425 United States 12439
77886 74589 NCT01465347 Medical University of South Carolina Charleston South Carolina 29425 United States 12439
79517 81701 NCT01474109 Medical University of South Carolina Charleston South Carolina 29425-8905 United States 12439
79816 80449 NCT01475357 Recruiting Medical University of South Carolina Charleston South Carolina 29425 United States 12439
82074 86005 NCT01477723 Medical University of South Carolina (MUSC) Charleston South Carolina 29425 United States 12439
83169 85976 NCT01476397 Medical University of South Carolina Charleston South Carolina 29425 United States 12439
83740 80323 NCT01475253 Medical University of South Carolina Urology A... Charleston South Carolina 29425 United States 12439
85052 88981 NCT00056160 Medical University of SC Charleston South Carolina 29425 United States 12439
85788 83777 NCT01480479 Recruiting Medical University of South Carolina - Departm... Charleston South Carolina 29425 United States 12439
86218 83492 NCT01482962 Recruiting Medical University of South Carolina Charleston South Carolina 29425 United States 12439
86365 84267 NCT01480141 Medical University of South Carolina Charleston South Carolina 29425 United States 12439
87070 83707 NCT01482156 Medical University of South Carolina SC Charleston South Carolina 29425 United States 12439
89163 87229 NCT01488513 Recruiting Medical University of South Carolina Charleston South Carolina 29425 United States 12439
90072 87892 NCT00056225 Medical University of South Carolina North Charleston South Carolina 29406 United States 12439
90128 88598 NCT01483820 Not yet recruiting Medical University of South Carolina Charleston South Carolina 29425 United States 12439
90622 89967 NCT01486316 Recruiting Medical University of South Carolina Charleston South Carolina 29425 United States 12439
94090 98230 NCT01504854 Medical University of South Carolina N. Charleston South Carolina 29406 United States 12439
96857 96423 NCT01497223 Medical University of South Carolina Charleston South Carolina 29403 United States 12439
104184 105297 NCT01509404 Medical University of South Carolina Charleston South Carolina 29425 United States 12439
104707 105414 NCT01509547 Recruiting Medical University of South Carolina Charleston South Carolina 29425 United States 12439
104907 105418 NCT01509586 Medical University of South Carolina Charleston South Carolina 29425 United States 12439
104908 105419 NCT01509599 Recruiting Medical University of South Carolina Charleston South Carolina 29425 United States 12439
105728 106472 NCT01517334 Recruiting Medical University of South Carolina College o... Charleston South Carolina 29403 United States 12439
108011 108692 NCT01515436 Medical University of South Carolina Charleston South Carolina 29425 United States 12439
108161 103289 NCT01511380 Medical University of South Carolina Charleston South Carolina 29401 United States 12439
108574 111076 NCT01524133 Recruiting Medical university of South Carolina Charleston South Carolina 29425 United States 12439
110536 111623 NCT01521338 Active, not recruiting Medical University of South Carolina Charleston South Carolina 29403 United States 12439
111430 106582 NCT01520558 Recruiting Medical University of South Carolina Charleston South Carolina 29425 United States 12439
113280 109733 NCT00057356 Medical University of South Carolina Charleston South Carolina 29425 United States 12439
113453 114639 NCT01533207 Recruiting Medical University of South Carolina Charleston South Carolina 29425 United States 12439
114753 118932 NCT01541254 Medical University of South Carolina Charleston South Carolina 29425 United States 12439
116438 117832 NCT01541670 Medical University of South Carolina (MUSC) Charleston South Carolina 29425 United States 12439
123431 122674 NCT01548690 Recruiting Medical University of South Carolina Charleston South Carolina 29425 United States 12439
123772 127967 NCT01553149 Recruiting Medical University of South Carolina Charleston South Carolina 29425 United States 12439
124527 122660 NCT01547741 Medical University of South Carolina Charleston South Carolina 29425 United States 12439
126706 130611 NCT01557036 Medical University of South Carolina Charleston South Carolina 29425 United States 12439
127040 131001 NCT01558102 Medical University of South Carolina Charleston South Carolina 29425 United States 12439
128290 126188 NCT00057928 Medical University of South Carolina Charleston South Carolina 29425-0721 United States 12439
130619 131517 NCT01556243 Recruiting Medical University of South Carolina Charleston South Carolina 29425 United States 12439
130680 131471 NCT01558817 Not yet recruiting Medical University of South Carolina Charleston South Carolina 29425 United States 12439
134670 134684 NCT01566591 Recruiting Medical Uni. Of South Carolina (MUSC) Charleston South Carolina 29425 United States 12439
135901 136524 NCT01576016 Medical University of South Carolina Charleston South Carolina 29401 United States 12439
135995 135121 NCT01565668 Medical University of South Carolina, Hollings... Charleston South Carolina 29403 United States 12439
136248 135624 NCT01565798 Medical University of South Carolina Charleston South Carolina 29425 United States 12439
137245 137162 NCT01576874 Recruiting Medical University of South Carolina Charleston South Carolina 29425 United States 12439
138477 139324 NCT01573273 Recruiting Medical University of South Carolina Charleston South Carolina 29425 United States 12439
139248 140161 NCT01582672 Recruiting Medical University of South Carolina (MUSC) Charleston South Carolina 29425 United States 12439
139700 141293 NCT01582061 Withdrawn Medical University of South Carolina Charleston South Carolina 29406 United States 12439
141980 143593 NCT01579513 Recruiting Medical University of South Carolina, Pediatri... Charleston South Carolina 29425 United States 12439
143410 138788 NCT01574183 Recruiting Medical University of South Carolina Charleston South Carolina 29425 United States 12439
144044 146609 NCT01589315 Recruiting Medical University of South Carolina Charleston South Carolina 29425 United States 12439
144270 145494 NCT01588197 Medical University of South Carolina Charleston South Carolina 29425 United States 12439
145779 146557 NCT01586260 Recruiting Medical University of South Carolina Charleston South Carolina 29425 United States 12439
148821 150176 NCT01597063 Medical University of South Carolina Charleston South Carolina 29466 United States 12439
149914 154083 NCT01601704 Medical University of South Carolina Charleston South Carolina 29425 United States 12439
150613 153153 NCT01601574 Medical University of South Carolina Charleston South Carolina 29425 United States 12439
150966 153497 NCT01602315 Not yet recruiting Medical University of South Carolina Onc Dept. Charleston South Carolina 29425 United States 12439
151428 149444 NCT01595048 Recruiting Medical University of South Carolina Charleston South Carolina 29425 United States 12439
152340 148951 NCT01597778 Recruiting Medical University of South Carolina Charleston South Carolina 29425 United States 12439
154488 152535 NCT01606501 Not yet recruiting Medical University of South Carolina Charleston South Carolina 29403 United States 12439
155209 151978 NCT01604590 Recruiting Medical University of South Carolina Charleston South Carolina 29425 United States 12439
155554 153332 NCT01603992 Medical University of S. Carolina Charleston South Carolina 29425 United States 12439
155658 154467 NCT01601847 Recruiting Medical University of South Carolina Charleston South Carolina 29425 United States 12439
157404 155364 NCT01611974 Medical University of South Carolina Charleston South Carolina 29425 United States 12439
158630 157923 NCT01608490 Recruiting Medical University of South Carolina Charleston South Carolina 29425-6300 United States 12439
159059 163227 NCT01626235 Medical University of South Carolina Charleston South Carolina 29425 United States 12439
159061 163229 NCT01626235 Medical University of South Carolina Charleston South Carolina 29403 United States 12439
165556 164961 NCT01622868 Recruiting Medical University of South Carolina Charleston South Carolina 29425 United States 12439
166398 166261 NCT01622855 Medical University of South Carolina Charleston South Carolina 29412 United States 12439
170454 171343 NCT01640353 Medical University of South Carolina Charleston South Carolina 29425 United States 12439
171130 171905 NCT01641822 Recruiting Medical University of South Carolina Charleston South Carolina 29425 United States 12439
171631 170672 NCT01640886 Medical University of South Carolina Charleston South Carolina 29425 United States 12439
173017 173000 NCT01635998 Recruiting Medical University of South Carolina Charleston South Carolina 29425 United States 12439
174098 174700 NCT01646125 Not yet recruiting Medical University of South Carolina AUY922A2207 Charleston South Carolina 29425 United States 12439
175459 176361 NCT01643798 Medical University of South Carolina Charleston South Carolina 29414 United States 12439
181466 182653 NCT01659411 Recruiting Medical University of South Carolina Charleston South Carolina 29425 United States 12439
181532 178183 NCT01653028 Recruiting Medical University of South Carolina Charleston South Carolina 29425 United States 12439
181790 178350 NCT01652170 Medical University of South Carolina Charleston South Carolina 29425 United States 12439
182766 185271 NCT01666444 Recruiting Medical University of South Carolina Charleston South Carolina 29425 United States 12439
184994 184136 NCT01656603 Recruiting Medical University of South Carolina Charleston South Carolina 29425 United States 12439
185319 189598 NCT01672879 Not yet recruiting Medical University of South Carolina Charleston South Carolina 29542 United States 12439
185682 189241 NCT01672866 Recruiting Medical University of South Carolina Charleston South Carolina 29542 United States 12439
186295 184826 NCT01656941 Recruiting Medical University of South Carolina Charleston South Carolina 29403 United States 12439
186781 188131 NCT01663350 Medical University of South Carolina Charleston South Carolina United States 12439
187229 184684 NCT01655784 Recruiting Medical Center of South Carolina Charleston South Carolina 29425 United States 12439
189024 226999 NCT00067236 Medical University of South Carolina Charleston South Carolina 29403 United States 12439
189129 230423 NCT01736618 Not yet recruiting Medical University of South Carolina Charleston South Carolina United States 12439
190121 228662 NCT01728103 Completed Medical University of South Carolina Charleston South Carolina 29425 United States 12439
191015 225898 NCT01732536 Medical University of South Carolina Charleston South Carolina 29425 United States 12439
192285 226500 NCT01730950 Recruiting Medical University of South Carolina Charleston South Carolina 29425 United States 12439
193310 227588 NCT01729819 Not yet recruiting Medical University of South Carolina Charleston South Carolina United States 12439
193798 198368 NCT00064454 Medical University of South Carolina Charleston South Carolina 29425 United States 12439
194698 196577 NCT01687153 Medical University of South Carolina North Charleston South Carolina 29406 United States 12439
195812 194978 NCT01674140 Recruiting Medical University of South Carolina Charleston South Carolina 29425 United States 12439
196124 196593 NCT01687166 Recruiting Medical University of South Carolina Charleston South Carolina 29425 United States 12439
196223 193966 NCT01678638 Not yet recruiting Medical University of South Carolina; Medical ... Charleston South Carolina United States 12439
196977 194472 NCT01681004 Recruiting Medical University of South Carolina Charleston South Carolina 29425 United States 12439
197137 196998 NCT01686373 Recruiting Medical University of South Carolina Charleston South Carolina 29425 United States 12439
197354 193518 NCT01677962 Recruiting Medical University of South Carolina Charleston South Carolina 29425 United States 12439
197356 193520 NCT01677988 Recruiting Medical University of South Carolina Charleston South Carolina 29425 United States 12439
197509 197364 NCT01685463 Recruiting Medical University of South Carolina Charleston South Carolina 29425 United States 12439
197831 198177 NCT01684410 Medical University of South Carolina Charleston South Carolina 29425 United States 12439
198725 201940 NCT01690130 Recruiting Medical University of South Carolina Charleston South Carolina 29425 United States 12439
203114 201240 NCT01693614 Recruiting Medical University of South Carolina -Hollings... Charleston South Carolina 29425 United States 12439
203821 202023 NCT01690143 Recruiting Medical University of South Carolina Hollings ... Charleston South Carolina 29425 United States 12439
205420 187164 NCT01662895 Medical University of South Carolina Charleston South Carolina 29425 United States 12439
207084 190933 NCT01667536 Medical University of South Carolina Charleston South Carolina 29435 United States 12439
208131 190036 NCT01672164 Recruiting Medical University of South Carolina Charleston South Carolina 29425 United States 12439
208913 191216 NCT01670136 Recruiting Medical University of South Carolina Charleston South Carolina 29425 United States 12439
210763 190947 NCT01668784 Recruiting Medical University Of South Carolina Charleston South Carolina 29425 United States 12439
213443 253644 NCT01769196 Recruiting Medical University of South Carolina Charleston South Carolina 29425 United States 12439
213447 253648 NCT01769768 Recruiting Medical University of South Carolina Dept.of N... Charleston South Carolina 29425 United States 12439
214459 250436 NCT01759511 Medical University of South Carolina Charleston South Carolina 29425 United States 12439
216969 254709 NCT01762033 Recruiting Medical University of South Carolina Charleston South Carolina 29425 United States 12439
219814 218363 NCT01712490 Recruiting Medical University of South Carolina - Holling... Charleston South Carolina 29425 United States 12439
222658 221777 NCT01716117 Recruiting Medical University of South Carolina Charleston South Carolina 29415 United States 12439
225796 205845 NCT01696084 Recruiting Medical University of South Carolina Charleston South Carolina 29425 United States 12439
226906 207454 NCT01705574 Medical University of South Carolina Charleston South Carolina 29425 United States 12439
235144 281145 NCT01827332 Recruiting Medical University of South Carolina Charleston South Carolina 29425 United States 12439
236184 233342 NCT01749345 Recruiting Medical University of South Carolina Charleston South Carolina 29425 United States 12439
238000 235343 NCT01741194 Active, not recruiting Medical University of South Carolina Charleston South Carolina 29406 United States 12439
239460 237343 NCT01752114 Recruiting Medical University of South Carolina Charleston South Carolina 29425 United States 12439
239689 235212 NCT01740427 Not yet recruiting Medical University of South Carolina Charleston South Carolina 29425 United States 12439
240228 231275 NCT01738191 Recruiting Medical University of South Carolina Charleston South Carolina 29425 United States 12439
240405 240266 NCT01752933 Recruiting Medical University of South Carolina, Hollings... Charleston South Carolina 29425 United States 12439
240631 248117 NCT01817361 Medical University of South Carolina Charleston South Carolina 29425 United States 12439
242608 243394 NCT01818596 Medical University of South Carolina Charleston South Carolina 29425 United States 12439
243346 243809 NCT01816555 Recruiting Medical University of South Carolina Charleston South Carolina 29425 United States 12439
243999 239748 NCT01751906 Recruiting Medical University of South Carolina Charleston South Carolina 29403 United States 12439
245884 241009 NCT01815502 Recruiting Medical University of South Carolina Charleston South Carolina 29425 United States 12439
247656 233507 NCT01746095 Recruiting Medical University of South Carolina Charleston South Carolina 29425 United States 12439
248159 246632 NCT01814813 Recruiting Medical University of South Carolina Charleston South Carolina 29425 United States 12439
248292 236617 NCT01740895 Medical University of South Carolina Charleston South Carolina 29425 United States 12439
252332 241158 NCT01804270 Recruiting Medical University of South Carolina Charleston South Carolina 29425 United States 12439
252335 241161 NCT01804296 Medical University of South Carolina Charleston South Carolina 29425 United States 12439
252786 239179 NCT01757132 Medical University of South Carolina, Storm Ey... Charleston South Carolina 29425 United States 12439
253195 238414 NCT01755169 Recruiting Medical University of South Carolina Charleston South Carolina 29425 United States 12439
253342 255435 NCT01765738 Not yet recruiting Medical University of South Carolina Charleston South Carolina 29425 United States 12439
253503 240446 NCT01751035 Recruiting Medical University of South Carolina Charleston South Carolina 29425 United States 12439
254226 241614 NCT01804530 Recruiting Medical Universtiy of South Carolina (MUSC) Charleston South Carolina 29425 United States 12439
254641 240884 NCT01810341 Recruiting Medical University of South Carolina Charleston South Carolina 29425 United States 12439
259298 261717 NCT01802203 Recruiting Medical University of South Carolina Charleston South Carolina 29425 United States 12439
260885 259897 NCT01802567 Recruiting Medical University of South Carolina Charleston South Carolina 29425 United States 12439
261157 256926 NCT00069745 Medical University of South Carolina Hollings ... Charleston South Carolina 29425 United States 12439
262436 262002 NCT01794182 Recruiting Medical University of South Carolina Charleston South Carolina 29425 United States 12439
264354 267932 NCT01783431 Recruiting Medical University of South Carolina Charleston South Carolina 29425 United States 12439
264683 269515 NCT01774253 Recruiting Medical University of South Carolina Charleston South Carolina 29425 United States 12439
266066 266949 NCT01783054 Recruiting Medical University of South Carolina Charleston South Carolina 29425 United States 12439
266688 268032 NCT01772953 Recruiting Medical University of South Carolina Charleston South Carolina 29425 United States 12439
267456 268438 NCT01783990 Medical University of South Carolina Charleston South Carolina 29425 United States 12439
270898 274981 NCT01891643 Recruiting Medical University Of South Carolina Hollings ... Charleston South Carolina 29425 United States 12439
271439 271250 NCT01885455 Recruiting Medical University of South Carolina Charleston South Carolina 29425 United States 12439
273070 271448 NCT00071721 Medical University of South Carolina North Charleston South Carolina 29406-6076 United States 12439
273239 273603 NCT01889953 Not yet recruiting Medical University of South Carolina Charleston South Carolina 29425 United States 12439
275777 280644 NCT01826214 Withdrawn Medical University of South Carolina -Hollings... Charleston South Carolina 29425 United States 12439
276252 266851 NCT01780506 Medical University of South Carolina Charleston South Carolina 29425 United States 12439
277760 280842 NCT01831739 Recruiting Medical University of South Caolina Charleston South Carolina 29425 United States 12439
278400 281514 NCT01822587 Not yet recruiting Medical University of South Carolina Charleston South Carolina 29425 United States 12439
279492 264003 NCT01780844 Recruiting Medical University of South Carolina Charleston South Carolina 29425 United States 12439
281257 279064 NCT01837030 Recruiting Medical University of South Carolina Charleston South Carolina 29425 United States 12439
283035 284791 NCT01820299 Recruiting Medical University of South Carolina Charleston South Carolina 29412 United States 12439
284111 300557 NCT01843426 Recruiting Medical University of South Carolina Charleston South Carolina 29425 United States 12439
284373 298420 NCT01852188 Recruiting Medical University of South Carolina Charleston South Carolina 29425 United States 12439
284374 298421 NCT01852201 Recruiting Medical University of South Carolina Charleston South Carolina 29461 United States 12439
284605 285260 NCT01820325 Withdrawn Medical University of South Carolina MUSC Charleston South Carolina 29425 United States 12439
285301 286829 NCT01859273 Recruiting Medical University of South Carolina Charleston South Carolina 29425 United States 12439
285878 299241 NCT01847820 Recruiting Medical University of South Carolina Charleston South Carolina 29425 United States 12439
291134 292998 NCT01861990 Medical University of South Carolina Charleston South Carolina 29425 United States 12439
291697 303272 NCT01967888 Not yet recruiting Medical University of South Carolina Charleston South Carolina 29425 United States 12439
292131 289720 NCT00071331 Medical University of South Carolina Charleston South Carolina 29401 United States 12439
292822 292039 NCT01861457 Medical University of South Carolina Charleston South Carolina 29425 United States 12439
294459 301079 NCT01845454 Recruiting Medical University of South Carolina Charleston South Carolina United States 12439
296793 300791 NCT00070590 Medical Univ of South Carolina Charleston South Carolina 29425 United States 12439
298344 289986 NCT01871038 Medical University of South Carolina Charleston South Carolina 29425 United States 12439
299788 263109 NCT01801007 Recruiting The Medical University of South Carolina Charleston South Carolina 29425 United States 12439
303768 305155 NCT00074555 Medical University of South Carolina Charleston South Carolina 29425 United States 12439
304568 261529 NCT01793792 Recruiting Medical University of South Carolina Charleston South Carolina 29425 United States 12439
308041 321912 NCT01932788 Recruiting Medical University of South Carolina Charleston South Carolina 29425 United States 12439
310483 322193 NCT01947608 Medical University of South Carolina -Hollings... Charleston South Carolina 29425 United States 12439
311010 316430 NCT01942694 Recruiting Medical University of South Carolina Charleston South Carolina 29425 United States 12439
312329 333199 NCT02067377 Recruiting Medical University of South Carolina Charleston South Carolina 29425 United States 12439
312868 318496 NCT01949519 Recruiting Medical University of South Carolina Charleston South Carolina 29425 United States 12439
313306 331028 NCT01911169 Recruiting Medical University of South Carolina Charleston South Carolina 29425 United States 12439
314735 319352 NCT01945736 Recruiting Medical University of South Carolina Charleston South Carolina 29425 United States 12439
319985 316968 NCT01946880 Recruiting Medical University of South Carolina Charleston South Carolina United States 12439
320772 316198 NCT01933399 Recruiting Medical University of South Carolina Charleston South Carolina 29425 United States 12439
320904 325288 NCT01911325 Not yet recruiting Medical University of South Carolina MUSC Charleston South Carolina 29425 United States 12439
322463 325353 NCT01915160 Medical University of SC Charleston South Carolina 294258908 United States 12439
324255 332541 NCT02056782 Not yet recruiting Medical University of South Carolina Charleston South Carolina 29425 United States 12439
326030 285549 NCT01832220 Recruiting Medical University of South Carolina Charleston South Carolina 29425 United States 12439
326938 333038 NCT02058251 Not yet recruiting Medical University of South Carolina Charleston South Carolina 29425 United States 12439
327532 330072 NCT01912274 Recruiting Medical College of South Carolina-Hollings Can... Charleston South Carolina 29425 United States 12439
328778 350501 NCT02039869 Not yet recruiting Medical University of South Carolina Charleston South Carolina 29425 United States 12439
335319 357723 NCT01993849 Recruiting Medical University of South Carolina Charleston South Carolina 29425 United States 12439
336222 355073 NCT02001688 Not yet recruiting Medical University of South Carolina, Pulmonar... Charleston South Carolina 29425 United States 12439
336420 359355 NCT00002493 Medical University of South Carolina Charleston South Carolina 29425-0721 United States 12439
340401 343260 NCT01976104 Not yet recruiting Medical University of South Carolina Charleston South Carolina United States 12439
341169 343297 NCT01977547 Not yet recruiting The Medical University of South Carolina Charleston South Carolina 29425 United States 12439
341228 343800 NCT00002485 Medical University of South Carolina Charleston South Carolina 29425-0721 United States 12439
341797 340289 NCT01972139 Medical University of South Carolina Charleston South Carolina 29425 United States 12439
343128 345442 NCT00075582 Medical University of South Carolina Charleston South Carolina 29425 United States 12439
344727 343582 NCT01970007 Recruiting Medical University of South Carolina Charleston South Carolina 29425 United States 12439
345805 345946 NCT00002478 Medical University of South Carolina Charleston South Carolina 29425-0721 United States 12439
347996 313365 NCT01893190 Not yet recruiting Medical University of South Carolina (MUSC) Charleston South Carolina 29425 United States 12439
348604 309013 NCT01898091 Recruiting Medical University of South Carolina Charleston South Carolina 29425-9170 United States 12439
352918 370134 NCT02088580 Recruiting Medical University of South Carolina Charleston South Carolina 29425 United States 12439
352921 370137 NCT02088619 Not yet recruiting Medical University of South Carolina, Dept of ... Charleston South Carolina 29425 United States 12439
353669 370140 NCT02088658 Recruiting Medical University of South Carolina Charleston South Carolina 29425 United States 12439
355802 367287 NCT00002583 Medical University of South Carolina Charleston South Carolina 29425-0721 United States 12439
357351 371820 NCT00078741 Medical University of South Carolina Charleston South Carolina 29401 United States 12439
357876 378826 NCT00002568 Medical University of South Carolina Charleston South Carolina 29425-0721 United States 12439
359190 383330 NCT00089570 Medical University of South Carolina Charleston South Carolina 29425 United States 12439
359540 384130 NCT00081458 Medical University of South Carolina Charleston South Carolina 29425 United States 12439
362587 383483 NCT00086138 Medical University of South Carolina North Charleston South Carolina 29406 United States 12439
363115 382894 NCT00002577 Medical University of South Carolina Charleston South Carolina 29425-0721 United States 12439
363691 370902 NCT00078611 Medical University of South Carolina - Digesti... Charleston South Carolina 29425 United States 12439
363928 367941 NCT00094081 Medical University of South Carolina Charleston South Carolina 29425 United States 12439
365215 378897 NCT00002569 Medical University of South Carolina Charleston South Carolina 29425-0721 United States 12439
365441 368770 NCT02096029 Not yet recruiting Medical University of South Carolina Charleston South Carolina 29425 United States 12439
365647 384020 NCT00079274 Medical University of South Carolina Charleston South Carolina 29425 United States 12439
365802 368785 NCT02096107 Recruiting Medical University of South Carolina Charleston South Carolina 29425 United States 12439
367999 371201 NCT00076986 Medical University of South Carolina Charleston South Carolina 29425 United States 12439
369669 348588 NCT02034227 Recruiting Medical University of South Carolina Charleston South Carolina 29425 United States 12439
375578 393290 NCT00002708 Medical University of South Carolina Charleston South Carolina 29425-0721 United States 12439
375668 397483 NCT00117403 Medical University of South Carolina North Charleston South Carolina 29406 United States 12439
377725 391977 NCT00122980 Medical University of South Carolina Charleston South Carolina 29425 United States 12439
378458 392395 NCT00002717 Medical University of South Carolina Charleston South Carolina 29425-0721 United States 12439
378501 391995 NCT00123071 Medical University of South Carolina Charleston South Carolina 29425 United States 12439
379771 395080 NCT00115934 Medical University of South Carolina Charleston South Carolina 29425 United States 12439
380669 396472 NCT00002707 Medical University of South Carolina Charleston South Carolina 29425-0721 United States 12439
382502 363226 NCT00002594 Medical University of South Carolina Charleston South Carolina 29425-0721 United States 12439
385302 406108 NCT00098839 Medical University of South Carolina Charleston South Carolina 29425 United States 12439
387056 408419 NCT00108745 Medical University of South Carolina Charleston South Carolina 29425 United States 12439
388331 394770 NCT00119717 Medical University of South Carolina Charleston South Carolina 29425 United States 12439
389048 395966 NCT00114530 Medical University of South Carolina Charleston South Carolina 29425 United States 12439
392670 406428 NCT00002597 Medical University of South Carolina Charleston South Carolina 29425-0721 United States 12439
393253 377725 NCT00002575 Medical University of South Carolina Charleston South Carolina 29425-0721 United States 12439
398414 376586 NCT00090116 Medical University of South Carolina Charleston South Carolina 29406 United States 12439
398477 375460 NCT00076440 Medical University of South Carolina Charleston South Carolina 29406 United States 12439
398705 363151 NCT00092508 Medical University of South Carolina Charleston South Carolina 29425 United States 12439
399214 420940 NCT00002611 Medical University of South Carolina Charleston South Carolina 29425-0721 United States 12439
403154 421118 NCT00104520 Medical University of South Carolina Charleston South Carolina United States 12439
403688 420500 NCT00002618 Medical University of South Carolina Charleston South Carolina 29425-0721 United States 12439
403712 419691 NCT00002622 Medical University of South Carolina Charleston South Carolina 29425-0721 United States 12439
403844 422767 NCT00162045 Medical University of South Carolina Charleston South Carolina 29425 United States 12439
405207 387132 NCT00083421 Medical University of South Carolina, Alzheime... North Charleston South Carolina 29406 United States 12439
405930 388329 NCT00079482 Medical University of South Carolina Charleston South Carolina 29425 United States 12439
406246 389515 NCT00083590 Medical University of South Carolina North Charleston South Carolina 29406 United States 12439
406443 385199 NCT00082784 Medical University of South Carolina Charleston South Carolina 29425 United States 12439
406542 391083 NCT00002564 Medical University of South Carolina Charleston South Carolina 29425-0721 United States 12439
406595 390294 NCT00002545 Medical University of South Carolina Charleston South Carolina 29425-0721 United States 12439
407255 386952 NCT00080340 Medical University of S.C. Charleston South Carolina 29425 United States 12439
407803 389584 NCT00002562 Medical University of South Carolina Charleston South Carolina 29425-0721 United States 12439
409397 388075 NCT00083447 Medical University of South Carolina Charleston South Carolina 29425 United States 12439
411283 432877 NCT00128167 Medical University of South Carolina Charleston South Carolina 29425 United States 12439
412249 431154 NCT00133822 Medical University of South Carolina Charleston South Carolina United States 12439
413017 431590 NCT00132977 Medical University of Southern California Charleston South Carolina 29401 United States 12439
414579 436866 NCT00134030 Medical University of South Carolina Charleston South Carolina 29425 United States 12439
416693 401889 NCT00002610 Medical University of South Carolina Charleston South Carolina 29425-0721 United States 12439
419140 401737 NCT00002602 Medical University of South Carolina Charleston South Carolina 29425-0721 United States 12439
422475 398842 NCT00116428 Medical University of South Carolina Charleston South Carolina 29403 United States 12439
423307 462645 NCT00168857 Medical University of South Carolina Charleston South Carolina United States 12439
424351 450474 NCT00140101 Medical University of South Carolina (MUSC) Charleston South Carolina 29425 United States 12439
424447 463899 NCT00179647 Medical University of South Carolina Charleston South Carolina 29425 United States 12439
424600 447815 NCT00136825 Medical University of South Carolina Charleston South Carolina 29425 United States 12439
425276 462291 NCT00002924 Medical University of South Carolina Charleston South Carolina 29425-0721 United States 12439
429535 411164 NCT00113087 Medical University of South Carolina Charleston South Carolina 29425 United States 12439
429733 429744 NCT00002889 Medical University of South Carolina Charleston South Carolina 29425-0721 United States 12439
432846 416054 NCT00106899 Medical University of South Carolina North Charleston South Carolina 29406 United States 12439
433251 414875 NCT00104273 Medical University of South Carolina Alzheimer... North Charleston South Carolina 29406-6076 United States 12439
434096 414125 NCT00113698 Medical University of South Carolina Charleston South Carolina 29425 United States 12439
434716 461573 NCT00002912 Medical University of South Carolina Charleston South Carolina 29425-0721 United States 12439
434868 458021 NCT00228540 Medical University of SC Charleston South Carolina 29425 United States 12439
435204 459573 NCT00003054 Medical University of South Carolina Charleston South Carolina 29425-0721 United States 12439
435502 462446 NCT00180479 Medical University of South Carolina Charleston South Carolina 29403 United States 12439
438840 461094 NCT00003057 Medical University of South Carolina Charleston South Carolina 29425-0721 United States 12439
439075 411689 NCT00002704 Medical University of South Carolina Charleston South Carolina 29425-0721 United States 12439
441405 418800 NCT00106314 The Medical University of South Carolina Charleston South Carolina 29425 United States 12439
442837 427117 NCT00158743 Medical University of South Carolina, 96 Jonat... Charleston South Carolina 29425 United States 12439
447783 489167 NCT00262847 Medical University of South Carolina Charleston South Carolina 29425 United States 12439
448084 484617 NCT00262132 Medical University of South Carolina Charleston South Carolina 29425 United States 12439
448251 484398 NCT00264810 Medical University of South Carolina Charleston South Carolina 29425 United States 12439
448769 487367 NCT00003179 Medical University of South Carolina Charleston South Carolina 29425-2233 United States 12439
449017 484095 NCT00002941 Medical University of South Carolina Charleston South Carolina 29425-0721 United States 12439
449569 486212 NCT00262821 Medical University of South Carolina Charleston South Carolina 29425 United States 12439
453224 444032 NCT00149617 Medical University of South Carolina Charleston South Carolina 29425 United States 12439
454626 456086 NCT00229125 Medical University of South Carolina - Center ... Charleston South Carolina 29425 United States 12439
454671 454881 NCT00003027 Medical University of South Carolina Charleston South Carolina 29425-0721 United States 12439
457778 441571 NCT00148954 Medical University of South Carolina Charleston South Carolina 29425 United States 12439
462243 439366 NCT00002873 Medical University of South Carolina Charleston South Carolina 29425-0721 United States 12439
464974 451691 NCT00144014 Medical University South Carolina Hospitals an... Charleston South Carolina 29425 United States 12439
465817 447617 NCT00002819 Medical University of South Carolina Charleston South Carolina 29425-0721 United States 12439
467204 455434 NCT00224770 Medical University of South Carolina Charleston South Carolina 29425 United States 12439
467924 456255 NCT00218387 Medical University of South Carolina Charleston South Carolina 29425 United States 12439
468334 456270 NCT00218491 Medical University of South Carolina Charleston South Carolina 29425 United States 12439
468728 455887 NCT00222898 Medical University of South Carolina Charleston South Carolina 29425 United States 12439
470061 449413 NCT00002791 Medical University of South Carolina Charleston South Carolina 29425-0721 United States 12439
475418 513078 NCT00003118 Medical University of South Carolina Charleston South Carolina 29425-0721 United States 12439
476015 514576 NCT00003117 Medical University of South Carolina Charleston South Carolina 29425-0721 United States 12439
485826 470077 NCT00002976 Medical University of South Carolina Charleston South Carolina 29425-0721 United States 12439
487626 467434 NCT00183196 Medical University of South Carolina, Center f... Charleston South Carolina 29425 United States 12439
487992 468275 NCT00002925 Medical University of South Carolina Charleston South Carolina 29425-0721 United States 12439
488500 471859 NCT00212134 Medical University of South Carolina Charleston South Carolina 29425-2236 United States 12439
490109 471505 NCT00200629 Medical University of SC Charleston South Carolina 29466 United States 12439
490120 471516 NCT00200759 Medical University of South Carolina Charleston South Carolina 29425 United States 12439
490441 473167 NCT00002993 Medical University of South Carolina Charleston South Carolina 29425-0721 United States 12439
490525 471520 NCT00200798 Recruiting Medical University of South Carolina, GCRC Charleston South Carolina 29425 United States 12439
492910 471215 NCT00002994 Medical University of South Carolina Charleston South Carolina 29425-0721 United States 12439
493555 474952 NCT00215241 Medical University of South Carolina Charleston South Carolina 29425 United States 12439
495407 495369 NCT00003078 Medical University of South Carolina Charleston South Carolina 29425-0721 United States 12439
496009 494791 NCT00003070 Medical University of South Carolina Charleston South Carolina 29425-0721 United States 12439
499760 541296 NCT00282672 Medical University of South Carolina Charleston South Carolina 29425 United States 12439
505913 510268 NCT00246441 Medical University of South Carolina, Institut... Charleston South Carolina 29425 United States 12439
506680 503835 NCT00259857 Medical University of South Carolina Charleston South Carolina 29425 United States 12439
507722 491709 NCT00003178 Medical University of South Carolina Charleston South Carolina 29425-0721 United States 12439
509249 492969 NCT00238420 Medical University of South Carolina Charleston South Carolina 29425 United States 12439
509956 510027 NCT00241813 Medical University of South Carolina Charleston South Carolina 29425 United States 12439
510756 510057 NCT00242437 The Medical University of South Carolina Depar... Charleston South Carolina 29425-0550 United States 12439
514389 502977 NCT00003139 Medical University of South Carolina Charleston South Carolina 29425-0721 United States 12439
515289 515545 NCT00003130 Medical University of South Carolina Charleston South Carolina 29425-0721 United States 12439
520581 519259 NCT00003352 Medical University of South Carolina Charleston South Carolina 29425-0721 United States 12439
523036 519951 NCT00303459 Medical University of South Carolina (MUSC) Charleston South Carolina 29425 United States 12439
523552 523400 NCT00003376 Medical University of South Carolina Charleston South Carolina 29425-0721 United States 12439
523940 523819 NCT00302952 Medical University of South Carolina Charleston South Carolina 29425 United States 12439
526205 528573 NCT00274313 Medical University of South Carolina Charleston South Carolina 29425 United States 12439
526526 533856 NCT00292591 Medical University of South Carolina Charleston South Carolina 29425 United States 12439
527583 529661 NCT00266669 Medical University of South Carolina Charleston South Carolina 29425 United States 12439
528228 527102 NCT00273338 Medical University Of South Carolina Charleston South Carolina 29425 United States 12439
528430 524432 NCT00003216 Medical University of South Carolina Charleston South Carolina 29425-0721 United States 12439
531113 526568 NCT00272181 Medical University of South Carolina Charleston South Carolina 29425 United States 12439
531204 535281 NCT00003313 Medical University of South Carolina Charleston South Carolina 29425-0721 United States 12439
531354 530820 NCT00003234 Medical University of South Carolina Charleston South Carolina 29425-0721 United States 12439
531425 522239 NCT00300274 Medical University of South Carolina Charleston South Carolina United States 12439
531918 536901 NCT00003322 Medical University of South Carolina Charleston South Carolina 29425-0721 United States 12439
533867 536988 NCT00285506 Medical University of South Carolina Charleston South Carolina 29425 United States 12439
534505 533934 NCT00294541 Medical University of South Carolina Charleston South Carolina 29425 United States 12439
534817 519352 NCT00301366 Medical University of South Carolina Charleston South Carolina 29425 United States 12439
535217 535576 NCT00003312 Medical University of South Carolina Charleston South Carolina 29425-0721 United States 12439
535285 533967 NCT00295061 Medical University of South Carolina Charleston South Carolina 29425 United States 12439
538592 529750 NCT00003217 Medical University of South Carolina Charleston South Carolina 29425-0721 United States 12439
539078 541814 NCT00282711 Medical University of SC (MUSC) Charleston South Carolina 29466 United States 12439
542279 528089 NCT00003248 Medical University of South Carolina Charleston South Carolina 29425-0721 United States 12439
543554 560045 NCT00003378 Medical University of South Carolina Charleston South Carolina 29425-0721 United States 12439
545010 563274 NCT00325442 Medical University of South Carolina Charleston South Carolina 29425 United States 12439
545851 547372 NCT00330187 Recruiting Medical University of South Carolina Charleston South Carolina 29425 United States 12439
546078 548848 NCT00329706 Recruiting Medical University of South Carolina Charleston South Carolina 29425 United States 12439
546103 559576 NCT00303979 Medical University of South Charleston South Carolina 29406 United States 12439
546252 547377 NCT00330239 Medical University of South Carolina Charleston South Carolina 29464 United States 12439
546885 558769 NCT00003386 Medical University of South Carolina Charleston South Carolina 29425-0721 United States 12439
546886 558770 NCT00307047 Medical University of South Carolina (MUSC) Charleston South Carolina 29425 United States 12439
547981 561606 NCT00003381 Medical University of South Carolina Charleston South Carolina 29425-0721 United States 12439
548182 547874 NCT00330278 Medical University of South Carolina Charleston South Carolina 29425 United States 12439
548191 548280 NCT00329030 Medical University of South Carolina Charleston South Carolina 29425 United States 12439
548451 558430 NCT00309907 Medical University of South Carolina Charleston South Carolina 29425 United States 12439
548749 561638 NCT00306722 Medical University of South Carolina Charleston South Carolina 29425 United States 12439
549529 552418 NCT00003591 Medical University of South Carolina Charleston South Carolina 29425-0721 United States 12439
552401 551140 NCT00003573 Medical University of South Carolina Charleston South Carolina 29425-0721 United States 12439
553608 556119 NCT00310180 Medical University of South Carolina Charleston South Carolina 29425 United States 12439
556854 559282 NCT00003387 Medical University of South Carolina Charleston South Carolina 29425-0721 United States 12439
558210 561553 NCT00003380 Medical University of South Carolina Charleston South Carolina 29425-0721 United States 12439
559059 556365 NCT00306852 Medical University of South Carolina Charleston South Carolina 29425 United States 12439
561816 565073 NCT00003546 Medical University of South Carolina Charleston South Carolina 29425-0721 United States 12439
562323 518858 NCT00003368 Medical University of South Carolina Charleston South Carolina 29425-0721 United States 12439
562358 518465 NCT00003370 Medical University of South Carolina Charleston South Carolina 29425-0721 United States 12439
563482 564516 NCT00323518 Medical University of South Carolina Hollings ... Charleston South Carolina 29425 United States 12439
563594 568583 NCT00321399 Medical University of South Carolina Charleston South Carolina 29425 United States 12439
564243 564178 NCT00324805 Completed Medical University of South Carolina Charleston South Carolina 29425 United States 12439
564869 521389 NCT00302341 Medical University of SC Charleston South Carolina 29425 United States 12439
566343 523035 NCT00003344 Medical University of South Carolina Charleston South Carolina 29425-0721 United States 12439
566400 567315 NCT00003523 Medical University of South Carolina Charleston South Carolina 29425-0721 United States 12439
566599 569082 NCT00003519 Medical University of South Carolina Charleston South Carolina 29425-0721 United States 12439
567487 583502 NCT00370214 Medical University of South Carolina Charleston South Carolina 29425 United States 12439
567721 583308 NCT00366145 Medical University of South Carolina Charleston South Carolina 29425 United States 12439
573739 582643 NCT00003666 Medical University of South Carolina Charleston South Carolina 29425-0721 United States 12439
579146 578230 NCT00003661 Medical University of South Carolina Charleston South Carolina 29425-0721 United States 12439
580673 579129 NCT00369759 Medical University of SC Charleston South Carolina 29425 United States 12439
580766 576716 NCT00317642 Medical University of South Carolina Charleston South Carolina United States 12439
582121 581143 NCT00003662 Medical University of South Carolina Charleston South Carolina 29425-0721 United States 12439
583981 577789 NCT00320372 Medical University of South Carolina Charleston South Carolina 29403 United States 12439
584748 578651 NCT00370526 Medical University of South Carolina Charleston South Carolina 29425 United States 12439
588674 596126 NCT00000173 Medical University of South Carolina North Charleston South Carolina 29406 United States 12439
589060 589970 NCT00336024 Recruiting Medical University of South Carolina Charleston South Carolina 29425 United States 12439
589114 594520 NCT00359424 Medical University of South Carolina Charleston South Carolina 29425 United States 12439
589961 593814 NCT00363116 Medical University of South Carolina Charleston South Carolina 29425 United States 12439
590417 548950 NCT00331188 Medical University of South Carolina Charleston South Carolina 29425 United States 12439
590509 548170 NCT00326898 Medical University of South Carolina Charleston South Carolina 29425 United States 12439
591670 613292 NCT00408005 Recruiting Medical University of South Carolina Charleston South Carolina 29425 United States 12439
593339 610921 NCT00400400 Medical University of South Carolina Charleston South Carolina 29425 United States 12439
593412 607230 NCT00352534 Medical University of South Carolina Charleston South Carolina 29425 United States 12439
593925 615773 NCT00003812 Medical University of South Carolina Charleston South Carolina 29425-0721 United States 12439
597373 617490 NCT00003700 Medical University of South Carolina Charleston South Carolina 29425-0721 United States 12439
599961 620291 NCT00377949 Recruiting Medical University of South Carolina Charleston South Carolina 29425 United States 12439
602289 620775 NCT00003692 Medical University of South Carolina Charleston South Carolina 29425-0721 United States 12439
604195 607595 NCT00349622 Medical University of South Carolina Charleston South Carolina 29403 United States 12439
606078 609296 NCT00003811 Medical University of South Carolina Charleston South Carolina 29425-0721 United States 12439
606674 607849 NCT00354835 Medical University of South Carolina Charleston South Carolina 29425 United States 12439
607428 608287 NCT00354159 Medical University of South Carolina Charleston South Carolina 29425 United States 12439
608947 575293 NCT00318565 Medical University of South Carolina Charleston South Carolina 29425 United States 12439
609582 571448 NCT00319696 Medical Universtiy of South Carolina Charleston South Carolina 29425 United States 12439
610259 617237 NCT00003675 Medical University of South Carolina Charleston South Carolina 29425-0721 United States 12439
610361 571903 NCT00319033 Medical Univ of South Carolina Charleston South Carolina 29425 United States 12439
610362 571904 NCT00319033 Medical University of South Carolina Charleston South Carolina 29425 United States 12439
614882 569796 NCT00325403 Medical University of South Carolina Charleston South Carolina United States 12439
615336 633879 NCT00389155 Medical University Of South Carolina Charleston South Carolina 29425 United States 12439
615728 639631 NCT00389467 Medical University of South Carolina, 171 Ashl... Charleston South Carolina 29403 United States 12439
616795 629621 NCT00392106 Medical University of South Carolina Charleston South Carolina 29425 United States 12439
617280 640094 NCT00003745 Medical University of South Carolina Charleston South Carolina 29425-0721 United States 12439
620371 641409 NCT00440050 Medical University of South Carolina North Charleston South Carolina 29406 United States 12439
620573 632668 NCT00392327 Medical University of South Carolina Charleston South Carolina 29425 United States 12439
621843 598468 NCT00360191 Medical University of South Carolina Charleston South Carolina 29425 United States 12439
624162 599711 NCT00003625 Medical University of South Carolina Charleston South Carolina 29425-0721 United States 12439
631887 635608 NCT00003739 Medical University of South Carolina Charleston South Carolina 29425-0721 United States 12439
632156 643295 NCT00438685 Medical University of South Carolina, Departme... Charleston South Carolina 29425 United States 12439
633938 613936 NCT00401518 Recruiting Medical University of South Carolina Charleston South Carolina 29425 United States 12439
634278 599607 NCT00355316 Medical University of South Carolina Charleston South Carolina 29425 United States 12439
636499 600855 NCT00360893 Medical University of South Carolina Charleston South Carolina 250624 United States 12439
637066 599884 NCT00360269 Medical University of South Carolina Charleston South Carolina 29425 United States 12439
637469 599906 NCT00360815 Medical University of South Carolina Charleston South Carolina 29403-5851 United States 12439
638447 611041 NCT00003795 Medical University of South Carolina Charleston South Carolina 29425-0721 United States 12439
639989 656741 NCT00434278 Medical Univ of South Carolina Charleston South Carolina 29425 United States 12439
641301 659803 NCT00429364 Medical University of South Carolina Charleston South Carolina 29425 United States 12439
642854 666118 NCT00418587 Medical University of South Carolina Charleston South Carolina 29425 United States 12439
647030 625988 NCT00391443 Medical University of South Carolina Charleston South Carolina 29425 United States 12439
647760 627201 NCT00395447 Medical University of South Carolina Charleston South Carolina 29403 United States 12439
648002 628320 NCT00396981 Medical University of South Carolina Charleston South Carolina 29425 United States 12439
648415 673949 NCT00004017 Medical University of South Carolina Charleston South Carolina 29425-0721 United States 12439
648757 623250 NCT00379340 Medical University of South Carolina Charleston South Carolina 29425 United States 12439
649533 622877 NCT00003724 Medical University of South Carolina Charleston South Carolina 29425-0721 United States 12439
652313 661166 NCT00000176 Medical University of South Carolina North Charleston South Carolina 29406 United States 12439
656383 673068 NCT00481325 Medical University Of South Carolina Charleston South Carolina 29406 United States 12439
657037 636684 NCT00388609 Medical University Of South Carolina Charleston South Carolina 29425 United States 12439
659913 627616 NCT00003765 Medical University of South Carolina Charleston South Carolina 29425-0721 United States 12439
660531 625393 NCT00398827 Medical University of South Carolina Charleston South Carolina 29425 United States 12439
660554 624587 NCT00003691 Medical University of South Carolina Charleston South Carolina 29425-0721 United States 12439
661085 637368 NCT00382109 Medical University of South Carolina Charleston South Carolina 29425 United States 12439
663339 698047 NCT00003935 Medical University of South Carolina Charleston South Carolina 29425-0721 United States 12439
665439 688743 NCT00469365 Medical University of South Carolina Charleston South Carolina 29425 United States 12439
669244 650640 NCT00412074 Medical University of South Carolina Charleston South Carolina 29425 United States 12439
670017 650673 NCT00412984 Medical University Of South Carolina Charleston South Carolina 29425 United States 12439
... ... ... ... ... ... ... ... ...

985 rows × 9 columns


In [7]:
pickle.dump(potential,open('../data/facility_clusters.pkl','wb'))

In [ ]: