diff --git a/fsi/investment-management/clustered-tickers/NOTICE b/fsi/investment-management/clustered-tickers/NOTICE
new file mode 100644
index 0000000..6dfe48d
--- /dev/null
+++ b/fsi/investment-management/clustered-tickers/NOTICE
@@ -0,0 +1,3 @@
+# NOTICE
+Based upon a real schema, the data is artificial
+The data in this folder has been artificially generate. All data is fake and doesn't reveal any information regarding real people or investment transactions
diff --git a/fsi/investment-management/clustered-tickers/clustered_tickers.csv b/fsi/investment-management/clustered-tickers/clustered_tickers.csv
new file mode 100644
index 0000000..96ec6b3
--- /dev/null
+++ b/fsi/investment-management/clustered-tickers/clustered_tickers.csv
@@ -0,0 +1,3200 @@
+book_per_share,cash_per_share,cluster_id,current_ratio,debt_to_equity,div_payout_ratio,marketcap,operating_margin,pb,pe_forward,peg,profit_margin,ps_t12m,roa,roe,ticker
+16.84,1.83,1,2.082,41.847,0.2756,7892376064,0.18396999,16.84,15.367743,2.29,0.1441,2.6709452,0.07063,0.15996,NVT
+27.695,20.444,1,0,0,0.2507,717199552,0.54232,27.695,6.5765123,0,0.37597,1.7359637,0.01199,0.13239,DCOM
+27.976,14.493,1,4.464,40.198,0.1065,13897649152,0.46041,27.976,9.940027,-0.25,0.29264,1.3453677,0.21872999,0.47645,CF
+17.297,10.805,1,3.956,1.038,0,48643973120,0.35705003,17.297,23.376295,2.69,0.31235,10.018128,0.15875,0.31989,ANET
+24.128,8.241,1,0,0,0.2913,225919904,0.41974,24.128,12.1965065,0,0.27111,3.659748,0.01097,0.10057,MBCN
+0.381,0.053,1,0.759,115.501,0,99953480,-0.7007,0.381,-5.1538463,0,-0.64185995,1.4076964,-0.35342997,-1.12371,ENZ
+2.305,2.477,1,2.242,16.196,0,3914383616,-0.31555998,2.305,2407.0,-1.81,-0.28053,7.5243473,-0.16037,-0.35636002,ACAD
+1.612,1.542,1,3.811,11.157,0,50437440,-3.55998,1.612,-2.9382718,0,0,9.6494055,-0.42220002,-0.84702003,NSPR
+3.355,0.212,1,1.296,334.37,0,66281416,-0.029189998,3.355,-2.3773587,-0.04,-0.0419,0.041716572,-0.02269,-0.31605,BNED
+0.301,0.443,1,1.161,154.067,0,85318608,-1.01515,0.301,-1.0113044,-0.09,-1.0429901,0.80592656,-0.25287,-1.08911,VRAY
+5.163,5.074,1,2.269,168.283,0,1810836864,0.06428,5.163,12.928057,0.24,0.022809999,0.8395506,0.04394,0.09571,OII
+3.773,1.378,1,2.224,40.737,0.2394,60368696,0.0945,3.773,9.644859,0,0.099700004,1.4594148,0.057789996,0.1899,ELTK
+31.356,13.168,1,3.812,0,0.1983,2336619520,0.31856,31.356,8.692168,0.01,0.24818,0.76597893,0.37096,0.58949,CALM
+35.489,0.041,1,2.992,83.662,0.16600001,713492288,0.0635,35.489,13.406779,0.85,0.03176,0.7325714,0.03934,0.07021,VSEC
+31.484,0.14,1,1.085,123.975,0.95699996,3059330304,0.10898,31.484,16.414635,2.74,0.080369994,1.7757978,0.01626,0.059949998,AVA
+8.577,0.121,1,0.673,93.983,0.049000002,2905529856,0.5815,8.577,5.5105267,0.58,0.38599998,0.8087104,0.24989,0.80309,CRK
+5.284,22.626,1,0,0,0.19950001,57361293312,0.36222,5.284,7.122449,0,0.23091,1.374977,0.0063,0.10821,SAN
+35.724,2.183,1,0.862,197.43,1.3127999,26877747200,0.18677999,35.724,13.760785,2.45,0.04867,1.561026,0.026180001,0.04764,EIX
+40.602,12.816,1,1.276,40.721,0.0155,5125843456,0.09753,40.602,6.854975,0,0.06981,0.10909857,0.21957001,0.86267,PBF
+27.796,3.33,1,2.488,27.43,0.536,9351746560,0.18847999,27.796,8.230769,-8.12,0.14461,0.11551923,0.12949,0.25738,GGB
+4.663,0.391,1,1.445,68.26,0,118955504,0.02649,4.663,5.0000005,1.3,-0.00448,0.3163113,0.010190001,-0.00029999999,SRT
+1.917715,0.346,1,0.896,90.676,0.96029997,233162440704,0.23098,1.917715,17.615925,1.53,0.10732,5.318486,0.06426,0.1305,AZN
+16.366,2.615,1,0.772,229.007,0.096099995,6869903872,0.28767002,16.366,10.044313,1.02,0.18482,1.8777412,0.10462,0.42102,BYD
+20.802,3.394,1,2.082,47.669,0.6119,4609295872,0.06723,20.802,9.709925,2.57,0.05244,0.61977893,0.03641,0.07808,HUN
+27.973,4.78,1,0.376,37.877,0.28370002,76096151552,0.03004,27.973,16.538168,0.93,0.01644,1.4620296,0.0126600005,0.050440002,PGR
+10.04,0.767,1,2.191,13.87,0,434739296,-0.073359996,10.04,-554.0,-14.47,-0.111269996,1.2989856,-0.02826,-0.09002,ANGO
+1.604,1.64,1,6.273,34.625,0,194720784,-8.3096,1.604,-1.6590909,0,0,12.813107,-0.34813,-0.75592005,GRTS
+6.503,0.269,1,1.715,69.015,0,7226548224,0.09353,6.503,72.00001,-169.9,-0.04409,3.6752012,0.03532,-0.05619,RCM
+16.702,0.674,1,3.66,75.953,1.3528999,21137321984,0.28926,16.702,46.48649,3.82,0.17990999,9.253466,0.02229,0.04028,INVH
+64.141,335.474,1,0,0,0.6095,60100206592,0.39169997,64.141,8.708333,-18.03,0.29362,2.0858712,0.0064700004,0.11436,BNS
+54.938,21.261,1,3.083,6.274,0,20189046784,-0.05185,54.938,14.707393,4.72,0.01487,7.208919,-0.0113699995,0.00709,FSLR
+43.448,1.379,1,2.869,155.596,0.1515,1746218880,0.08776,43.448,9.257989,2.11,0.05534,0.3933105,0.08415,0.27765,PATK
+24.762,4.701,1,2.081,27.875,0,3798945280,0.11734,24.762,18.594656,1.15,0.02034,2.4452531,0.04966,0.040949997,SPXC
+12.395,4.527,1,3.125,170.24,0.1571,609174080,0.113800004,12.395,4.38756,1.1,0.0577,0.2755369,0.060510002,0.16034001,MERC
+17.887,3.538,1,1.37,35.724,0.3176,226151120896,0.37995997,17.887,11.445715,-0.79,0.31254,2.4330144,0.11634,0.31619,PFE
+9.218,5.645,1,0.528,296.149,2.3214,28556574720,0.23091999,9.218,18.552063,0.96,0.0684,9.054639,0.021140002,0.10809,ARES
+1.346,3.553,1,1.531,400.207,0,328185600,0.048800003,1.346,5.784,0.69,0.02152,0.18730986,0.04592,0.19157,DSKE
+11.197,4.781,1,2.792,37.566,0.33150002,57173938176,0.27111998,11.197,18.382488,-2.37,0.120749995,2.6511147,0.07328,0.14586,FCX
+8.803,3.542,1,1.181,338.264,0,1768536832,0.1373,8.803,14.271187,0,-0.06505,0.37606838,0.028169999,-0.12967,LILA
+4.503,1.232,1,1.458,15.53,0,337785696,0.35368,4.503,9.803279,0.66,0.59863997,2.0830138,0.09516,0.53556,ASRT
+27.003,7.082,1,0,0,0.3312,405848480,0.40097,27.003,9.115645,0,0.31204,2.668511,0.012460001,0.1164,BHB
+7.128,0.834,1,1.036,230.402,0.5556,268267104,0.025190001,7.128,13.882353,2.89,0.014839999,0.24294782,0.026589999,0.10374,NGVC
+40.273,10.512,1,10.42,69.14,0.17899999,7066617856,0.101739995,40.273,7.841876,6.03,0.08399,1.130478,0.00254,0.06736,VOYA
+51.355,15.528,1,3.528,34.655,0.097600006,1636264192,0.15008001,51.355,19.253502,1.48,0.17912,2.2187839,0.06957,0.23331,SXI
+26.766,1.633,1,3.069,43.842,0.2969,32183767040,0.2792,26.766,29.640055,3.26,0.2149,8.014539,0.120620005,0.23933001,RMD
+3.308,0.159,1,1.481,26.938,0,3240849664,0.02382,3.308,40.69231,-1.96,-0.06104,4.427959,0.00385,-0.02401,HL
+0.235,0.289,1,3.969,8.385,0,30549256,-34.18746,0.235,-1.597619,0,0,41.731903,-0.42431998,-0.82983,WATT
+1.982,3.21,1,2.511,1007.845,0.744,4735237632,0.16600999,1.982,19.884954,1.93,0.084180005,2.217215,0.04039,0.41137,WEN
+13.732,1.324,1,1.394,63.966,0,246850512,0.00582,13.732,11.582277,0,-0.00851,0.5611476,0.00417,-0.02052,WLDN
+1.965,0.237,1,1.199,77.889,0,158362672,-0.0168,1.965,15.090909,0,-0.057579998,0.3029699,-0.01204,-0.15561,ALYA
+25.763,7.441,1,9.022,0.728,0,804771776,-0.0094800005,25.763,47.1,1.17,0.03162,2.176247,-0.00224,0.01323,DRQ
+29.545,5.13,1,3.06,0.938,0.025999999,1201674624,0.03565,29.545,12.773744,1.89,0.02664,0.39216623,0.061539996,0.11016,CNXN
+12.175,0.028,1,0.667,25.073,0.3385,3695296000,0.18205999,12.175,4.543624,-1.75,0.13508001,0.96646947,0.04314,0.07851,CPG
+1.863,3.904,1,1.675,422.698,0,4164652288,-0.10026,1.863,24.01914,0,-0.28885,3.2869923,-0.0563,-1.30435,PEGA
+63.317,10.41,1,4.8,17.442,0,2926946560,0.07422,63.317,27.118963,0.19,0.09984,3.0276084,0.02799,0.08409,ROG
+5.481,0.49,1,1.278,125.959,0,496794688,-0.06413,5.481,11.873016,14.38,-0.07893,0.8111251,-0.02402,-0.12405,GLDD
+26.729,2.776,1,0,0,0.3695,1890312320,0.35848,26.729,10.986957,0,0.26618,2.768666,0.0109399995,0.09443,TOWN
+54.037,16.451,1,0,0,0.18200001,890146688,0.49907002,54.037,15.354839,0,0.35371,6.8878675,0.01289,0.10381,BFC
+11.036,1.245,1,1.438,90.436,0,1161751168,0.09567001,11.036,8.355422,1.66,0.05136,0.58650607,0.050819997,0.10937,MD
+1.542,1.982,1,9.937,10.234,0,500186784,-22.052229,1.542,-3.4404764,0,0,66.81629,-0.25044,-0.56346,AUTL
+29.213,12.978,1,2.474,205.872,0.1289,13022810112,0.42539,29.213,7.7000003,0.86,0.35656,0.2535372,0.10998999,0.57571,SUZ
+29.424,3.033,1,1.774,98.547,0.33150002,2202503168,0.106000006,29.424,15.262412,4.23,0.042680003,0.98846745,0.03889,0.06293,EPC
+18.534,3.818,1,1.319,184.882,0,3846117888,0.03455,18.534,7.9356723,1.58,0.00024000001,0.18457231,0.019650001,0.00261,GT
+26.584,11.341,1,4.113,86.535,0.1583,41090387968,0.1456,26.584,12.247663,-0.94,0.10204001,1.3332205,0.08575,0.24169001,PCAR
+17.304,15.496,1,8.913,1.695,0,9084191744,-0.10943,17.304,-1153.3333,-8.67,-0.09351,19.478466,-0.074039996,-0.11953,INSP
+9.932,0.257,1,0.867,91.011,0.6386,902321792,0.14524001,9.932,-255.50002,36.26,0.36931,4.1896935,0.01031,0.08701,RPT
+11.942,3.173,1,0.584,147.37,0,205321904,0.38731,11.942,16.60606,-5.41,0.16917999,0.3014966,0.12887,0.32202,GTE
+9.628,2.876,1,3.815,16.539,0,2272827136,-0.09819999,9.628,-53.45556,-2.41,-0.108100004,6.5068617,-0.03671,-0.08229,ATRC
+46.394,4.067,1,2.014,79.991,1.07,3639229440,0.29725,46.394,22.297102,0.22,0.21,3.2369192,0.0194,0.0468,KRC
+19.349,2.446,1,1.64,64.281,1.1888,1895788160,0.35656,19.349,4.271462,-0.4,0.33953997,1.4579532,0.08182,0.21746999,SBLK
+75.89,12.203,1,1.963,258.206,0.1584,120789729280,0.20798999,75.89,13.827341,1.11,0.14998999,2.0245671,0.08502,0.43096,DE
+2.602,1.02,1,5.562,4.908,0,28538240,-9.216,2.602,-0.9756098,0,0,11.096088,-0.06923,-0.1193,AQB
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+3.542,3.635,1,8.369,5.472,0,101586360,-0.6371,3.542,-1.8252428,0,-0.62096,1.2388581,-0.14036,-0.25027,JNCE
+40.645,25.74,1,1.108,106.673,0.078200005,4377421312,0.18365,40.645,6.629541,0.41,0.13795,1.3424728,0.08081,0.31059,CPA
+39.096,1.318,1,2.402,56.808,0,3568826880,0.085109994,39.096,10.951589,2.47,0.0543,0.77265733,0.07003,0.1312,ASGN
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+37.609,2.209,1,2.401,74.211,0,7427123712,0.10604,37.609,14.688807,-14.01,0.06905,1.7205198,0.055219997,0.12956999,GNRC
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+42.179,5.2,1,3.119,74.091,0.4789,11908822016,0.16886,42.179,15.858682,-1.26,0.1161,1.4317102,0.10847,0.25625,PKG
+51.37,3.557,1,1.516,21.72,0,2872514048,0.107889995,51.37,9.204082,0,-0.01365,0.06535422,0.057340004,-0.01725,HMY
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+33.466,14.113,1,3.714,45.189,0.22860001,397326976,0.0395,33.466,3.8387978,0.36,0.019129999,0.19045487,0.01794,0.054980002,VHI
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+1.456,0.313,1,1.606,46.9,0,170399728,-0.00261,1.456,25.25,1.23,-0.05006,0.55277383,-0.0017,-0.11933,CRNT
+9.668,1.245,1,1.294,130.951,0,4959983104,0.09257,9.668,71.75206,4.85,0.047080003,4.45378,0.047259998,0.11196,CWST
+28.605,6.375,1,2.255,1.483,0,305630464,0.34741002,28.605,3.0105262,0,0.33862,0.078722,0.31335,1.5479,JFIN
+10.673,1.044,1,0.425,271.234,0.33330002,10141517824,0.20621,10.673,17.15285,1.56,0.12189,2.5196524,0.03368,0.28361,SCI
+29.572,3.771,1,6.113,244.616,0,908739392,0.20444,29.572,18.125002,-0.4,0.02104,1.031031,0.02559,0.02293,PRAA
+56.69,143.465,1,1.466,72.415,0,16208565248,0.04664,56.69,12.014693,0.91,0.02713,0.5142964,0.07141,0.28116,MOH
+53.174,30.933,1,1.081,38.196,0.2756,232054456320,0.03492,53.174,33.76209,4.54,0.02548,0.985612,0.07868,0.27265,COST
+10.619,0.709,1,3.077,65.176,0.2567,5498950656,0.18200001,10.619,9.127219,3.29,0.15553,1.7355201,0.10328,0.26231,GIL
+7.942,3.107,1,0.955,56.238,1.0341,3378848256,0.02895,7.942,8.654322,0,0.0038400001,0.060348433,0.03336,0.09631,PAGP
+50.71,2.034,1,2.631,72.344,0.1244,4388085248,0.04579,50.71,8.467372,0.61,0.03272,0.16649963,0.068909995,0.19396,AVT
+45.152,0.103,1,0.646,149.674,0.6198,25144530944,0.19701,45.152,15.467812,2.43,0.115159996,1.9934351,0.03004,0.094510004,ES
+12.77,4.112,1,1.262,36.236,0,2338739200,0.090509996,12.77,12.290541,1.41,0.01988,2.5959885,0.02296,0.014789999,VRNT
+28.638,9.752,1,4.816,54.707,0.3036,2815800064,0.17337999,28.638,21.53938,-20.73,0.08956,2.6568813,0.07011,0.10844,AIN
+10.619,12.137,1,0,0,0.437,514589312,0.51488,10.619,7.469026,1.04,0.36308998,2.5733454,0.01324,0.116330005,HTBK
+74.307,4.351,1,0,0,0.3709,5599277056,0.60046,74.307,10.382868,1.22,0.45538,4.83937,0.01385,0.079569995,PB
+9.095,2.667,1,1.012,309.005,0,5978221056,0.08214,9.095,16.807817,10.91,0.02483,0.7732792,0.05066,0.1274,XPO
+2.24,1.528,1,1.721,266.909,0,235920144,0.05341,2.24,8.604651,11.37,0.03837,0.72587913,0.04131,0.18031,STKS
+19.964,2.699,1,0.727,93.72,0,12958844928,0.3042,19.964,-133.59091,-6.08,-0.0359,2.628036,0.0152199995,0.010980001,BEP
+23.006,2.845,1,2.16,30.066,0.0506,26099564544,0.15504,23.006,21.797297,2.25,0.106639996,4.203776,0.039979998,0.070539996,IR
+42.838,47.218,1,1.435,72.833,0,7420958720,-0.33769,42.838,-72.791664,-539.48,-0.26661,0.33862957,-0.10406999,-0.31588,BILI
+986.067,191.777,1,1.249,18.149,0,605005696,0.1331,986.067,-26.67114,0,0.08891,1.6218469,0.03461,0.05549,BH
+4.833,0.278,1,2.581,28.775,0,386280928,0.03182,4.833,16.214285,0,-0.02113,0.46030432,0.02322,-0.0402,NR
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+16.106,3.124,1,0,0,0.3168,489248672,0.43256,16.106,7.201299,0,0.36638,2.0352798,0.0115,0.12764,HBNC
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+56.627,16.122,1,0,93.076,0.0416,550574464,0.37573,56.627,1.8867543,0.2,0.38611,0.56648827,0.07051,0.2527,TNP
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+5.385,2.367,1,4.397,6.207,0,310115008,-0.18027,5.385,27.866665,0,-0.091000006,2.6783984,-0.02639,-0.02523,KNDI
+43.355,5.931,1,2.293,4.534,0.2466,2513540096,0.094560005,43.355,14.315865,2.25,0.06482,1.2562047,0.07282,0.12068,IOSP
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+18.949,3.95,1,3.502,193.386,0,5084478464,0.20224,18.949,9.900216,0.53,0.10207,1.3876852,0.05474,0.17822,HGV
+27.73,7.194,1,1.417,110.351,0.6167,57671790592,0.14962,27.73,11.947429,8.77,0.16314,1.7250992,0.06742,0.36034,MMM
+9.414,2.323,1,0.544,628.046,0.0495,10211178496,0.2317,9.414,16.39303,0.73,0.27578,5.092349,0.06238,1.08219,CHDN
+36.891,0.113,1,0.754,149.292,0.6938,28840222720,0.2043,36.891,18.621181,3.61,0.14092,3.0112789,0.02991,0.115059994,WEC
+10.796,7.064,1,1.39,89.619,0,10315364352,-0.03629,10.796,24.508772,0,-0.05978,0.81025565,-0.010670001,-0.13893,IEP
+1.273,2.414,1,8.201,53.209,0,108242432,-1.82565,1.273,-0.8289856,0.05,0,1.2185758,-0.12782,-0.97749,NKTR
+8.533,1.339,1,1.774,146.493,0,498316352,0.07419,8.533,3.9179103,0.46,-0.0074400003,0.26108998,0.030030001,-0.01679,ACCO
+48.59,1.694,1,1.076,72.782,0,74052509696,0.21707001,48.59,14.297973,1.16,0.13358,4.0809274,0.032390002,0.07848,FI
+11.386,0.329,1,0.513,395.874,1.1715,9834025984,0.27349,11.386,17.232143,6.19,0.20552999,4.7834797,0.05606,0.35452998,LAMR
+251.573,36.438,1,1.816,21.738,0.6088,105250447360,0.35322,251.573,17.48644,2.05,0.28128,6.042972,0.02905,0.1232,BLK
+67.809,12.669,1,9.446,54.171,0.065,2231244288,0.13146,67.809,8.139018,1.57,0.09804,0.52591985,0.09671,0.20788999,CCS
+14.668,0.935,1,0.808,152.889,2.2222,5029245440,0.38005,14.668,31.424778,3.02,0.12943,6.057091,0.03341,0.07299,NSA
+29.137,6.118,1,3.196,3.614,0.64629996,129145248,0.10706,29.137,11.52459,6.79,0.07739,1.1207607,0.032560002,0.047420003,SGA
+45.065,0.543,1,1.293,97.329,0.1692,2331603200,0.06537,45.065,17.70328,2.02,0.033940002,1.2604773,0.03846,0.0761,ICFI
+1.378,1.219,1,4.628,0.859,0,909869760,-1.5367,1.378,-26.652174,0,-1.55556,13.983797,-0.19245,-0.41825,EVLV
+2.961,3.871,1,1.688,30.653,0,11595275264,0.00593,2.961,22.734941,0.9,0.00632,4.2593107,0.00348,0.021070002,PSTG
+19.317,14.396,1,12.704,41.261,0,10865665024,-0.08355,19.317,28.599998,0.57,-0.07351,5.745989,-0.01368,-0.028959999,ZG
+39.758,34.817,1,0,0,0.1076,130732448,0.24024999,39.758,6.5244446,0,0.21619,1.3259407,0.00476,0.058379997,INBK
+19.184,0.822,1,1.537,55.555,0,291958368,0.02089,19.184,485.0,-4.09,-0.0053899996,0.41770098,0.0149,-0.0056800004,CVEO
+2.108,0.451,1,2.983,35.3,0,38292924,-0.36817002,2.108,-7.8888884,-0.07,-0.47957,0.37908906,-0.12356,-0.38236,EMKR
+12.153,3.091,1,1.22,252.623,0,3251437568,0.110360004,12.153,6.605678,0.69,0.100360006,0.4648231,0.052729998,0.47842,OI
+63.641,3.977,1,1.249,162.644,0,6135227392,0.1585,63.641,13.584674,0.54,-0.00067000004,3.4156706,0.02885,0.02694,GTLS
+16.568,1.25,1,2.349,13.881,0.1367,4385255424,0.96959996,16.568,6.891892,2.33,0.72700995,3.7734506,0.10673001,0.17999001,MTG
+2.182,0.623,1,3.648,9.01,0,69424536,0.01,2.182,13.64,0,-0.04447,0.96221757,0.00783,-0.07143,OSS
+27.542,1.107,1,4.26,37.34,0,2249629184,0.03479,27.542,19.72449,6.66,-0.00315,2.226529,0.009459999,-0.00208,MRCY
+43.541,5.027,1,1.337,109.179,0.5467,9850295296,0.12026,43.541,9.104626,1.17,0.067329995,0.9583864,0.050180003,0.123500004,EMN
+11.583,1.037,1,2.208,69.47,0.0429,3313293312,0.38064,11.583,5.348534,-0.45,0.39034,3.0671372,0.06468,0.19753,EURN
+53.538,5.991,1,0.651,38.562,0,23476465664,-0.080299996,53.538,17.661146,0.85,-0.21023001,4.3882065,-0.02396,-0.17502001,TTWO
+0.59,2.395,1,3.379,55.497,0,396919424,-6.6471696,0.59,-2.1030304,0,0,12.270672,-0.48474,-2.08102,MRSN
+22.855,23.307,1,0,0,0.1775,102337264,0.42575002,22.855,4.3714285,0,0.30992,1.337777,0.01282,0.16353,FUNC
+9.404,4.598,1,6.99,1039.393,0,737767616,5.20701,9.404,7.987654,0.48,0,-18.443268,-0.01387,-0.14696999,RWT
+23.199,8.722,1,1.163,108.311,0,3709465344,0.023459999,23.199,11.191428,0.15,0.00081,0.25155738,0.02237,0.03536,ADNT
+9.824,1.034,1,2.652,48.943,0,690027968,-0.14217,9.824,8.175824,1.29,-0.09507,2.4109993,-0.01565,-0.03505,RPAY
+-2.564,1.236,1,1.193,603.157,0,78565872,0.13294,-2.564,-3.5892856,0,0.20215,0.45903623,0.034140002,1.04365,SOHO
+14.168,7.239,1,2.481,3.146,0.4424,9119258624,0.109840006,14.168,15.015831,5.85,0.08031999,2.0091703,0.082040004,0.15659,LOGI
+40.426,0.744,1,2.066,33.617,0.2575,1290237312,0.03482,40.426,11.737991,0.57,0.025209999,0.29099378,0.02779,0.061279997,FDP
+15.154,4.412,1,1.419,123.518,0.6472,138992254976,0.20797001,15.154,8.892473,2.57,0.15946001,3.0315883,0.060399998,0.23072,BMY
+10.952,1.912,1,1.034,6.717,0,757857792,0.04255,10.952,56.136364,5.53,0.043720003,2.8026767,0.014570001,0.0359,HSTM
+8.433,16.364,1,11.082,178.698,0,67924616,-0.56146,8.433,-1.3801452,0,-0.49787,0.30705246,-0.22396,-0.82537,DAVE
+11.941,0.429,1,0.984,101.326,0.3142,46624878592,0.36878,11.941,13.172573,0.98,0.26517,5.5251255,0.119440004,0.36068,MCHP
+12.638,0.374,1,2.092,68.25,0,148318640,0.014579999,12.638,15.55814,2.95,-0.08975001,0.28845048,0.0137,-0.29031,FSTR
+21.943,13.578,1,4.782,38.871,0,3245615104,0.26179,21.943,22.734407,0.86,0.24725,5.7044196,0.09769,0.25013,NVMI
+2.081,1.239,1,5.814,0,0,211057616,-0.53238,2.081,-15.545455,0,-0.53811,7.108471,-0.14497,-0.27589,GSIT
+40.326,9.438,1,2.559,10.982,0.1538,5977536512,0.16886,40.326,24.440655,4.01,0.13164,3.006809,0.10778,0.20867,WTS
+11.124,2.439,1,0,0,0.1149,623078144,0.44041002,11.124,7.3809524,0.96,0.30861,2.4342604,0.01301,0.16402,OSBC
+5.258,1.163,1,1.572,1.87,0,455129856,-0.03563,5.258,35.041668,2.79,-0.03002,0.7625992,-0.03141,-0.06115,QNST
+23.5,5.317,1,4.498,142.741,0,3249207808,-0.14222,23.5,-37.52381,-2.69,-0.27751,2.4515126,-0.00698,-0.06271,VNO
+3.111,1.496,1,1.214,728.299,0.649,37253058560,0.0398,3.111,16.381697,1.17,0.020469999,0.49306718,0.08349,1.04389,SYY
+29.074,6.758,1,1.957,43.258,0,18097061888,0.06554,29.074,64.513756,483.25,0.18658,6.9765086,0.00931,0.07114,FWONA
diff --git a/fsi/investment-management/corporate-actions/NOTICE b/fsi/investment-management/corporate-actions/NOTICE
new file mode 100644
index 0000000..d68fc58
--- /dev/null
+++ b/fsi/investment-management/corporate-actions/NOTICE
@@ -0,0 +1,3 @@
+# NOTICE
+
+The data in this folder has been artificially generate. All data is fake and doesn't reveal any information regarding real people or investment transactions
diff --git a/fsi/investment-management/corporate-actions/corporate_actions.csv b/fsi/investment-management/corporate-actions/corporate_actions.csv
new file mode 100644
index 0000000..9a4aae6
--- /dev/null
+++ b/fsi/investment-management/corporate-actions/corporate_actions.csv
@@ -0,0 +1,321 @@
+eff_date,identifier,name,key,value,effective_dt
+2019-12-31,NRBO,Neurobo Pharmaceuticals Inc,CP_STOCK_SPLIT,25,2019-01-01
+2019-12-27,RCON,Recon Technology Ltd.,CP_STOCK_SPLIT,5,2019-01-01
+2019-12-24,QUIK,Quicklogic Corp,CP_STOCK_SPLIT,14,2019-01-01
+2019-12-24,DCTH,Delcath Systems Inc,CP_STOCK_SPLIT,699,2019-01-01
+2019-12-23,PCSA,Processa Pharmaceuticals Inc,CP_STOCK_SPLIT,7,2019-01-01
+2019-12-23,NVFY,Nova Lifestyle Inc,CP_STOCK_SPLIT,5,2019-01-01
+2019-12-20,SPNX,Superior Energy Services Inc,CP_STOCK_SPLIT,10,2019-01-01
+2019-12-20,PLX,Protalix Biotherapeutics Inc,CP_STOCK_SPLIT,10,2019-01-01
+2019-12-20,CENN,Cenntro Electric Group Ltd.,CP_STOCK_SPLIT,100,2019-01-01
+2019-12-19,ESEA,Euroseas Ltd.,CP_STOCK_SPLIT,8,2019-01-01
+2019-12-19,ASNAQ,Mahwah Bergen Retail Group Inc,CP_STOCK_SPLIT,20,2019-01-01
+2019-12-17,MTA,Metalla Royalty & Streaming Ltd.,CP_STOCK_SPLIT,4,2019-01-01
+2019-12-17,GIGA,Giga Tronics Inc,CP_STOCK_SPLIT,15,2019-01-01
+2019-12-16,PIXY,Shiftpixy Inc,CP_STOCK_SPLIT,40,2019-01-01
+2019-12-16,GOVX,Geovax Labs Inc,CP_STOCK_SPLIT,2000,2019-01-01
+2019-12-13,MCLD,Mcloud Technologies Corp,CP_STOCK_SPLIT,10,2019-01-01
+2019-12-12,IMBI,Imedia Brands Inc,CP_STOCK_SPLIT,10,2019-01-01
+2019-12-12,ASXC,Asensus Surgical Inc,CP_STOCK_SPLIT,13,2019-01-01
+2019-12-11,ELYS,Elys Game Technology Corp,CP_STOCK_SPLIT,8,2019-01-01
+2019-12-11,CLSK,Cleanspark Inc,CP_STOCK_SPLIT,10,2019-01-01
+2019-12-06,FWP,Forward Pharma A,CP_STOCK_SPLIT,7,2019-01-01
+2019-12-05,NMRD,Nemaura Medical Inc,CP_STOCK_SPLIT,10,2019-01-01
+2019-12-03,SOS,Sos Ltd.,CP_STOCK_SPLIT,10,2019-01-01
+2019-11-29,SQNS,Sequans Communications,CP_STOCK_SPLIT,4,2019-01-01
+2019-11-29,LODE,Comstock Inc,CP_STOCK_SPLIT,5,2019-01-01
+2019-11-26,SNDEQ,Sundance Energy Inc,CP_STOCK_SPLIT,10,2019-01-01
+2019-11-25,TNK,Teekay Tankers Ltd.,CP_STOCK_SPLIT,8,2019-01-01
+2019-11-25,MYMD,Mymd Pharmaceuticals Inc,CP_STOCK_SPLIT,24,2019-01-01
+2019-11-25,ENVB,Enveric Biosciences Inc,CP_STOCK_SPLIT,25,2019-01-01
+2019-11-22,PETV,Petvivo Holdings Inc,CP_STOCK_SPLIT,1,2019-01-01
+2019-11-22,BIVI,Biovie Inc,CP_STOCK_SPLIT,125,2019-01-01
+2019-11-20,OMQS,Omniq Corp,CP_STOCK_SPLIT,20,2019-01-01
+2019-11-19,NURO,Neurometrix Inc,CP_STOCK_SPLIT,10,2019-01-01
+2019-11-19,MYSZ,My Size Inc,CP_STOCK_SPLIT,15,2019-01-01
+2019-11-18,DRIO,Dariohealth Corp,CP_STOCK_SPLIT,20,2019-01-01
+2019-11-18,BNTC,Benitec Biopharma Inc,CP_STOCK_SPLIT,10,2019-01-01
+2019-11-15,ALIM,Alimera Sciences Inc,CP_STOCK_SPLIT,15,2019-01-01
+2019-11-12,OLB,Olb Group Inc,CP_STOCK_SPLIT,30,2019-01-01
+2019-11-08,VERO,Venus Concept Inc,CP_STOCK_SPLIT,15,2019-01-01
+2019-11-08,TCON,Tracon Pharmaceuticals Inc,CP_STOCK_SPLIT,10,2019-01-01
+2019-11-08,SLS,Sellas Life Sciences Group Inc,CP_STOCK_SPLIT,50,2019-01-01
+2019-11-08,SKYS,Sky Solar Holdings Ltd.,CP_STOCK_SPLIT,3,2019-01-01
+2019-11-01,TNXP,Tonix Pharmaceuticals Holding Corp,CP_STOCK_SPLIT,10,2019-01-01
+2019-11-01,NUTX,Nutex Health Inc,CP_STOCK_SPLIT,500,2019-01-01
+2019-11-01,APDN,Applied Dna Sciences Inc,CP_STOCK_SPLIT,40,2019-01-01
+2019-10-29,POAI,Predictive Oncology Inc,CP_STOCK_SPLIT,10,2019-01-01
+2019-10-29,CEI,Camber Energy Inc,CP_STOCK_SPLIT,50,2019-01-01
+2019-10-28,NUZE,Nuzee Inc,CP_STOCK_SPLIT,3,2019-01-01
+2019-10-25,VYNT,Vyant Bio Inc,CP_STOCK_SPLIT,30,2019-01-01
+2019-10-23,QNRX,Quoin Pharmaceuticals Ltd.,CP_STOCK_SPLIT,5,2019-01-01
+2019-10-22,NNDM,Nano Dimension Ltd.,CP_STOCK_SPLIT,10,2019-01-01
+2019-10-22,KGJI,Kingold Jewelry Inc,CP_STOCK_SPLIT,6,2019-01-01
+2019-10-22,CGRN,Capstone Green Energy Corp,CP_STOCK_SPLIT,10,2019-01-01
+2019-10-21,SFET,Safe-t Group Ltd.,CP_STOCK_SPLIT,20,2019-01-01
+2019-10-21,LTBR,Lightbridge Corp,CP_STOCK_SPLIT,12,2019-01-01
+2019-10-17,VCON,Vicon Industries Inc,CP_STOCK_SPLIT,2000,2019-01-01
+2019-10-15,AEMD,Aethlon Medical Inc,CP_STOCK_SPLIT,15,2019-01-01
+2019-10-11,HUGE,Fsd Pharma Inc,CP_STOCK_SPLIT,201,2019-01-01
+2019-10-01,TGHI,Touchpoint Group Holdings Inc,CP_STOCK_SPLIT,25,2019-01-01
+2019-10-01,RLMD,Relmada Therapeutics Inc,CP_STOCK_SPLIT,4,2019-01-01
+2019-10-01,ALR,Alerislife Inc,CP_STOCK_SPLIT,10,2019-01-01
+2019-09-30,OCGN,Ocugen Inc,CP_STOCK_SPLIT,60,2019-01-01
+2019-09-27,TTPH,Tetraphase Pharmaceuticals Inc,CP_STOCK_SPLIT,20,2019-01-01
+2019-09-27,APEX,Apex Global Brands Inc,CP_STOCK_SPLIT,3,2019-01-01
+2019-09-24,NNVC,Nanoviricides Inc,CP_STOCK_SPLIT,20,2019-01-01
+2019-09-19,VIVE,Viveve Medical Inc,CP_STOCK_SPLIT,100,2019-01-01
+2019-09-03,FRTX,Fresh Tracks Therapeutics Inc,CP_STOCK_SPLIT,7,2019-01-01
+2019-08-30,SUNW,Sunworks Inc,CP_STOCK_SPLIT,7,2019-01-01
+2019-08-30,KPRX,Kiora Pharmaceuticals Inc,CP_STOCK_SPLIT,15,2019-01-01
+2019-08-30,DMTK,Dermtech Inc,CP_STOCK_SPLIT,2,2019-01-01
+2019-08-29,OPGN,Opgen Inc,CP_STOCK_SPLIT,20,2019-01-01
+2019-08-28,PRSO,Peraso Inc,CP_STOCK_SPLIT,20,2019-01-01
+2019-08-26,TRNX,Bbhc Inc,CP_STOCK_SPLIT,5,2019-01-01
+2019-08-22,TOPS,Top Ships Inc,CP_STOCK_SPLIT,20,2019-01-01
+2019-08-22,RCRT,Recruitercom Group Inc,CP_STOCK_SPLIT,80,2019-01-01
+2019-08-21,GLAE,Glassbridge Enterprises Inc,CP_STOCK_SPLIT,200,2019-01-01
+2019-08-20,IPWR,Ideal Power Inc,CP_STOCK_SPLIT,10,2019-01-01
+2019-08-20,EQX,Equinox Gold Corp,CP_STOCK_SPLIT,5,2019-01-01
+2019-08-19,NXPL,Nextplat Corp,CP_STOCK_SPLIT,15,2019-01-01
+2019-08-19,BLU,Bellus Health Inc,CP_STOCK_SPLIT,4,2019-01-01
+2019-08-15,KSPN,Kaspien Holdings Inc,CP_STOCK_SPLIT,20,2019-01-01
+2019-08-15,GENE,Genetic Technologies Ltd.,CP_STOCK_SPLIT,4,2019-01-01
+2019-08-09,FALC,Falconstor Software Inc,CP_STOCK_SPLIT,100,2019-01-01
+2019-08-06,PSTV,Plus Therapeutics Inc,CP_STOCK_SPLIT,50,2019-01-01
+2019-08-06,NILE,Bitnile Holdings Inc,CP_STOCK_SPLIT,40,2019-01-01
+2019-08-01,TA,Travelcenters Of America Inc,CP_STOCK_SPLIT,5,2019-01-01
+2019-07-30,CRTD,Creatd Inc,CP_STOCK_SPLIT,20,2019-01-01
+2019-07-29,SLNG,Stabilis Solutions Inc,CP_STOCK_SPLIT,8,2019-01-01
+2019-07-29,SINT,Sintx Technologies Inc,CP_STOCK_SPLIT,30,2019-01-01
+2019-07-25,RSLS,Reshape Lifesciences Inc,CP_STOCK_SPLIT,10,2019-01-01
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+2019-01-01,LLOY LN Equity,Lloyds Banking Group PLC,CP_RECORD_DT,N.A.,2019-01-03
+2019-01-01,LLOY LN Equity,Lloyds Banking Group PLC,CP_CRNCY,GBp,2019-01-03
+2019-01-01,LLOY LN Equity,Lloyds Banking Group PLC,CP_VAL_PURCHASED,123.561623,2019-01-03
+2019-01-01,LLOY LN Equity,Lloyds Banking Group PLC,CP_COMPLETED_DT,05/23/2023,2019-01-03
+2019-01-01,LLOY LN Equity,Lloyds Banking Group PLC,CP_BUYBACK_TYP,1,2019-01-03
+2019-01-01,LLOY LN Equity,Lloyds Banking Group PLC,CP_STOCK_BUY_TYP,1,2019-01-03
+2019-01-01,LLOY LN Equity,Lloyds Banking Group PLC,CP_PRORATION,N.A.,2019-01-03
+2019-01-01,LLOY LN Equity,Lloyds Banking Group PLC,CP_AMT,2620606.539062,2019-01-03
+2019-01-01,LLOY LN Equity,Lloyds Banking Group PLC,CP_NOTES,PART OF ACTION ID: 233297345 SOURCE DOC: {NSN RV4DE80C3G1S <GO>},2019-01-03
+2019-01-01,NWG LN Equity,null,null,null,2019-01-03
diff --git a/fsi/investment-management/finra-firms/NOTICE b/fsi/investment-management/finra-firms/NOTICE
new file mode 100644
index 0000000..6dfe48d
--- /dev/null
+++ b/fsi/investment-management/finra-firms/NOTICE
@@ -0,0 +1,3 @@
+# NOTICE
+Based upon a real schema, the data is artificial
+The data in this folder has been artificially generate. All data is fake and doesn't reveal any information regarding real people or investment transactions
diff --git a/fsi/investment-management/finra-firms/finra_firms.csv b/fsi/investment-management/finra-firms/finra_firms.csv
new file mode 100644
index 0000000..bb0bcc7
--- /dev/null
+++ b/fsi/investment-management/finra-firms/finra_firms.csv
@@ -0,0 +1,2113 @@
+MPID,Description
+FDSC,"1ST DISCOUNT BROKERAGE, INC."
+FGCC,1ST GLOBAL CAP CORP
+MNCH,1ST MUNICH CAPITAL LLC
+FWWP,"1ST WORLDWIDE FINANCIAL PARTNERS, LLC"
+HLTN,"A.B. WATLEY DIRECT, INC."
+WONG,A.B. WONG CAPITAL LLC
+AJAY,A.J. PACE & CO.
+SCHM,A.R. SCHMEIDLER & CO. INC.
+FRIS,"A&F FINANCIAL SERVICES, INC."
+AICC,ABACUS INTNTL CAP CORP
+ABAI,ABACUS INVMTS INC
+ANSI,ABBEY NATIONAL SECURITIES INC.
+ANOS,ABEL/NOSER CORP.
+ABGS,"ABG SUNDAL COLLIER, INC."
+AHBI,"ABNER, HERRMAN & BROCK, LLC."
+ABFI,ABRAMSON FINANCIAL LLC
+AWDI,"ABSHIER WEBB DONNELLY & BAKER, INC."
+STLG,ACADEMY SECURITIES INC.
+ACAF,ACAP FINANCIAL
+MARK,ACCELERATED CAPITAL GROUP
+AFGI,ACCESS FINANCIAL GROUP
+AXCS,ACCESS SECURITIES INC.
+AXCB,"ACCESS SECURITIES, INC."
+ACPS,"ACP SECURITIES, LLC"
+ACTI,"ACTINVER SECURITIES, INC."
+CNCR,"ACTIVA CAPITAL MARKETS, INC."
+ARKI,"ADIE, DOUGLAS KEITH"
+ADAK,ADIRONDACK TRADING GROUP LLC
+ADPS,ADP / SIS
+ADPC,"ADP CLEARING & OUTSOURCING SERVICES, INC"
+ADVA,"ADVANCED EQUITIES, INC."
+FISA,"ADVISORS ASSET MANAGEMENT, INC."
+FISB,"ADVISORS ASSET MANAGEMENT, INC."
+AGES,ADVISORY GRP EQUITY SVS LTD
+AEBC,AEB CORPORATION
+AGCC,AEGIS CAPITAL CORP
+AGIS,AEGIS CAPITAL CORP
+AEGS,"AEGIS INVESTMENTS, INC."
+AFBS,AFFINA BROKERAGE SERVICES LLC
+AFIS,"AFFINITY INVESTMENT SERVICES,LLC"
+AGBD,"AG BD, LLC"
+ATGP,"AGENCY TRADING GROUP, INC."
+AGFS,"AIG FINANCIAL SECURITIES, INC."
+AKCA,AK CAPITAL LLC
+ALAN,ALADDIN CAPITAL LLC
+ALAC,ALAMO CAPITAL
+DDAY,ALARIS TRADING PARTNERS LLC
+AFCO,"ALBERT FRIED & COMPANY, LLC"
+FNBS,ALERUS SECURITIES CORPORATION
+TRUE,ALETHEIA SECURITIES INC.
+ACLP,"ALEXANDER CAPITAL, LP"
+ALIS,ALEXANDER INVESTMENT SERVICES CO.
+AFIN,"ALL FUNDS, INC.                        ("
+ACLC,ALLEGANCE CAP LLC
+ALLE,ALLEGHENY INVTS
+ASLL,ALLEGIANT SECURITIES LLC
+ALLN,ALLEN & COMPANY LLC
+ALEN,"ALLEN & COMPANY OF FLORIDA, INC."
+ACEJ,ALLEN C. EWING & CO.
+AMBB,"ALLEN, MOONEY & BARNES BROKERAGE SERICES"
+ALAD,ALLIANCE ADVISORY & SECURITIES INC
+AKGS,"ALLIANCE FINANCIAL GROUP, INC."
+BZTN,"ALLIANT SECURITIES INC., TURNER, NORD, K"
+AAMI,ALLIED ASSET MANAGEMENT INC
+LAGI,ALLSTATE FINL SVS LTD LIABILITY CO
+ALLU,ALLUVION SECURITIES
+ALPN,"ALPINE ASSOCIATES, LIMITED PARTNERSHIP"
+APTR,ALPINE PARTNERS LP
+ALPS,ALPINE SECURITIES CORPORATION
+AVFI,ALTA VISTA FINANCIAL INC.
+ASGI,ALTON SECURITIES GROUP INC
+AFGT,AMBASSADOR FINANCIAL GROUP INC
+SWTX,"AMEGY INVESTMENTS, INC."
+AIII,"AMERICA INVEST ONLINE, INC."
+ABPI,"AMERICAN BEACON PARTNERS, INC"
+ACPL,"AMERICAN CAPITAL PARTNERS, LLC"
+ACBD,AMERICAN CENTURY BROKERAGE INC
+ACFE,AMERICAN CLASSIC FINL CO
+ADFG,AMERICAN DIVERSIFIED FINANCIAL GROUP LLC
+HRBF,"AMERICAN ENTERPRISE INVESTMENT SERVICES,"
+IDSI,"AMERICAN ENTERPRISE INVESTMENT SERVICES,"
+AECI,"AMERICAN EQUITY CAPITAL, INC."
+AFAI,"AMERICAN FINANCIAL ASSOCIATES, INC."
+AHSI,AMERICAN HERITAGE SEC INC
+AISG,AMERICAN INDEPENDENT SEC GROUP LLC
+AMIC,AMERICAN INVESTORS CO
+AIGI,"AMERICAN INVESTORS GROUP, INC."
+AMMS,AMERICAN MUNICIPAL SECURITIES INC
+AMNN,AMERICAN NTWK SEC
+APFS,"AMERICAN PORTFOLIOS FINANCIAL SERVICES,"
+ARMC,AMERICAN RESEARCH & MANAGEMENT CO.
+PEER,"AMERICAN TRUST INVESTMENT SERVICES, INC."
+AWMI,AMERICAN WEALTH MGMT INC
+ACEL,AMERICAS CHOICE EQUITIES LLC
+ACEP,AMERICAS CHOICE EQUITIES LLC
+AEFA,"AMERIPRISE FINANCIAL SERVICES, INC."
+BLNI,AMERITAS INVESTMENT CORP.
+FOMA,"AMERITRADE, INC."
+AMHE,AMHERST SECURITIES GROUP LP
+AMUR,AMUR ADVISORS LLC
+DALE,ANCORA SEC INC
+FSTD,"ANDEREN CAPITAL, INC."
+ANSR,"ANDERSON & STRUDWICK, INC."
+ANSL,"ANDERSON & STRUDWICK, INCORPORATED"
+ACGP,"ANDES CAPITAL GROUP, LLC"
+ANDG,ANDREW GARRETT INC
+ANOV,"ANOVEST FINANCIAL SERVICES, INC."
+ANZS,ANZ SEC INC
+AONC,"AON BENFIELD SECURITIES, INC."
+ALIR,"APB FINANCIAL GROUP, LLC"
+APBI,"APB FINANCIAL GROUP, LLC"
+ARTI,ARBOR RESEARCH & TRADING
+ARCD,"ARCADIA SECURITIES, LLC"
+KEYS,"ARETE WEALTH MANAGEMENT, LLC"
+ALZN,ARJENT LLC
+ASIX,ARLINGTON SEC INC
+ARMA,ARMA FINL SVS INC
+RHPP,"ARQUE CAPITAL, INC."
+WOOD,ARTHUR W. WOOD CO. INC
+ARVS,ARVEST INVMTS INC
+ASDB,"ASD BROKERAGE AND INVESTMENT, INC."
+ASDF,ASD FINANCIAL SERVICES CORPORATION
+ANPC,"ASG SECURITIES, INC."
+MOMY,"ASHTON YOUNG, INC."
+ASPI,"ASIA PACIFIC FINANCIAL MANAGEMENT GROUP,"
+ASKR,ASKAR CORP
+ASST,ASSIST INVESTMENT MANGEMENT CO INC
+ASOI,"ASSOCIATED INVESTMENT SERVICES, INC."
+JEVO,"ATIS, INC."
+AFGL,"ATLAS ONE FINANCIAL GROUP, LLC"
+AOFG,"ATLAS ONE FINANCIAL GROUP, LLC"
+AGCO,AUERBACH GRAYSON & COMPANY INCORPORATED
+ARBI,"AUFHAUSER PARTNERS, INC."
+ARGA,"AURIGA USA, LLC"
+AURC,AURORA CAPITAL LLC
+RBAC,"AUSDAL FINANCIAL PARTNERS, INC."
+AVAP,AVALON PARTNERS
+AVAT,AVATAR CAPITAL GROUP LLC
+AVEN,"AVENTURA SECURITIES, LLC."
+AVIL,"AVILA CAPITAL MARKETS, INC."
+FFSC,"AVILA CAPITAL MARKETS, INC."
+AVIS,"AVISEN SECURITIES, INC."
+AVML,"AVM, L.P"
+AVON,"AVONDALE PARTNERS, LLC"
+AXAA,AXA ADVISORS
+AXIO,"AXIOM CAPITAL MANAGEMENT, INC."
+AYRE,AYRE INVESTMENTS INC
+BTSI,"B & T SECURITIES, INC."
+RILY,B. RILEY & CO. LLC.
+BBGC,B.B. GRAHAM & CO INC
+BCZC,B.C. ZIEGLER AND COMPANY
+BCCS,BAC FLORIDA INVTMT CORP
+BMCB,"BACKSTROM MCCARLEY BERRY & CO., LLC"
+BARD,BAIRD (ROBERT W.) & CO. INCORPORATED
+BPAT,"BAIRD, PATRICK & CO., INC."
+BCOM,"BAKER & CO., INCORPORATED"
+MSIS,BALANCE SHEET SOLUTIONS LLC
+BAMC,"BALDWIN ANTHONY SECURITIES, INC."
+BALL,BALLEW INVSTMT INC
+BIGS,"BANC INVESTMENT GROUP, LLC"
+BIMI,BANCA IMI SECURITIES CORP.
+BDBS,BANCO DO BRASIL SECURITIES LLC
+VOTO,"BANCO VOTORANTIM SECURITIES, INC."
+BSIS,BANCORP SOUTH INVTMT SVS INC
+BWIS,BANCWEST INVESTMENT SERVICES
+BSTO,BANESTO SECURITIES INC.
+BANF,BANIF SECURITIES INC.
+BAIN,BANKERS & INVESTORS CO
+PCIS,"BANKOH INVESTMENT SERVICES, INC."
+PICO,BANORTE SECURITIES
+BARC,BARCLAY INVESTMENTS INC
+BCAP,BARCLAYS CAPITAL INC
+LEHM,BARCLAYS CAPITAL INC.
+BARR,BARRETT & COMPANY
+BFLN,"BASIS FINANCIAL, LLC"
+BSIB,"BATES SECURITIES, INC."
+LMSC,"BAY COLONY SECURITIES, CO., INC."
+BAYC,"BAY CREST PARTNERS, LLC"
+BAYM,"BAY MUTUAL FINANCIAL, LLC"
+BBTT,BB & T INVESTMENT SERVICES INC
+CBIN,"BBVA COMPASS INVESTMENT SOLUTIONS, INC"
+TCMC,"BBVA SECURITIES OF PUERTO RICO, INC."
+LTIN,"BBVA SECURITIES, INC."
+BCGS,BCG SECURITIES INC
+BRCY,"BCP SECURITIES, LLC"
+BEAF,BEACONSFIELD FINANCIAL SERVICES INC
+BCRK,BEAR CREEK SECURITIES
+BFIC,BEARD FINL SVS INC
+PRCR,BEDMINSTERFINL GRP LTD
+STLZ,"BEDROK SECURITIES, LLC"
+CWEI,"BEECH HILL SECURITIES, INC."
+BELS,"BEL AIR SECURITIES, LLC"
+BNBB,"BELLAMAH, NEUHAUSER & BARRETT, INC."
+BHLP,BELLE HAVEN INVESTMENTS
+BHII,BELLE HAVEN INVESTMENTS LP
+BMRK,BENCHMARK INVTMTS INC
+BPFI,BENGAL PARTNERS LLC
+BEJJ,"BENJAMIN & JEROLD BROKERAGE I, LLC"
+BFEC,"BENJAMIN F. EDWARDS & COMPANY, INC."
+BENJ,BENJAMIN SECURITIES INC
+BEMC,"BERGHOFF & COMPANY, INC."
+HERO,"BERNARD HEROLD & CO., INC."
+BNDI,BERNARDI SEC INC
+BSAZ,BERRY-SHINO SECURITIES INC
+BFFI,BERTHEL FISHER & CO FINL SVS ICN
+BFSA,BERWYN FINANCIAL SERVICES
+BSTV,BESTVEST INVESTMENTS LTD
+BECM,BETA CAPITAL MANAGEMENT
+BETA,BETA SYSTEMS
+BLFC,BETTINGER & LEECH FINANCIAL CORP.
+BGCM,"BGB SECURITIES, INC."
+BGCF,"BGC FINANCIAL, L.P."
+EBKR,"BGC FINANCIAL, L.P."
+MAXN,"BGC FINANCIAL, L.P."
+BGCX,"BGC FINANCIAL, LP"
+BGSG,"BGS & G INVESTMENT SERVICES, INC."
+BHKS,BHK SECURITIES LLC.
+BFIB,BIANCO FINANICAL INC
+BFEW,"BILL FEW SECURITIES, INC."
+BGIA,BIONDO ASSET MANAGEMENT LLC
+BRKE,BIRKELBACT INV SEC I NC
+BISH,"BISHOP, ROSEN & CO., INC."
+BGIS,BLACKROCK EXECUTION SERVICES
+WBLR,BLAIR (WILLIAM) & COMPANY L.L.C.
+EDSB,BLAKESLEE & BLAKESLEE INC.
+BRVL,"BLAYLOCK ROBERT VAN, LLC"
+BLAY,BLEY INVESTMENT GROUP
+BKKY,BLOCK KELLY CO
+BLIO,BLOOMBERG L.P
+BCSB,"BLUE CAPITAL SECURITIES, INC."
+ITFS,"BLUE CREEK SECURITIES, INC."
+BBAY,BLUEBAY CAP LTD
+BCSI,"BLUECHIP SECURITIES, INC."
+BSLP,"BLUFFVIEW SECURITIES, L.P."
+BMOC,BMO CAPITAL MARKETS CORP.
+GKST,BMO CAPITAL MARKETS GKST INC
+NBSL,"BMO NESBITT BURNS SECURITIES, LTD"
+BNPC,"BNP PARIBAS INVESTMENT SERVICES, LLC"
+BNPS,BNP PARIBAS SECURITIES CORP.
+PARI,BNP PARIBAS SECURITIES CORP.
+ECUT,"BNY CONVERGEX EXECUTION SOLUTIONS, LLC"
+BKCM,BNY MELLON CAPITAL MARKETS LLC
+BOLL,BODELL OVERCASH ANDERSON & CO INC
+BOSE,BOE SECURITIES INC.
+BOSC,"BOENNING & SCATTERGOOD, INC."
+BLTN,BOLTON SECURITIES CORPORATION
+BDDK,BONDDESK TRADING LLC
+BDTR,BONDDESK TRADING LLC
+BNDS,"BONDS.COM, INC."
+BOKF,"BOSC, INC."
+BMFS,"BOSTON MERCHANT FINANCIAL SERVICES, INC"
+BGSL,"BOSTONIA GLOBAL SECURITIES, LLC"
+BNMI,"BOZARTH,NEWTON & MURPHY SECURITIES INC."
+BZPI,"BPU INVESTMENT GROUP, INC."
+BRSE,"BRADESCO SECURITIES, INC."
+BRAV,"BRAVER, STERN SECURITIES CORP."
+BLNS,"BRAYMEN, LAYMEN NOEL SECURITIES, LTD"
+BRAZ,BRAZOS SECS INC
+BMUR,"BREAN MURRAY, CARRET & CO., LLC"
+CRRT,"BREAN MURRAY, CARRET & CO., LLC."
+BFSL,BRIGGS-FICKS SEC
+BGHT,BRIGHTON SECURITIES CORP.
+BRIL,BRILL SECURITIES INC
+BRIM,BRIMBERG & CO.
+BRNK,BRINKER CAP SEC INC
+BRFI,"BRISTOL FINANCIAL SERVICES, INC."
+BRIT,BRITTINGHAM INC
+BWAL,BROADWALL CAPITAL LLC
+BROC,BROCKHOUSE & COOPER INC
+BKFC,BROKER DEALER FINANCIAL SERVICES CORP
+IDAY,BROKERAGESELECT
+BIFS,BROKERS INTERNATIONAL FINANCIAL SERVICES
+BRXP,BROKERSXPRESS LLC
+BRGI,BROOKFIELD CAP COR
+RSIC,"BROOKSTONE SECURITIES, INC."
+BKVW,BROOKVIEW CAPITAL LLC
+NCFS,BROOKVILLE CAPITAL PARTNERS LLC
+BRBR,BROWN & BROWN SEC INC
+BSEC,BROWN ADVISORY SEC
+BWNA,"BROWN ASSOCIATES, INC."
+BBHC,BROWN BROTHERS HARRIMAN & CO
+BRLI,BROWN LISLE/CUMMINGS
+BIGG,BROWNSTONE INVESTMENT GRP LLC
+BALS,"BRUCE A. LEFAVI SECURITIES, INC."
+PACT,BTG PACTUAL US CAPITAL CORP
+BTIS,"BTIG, LLC"
+BBRF,"BUCKMAN, BUCKMAN & REID,  INC"
+BKRT,"BUCKMAN, BUCKMAN & REID, INC."
+BUCS,BUCKRAM SECURITIES LTD
+BUEL,BUELL SECURITIES CORP
+BOBS,BULLISH BOB BAGLEY SECS INC
+BLTS,"BULLTICK SECURITIES, INC."
+BLTK,"BULLTICK, LLC"
+BURC,BURCH & CO INC
+BURK,"BURKE, LAWTON, BREWER & BURKE, LLC"
+BRNM,"BURNHAM SECURITIES, INC."
+BPWP,BUTTONWOOD PARTNERS INC
+KING,C.L. KING & ASSOCIATES INC
+CPBC,C.P. BAKER SEC INC
+CRDC,C.R. DAVIS & COMPANY
+CABR,"CABRERA CAPITAL MAKETS, INC."
+CGAT,"CADARET, GRANT & CO., INC."
+CBCI,CAIN BROTHERS & CO
+CISC,CALDWELL INTERNATIONAL SECURITIES CORP
+CALD,"CALDWELL SECURITIES, INC."
+CALL,CALLAWAY FINL SVS INC
+CALT,CALTON & ASSOC
+CAMC,"CAMBRIA CAPITAL, LLC"
+CBSE,CAMBRIDGE INTNTL SEC
+CIRI,CAMBRIDGE INVT RSCH
+CLSC,"CAMBRIDGE LEGACY SECURITIES, L.L.C."
+ARGU,CAMELOT INVESTMENT ADVISERS LTD
+DONA,"CAMERON, MURPHY, AND SPANGLER"
+ADAM,CANACCORD GENUITY INC.
+NRAM,CANACCORD WEALTH MANAGEMENT (USA) INC.
+CTLA,CANTELLA AND CO
+CTBY,"CANTERBURY CAPITAL SERVICES, INC."
+CANR,CANTONE RESEARCH INC.
+CFCO,CANTOR FITZGERALD (CFCO)
+CSPD,CANTOR FITZGERALD & CO.
+CANT,"CANTOR, FITZGERALD & CO., INC."
+CAPB,CAP INV BROKERAGE INC
+CISE,CAP INVTMT SVS INC
+CMSI,CAP MGMET SEC INC
+CAPE,CAPE SECURITIES
+CAPP,"CAPFINANCIAL PARTNERS, LLC"
+CCII,"CAPITAL & CREDIT INTERNATIONAL, INC."
+CAPI,CAPITAL ANALYSTS INC
+CAPC,"CAPITAL CITY SECURITIES, LLC"
+CAPF,CAPITAL FINANCIAL SERVICES INC
+WALT,CAPITAL GROWTH RESOURCES
+CGDN,"CAPITAL GUARDIAN, LLC"
+CIST,CAPITAL INSTITUTIONS SVCS INC
+CAPG,CAPITAL INVESTMENT GROUP INC
+COMP,CAPITAL ONE INVESTMENT SERVICES CORP.
+SOCO,"CAPITAL ONE SOUTHCOAST, INC"
+PATH,CAPITAL PATH SECURITIES LLC
+CPMI,"CAPITAL PORTFOLIO MANAGEMENT, INC."
+CSIC,CAPITAL SECS INVESTMENT CORP
+CSPI,CAPITAL SYNERGY PARTNERS
+HSCO,"CAPITOL SECURITIES & ASSOCIATES, INC."
+CSCV,"CAPITOL SECURITIES MANAGEMENT, INC"
+CSMI,"CAPITOL SECURITIES MANAGEMENT, INC."
+MITC,CAPNET SECURITIES CORPORATION
+CLSI,CAPROCK SEC INC
+CSAS,"CAPSTONE GLOBAL MARKETS, LLC"
+CPST,CAPSTONE INVTMTS
+ROGO,"CAPWEALTH INVESTMENT SERVICES, LLC"
+CPWS,"CAPWEST SECURITIES, INC."
+CRDL,CARDINAL INVESTMENTS INC
+HOOV,"CAREY, THOMAS, HOOVER, AND BREAULT, INC."
+CRIS,"CARIS & COMPANY, INC."
+HENN,CARL M HENNING INC
+SHRR,CARL P. SHERR & CO LTD LIABILITY CO
+CCCO,CARNES CAPITAL CORPORATION
+CARC,CAROLINA CAPITAL MARKETS INC
+CICL,CAROLINAS INVTMT CONSULTING LLC
+CARR,CARR SECURITIES CORPORATION
+CATE,"CARTER, TERRY & COMPANY, INC."
+CARG,CARTHAGE GRP INC
+CART,"CARTY & COMPANY, INC."
+CARY,CARY STREET PARTNERS LLC
+CASC,CASCADE FINL MANAGEMNT
+BJRC,CASCADE INVESTMENT GROUP INC
+CCLD,CASGRAIN & CO (USA) LTD
+CSMR,"CASIMIR CAPITAL, L.P."
+COAK,"CASTLEOAK SECURITIES, LP"
+CBFG,"CBG FINANCIAL GROUP, INC."
+TURN,"CCM SECURITIES, LLC"
+CISV,CCO INVESTMENT SERVICES CORP.
+CCSX,"CEDAR CREEK SECURITIES, INC."
+SPLN,CELADON FINANCIAL GROUP LLC
+CCBD,"CENTARA CAPITAL SECURITIES, INC."
+CNFI,CENTAURUS FINL
+CTNL,"CENTENNIAL SECURITIES COMPANY, LLC"
+MTRS,"CENTER STREET SECURITIES, INC."
+CENT,"CENTRAL SECURITIES, LLC"
+CTRN,CENTURION SECURITIES CORPORATION
+CEPA,"CENTURY PACIFIC SECURITIES, INC."
+CSAI,CENTURY SEC ASSOC
+CERS,"CEROS FINANCIAL SERVICES, INC."
+CFGT,"CF GLOBAL TRADING, LLC"
+CFDI,CFD INVESTMENTS
+QBSI,CFT SECURITIES.LLC
+CGCO,CG COMPASS (USA) LLC
+CHPP,CHAPDELAINE & CO.
+CHDA,"CHAPIN, DAVIS"
+CHDN,CHARDAN CAPITAL MARKETS LLC
+CJCO,CHARLES JORDAN & CO LLC
+CHAS,"CHARLES SCHWAB & CO., INC."
+CVTA,"CHARLES VISTA, LLC"
+CISI,CHASE INVESTMENT SERVICES CORP.
+CHTS,"CHATSWORTH SECURITIES, LLC"
+CHBC,"CHEEVERS & COMPANY, INC."
+CFIN,CHELSEA FINANCIAL SERVICES
+CHHS,"CHESTER, HARRIS & COMPANY, INC."
+CATC,"CHICAGO ANALYTIC TRADING COMPANY, LLC"
+CHCK,"CHICKASAW SECURITIES, LLC"
+CHIL,"CHILIAN PARTNERS, L.P."
+COCE,CHOICE INVESTMENTS
+WEIL,CHRISTOPHER WEIL & CO. INC.
+CHLC,CHURCHILL CAPITAL USA INC.
+CWMK,CIBC WORLD MARKETS CORPORATION
+CSLL,CICERONE SECURITIES LLC
+CIGC,CIG SECURITIES
+CIMS,"CIM SECURITIES, LC"
+ICRD,CITADEL SECURITIES LLC
+CITA,CITATION FINANCIAL GROUP
+CFSC,CITI INTERNATIONAL FINANCIAL SERVICES LL
+SALB,CITIGROUP GLOBAL MARKETS INC.
+SBSH,CITIGROUP GLOBAL MARKETS INC.
+CGWM,"CITIGROUP GLOBAL MARKETS, INC."
+CNSI,CITY NATIONAL SEC INC
+CITY,CITY SECURITIES CORPORATION
+CKCC,CK COOPER & COMPANY
+CLAN,"CLANCY FINANCIAL SERVICES, INC."
+CLRK,"CLARK DODGE & CO., INC."
+BSCI,CLARKESON RESEARCH INC.
+CLCI,"CLAYTON LOWELL, & CONGER INC"
+CLAG,"CLAYTON,LOWELL, & CONGER, INC"
+CLRV,"CLEARVIEW CORRESPONDENT SERVICES, LLC"
+CLVU,"CLEARVIEW TRADING ADVISORS, INC."
+TGUL,CLEARY GULL INC
+COSL,CLIENT ONE SECURITIES LLC
+CNBS,"CNBS, LLC"
+CNDF,CND FINANCIAL LIMITED
+COAS,COASTAL EQUITIES
+COST,COASTAL SECURITIES LTD
+COBR,"COBURN & MEREDITH, INC."
+CDOI,"COHEN & COMPANY SECURITIES, LLC."
+COHN,"COHEN & COMPANY SECURITIES, LLC."
+CCMT,"COHEN AND COMPANY CAPITAL MARKETS, LLC"
+XCSX,COHEN CAPITAL GROUP LLC
+COKE,"COKER & PALMER, INC."
+CBCB,COLLIER BROWNE & CO.
+COLL,COLLINS & CO LLC
+CSTI,"COLLINS STEWART, LLC"
+STEW,"COLLINS STEWART, LLC"
+CPFS,COLONY PARK FINANCIAL SERVICES LLC.
+CMCA,COMERICA SECURITIES
+CMCE,COMMERCE BROKERAGE SERVICES INCORP
+TSRV,"COMMERCE SQUARE TRADING, LLC"
+CSCL,"COMMERCE STREET CAPITAL, LLC"
+DRKW,"COMMERZ MARKETS, LLC"
+CWCF,COMMONWEALTH CHURCH FINANCE
+CMMW,COMMONWEALTH FINL NETWK
+CMPT,"COMPASS POINT RESEARCH & TRADING, LLC"
+CAMS,COMPREHENSIVE ASSET MGMT & SVC INC
+RDST,"CONDERA SECURITIES, LLC"
+COND,"CONDOR SECURITIES, INC."
+CNFR,"CONIFER SECURITIES, LLC"
+CONR,CONNORS AND CO INC
+ABAS,"CONOVER SECURITIES, CORP."
+CFII,"CONSOLIDATED FINANCIAL INVESTMENTS, INC."
+CWAA,"CONSTELLATION WEALTH ADVISORS, LLC"
+CONS,CONSULTIVA SEC INC
+CONT,CONTINENTAL INVESTOR SVS INC
+CMMC,COOPER MALONE MCCLAIN INC
+COOR,COORDINATED CAP SEC
+CRBY,"CORBY CAPITAL MARKETS, INC."
+CRTH,"CORINTHIAN PARTNERS, LLC"
+CIII,CORNERSTONE INSTITUTIONAL INVESTORS
+CINV,"CORPORATE INVESTMENTS GROUP, INC."
+CCIS,CORRELL CO INV SVCS CORP
+CORT,CORTVIEW CAPITAL SECURITIES LLC
+COSE,"COSSE INTERNATIONAL SECURITIES, INC."
+CGLN,"COUGHLIN & COMPANY, INC."
+CCFS,COUNTRY CLUB FINL SVS
+COSC,COURTLANDT SECURITIES CORPORATION
+CMGT,COVENTRY CAP INC
+COWR,"COWEN & CO., LLC"
+COWN,"COWEN AND COMPANY, LLC"
+COYL,COYLE SEC LLC
+CPCG,CP CAPITAL SECURITIES
+CLDS,CP INVESTMENTS INCORPORATED
+CPIC,CPI CAPITAL
+CRED,"CREDICORP SECURITIES, INC."
+CRAG,CREDIT AGRICOLE CHEUVREUX NORTH AMERICA
+LYON,CREDIT AGRICOLE SECURITIES (USA) INC.
+CSPA,CREDIT SUISSE PRIVATE ADVISORS AG
+FBCO,CREDIT SUISSE SECURITIES (USA) LLC
+FBPC,CREDIT SUISSE SECURITIES (USA) LLC
+CTSC,CREDITTRADE SECURITIES CORPORATION
+CSAP,"CRESAP, INC."
+CSNT,CRESCENT SEC GRP INC
+CESI,CRESSMAN ESSER SEC INC
+KCML,CRESTONE SECS LLC
+CREW,CREWS & ASSOCIATES
+CRII,"CRI SECURITIES, LLC"
+CRON,CRONIN & CO.
+SAAS,CROSS POINT CAPITAL LLC
+CROW,CROWDER RUBICAM INC.
+CWCO,"CROWELL, WEEDON & CO."
+CCSS,CROWN CAP SEC LP
+CRTG,CRT CAPITAL GROUP LLC
+CSSC,"CSSC BROKERAGE SERVICES, INC."
+UCCM,"CU INVESTMENT SOLUTIONS, INC."
+CULL,CULLEN IVTMT GRP
+CUMB,CUMBERLAND BROKERAGE CORPORATION
+CUNA,CUNA BROKERAGE SVS
+CLLC,CURRAN ADVISORY SERVICES
+CURR,CURREN & COMPANY
+CTWD,"CURTISWOOD CAPITAL, LLC"
+CUSO,CUSO FINL SVS L.P.
+CUSP,"CUSO PARTNERS, LLC"
+CUTT,"CUTTER & COMPANY BROKERAGE, INC."
+CUTW,"CUTTER & COMPANY, INC."
+CUGS,"CUTTONE & CO., INC."
+WECK,"D. WECKSTEIN & CO., INC."
+DADA,D.A. DAVIDSON & CO.
+DBMC,D.B. MCKENNA & CO INC
+DMKC,D.M. KELLY & CO.
+DABS,DABBAH SECS CORP
+DRCO,"DAHLMAN ROSE & COMPANY, LLC"
+DAWA,DAIWA CAPITAL MARKETS AMERICA INC.
+DCMO,DAIWA CAPITAL MARKETS AMERICA INC.
+DAKO,DAKOTA SECURITIES INTERNATIONAL
+DSIS,DALTON STRATEGIC INVESTMENT SVCS INC
+DAPA,DART PAPESH & CO INC
+DARA,DARWOOD ASSOC INC
+DAVA,DAVENPORT & COMPANY LLC
+NOYS,DAVID A. NOYES & COMPANY
+DHCO,DAVID HARRIS & CO INC
+DLAE,"DAVID LERNER ASSOCIATES, INC."
+DCMI,"DAVINCI CAPITAL MANAGEMENT, INC."
+DAVS,"DAVIS SECURITIES, LLC"
+DRMI,"DAVIS, MENDAL & REGENSTEIN, INC."
+DAVY,DAVY SECURITIES
+DJSA,DAWSON JAMES SECURITIES INC
+DJSI,"DAWSON JAMES SECURITIES, INC"
+KDEK,"DE KONING CAPITAL MARKETS, LLC"
+DCMG,DEARBORN CAPITAL MARKETS GROUP
+DBTX,DEBTX SEC INC
+RAYG,DELTA EQUITY SERVICES CORP.
+DTII,DELTA TRUST
+DELT,DELTEC ASSET MANAGEMENT LLC
+DLSI,"DEMPSEY LORD SMITH, LLC"
+DESP,DESPAIN FINL CORP
+DCSC,DESTINY CAP SEC CORP
+FEDE,DETWILER FENTON & CO.
+DBKS,DEUTSCHE BK SEC INC
+DEVR,DEVENIR LLC
+DWFN,DEWAAY FINANCIAL NETWORK LLC
+DAVE,DIAMANT INVESTMENT CORPORATION
+DILG,DILLON GAGE SECURITIES INC.
+DINO,"DINOSAUR SECURITES, L.L.C."
+TREX,DINOSAUR SECURITIES LLC
+DAPL,DIRECT ACCESS PARTNERS
+DAPG,DIRECT ACCESS PARTNERS LLC
+DAPJ,DIRECT ACCESS PARTNERS LLC
+DITO,"DITTO TRADE, INC."
+DIVP,"DIVERSIFIED SECURITIES, INC."
+DIVE,DIVERSITY INVESTMENT CORP.
+DIVA,DIVINE CAPITAL MARKETS LLC
+DLSC,DLS CAPITAL PARTNERS
+DSGG,"DMG SECURITIES, INC."
+DNOR,"DNB NOR MARKETS, INC"
+DOFT,"DOFT & CO., INC."
+DOLY,"DOLEY SECURITIES, LLC."
+DFIC,DOMESTIC FINANCIAL SERVICES INC
+DOMS,"DOMESTIC SECURIITES, INC."
+DOMK,DOMINICK & DOMINICK LLC
+DOMI,DOMINION INVESTOR SVS INC
+DAII,DON ALEXANDER INVTMTS
+DORN,DORN & CO INC
+DORS,"DORSEY & COMPANY, INC."
+DOTC,"DOUGHERTY & COMPANY, LLC"
+DGLS,DOUGLAS & ASSOCIATES INC.
+DOWL,DOWLING & PARTNERS SECURITIES
+DDBI,"DOWNSTATE DISCOUNT BROKERAGE, INC."
+IPRV,"DPEC CAPITAL, INC."
+DREX,"DREXEL HAMILTON, LLC"
+PASQ,"DU PASQUIER & CO., INC."
+DCUS,"DUBEAU CAPITAL USA, INC."
+DNWL,DUNCAN-WILLIAMS
+DHAM,DUNHAM & ASSOCIATES INVST COUNSEL INC
+DIDI,"DWS INVESTMENTS DISTRIBUTORS, INC"
+DCPI,"DYNASTY CAPITAL PARTNERS, INC."
+EWIN,E-W INVESTMENTS INC
+POWL,E. E. POWELL & CO.
+EDLR,"E.J.DE LA ROSA & CO., INC."
+EMOC,E.MAGNUS OPPENHEIM & CO. INC.
+ESFS,E.S. FINL SVS
+HOPE,E.S. HOPE FINANCIAL
+ETRS,E*TRADE SECURITIES LLC
+EVRS,"E1 ASSET MANAGEMENT, INC."
+ELCA,"EAGLE LEDGE CAPITAL, LLC"
+EOIL,EAGLE ONE INVMTS LLC
+EBCI,"EARLY BIRD CAPITAL, INC."
+EBRD,"EARLY BIRDCAPITAL, INC."
+ESPN,"EAST SHORE PARTNERS, INC."
+EWSC,EAST/WEST SECURITIES CO.
+ECON,"ECONOMY SECURTIES, INCORPORATED"
+EDIF,EDI FINANCIAL INC
+EDJO,EDWARD JONES
+EFGC,EFG CAPITAL INTERNATIONAL
+EKRI,EK RILEY INVESTMENTS LLC
+EKNS,EKN FINANCIAL SERVICES INC.
+ELEV,"ELEVATION, LLC"
+ELTD,"ELEVATION, LLC"
+ACSL,"ELLIOTT DAVIS BROKERAGE SERVICES, LLC"
+ELTK,ELTEKON SEC LLC
+VTMW,EMERGENT FINANCIAL GROUP INC.
+EGRO,"EMERGING GROWTH EQUITIES, LTD"
+EMER,EMERSON EQUITY LLC
+EAMC,EMPIRE ASSET MANAGEMENT CO
+EMPI,EMPIRE INVESTMENT INC
+AMMI,"ENSEMBLE FINANCIAL SERVICES, INC."
+EQAL,EQUIBOND INC.
+EQNX,EQUINOX SECURITIES INC.
+EQSV,EQUITY SERVICES INC
+ESTA,"EQUITY STATION, INC."
+ESTF,"EQUITY STATION, INC."
+EROM,EROOM SECURITIES LLC
+ESPO,"ESPOSITO SECURITIES, LLC"
+EFSP,ESSEX FINANCIAL SERVICES INC.
+ENSC,ESSEX NATIONAL SECS INC
+BJCM,ESSEX SEC LLC
+EURP,"EURO PACIFIC CAPITAL, INC."
+ERPO,"EUROPA SECURITIES, INC."
+EVER,EVERTRADE DIRECT BROKERAGE INC
+ESUS,"EVOLUTION SECURITIES US, INC."
+EXCS,EXCEL SEC & ASSOC
+EXOS,EXOS SECURITIES LLC
+EXOT,EXOTIX USA INC.
+EZST,"EZ STOCKS, INC."
+FAGI,FAGENSON & CO
+FALC,"FALCONVIEW SECURITIES, LLC"
+FAMV,FAMILY INVESTORS CO
+FMGT,FAMILY MGMT SEC LTD LIAB CO
+FBRC,FBR CAPITAL MARKETS & CO.
+FBRS,"FBR INVESTMENT SERVICES, INC."
+FBTI,FBT INVTMTS INC
+FCGA,"FCG ADVISORS, LLC"
+FEDR,FEDERATED SECURITIES INC.
+LGLL,FEIL DAILY INVMT CO
+FMAC,"FELDMAN, INGARDONA AND CO"
+FFGI,FELDSTEIN FINL GRP LLC
+FLTL,FELTL & COMPANY
+FIBS,FIDELITY BROKERAGE SERVICES LLC
+SSCC,FIDUCIARY FINANCIAL SERVICES CORP.
+FSTN,FIELDSTONE SERVICES CORP.
+OHIO,"FIFTH THIRD SECURITIES, INC."
+BNKS,"FIG PARTNERS, LLC"
+FGIC,FINACORP GRP INTL CORP
+FINC,FINAL COUNSELING CORP
+FANC,"FINANCE 500, INC."
+BOYS,"FINANCIAL ADVISERS OF AMERICA, LLC."
+FASI,"FINANCIAL AMERICA SECURITIES, INC."
+FNIC,FINANCIAL NETWORK INVESTMENT CORPORATION
+FNSJ,"FINANCIAL NORTHEASTERN SECURITIES, INC."
+FTII,FINANCIAL TELESIS INC.
+FINW,"FINANCIAL WEST INVESTMENT GROUP, INC."
+BFUS,FINANTIA USA LTD.
+FPCI,FINL PLANING CONSULTANTS INC
+FINX,FINTECH SECURITIES
+FINT,FINTEGRA FINL SOLUTIONSLLC
+FAST,FIRST ALLIED SECURITIES INC
+STCS,FIRST AMERICAN CAPITAL AND TRADING CORP
+FAFI,FIRST ASSET FINANCIAL INC.
+FBLT,"FIRST BALLANTYNE, LLC"
+FLOU,"FIRST BANKERS' BANC SECURITIES, INC"
+BRMF,FIRST BERMUDA SECURITIES (BVI) LTD.
+FBAL,FIRST BROKERAGE OF AMERICA LLC
+FATS,FIRST BROKERS SECURITIES LLC
+FCFP,FIRST CITIZENS FINL PLUS INC
+FCIT,FIRST CITIZENS INVESTORS SVS INC
+FCSC,FIRST CITIZENS SECURITIES CORP.
+FCCP,"FIRST CLEARING, LLC"
+FCFS,"FIRST COMMAND FINANCIAL PLANNING, INC"
+FDSI,"FIRST DALLAS SECURITIES, INC."
+FESI,FIRST EMPIRE SEC INC
+FFEC,FIRST FINANCIAL EQUITY CORPORATION
+FFSA,FIRST FINANCIAL SECS OF AMERICA
+FGOE,"FIRST GEORGETOWN SECURITIES, INC."
+FHCI,FIRST HEARTLAND CAP
+FHON,FIRST HONOLULU SEC INC
+FILS,FIRST ILLINOIS SEC
+FIFS,FIRST INDEPENDENT FINANCIAL SERVICES INC
+KACI,"FIRST INTEGRITY CAPITAL PARTNERS, CORP"
+FISN,FIRST INTERNET SECURITIES NTWK
+FIRT,FIRST INVESTORS CORP
+FKSC,FIRST KENTUCKY SECURITIES CORP.
+FLIB,FIRST LIBERTIES FINANCIAL
+FLFS,FIRST LIBERTIES FINL
+FMCO,FIRST MANHATTAN CO.
+FSMG,"FIRST MERGER CAPITAL, INC."
+FMFS,FIRST MERIT FINANCIAL SERVICES
+FMSI,"FIRST MIDWEST SECURITIES, INC."
+FNCM,FIRST NATIONAL CAPITAL MARKETS
+MPFI,FIRST NEW YORK SECURITIES L.L.C
+FNYS,"FIRST NEW YORK SECURITIES, LLC"
+FSRP,FIRST REPUBLIC SEC CO LLC
+FIRF,FIRST RESEARCH FINANCIAL
+FSIS,FIRST SOUTHEAST INVESTORS SVS
+FRST,FIRST SOUTHERN SECURITIES LLC
+FSWC,FIRST SOUTHWEST COMPANY
+CONF,"FIRST STATE FINANCIAL MANAGEMENT, INC."
+FSSO,FIRST STATE SEC INC
+FTEN,FIRST TENNESSEE DISCOUNT INC.
+FTLP,FIRST TRUST PORTFOLIOS L.P.
+TRYN,FIRST TRYON SECURITIES LLC
+FWCO,FIRST WASHINGTON CORPORATION
+FWAI,FIRST WESTERN ADVISORS
+FWSI,FIRST WESTERN SECURITIES
+FWIL,FIRST WILSHIRE SECS
+FWSS,"FIRST WINSTON SECURITIES, INC."
+FFSI,"FIRSTRADE SECURITIES, INC."
+FMCS,FIVE MILE CAPITAL SECURITIES LLC
+DEMJ,"FIVE STAR INVESTMENT SERVICES, INC."
+FICP,FIXED INCOME CAPITAL PARTNERS LLC
+FLMM,"FLEMING SECURITIES, INC."
+FLAT,FLORIDA ALTANTIC SEC CORP
+FIAF,"FLORIDA INVESTMENT ADVISORS, INC"
+FMNC,FMN CAPITAL CORP
+FMUS,"FMSBONDS, INC"
+MIAM,"FMSBONDS, INC"
+STIS,FNB BROKERAGE SVCS
+FCML,"FNCC CAPITAL MARKETS, LLC"
+FNFD,FOLGER NOLAN FLEMING DOUGLAS INCORPORATE
+FTBR,"FOLIOFN INVESTMENTS, INC."
+FOOT,FOOTHILL SECURITIES
+FORD,"FORDHAM FINANCIAL MANAGEMENT, INC."
+FITE,"FORESIGHT INVESTMENTS, LLC"
+FORE,FOREST SEC INC
+FRGP,"FORGE FINANCIAL GROUP, INC."
+FSII,FORSYTH SEC
+FTIS,FORTIS SECURITIES LLC
+FORI,FORTREND SECURITIES LTD
+FRTN,FORTUNE SECURITIES INC
+FFSE,"FOUNDERS FINANCIAL SECURITIES, LLC"
+FOXC,FOX CHASE CAPITAL PARTNERS
+FOXY,FOX FINANCIAL MANAGEMENT CORPORATION
+PHNX,"FRANKLIN CHRISTOPHER INVESTMENT BANKERS,"
+FSST,"FRANKLIN STREET SECURITIES, INC."
+FDMI,"FREEDOM INVESTMENTS, INC."
+FRIC,FREEDOM INVESTORS CORP.
+FBLC,FREIMARK BLAIR & COMPNAY INC.
+CUFT,FROST BROKERAGE
+WRGR,"FSB WARNER FINANCIAL, INC."
+FSCS,FSC SECURITIES CORPORATION
+FSIX,FSIC
+FTSC,FTN FINANCIAL SECURITIES CORP.
+FUBO,FUBON SECURITIES USA LLC
+OFKS,"FULCRUM SECURITES, INC."
+FARS,FURTHER LANE SEC L.P.
+VISU,FVISUN SECURITIES CORP
+REPP,G.A. REPPLE & CO.
+GFBD,"G.F. INVESTMENT SERVICES, LLC"
+GLSA,G.L.S. & ASSOC
+GWWD,G.W. WADE ASSET MGMT CO
+GXCO,G.X. CLARKE & CO
+GABE,"GABELLI & COMPANY, INC."
+GGWI,GAGE-WILEY & CO
+GAGN,GAGNON SECURITIES LLC
+STDB,"GAIN SECURITIES, INC."
+GARW,"GAR WOOD SECURITIES, LLC"
+GWDS,"GAR WOOD SECURITIES, LLC"
+GRST,"GARDEN STATE SECURITIES, INC."
+GAFI,GARDNER FINANCIAL SVS INC
+GDNR,"GARDNER RICH, L.L.C."
+GMCI,GARDNYR MICHAEL CAP
+GARR,GARRETT NAGLE & CO INC
+GRYG,"GARY GOLDBERG & CO., INC."
+GATS,GATES CAPITAL CORP
+GBMS,GBM INTERNATIONAL INC
+GBMT,"GBM INTERNATIONAL, INC"
+GBSL,GBS FINANCIAL CORPORATION
+GEAR,"GEARY SECURITIES, INC"
+GENW,"GENEOS WEALTH MANAGEMENT, INC."
+GENS,GENERAL SECURITIES CORP.
+GNSB,GENESIS SECURITIES LLC
+TERA,GENWORTH FINANCIAL SECURITIES CORP.
+TAIG,GEOFFREY RICHARDS SECURITIES CORP.
+BAUM,GEORGE K. BAUM & COMPANY
+GMCK,GEORGE MCKELVEY
+GSSC,GEORGSON SHAREHOLDER SECS CORP
+GFIG,GFI SECURITIES LLC
+GDCO,"GILBERT DONIGER & CO.,INC."
+GILG,GILDER GAGNON HOWE & CO. LLC
+RGIL,GILFORD SECURITIES INC.-RETAIL
+GLLL,GILL CAPITAL PARTNERS
+GIRL,"GIRARD SECURITIES, INC."
+GIMM,"GIT INVESTMENT SERVICES, INC."
+GITI,GIT INVMTMT SVS INC
+GCMC,GLADOWSKY CAP MGMT CORP
+BPSG,"GLEACHER & COMPANY SECURITIES, INC."
+GEAL,GLEN EAGLE ADVISORS LLC
+GLEN,GLENDALE SECURITIES INC.
+GLIC,GLICKENHAUS & CO.
+GACC,GLOBAL ARENA CAPITAL CORP
+GSBI,GLOBAL BRKGE SVS
+GCPL,GLOBAL CREDIT PARTNERS LLC
+GFSI,"GLOBAL FINANCIAL SERVICES, INC."
+GLBL,"GLOBAL HUNTER SECURITIES, LLC"
+GISJ,"GLOBAL INVESTOR SERVICE, L.C."
+HBCO,"GLOBAL INVESTOR SERVICES, L.C."
+GRIL,"GLOBAL RESOURCES INVESTMENTS, LTD."
+GSIL,"GLOBAL STRATEGIC INVESTMENTS, LLC"
+GSRI,"GLOBAL STRATEGIC INVESTMENTS, LLC"
+PSRI,"GLOBALINK SECURITIES, INC."
+GELZ,GOELZER INVMTS MGMT
+GCST,GOLD COAST SEC INC
+GBSC,GOLDEN BENEFICIAL SECURITIES CORPORATION
+SLKI,"GOLDMAN SACHS EXECUTION & CLEARING, L.P."
+GSCO,"GOLDMAN, SACHS & CO."
+GBLS,"GOODWIN BROWNING & LUNA SECURITIES, INC."
+GAIC,"GOOGINS & ANTON, INC."
+GHCC,"GORDON, HASKETT CAPITAL CORPORATION"
+SEAG,"GOVDESK, LLC"
+GVMP,GOVERNMENT PERSPECTIVES LLC
+MISI,"GPC SECURITIES, INC."
+GFGL,GRACE FINANCIAL GROUP LLC
+MVPF,GRACE FINANCIAL GROUP LLC
+GMCY,GRAMERCY FINL SVS LLC
+GRND,GRAND CAPITAL CORP
+GFIN,"GRANITE FINANCIAL GROUP, LLC"
+GWLP,GRANT WILLIAMS LP
+GRBF,GRB FINANCIAL LLC
+AGSS,GREAT AMERICAN ADVISORS
+GAII,GREAT AMERICAN INVESTORS
+MAYO,GREAT CIRCLE FINANCIAL
+GNTS,GREAT NATION INVESTMENT CORP
+GPSS,GREAT PACIFICE SECURITIES
+NEHL,GREENBURG FINL GRP
+GPCG,GREENMAN PARKER CONNALLY GREENMAN INC.
+GLCM,GREENSLEDGE CAPITAL MARKETS LLC
+GJSS,GREGORY J SCHWARTZ & CO INC
+ZENT,GREGORY ZENT & SWANSON INC.
+GRFC,GRF CAPITAL INVESTORS INCORP
+GMPU,GRIFFITHS MCBURNEY CORP.
+GRIG,"GRIGSBY & ASSOCIATES, INC."
+GROD,"GRODSKY ASSOCIATES, INC."
+CLYM,"GUGGENHEIM FUND DISTRIBUTORS, INC."
+GUGI,"GUGGENHEIM FUND DISTRIBUTORS, INC."
+GUGG,"GUGGENHEIM INVESTOR SERVICES, LLC"
+LNKS,"GUGGENHEIM SECURITIES, LLC"
+GUNN,GUNN & COMPANY INC
+GURN,GURUN INC
+GZML,GUZMAN & CO.
+GUZM,GUZMAN & COMPANY
+BCPI,GVC CAPITAL LLC
+RLCC,GWM GROUP INC
+GWNS,"GWN SECURITIES, INC."
+HBCK,H. BECK INC
+HRIV,H. RIVKIN & CO
+DENI,H.C. DENISON & CO.
+WAIN,"H.C. WAINWRIGHT & CO., INC."
+HDVS,"H.D. VEST INVESTMENT SECURITIES, INC."
+WMPB,"HAHN SECURITIES, INC."
+BBHP,"HALCYON CABOT PARTNERS, LTD."
+HRFS,HALL & ROMKEMA FINANCIAL SERVICES LLC
+HMRK,"HALLMARK INVESTMENTS, INC."
+HANS,HAMNI ASSET SECURITIES
+HMPT,"HAMPTON SECURITIES (USA), INC."
+HANK,HANCOCK INVESTMENT SVS INC
+DHAN,HANCOCK SEC GRP
+AIRS,HAND SECURITIES INC.
+HMRN,"HANSON MCCLAIN RETIREMENT NETWORK, LLC"
+HAFS,"HANTZ FINANCIAL SERVICES, INC."
+POLI,"HAPOALIM SECURITIES USA, INC."
+BURT,"HARBOR FINANCIAL SERVICES, LLC"
+HIAL,"HARBOR INVESTMENT ADVISORY, LLC"
+HARB,HARBOUR INVMTS INC
+HRGR,HARGER & CO INC
+HBRN,HAROLD C. BROWN & CO. LLC
+HRRS,"HARRIS INVESTOR SERVICES, INC."
+HACA,HARVEST CAP LLC
+HVST,HARVEST FINL CORP
+HAVN,HAVENWOOD CAP MKTS LLC
+RITT,"HAVERFORD TRUST SECURITIES, INC."
+HAST,"HAYDEN STONE & CO., LLC"
+HAYV,HAYWOOD SEC INC
+HASF,HAYWOOD SECURITIES INC (USA) INC.
+HAZL,"HAZLETT, BURT & WATSON INC"
+BRNT,HD BRENT & CO
+HIAI,"HEARTLAND INVESTMENT ASSOCIATES, INC."
+HEFR,"HEFREN-TILLOTSON, INC."
+HYSI,HEIM AND YOUNG
+HCPI,"HENDERSON CAPITAL PARTNERS, LLC."
+HENY,HENLEY & CO LLC
+NHWI,HENNION & WALSH INC
+HJSC,HERBERT J SIMS
+HFSB,"HERITAGE FINANCIAL SYSTEMS, INC."
+HPOL,HERNDON PLANT OAKLEY LTD
+NHFS,HEWITT FINANCIAL SERVICES LLC
+HXGN,HEXAGON SECURITIES LLC
+HFPC,HFP CAPITAL MARKETS
+HIGG,"HIGGINS CAPITAL MANAGEMENT, INC."
+COHI,"HIGH POINT CAPITAL GROUP, INC."
+ESII,"HIGH STREET SECURITIES, INC."
+HIGH,"HIGHLANDER CAPITAL GROUP, INC."
+HTJP,"HIGHTOWER SECURITIES, LLC"
+HTWR,"HIGHTOWER SECURITIES, LLC"
+DLWB,"HILLIARD FARBER & CO., INC"
+HFCO,"HILLIARD FARBER & CO., INC"
+HKCS,"HKC SECURITIES, INC."
+HLMS,"HLM SECURITIES, INC."
+HLLC,HOLLENCREST SEC LLC
+VOLS,"HOME FINANCIAL SERVICES, INC."
+HPPR,HOPPER SECURITIES - VERMONT
+HOTO,"HORNOR, TOWNSEND & KENT INC"
+HWIL,HOWARD WEIL INCORPORATED
+HOWE,"HOWE BARNES HOFFER & ARNETT, INC."
+HORW,HOWITZ & ASSOC INC
+HPOT,HP SECURITIES INC
+HRCS,"HRC INVESTMENT SERVICES, INC."
+HSBC,HSBC SECURITIES (USA) INC
+HSBK,HSBC SECURITIES (USA) INC.
+HDSW,HUDSON SECURITIES INC
+HDSN,"HUDSON SECURITIES, INC."
+SECT,HUDSON VALLEY CAPITAL MANAGEMENT
+HNTR,HUNTER ASSOC
+PLCP,HUNTER SCOTT FINANCIAL LLC.
+HUNT,HUNTLEIGH SECURITIES CORPORATION
+HUTC,"HUTCHINSON, SHOCKEY, ERLEY & CO."
+HWJC,"HWJ CAPITAL PARTNERS II, LLC"
+HSAC,HYUNDAI SEC
+LOCL,IBC INVESTMENTS CORPORATION
+IBER,IBERIA CAPITAL PARTNERS LLC
+MRBA,IBN FINL SVS
+IBSL,"IBS SECURITIES, LLC"
+GARB,ICAP CORPORATES LLC
+GARC,ICAP CORPORATES LLC
+IBAB,ICAP CORPORATES LLC
+IEBC,ICAP ELECTRONIC BROKING LLC
+ICAP,ICAP SECURITIES (USA) LLC
+IBAA,ICBA SECURITIES CORP
+ICDS,"ICD SECURITIES, INC."
+ISEC,ICICI SECURITIES INC.
+ICMC,ICM CAPITAL MARKETS LTD.
+AJCO,IDB CAPITAL CORP.
+IIGH,IIG HORIZON SECURITIES LLC
+IMPC,"IMPERIAL CAPITAL, LLC"
+IMSS,"IMS SECURITIES, INC."
+INCP,INCAPITAL LLC
+ICCI,INDEPENDENCE CAP CO INC
+INDE,INDEPENDENT BROKERS LLC
+HSAI,"INDEPENDENT FINANCIAL GROUP, LLC"
+IMBB,INDIANA MERCHANT BKING & BRKGE CO INC
+INDI,"INDIANA SECURITIES OF INDIANAPOLIS, LLC"
+NFTY,INFINITY SECURITIES CORP.
+INGF,ING FINANCIAL MARKETS LLC
+WING,"ING FINANCIAL PARTNERS, INC."
+AISL,ING FINL ADVISERS LLC
+INGS,INGALLS & SNYDER LLC
+ICSG,INSTINET CLRING SVS INC
+ICMH,INSTITUTIONAL CAP MGMT INC
+ISCN,INSTITUTIONAL SEC CORP
+INFI,INTEGRAL FINANCIAL LLC
+INII,INTEGRATED TRDING & INVMTS INCORP
+IBSJ,INTEGRITY BROKERAGE SERVICES
+IBCO,INTERACTIVE BROKERS CORP.
+IBKR,INTERACTIVE BROKERS L.L.C.
+IBSA,"INTERBOLSA SECURITIES, LLC"
+ITCM,"INTERCAM SECURITIES, INC."
+ICFS,INTERCAROLINA FINL SVS
+ICON,INTERCONTINENTAL ASSET MANAGEMENT GROUP
+IMSL,INTERMERCHANT SECURITIES LLC
+IFSM,INTERMOUNTAIN FINANCIAL
+INTA,"INTERNATIONAL ASSETS ADVISORY, LLC"
+ICTI,INTERNATIONAL CORRESPONDENT TRADING INC
+IESC,"INTERNATIONAL EQUITY SERVICES, INC"
+AZAD,"INTERNATIONAL FINANCIAL SOLUTIONS, INC."
+IMMG,"INTERNATIONAL MONEY MANAGEMENT GROUP, IN"
+IPAC,INTERPACIFIC INVESTORS
+IVST,INTERVEST INTERNATIONAL EQUITIES CORP
+CTAS,INTINEX INVTMT INC
+INTL,"INTL TRADING, INC."
+ISIG,INTNTL STRATEGY & INVMT GRP INC
+INVM,"INVEMED ASSOCIATES, LLC"
+TCGA,"INVERNESS SECURITIES, LLC"
+ISFA,INVEST FINL CORP
+ARCH,"INVESTACORP, INC."
+IAIN,INVESTMENT ARCHITECTS INC
+ICAO,INVESTMENT CTRS OF AMERICA
+IVNT,"INVESTMENT NETWORK, INC."
+IPGR,INVESTMENT PLACEMENT GROUP
+INPR,"INVESTMENT PROFESSIONALS, INC."
+IAME,INVESTMT CENTERS OF AMERICA
+INPI,INVESTMTENT PTNERS INC
+IBOT,"INVESTORS BROKERAGE OF TEXAS, LTD."
+ICCP,INVESTORS CAP
+ISCI,"INVESTORS SECURITY COMPANY, INC."
+IVEX,INVEX INC
+IAAK,"ISAAK BOND INVESTMENTS, INC."
+ISIL,ISI CAPITAL LLC
+IAEX,"ISRAEL A. ENGLANDER & CO., LLC"
+ITAU,ITAU BBA USA SECURITIES INC.
+IESI,"ITAU EUROPA SECURITIES, INC."
+ARKA,"IXE SECURITIES, LLC."
+JADN,"J. ALDEN ASSOCIATES, INC."
+GLYN,J.A. GLYNN & CO                       (O
+SEIB,J.D. SEIBEFT & CO INC
+JDRB,"J.H. DARBIE & CO., INC."
+JHDR,"J.H. DARBIE & CO., INC."
+HLHC,"J.J.B HILLIARD, W.L. LYONS, LLC"
+HDLY,"J.J.B. HILLIARD,  W.L. LYONS, INC."
+JKFS,J.K. FINANCIAL SERVICES INC.
+JMLS,"J.M. LUMMIS SECURITIES, INC."
+JPMC,J.P. MCGOWAN AND CO
+JPMA,J.P. MORGAN INSTITUTIONAL INVESTMENTS
+BEST,J.P. MORGAN SECURITIES LLC
+JPMS,J.P. MORGAN SECURITIES LLC
+PCSD,J.P. MORGAN SECURITIES LLC
+JPTC,"J.P. TURNER & COMPANY, LLC"
+JPTM,"J.P. TURNER & COMPANY, LLC"
+JWCF,"J.W. COLE FINANCIAL, INC."
+KRTH,J.W. KORTH & COMPANY INC
+JWML,J.W. MILLEGAN
+JVBF,JACK V BUTTERFIELD INV CO
+JASM,JACKSON & SMITH INVESTMENT SEC LLC
+JACK,JACKSON SEC
+JACF,JACQUES FINL LLC
+JFSI,JAMES FOX SEC
+BLCK,JAMES I BLACK & CO
+JANE,"JANE STREET MARKETS, LLC"
+JANY,JANNEY MONTGOMERY SCOTT LLC
+CSIB,"JBS LIBERTY SECURITIES, INC."
+JDLS,JDL SECURITIES CORPORATION
+PJEF,"JEFFERIES & CO., INC."
+BDIR,"JEFFERIES & COMPANY, INC"
+JEFF,"JEFFERIES & COMPANY, INC."
+JHYT,"JEFFERIES HIGH YIELD TRADING, LLC"
+JPOB,"JEFFERIES HIGH YIELD TRADING, LLC"
+JEFM,JEFFREY MATTHEW FINANCIAL GRP LLC
+DEFA,"JEFFRIES & CO, INC"
+JETT,"JETTRADE, INC."
+PONT,"JHS CAPITAL ADVISORS, INC."
+PRBC,"JHS CAPITAL ADVISORS, INC."
+JKRC,JKR & COMP INC
+JSSF,"JMP SECURITIES, LLC"
+JBEL,"JOBEL FINANCIAL, INC."
+JINS,JOHN CARRIS INVESTMENTS
+JJIL,JOHN JAMES INVMTS
+GOLA,JOHN THOMAS FINANCIAL
+JOLE,"JOHNSTON, LEMON & CO.,INCORPORATED"
+JONE,"JONES TRADING INSTITUTIONAL SERVICES, LL"
+ETSB,JOSEPH GRACE HOLDINGS INC
+JGUN,JOSEPH GUNNAR & CO. INC.
+JVBG,"JVB FINANCIAL GROUP, LLC"
+KCWF,K.C. WARD FINANCIAL
+KWCC,K.W. CHAMBERS & CO
+KALA,KA ASSOCIATES INC
+KBCO,KAHN BROTHERS LLC
+WYOM,KAISER AND COMPANY
+KALO,"KALOS CAPITAL, INC."
+KRVY,"KARVY, INC."
+KASH,KASHNER DAVIDSON SECURITIES CORP.
+KBRO,KAUFMAN BROS. L. P.
+KBFP,"KBC FINANCIAL PRODUCTS USA, INC."
+KCDF,KCD FINANCIAL
+KBWI,"KEEFE, BRUYETTE & WOODS, INC."
+KEEL,KEELEY INVESTMENT CORP.
+KDCO,"KELLNER, DILEO & CO., LP."
+KNII,"KENAI INVESTMENTS, INC."
+KJER,"KENNETH, JEROME & CO., INC."
+KENS,KENSINGTON CAPITAL INC.
+KEPL,"KEPLER CAPITAL MARKETS, INC."
+KERC,KERCHEVILLE & COMPANY
+SLOW,"KERN, SUSLOW SECURITIES, INC."
+KESS,"KESSLER & COMPANY INVESTMENTS, INC."
+KHKC,KEVIN HART KORNFIELD & CO INC
+KISL,KEY INVESTMENT SERVICES LLC
+KEYB,KEYBANC CAPITAL MARKETS INC
+KSTN,KEYSTONE CAPITAL CORPORATION
+KGSA,"KGS-ALPHA CAPITAL MARKETS, L.P."
+KILD,KILDARE CAPITAL
+KCIX,"KILEY PARTNERS, INC."
+KIML,"KIMELMAN & BAIRD, LLC"
+KOND,"KINSELL, NEWCOMB & DE DIOS INC."
+KJCO,"KIPLING JONES & CO., LTD"
+KRKS,KIRK SEC INCORP
+KMSF,KMS FINL SVS INCORP
+LIBE,"KNIGHT CAPITAL AMERICA'S, L.P."
+NITE,"KNIGHT CAPITAL AMERICAS, L.P."
+VABD,KNIGHT CLEARING AND EXECUTION SERVICES L
+KOSE,"KOONCE SECURITIES, INC."
+KISA,KOREA INVESTMENT & SECURITIES AMERICA
+KOVS,KOVAK SEC INC
+KVTZ,"KOVITZ SECURITIES, LLC"
+KRCO,"KR SECURITIES, LLC."
+KRAM,KRAMER SECURITIES CORP
+KRUG,KRUEGER BROKERAGEINC
+KUHN,KUHNS BROTHERS SECURITIES CORPORATION
+KUYK,"KUYKENDALL & SCHNEIDER, INC."
+KWSC,KW SECURITIES CORPORATION
+KYSN,KYSON & CO
+LMFI,L & M FINANCIAL SVS
+FISH,L.B. FISHER & CO.
+LMKO,L.M. KOHN & CO
+LABR,LABRUNERIE FINANCIAL SVCS
+LTCO,"LADENBURG, THALMANN & CO., INC."
+LSPI,LAFAYETTE INVTMT INC
+LAFI,LAFISE SECURITIES CORPORATION
+SBIL,LAIDLAW & COMPANY (UK) LTD.
+LAKE,LAKE FOREST SEC LLC
+LDAS,LANDAAS & CO
+LDOT,"LANDOLT SECURITIES, INC."
+LSSI,"LANGDON SHAW SECURITIES, INC."
+LATN,"LANTERN INVESTMENTS, INC."
+LDSC,LARA DORBECKER SEC CORP
+LAMA,"LARA, SHULL & MAY, LLC"
+LARC,LARIMER CAPITAL CORPORATION
+LASS,"LASALLE STREET SECURITIES, LLC."
+LWFL,LAWSON FINL CORP
+LAZA,"LAZARD CAPITAL MARKETS,LLC"
+LCSS,"LCS SECURITIES, LLC"
+LCCO,LEADER CAP CORP
+LBCO,"LEBENTHAL & CO., LLC"
+LEER,"LEERINK SWANN & CO., INC."
+LASE,LEGACY ASSET SEC INC
+LGNE,LEGEN EQUITIES CORP
+LGND,"LEGEND MERCHANT GROUP, INC."
+SPCS,LEGEND SECURITIES INC.
+LEGD,"LEGEND SECURITIES, INC."
+LGNT,LEGENT CLEARING CORPORATION
+LEBO,"LEIGH BALDWIN & CO., LLC"
+LSCI,LEK SECURITIES CORPORATION
+LEYA,"LEMLEY, YARLING & CO."
+LENX,"LENOX FINANCIAL SERVICES, INC."
+LEOC,LEONARD & COMPANY
+LEON,"LEONARD SECURITIES, INC."
+LSKO,LESKO SECURITIES INC.
+LISI,LEUMI INVTMT SVS INC
+LEXI,"LEXINGTON INVESTMENT CO., INC."
+LFRO,"LF ROTHCHILD, LLC."
+LFCS,"LFC SECURITIES, LLC"
+PURP,LIBERTY CAPITAL INVESTMENT CORP
+JACQ,LIBERTY GROUP
+LPFS,"LIBERTY PARTNERS FINANCIAL SERVICES, LLC"
+LASI,LIEBLONG & ASSOC INC
+LMAR,LIFEMARK SECURITIES CORP
+LIGH,LIGHTHOUSE CAPITAL CORPORATION
+NBLT,LIGHTSPEED PROFESSIONAL TRADING LLC
+INTG,"LIGHTSPEED TRADING, LLC"
+LFAC,LINCOLN FINANCIAL ADVISORS CORP
+CHUB,LINCOLN FINANCIAL SECURITIES CORP.
+LFNH,LINCOLN FINANCIAL SECURITIES CORP.
+LNCL,LINCOLN INVESTMENT
+SDPT,LIVINGSTON MONROE CAPITAL GROUP INC.
+LSEC,"LIVINGSTON SECURITIES, INC."
+LYSI,LLOYDS SECURITIES INC
+LOTC,"LO THOMAS & CO, INC"
+LOBR,LOEB PARTNERS CORPORATION
+LOMB,LOMBARD SEC INCORP
+LIFG,LONG ISLAND FINANCIAL GROUP INC
+LOOP,LOOP CAPITAL MARKETS LLC
+RWBM,LORING WARD SECURITIES INC.
+LEVL,LOVELL INC
+LOWL,LOWELL & CO INC
+LTLI,LP LITTLEWOOD & ASSOC INC
+YLPL,LPL FINANCIAL LLC
+AIAI,"LTC INVESTMENT SERVICES, INC"
+MTDB,M & T SECURITIES INC
+MHSI,M HOLDINGS SECS INC
+BEAL,M R BEAL AND CO
+AMCO,"M. AMARICO, INC."
+GRIF,"M. GRIFFITH INVESTMENT SERVICES, INC."
+MEAL,"M.E. ALLISON & CO., INC."
+MJWH,"M.J. WHITMAN & CO., INC."
+PFFR,M.M. DILLON & CO LLC
+HWLS,M.S. HOWELLS & CO.
+MIBS,"M&I FINANCIAL ADVISORS, INC."
+MINV,MACK INVTMT SEC INC
+MACQ,MACQUARIE CAPITAL (USA) INC.
+MADN,MADDEN SEC CORP
+MAVS,MADISON AVENUE SECURITIES
+EQUI,"MADISON CAPITAL MARKETS, INC."
+MWCO,MADISON WILLIAMS AND COMPANY LLC
+MAGI,"MAGUIRE INVESTMENTS, INC."
+MAIA,MAIA SEC INC
+MSCB,MAINE SECURITIES CORPORATION
+EDFM,MAN SECURITIES INC.
+MASE,"MANAGED ACCOUNT SERVICES, LLC"
+MSCX,MANARIN SEC CORP
+MFPC,MANNA CAPITAL MANAGEMENT
+MAPL,MAPLE SECURITIES U.S.A. INC.
+MPLW,MAPLEWOOD INVESTMT ADVISORS INCORP
+LANE,MARC J LANE & CO
+DVNE,MARCO POLO SECURITIES INC.
+PNET,MARINER INVTMT GRP INC
+BOYR,"MARK BOYAR & COMPANY, INC."
+MKTX,MARKETAXESS CORP
+MDEB,"MARQUETTE DE BARY CO., INC"
+MAFS,"MARQUIS FINANCIAL SERVICES, INC"
+MRSC,MARSCO INVMT CORP
+MNCO,"MARTIN NELSON & CO., INC."
+MSIE,MASON SEC INC
+MATX,"MATRIX CAPITAL GROUP, INC."
+MAXI,MAX INTERNATIONAL BROKER/DEALER CORP.
+MAXM,MAXIM GROUP LLC
+NOLL,MAXWELL NOLL INVESTMENT ADVISORS
+MXSI,"MAXWELL SIMON, INC."
+MAYC,MAYFAIR CAPITAL MARKETS
+MBTS,MB TRADING
+DRSC,MBSC SECURITIES CORPORATION
+MWRI,"MCADAMS WRIGHT RAGEN INC.,"
+PAGE,"MCCLENDON, MORRISON & PARTNERS, INC."
+MCCL,MCCLURG CAPITAL CORPORATION
+MCTY,MCCOURTNEY-BRECKENRIDGE & CO.
+TMCD,"MCDONALD PARTNERS, LLC"
+MCLF,MCL FINL GRP
+MMAN,MCMAHAN SECURITIES CO. L.P.
+MCME,MCMILLION SECS INC
+MCNA,MCNALLY FINANCIAL SERVICES CORPORATION
+MDBC,MDB CAPITAL GROUP LLC
+MEAN,"MEANS INVESTMENT CO., INC."
+WMEI,"MEESCHAERT CAPITAL MARKETS, INC."
+MELN,"MELLIN SECURITIES, INC"
+MLVN,"MELVIN SECURITIES, LLC"
+MERC,MERCADIEN SECURITIES
+CICI,MERCANTIL COMMERCEBANK INVESTMENT SERVIC
+MERQ,"MERCATOR ASSOCIATES, LLC"
+MCLL,MERCHANT CAP
+MSLC,MERCOR SECURITIES LLC
+JPOD,"MEREDITH WHITNEY SECURITIES, LLC"
+MERP,"MERIDIAN EQUITY PARTNERS, INC."
+MEFG,MERITUS FINANCIAL GROUP
+MERL,"MERLIN SECURITIES, INC."
+MLIN,"MERLIN SECURITIES, LLC"
+RLIN,"MERLIN SECURITIES, LLC"
+MGSI,MERRILL LYNCH GOVERNMENT SECURIITIES INC
+BOFA,"MERRILL LYNCH, PIERCE, FENNER & SMITH IN"
+MLCO,"MERRILL LYNCH, PIERCE, FENNER & SMITH IN"
+NBII,"MERRILL LYNCH, PIERCE, FENNER & SMITH, I"
+MLMA,"MERRILL,LYNCH,PIERCE,FENNER & SMITH, INC"
+MERR,"MERRIMAC CORPORATE SECURITIES, INC."
+MERI,"MERRIMAN CAPITAL, INC."
+MERG,"MERRION SECURITIES, LLC"
+MERS,"MERRION SECURITIES, LLC"
+MSRO,"MESIROW FINANCIAL,INC."
+MSII,METLIFE SEC INC
+MYRS,MEYERS ASSOCIATES L.P.
+MYLG,"MEYERS ASSOCIATES, L.P."
+MANS,MF GLOBAL INC.
+MFRS,MFR SEC INC
+MHAF,MHA FINANCIAL CORP
+MSIM,"MICHIGAN SECURITIES, INC."
+MACC,MID ATLANTIC CAPITAL CORP
+MIDA,MID-ATLANTIC SEC INC
+MIOH,MID-OHIO SECURITIES CORPORATION
+MFSI,"MIDAMERIA FINANCIAL SERVICES, INC."
+MDGS,"MIDDLEGATE SECURITIES, LTD"
+MIDK,MIDKIFF & STONE CAPITAL GROUP
+MIDS,"MIDSOUTH CAPITAL, INC."
+MSTC,MIDWESTERN SEC TRADING CO LLC
+MDWD,MIDWOOD SECURITIES INC
+MIFI,"MILKIE/FERGUSON INVESTMENTS, INC."
+MADV,"MILLENNIUM ADVISORS, LLC"
+MITR,MILLER TABAK ROBERTS SEC LLC
+MTCO,"MILLER, TABAK & CO."
+MVII,MINNESOTA VALLEY INVESTMENTS
+MISL,MISCHLER FINL GRP INC
+MUFG,MITSUBISHI UFJ SECURITIES (USA)
+TKYO,"MITSUBISHI UFJ SECURITIES (USA), INC."
+MZHO,MIZUHO SEC USA INC
+MKGF,"MKG FINANCIAL GROUP, INC."
+MMCS,MMC SECURITIES CORP.
+GRPS,"MML INVESTORS SERVICES, LLC"
+MMRI,"MMR, INC."
+MOLO,MOLONEY SEC CO INC
+MOSE,"MOLONEY SECURITIES COMPANY, INC."
+MNRC,"MONARCH CAPITAL GROUP, LLC"
+MFCA,MONARCH FINANCIAL CORPORATION OF AMERICA
+MONX,"MONEX SECURITIES, INC."
+MNCC,MONEY CONCEPTS CAPITAL CORP
+MYMK,MONEY MARKET 1 INSTITUTIONAL INV DEALER
+MWCC,"MONNESS CRESPI HARDT & CO., INC."
+MONR,"MONROE SECURITIES, INC."
+MOJO,MONTAG & JOSELGAN
+MONA,MONTECITO ADVISORS
+MORF,"MONTECITO ADVISORS, INC."
+MCIN,MOORS & CABOT INC.
+MCBT,"MOORS & CABOT, INC."
+MJCO,"MORGAN JOSEPH, LLC"
+MSCO,"MORGAN STANLEY & CO., INCORPORATED"
+DEAN,MORGAN STANLEY SMITH BARNEY
+MSPW,"MORGAN STANLEY SMITH BARNEY, LLC"
+MSSB,"MORGAN STANLEY SMITH BARNEY, LLC"
+MWSI,"MORGAN WILSHIRE SECURITIES, INC."
+MOKE,"MORGAN, KEEGAN & COMPANY, INC."
+MCFM,"MORTON CLARKE, INC."
+MVSC,"MOUNTAIN VIEW SECURITIES, INC."
+MFGI,MOWELL FINL GRP INC
+MTLE,MTL EQUITY PRODUCTS CO
+MTBK,MULTI-BANK SECURITIES INC
+MULT,MULTI-FINANCIAL SECS CORP
+MCMG,MUNICIPAL CAPITAL MARKETS GROUP INC
+MWMS,"MUREX CAPITAL, LLC"
+SBRT,MURIEL SIEBERT & CO INC
+MURF,MURPHY & DURIEU
+MJDW,"Murray Securities, Inc."
+MOIS,"MUTUAL OF OMAHA INVESTOR SERVICES, INC."
+CBOL,"MUTUAL SECURITIES, INC"
+MLPL,MUTUAL SERVICE CORPORATION
+MUSC,MUTUAL SERVICE CORPORATION
+MTCA,MUTUAL TRUST CO. OF AMERICA SECURITIES
+MVSG,"MV SECURITIES GROUP, INC."
+MWAF,MWA FINANCIAL SVCS INC
+HAHN,"N. HAHN & CO., INC."
+ZOUL,"N.B. ZOULLAS SECURITIES, INC."
+NACM,NABSECURITIES LLC
+NAFA,"NAFA CAPITAL MARKETS, LLC"
+NBAR,"NANCY BARRON & ASSOCIATES, INC."
+NDCM,"NANES, DELORME CAPITAL MANAGEMENT LLC"
+NDMO,NASD TEST
+NQMO,NASDAQ TEST
+NACL,NATIONAL ALLIANCE SECURITIES CORPORATION
+NFSC,NATIONAL FINANCIAL SERVICES LLC
+JNFS,NATIONAL PLANNING CORP
+NATL,NATIONAL SECURITIES CORP.
+NAPK,NATIONAL SECURITIES CORPORATION
+NFGR,NATIONS FINANCIAL GRP
+NPAI,"NATIONWIDE PLANNING ASSOCIATES, INC."
+SEVN,"NATIONWIDE SECURITIES, LLC"
+ABLE,"NATIXIS  BLEICHROEDER, LLC"
+IXIS,NATIXIS SECURITIES NORTH AMERICA INC.
+PHRS,NAVAID FINANCIAL SERVICES INC.
+NVGT,NAVIGATE ADVISORS
+NFBS,"NAVY FEDERAL BROKERAGE SERVICES, LLC."
+NBCS,"NBC SECURITIES, INC."
+NDXT,NDX TRADING INC.
+NTBC,"NEIDIGER/ TUCKER/ BRUNER, INC."
+UFSM,NELNET CAPITAL LLC
+NELS,"NELSON SECURITIES, INC."
+TIGC,"NELSONREID, INC."
+NSRD,"NESTLERODE & LOY, INC."
+NETH,NETHERLAND SEC INC
+NETW,NETWORK 1 FINANCIAL SECURITIES INC.
+NTFN,NETWORK 1 FINANCIAL SECURITIES INC.
+NBLB,"NEUBERGER BERMAN, LLC"
+NEUB,"NEUBERGER BERMAN, LLC"
+NABC,"NEW ALLIANCE INVESTMENTS, INC."
+NESS,NEW ENGLAND SECURITIES
+NHMG,NEW HORIZONS ASSET MANAGEMENT GROUP
+BRGE,NEWBRIDGE SECURITIES
+NUBG,NEWBRIDGE SECURITIES CORPORATION
+NSCB,NEWBURY STREET CAPITAL PARTNERSHIP LTD.
+NWCT,"NEWCOURT SECURITIES, LTD"
+FMAT,"NEWEDGE USA, LLC"
+NEWO,"NEWOAK CAPITAL MARKETS, LLC"
+NCSI,"NEWPORT COAST SECURITIES, INC."
+NWPT,NEWPORT SECURITIES CORPORATION
+NFSI,"NEXITY FINANCIAL SERVICES, INC."
+NEXT,NEXT FINL GRP INC
+PSII,NFP SEC
+NIAS,NIA SEC LLC
+NICL,NICOL INVESTORS CORPORATION
+NOBL,"NOBLE INTERNATIONAL INVESTMENTS, INC."
+NMRA,"NOMURA SECURITIES INTERNATIONAL, INC."
+NFLK,"NORFOLK MARKETS, LLC"
+NOAS,NORTH ATLANTIC SECURITIES LLC
+NRSC,NORTH RIDGE SECURITIES CORP
+OAKF,NORTH SEA SECURITIES LP
+NOSO,NORTH SOUTH CAPITAL LLC
+ABYL,"NORTH STAR INVESTMENT SERVICES, INC."
+NECM,NORTHEAST CAPITAL MARKETS CORP
+NESC,"NORTHEAST SECURITIES, INC."
+NORC,NORTHERN CAP SEC CORP
+NTRC,"NORTHERN TRUST SECURITIES, INC."
+WINE,NORTHGATE SECURITIES INC.
+NORT,"NORTHLAND SECURITIES, INC."
+NPNT,"NORTHPOINT TRADING PARTNERS, LLC"
+NSFP,NORTHSTAR FINL PTNRS INC
+NSTR,"NORTHSTAR GROUP, INC"
+NWIA,NORTHWEST INVESTMENT ADVISORS
+NWML,NORTHWESTERN MUTUAL INVMT SVS LLC
+FPRI,"NPA FINANCIAL SERVICES, INC"
+NPBF,"NPB FINANCIAL GROUP, LLC"
+NSMS,"NSM SECURITIES, INC."
+NTMG,"NUTMEG SECURITIES, LLC"
+NTMW,"NUTMEG SECURITIES, LLC"
+NVEN,"NUVEEN INVESTMENTS, LLC"
+NWCM,NW CAPITAL MARKETS INC.
+NYLS,NYLIFE SECURITIES
+NYPP,"NYPPE, LLC"
+OBSH,"O'BRIEN & SHEPARD, INC."
+OCON,O'CONNOR & COMPANY SECURITIES INC.
+ONEL,"O'NEIL SECURITIES, INC."
+OHSI,"OAK HILLS SECURITIES, INC."
+OTSB,OAK TREE SEC INC
+OBTG,OAKBROOK INVMT  BRKS INC
+OFCC,OBERLIN FINL CORP
+OBWS,OBERWEIS SECURITIES
+OBEX,OBEX SEC LLC
+GLBZ,"OBS BROKERAGE SERVICES, INC."
+GSCL,"OBSIDIAN FINANCIAL GROUP, LLC"
+OFGL,"OBSIDIAN FINANCIAL GROUP, LLC"
+OCSI,"OC SECURITIES, INC."
+ATTR,"ODD LOT BONDS, INC."
+ODNC,ODEON CAPITAL GROUP
+OFGF,OFG FINL SVSINC
+OTSC,OGILVIE SEC ADVISORS
+JBLW,"OHANESIAN / LECOURS, INC."
+OLMM,OLMSTED & MULHALL INC
+OLMP,"OLYMPUS SECURITIES, LLC"
+OMSL,OM SECURITIES LLC DBA/TRADE MONSTER
+HARD,"OMEGA SECURITIES, INC."
+OMNV,OMNIVEST INCORP
+AULC,"ONE AMERICA SECURITIES, INC"
+OPCO,OPPENHEIMER &CO. INC.
+EZOP,"OPTIONSHOUSE, LLC"
+OXPS,"OPTIONSXPRESS, INC."
+ORTL,ORIENTAL FINANCIAL SERVICES CORP.
+OREO,"ORION TRADING, LLC"
+OGRU,OSCAR GRUSS & SONS INCORPORATED
+OSHM,OSHIMA & ASSOCIATES
+OTAA,OTA LLC
+POPP,"P. OPPENHEIMER & ASSOCIATES, INC."
+PRGA,P.R. GIILBOY & ASSOC INC
+HZIG,P.R.HERZIG & CO. INC
+PAMS,"PACIFIC AMERICAN SECURITIES, LLC"
+PISC,PACIFIC INVTMT SEC CORP
+PACW,PACIFIC WEST SEC INC
+PACK,"PACKERLAND BROKERAGE SERVICES, INC."
+GTRN,"PAINTER, SMITH AND GORIAN INC."
+DPAA,"PALMIERI, ANGNARDO & CO"
+PLMA,PALOMA SECURITIES LLC
+NORP,PARETO SECURITIES INC
+FJRF,"PARITER SECURITIES, LLC"
+PASC,PARK AVE SECURITIES
+DJRC,"PARTNERS INVESTMENT NETWORK, INC."
+PVSI,PARTNERVEST SEC INC
+PATT,"PATRICK CAPITAL MARKETS, LLC"
+PAUL,"PAULSON INVESTMENT COMPANY, INC."
+PCDN,"PCS DUNBAR SECURITIES, LLC"
+PCCA,PEACHTREE CAPITAL CORPORATION
+BOBO,"PENATES GROUP, INC."
+PENC,PENROD AND COMPANY
+PNSA,PENSERRA SECURITIES
+PFSI,PENSON FINANCIAL SERVICES
+PFCL,"PENSON FINANCIAL SERVICES, INC."
+PPLE,PEOPLES'S SEC INCORP
+PERZ,PERAZA CAPITAL AND INVMT LLC
+PERC,PERCIVAL FINL PTNRS CORP
+BBNI,"PERFORMANCE TRUST CAPITAL PARTNERS, INC."
+PERK,"PERKINS, SMART & BOYD, INC."
+PASL,"PERSHING ADVISOR SOLUTIONS, LLC"
+BHFS,PERSHING LLC
+PERS,PERSHING LLC
+ELSH,PETER ELISH INVESTMENTS SECURITIES
+PRMC,PETER R MACK AND CO
+PETI,"PETERSEN INVESTMENTS, INC."
+FLGR,"PFLUEGER & BAERWALD, INC."
+PHDC,PHD CAPITAL
+FRTH,PHILADELPHIA BROKERAGE
+PHIN,"PHILADELPHIA INVESTORS, LTD."
+PHCO,PHILLIPS & COMPANY SECURITIES INC.
+PHXP,"PHOENIX DERIVATIVES GROUP, LLC"
+PICK,PICKERING ENERGY PARTNERS
+PICT,PICTET OVERSEAS INC
+PPSL,"PIERPONT SECURITIES, LLC"
+FRWY,"PINNACLE CAPITAL MARKETS, LLC."
+PINF,PINNACLE FINANCIAL GROUP
+PINA,PINNACLE INVTS
+PIPR,PIPER JAFFRAY & CO.
+PLTF,"PLACE TRADE FINANCIAL, INC."
+IRMD,PLANMEMBER SECURITIES CORPORATION
+PICC,"PLANNED INVESTMENT CO., INC."
+CASH,"PLANNER SECURITIES, LLC"
+PMAS,"PMA SECURITIES, INC."
+PMKS,"PMK SECURITIES & RESEARCH, INC."
+PNCM,PNC CAPITAL MARKETS LLC
+NATY,PNC INVESTMENTS LLC
+PERM,PNC INVESTMENTS LLC
+PNCC,PNC INVESTMENTS LLC
+PNCI,PNC INVESTMENTS LLC
+PODE,PODESTA & CO
+CUNN,"POINT CAPITAL MARKETS, LLC"
+PTAL,"POINTE ATLANTIC, INC."
+PICI,"POLAR INVESTMENT COUNSEL, INC."
+POPS,"POPULAR SECURITIES, INC."
+PAAI,PORTFOLIO ADVISORS ALLIANCE INC
+PBSI,PORTFOLIO BROKERAGE SERVICES INC.
+PRGI,"PORTFOLIO RESOURCES GROUP, INC."
+PMFS,PORTSMOUTH FINANCIAL SVCS
+POTO,POTOMAC INVESTMENT COMPANY
+PPAI,PPA INVMTS
+PFCG,"PREFERRED CLIENT GROUP, INC."
+PRSB,"PRESIDENTIAL BROKERAGE, INC."
+DSSI,PRESIDIO FINANCIAL
+JLEO,"PRIMARY CAPITAL, LLC"
+PMCS,"PRIME CAPITAL SERVICES, INC"
+STLR,"PRIMESOLUTIONS SECURITIES, INC."
+BANK,PRIMEVEST FINANCIAL SERVICES
+PMMX,PRIMEX
+PRIN,"PRINCIPLE ADVISORS, INC."
+PFSM,PRINCOR FINL SVS CORP
+TPCP,"PRITCHARD CAPITAL PARTNERS, LLC"
+PCSB,"PRIVATE CLIENT SERVICES, LLC"
+PRPO,PRIVATE PORTFOLIO
+PROE,PROEQUITES INC
+PRAS,PROFESSIONAL ASSET MANAGEMENT
+PAMI,PROFESSIONAL ASSET MGMT
+PFFI,"PROFINANCIAL, INC."
+PRLL,PROGRESS INVESTMENTS
+PAMC,"PROGRESSIVE ASSET MANAGEMENT, INC."
+ADSO,PROSPERA FINANCIAL SERVICES
+PROT,PROTECTED INVESTORS OF AMERICA
+PSIN,PROVIDENT SEC & INVMT CO/DI OF RED CAP M
+PRUC,PRUCO SECURITIES CORP.
+PGSL,"PRUDENTIAL BACHE SECURITIES, LLC"
+PIMS,PRUDENTIAL INVESTMENT MANAGEMENT SVCS
+PSAE,PSA EQUITIES INC
+PTIS,PTI SECURITIES & FUTURES L.P.
+PULT,PULSE TRADING LLC
+PUMA,PUMA CAPITAL LLC
+PUMP,PUMPHREY SECURITIES
+PUPL,"PUPLAVA SECURITIES, INC."
+PURB,"PURITAN BROKERAGE SERVICES, INC"
+SARG,"PURSHE KAPLAN STERLING INVESTMENTS, INC."
+PURS,PURSUIT PARTNERS
+PTLV,PUTNAM LOVELL NBF SECURITIES INC.
+PROG,PUTNAM RETAIL MANAGEMENT LIMITED PARTNER
+PWAS,"PWA SECURITIES, INC."
+MPWA,"PWMCO, LLC"
+QAFC,QA3 FINANCIAL CORP.
+IFSL,QA3 FINL CORP
+QUAL,QUAYLE AND CO. SECURITIES
+QRSC,QUEENS RD SEC LLC
+QUEC,QUEST CAP STRATEGIES INC
+QUES,QUEST SEC INC
+POOH,QUESTAR CAP  CORP
+QCAS,QUINCY CASS ASSOCIATES
+QUOI,QUOIN CAPITAL LLC
+ECHI,R & R PLANNING GROUP LTD
+SEEL,"R. SEELAUS & CO., INC."
+LAFF,"R.F. LAFFERTY & CO., INC."
+LAFB,"R.F. LAFFERTY & COMPANY, INC"
+DCAN,R.M. DUNCAN SEC INC
+RTJC,R.T. JONES CAPITAL EQUITIES INC.
+RWPS,R.W. PRESSPRICH AND CO
+RWSM,"R.W. SMITH & ASSOCIATES, INC."
+TOWT,R.W. TOWT & ASSOCIATES
+RABO,RABO SECURITIES USA INC
+RCME,RAFFERTY CAPITAL MARKETS
+RCMP,RAFFERTY CAPITAL MARKETS
+JJKS,RAFFERTY CAPITAL MARKETS LLC
+RCMI,RAFFERTY CAPITAL MARKETS LLC
+JJKE,"RAFFERTY CAPITAL MARKETS, LLC"
+RCML,"RAFFERTY CAPITAL MARKETS, LLC"
+RAIN,"RAINIER SECURITIES, LLC"
+RAIT,"RAIT SECURITIES, LLC"
+RTCP,"RAIT SECURITIES, LLC"
+RMAT,RAMAT SECURITIES LTD.
+RJLU,RAYMOND JAMES (USA) LTD.
+RJFI,RAYMOND JAMES & ASSOCIATES
+RJFS,RAYMOND JAMES FINL SVS
+RAJA,"RAYMOND, JAMES & ASSOCIATES, INC."
+DCSD,RBC CAPITAL MARKETS LLC
+RBCD,RBC CAPITAL MARKETS LLC
+RBDA,RBC CAPITAL MARKETS LLC
+CAPM,"RBS SECURITIES, INC"
+RCAP,"RCAP SECURITIES, INC."
+RDCG,"RD CAPITAL GROUP, INC."
+RDSS,RD SC LLC
+RDMI,RDM INVESTMENTS
+REWI,REDWINE & CO
+RGLD,"REGAL SECURITIES, INC."
+REGR,"REGISTER FINANCIAL ASSOCIATES, INC."
+RETA,"REICH & TANG DISTRIBUTORS, INC."
+RRUD,REID & RUDIGER LLC
+REID,REID AND ASSOCIATES
+RWWI,"RELIANCE WORLDWIDE INVESTMENTS, LLC"
+RENC,RENCAP SECURITIES INC
+RENS,RENSSELAER SECURITIES CORPORATION
+RPEX,REPEX & CO INC.
+RFSC,"RESIDENTIAL FUNDING SECURITIES, L.L.C."
+RHGL,RESOUCE HORIZONS GROUP LLC
+RRIC,RETIREMENT RESOURCES INVESTMENT CORP.
+REUV,REUVEN ENTERPRISES SECURITIES DIVISION
+KART,REVERE SECURITIES CORPORATION
+KNOX,RG KNOX COMPANY
+RHDS,RHODES SEC INC
+APEX,RICE FINANCIAL PRODUCTS COMPANY
+RMPI,"RICHARDS, MERRILL & PETERSON, INC."
+ROII,"RICHFIELD ORION INTERNATIONAL, INC."
+RIDG,RIDGEWAY & CONGER INCORP
+RWCI,"RIDGEWAY & CONGER, INC."
+RGWD,RIDGEWOOD ASSOCIATES INC.
+RIED,RIEDL FIRST SEC CO OF KANSAS
+ROCM,RIM SECURITIES LLC
+RSWM,"RIVERSTONE WEALTH MANAGEMENT, INC."
+RLCO,"RIVES, LEAVELL & CO"
+BCLT,RIVIERE SECURITIES LTD.
+RJJZ,"RJJ PASADENA SECURITIES, INC."
+RMST,RM STARK & CO INC
+SNTE,RMN SEC INC
+ROBS,ROBBINS SEC
+MDTH,ROBERT M MEREDITH AND CO
+RRII,ROBERTS & RYAN INVESTMENTS INC.
+ROBI,ROBINSON & ROBINSON INC
+RLUK,"ROBINSON AND LUKENS, INC."
+ROBT,"ROBOTTI & COMPANY, LLC"
+ROCH,ROCHDALE SECURITIES LLC
+RCKF,"ROCKFLEET FINANCIAL SERVICES, INC."
+ROCK,ROCKWELL GLOBAL CAPITAL LLC
+ROBO,RODGERS BROTHERS INC
+RODM,"RODMAN & RENSHAW, LLC"
+ADSD,"ROGAN & ASSOCIATES, INC."
+ROMO,ROMANO BROS. & CO.
+RSAI,"ROSS, SINCLAIRE & ASSOCIATES, LLC"
+ROTH,"ROTH CAPITAL PARTNERS, INC."
+RTHS,ROTHSCHILD SECURITIES CORPORATION
+RAAI,"ROYAL ALLIANCE ASSOCIATES, INC."
+ROYL,"ROYAL ALLIANCE ASSOCIATES, INC.        ("
+RYAL,ROYAL SECURITIES COMPANY
+RAFI,RSG CAPITAL CORP.
+RCSK,"RUANE, CUNNIFF & GOLDBARB LLC"
+RMCI,"RUSHMORE CAPITAL, INC."
+RSSE,"RUSSELL IMPLEMENTATION SERVICES, INC."
+RFAI,"RYAN FINANCIAL, INC."
+SPIV,"S & P INVESTORS, INC."
+SGCL,"S. GOLDMAN CAPITAL, LLC"
+PARK,"S.C. PARKER & CO., INC."
+SFPS,S.F. INVESTMENTS
+SGLC,S.G. LONG & COMPANY
+SLRD,S.L. REED & CO
+SABS,"SABADELL SECURITIES USA, INC."
+ASCZ,"SAFEGUARD SECURITIES, INC"
+SSCO,SAFRA SECURITIES LLC
+SSEI,"SAGE SOUTHEASTERN SECURITIES, INC."
+SAGE,"SAGE, RUTTY & CO., INC."
+AIGF,"SAGEPOINT FINANCIAL, INC."
+ITCC,SAL FINL SVS INC
+SALO,"SALOMON WHITNEY, LLC"
+SRAM,"SAMCO CAPITAL MARKETS, INC."
+SAMS,SAMMONS SECS CO LLC
+RRPR,"SAMUEL A. RAMIREZ & CO., INC."
+RREZ,"SAMUEL A. RAMIREZ & COMPANY, INC."
+UMAS,SAMUELS CHASE & CO INC
+SMHI,SANDERS MORRIS HARRIS INC.
+GRIN,SANDGRAIN SEC INCORP
+SGSI,"SANDGRAIN SECURITIES, INC."
+SDLR,"SANDLER O'NEILL & PARTNERS, L.P."
+BERN,"SANFORD C. BERNSTEIN & CO., LLC"
+SANT,SANTANDER INVESTMENT SECURITIES INC.
+SSPR,SANTANDER SEC CORP
+SAPA,SAPERSTON ASSET MANAGEMENT INC.
+INCC,"SATURNA BROKERAGE SERVICES,INC."
+SDIC,SAUER DAZEY INVESTMENT CO.
+SAXO,"SAXONY SECURITIES, INC."
+SCAR,SCARSDALE EQUITIES LLC
+SCFA,"SCF SECURITIES, INC."
+SCMC,SCOTIA CAPITAL MARKETS
+BBNT,SCOTT & STRINGFELLOW LLC
+SJGM,SCOTT JAMES GRP INC
+SCTO,"SCOTTRADE, INC."
+SSIC,"SCOTTRADE, INC."
+JOHN,SCOTTSDALE CAPITAL ADVISORS CORP
+SCAI,SCOTTSDALE CAPITAL ADVISORS CORP
+SCST,"SEACOAST INVESTOR SERVICES, INC."
+SEPN,"SEAPINE SECURITIES, LLC"
+SPGS,SEAPORT GROUP SEC
+SEAP,SEAPORT SECURITIES CORP.
+SERL,SEARLE & CO.
+SNSC,SEATTLE NORTHWEST SECS CORP
+GRDK,"SECONDMARKET, INC."
+SEBS,SECU BROKERAGE SERVICES
+MAMA,SECUREVEST FINANCIAL GROUP
+SIAN,SECURIAN FINANCIAL SERVICES INC.
+SAIN,"SECURITIES AMERICA, INC."
+MASJ,SECURITIES CAPITAL CORPORATION
+DOVE,SECURITIES EQUITY GROUP
+SSNI,"SECURITIES SERVICE NETWORK, INC."
+SECD,"SECURITIY DEALERS GUILD, INC."
+SCTI,"SECURITY CAPITAL BROKERAGE, INC."
+SCFI,SECURITY CHURCH FINANCE
+SRFL,SECURITY RESEARCH ASSOCIATES INC.
+SRES,"SECURITY RESEARCH ASSOCIATES, INC."
+SEIC,SEI INVESTMENTS DISTRIBUTION CO.
+SBSC,SEIBT FINL SVS
+DAVW,SEIDEL & SHAW LLC
+SEID,"SEIDEL & SHAW, LLC"
+EMPR,"SELKIRK INVESTMENTS, INC."
+SMZA,SEMAZA SECURITIES LLC
+SEMT,SEMINOLE FINANCIAL
+SEND,"SENDERO SECURITIES, LLC"
+SEBR,SENTINEL BROKERS COMPANY INC.
+SCTL,SENTINEL SECURITIES INC
+SEQU,"SEQUOIA INVESTMENTS, INC."
+SESL,SESLIA SECURITIES
+SSGI,"SETON SECURITIES GROUP, INC."
+SEVP,"SEVEN POINTS CAPITAL, LLC"
+SFSS,"SF SENTRY SECURITIES, INC."
+SGAS,SG AMERICAS SECURITIES LLC
+SFSD,"SHARE FINANCIAL SERVICES, INC."
+SSGR,"SHAREHOLDERS SERVICE GROUP, INC."
+SHAW,SHAW (D.E.) SECURITIES LLC
+SHAY,SHAY FINL SEC INC
+RACO,"SHEARMAN, RALSTON INC"
+DAVI,"SHELBY CULLOM DAVIS & CO., LP"
+SSAI,"SHINHAN INVESTMENT AMERICA, INC"
+SHTB,"SHORELINE TRADING GROUP, LLC"
+SHTG,"SHORELINE TRADING GROUP, LLC"
+SHRE,"SHUFRO, ROSE & CO"
+TEQU,SICOR SECURITIES INC
+SIGM,SIGMA FINANCIAL CORPORATION
+SGNL,"SIGNAL SECURITIES, INC."
+JHDI,SIGNATOR INVESTORS INC
+SSGC,SIGNATURE SECURITIES GROUP
+SIIW,SII INVESTMENTS INC
+SVSI,SILICONVALLEY SEC
+SIMM,SIMMONS & COMPANY INTERNATIONAL
+SIGI,SIMMONS FIRST INVESTMENT GROUP
+SSNG,SISUNG SECURITIES CORP.
+SLHC,"SL HARE CAPITAL, INC."
+SLAV,SLAVIC INVMT CORP
+SLOA,SLOAN SECURITIES CORP.
+SLON,SLOAN SECURITIES CORP.
+SUMI,"SMBC NIKKO SECURITIES AMERICA, INC"
+SMIT,"SMITH ASSET MANAGEMENT, INC."
+SHFS,"SMITH HAYES FINANCIAL SERVICES, INC."
+SGBI,"SMITH, BROWN, AND GROOVER, INC."
+SMMO,"SMITH, MOORE & CO."
+AFSL,SORRENTO PACIFIC FINANCIAL LLC
+SORS,SORSBY FINANCIAL CORP.
+SCML,SOUND CAPITAL MANAGEMENT LLC
+SORE,"SOURCE CAPITAL GROUP, INC."
+ETLD,SOUTH VALLEY WEALTH MANAGEMENT
+SEIN,"SOUTHEAST INVESTMENTS, N.C., INC."
+SPSC,"SOUTHERN PACIFIC SECURITIES, INC."
+SLAK,SOUTHLAKE CAPITAL
+GFLD,"SOUTHRIDGE INVESTMENTS GROUP, INC."
+SWST,"SOUTHWEST SECURITIES, INC."
+SCMT,SOUTHWESTERN CAP MKTS
+SOUZ,"SOUZA BARROS SECURITIES, INC"
+SPRC,"SPARTAN CAPITAL SECURITIES, LLC"
+MICA,SPARTAN SEC GRP LTD
+SAMI,"SPECTRUM ASSET MGMT, INC."
+SPCA,SPECTRUM CAP INC
+SPEN,SPENCER CLARKE LLC
+SPIN,SPENCER EDWARDS INC
+STSI,"SPENCER-TRASK SECURITIES, INC."
+SPWI,SPENCER-WINSTON SECURITIES CORPORATION
+SPLC,"SPIRE SECURITIES, LLC"
+SZRO,SPREADZERO LLC
+SSPT,SPRING STREET PARTNERS L.P.
+SPYG,"SPYGLASS SECURITIES, LLC"
+SRPR,SRM SEC INC
+KEEN,"ST. BERNARD FINANCIAL SERVICES, INC."
+DJST,"ST. GERMAIN SECURITIES, INC."
+SCFL,"STANCHART SECURITIES INTERNATIONAL, INC"
+SCBS,STANDARD CHARTERED SECURITIES (NORTH AME
+SCSI,"STANDARD CREDIT SECURITIES, INC."
+STVT,STANDARD INVESTMENT CHARTERED INCORPORAT
+SSBS,"STATE STREET GLOBAL MARKETS, LLC"
+SSLL,"STATE STREET GLOBAL MARKETS, LLC"
+SSGM,"STATE STREET GLOBAL MARKETS,LLC"
+STTR,STATE TRUST INVESTMENTS INC.
+SAKL,STEPHEN A. KOHN & ASSOC. INC.
+SPHN,"STEPHENS, INC."
+SEGI,"STERLING ENTERPRISES GROUP, INC."
+SMSL,"STERLING MONROE SECURITIES, LLC"
+STSM,STERLING SMITH CORP
+SAFS,"STERN AGEE FINANCIAL SERVICES, INC"
+SBRO,STERN BROTHERS & CO
+STRN,STERN BROTHERS & CO
+SFEI,STERN FISHER EDWARDS INC
+NCPI,"STERNE, AGEE & LEACH, INC."
+SALC,"STERNE, AGEE & LEACH, INC."
+SALI,"STERNE, AGEE, & LEACH, INC."
+FALK,STEVEN L FALK & ASSOC INC
+TWPT,"STIFEL NICOLAUS & CO., INC."
+TWPL,STIFEL NICOLAUS AND COMPANY
+STFL,"STIFEL, NICOLAUS & CO. INCORP."
+STIN,"STINSON SECURITIES, LLC"
+SKTR,STOCK TRADERS
+SPTD,"STOCK USA EXECUTION SERVICES, INC."
+STOS,STOCKCROSS FINANCIAL SERVICES
+STOX,"STOCKCROSS FINANCIAL SERVICES, INC."
+STXG,"STOCKCROSS FINANCIAL SERVICES, INC."
+STOV,STOEVER GLASS & CO INCORP
+SZZI,"STOFN, AGAZZI & CO"
+STYO,STONE & YOUNGBERG LLC
+STNE,STONE SECURITIES CORPORATION
+SCSS,"STONECASTLE SECURITIES, LLC"
+STNH,"STONEHAVEN, LLC"
+SIII,STONEWALL INVTMTS INC
+STNN,"STONNINGTON GROUP, LLC"
+STHA,STORMHARBOUR SECURITIES
+SCIL,STRATEGIC CAP INVTMTS LLC
+STPS,"STRATEGIC POINT SECURITIES, LLC"
+CPCF,"STRONGTOWER FINANCIAL, INC."
+STJT,"SUCCESS TRADE SECURITIES, INC."
+STSS,"SUCCESS TRADE SECURITIES, INC."
+VERN,"SUCESS TRADE SECURITIES, INC."
+SUMM,SUMMER STREET RESEARCH PARTNERS
+SUMT,SUMMIT BROKERAGE SERVICE INC.
+SMPR,"SUMMIT BROKERAGE SERVICES, INC"
+SUMC,SUMMIT CAPITAL TRADING INC.
+SEMQ,SUMMIT EQUITIES
+SIGS,"SUMMITALLIANCE SECURITIES, LLC"
+SMRD,"SUMRIDGE PARTNERS, LLC"
+SBSI,SUN'S BROTHERS SECURITIES INC.
+SBLT,"SUNBELT SECURITIES, INC."
+SNRC,SUNRISE SECURITIES CORP
+SSET,SUNSET FINANCIAL SERVICES INC.
+SUST,"SUNSTREET SECURITIES, LLC"
+SSIN,"SUNTRUST INVESTMENT SERVICES, INC."
+STCM,"SUNTRUST ROBINSON HUMPHREY, INC."
+SFSI,"SUPERIOR FINANCIAL SERVICES, INC."
+MESI,"SURETY FINANCIAL SERVICES, INC."
+CAST,SURGE TRADING INC.
+SUSQ,SUSQUEHANNA CAPITAL GROUP
+SUFI,"SUSQUEHANNA FINANCIAL GROUP, LLP"
+SUTT,SUTTER SECURITIES INCORPORATED
+SVBS,SVB SECURITIES
+SWBC,SWBC INVESTMENT SERVICES
+SWEN,SWENEY CARTWRIGHT & CO.
+FRCM,SWISS RE CAPITAL MARKETS CORPORATION
+SWRD,SWORD SEC CORP
+BTSS,SWS FINL
+SCYA,SYCAMORE FINANCIAL GROUP
+SFCO,"SYMETRA INVESTMENT SERVICES, INC."
+SYMP,SYMPHONIC SECURITIES LLC
+SYCA,SYNDICATED CAPITAL INC.
+SYNG,"SYNERGY INVESTMENT GROUP, LLC"
+CBTD,"SYNOVUS SECURITIES, INC."
+PICE,T ROWE PRICE INVESTMENT SVCS INC
+TRWN,"T.R. WINSTON & COMPANY, LLC"
+TSPI,T.S. PHILLIPS INVESTMENTS INC.
+TAGG,TAG SECURITIES INC
+TAFI,"TAHOE FIXED INCOME, LLC"
+TCFF,TAKE CHARGE FINL
+TALR,TAYLOR SEC INC
+TBCS,"TBC SECURITIES, LLC"
+TCAN,TC ADVISORS NETWORK INC
+TCTD,"TCT SECURITIES AND DERIVATIVES, LLC"
+SWIM,"TD AMERITRADE, INC."
+TDAR,"TD AMERITRADE, INC."
+WATH,"TD AMERITRADE, INC."
+TDPA,TD SECURITIES (USA) LLC
+TDSI,TD SECURITIES (USA) LLC
+TFSL,TECKMEYER FINANCIAL SERVICES LLC
+TSGI,"TEJAS SECURITIES GROUP, INC."
+TEJS,"TEJAS, INC."
+TIBS,"TELEMUS INVESTMENT BROKERS, LLC"
+TFIS,TEMPLETON/FRANKLIN INVESTMENT SVCS INC.
+TRMS,"TERMINUS SECURITIES, LLC"
+TEST,TEST
+TFSS,TFS SEC INC
+BAKR,"THE BAKER GROUP, LLC"
+BNCH,"THE BENCHMARK COMPANY, LLC"
+BHSE,"THE BOND HOUSE, INC."
+BUCK,THE BUCKINGHAM RESEARCH GROUP INC.
+CGSE,THE CAP GRP SEC INC
+DRCY,THE DARCY GRP LLC
+DRAT,"THE DRATEL GROUP, INC."
+FIGG,"THE FIG GROUP, LLC"
+FLCO,THE FRAZER LANIER CO INC
+JGII,THE GARBACZ GRP INCORP
+GMSG,THE GMS GROUP                         (F
+HUCO,THE HUNTINGTON INVESTMENT CO
+ICEN,THE INVESTMENT CENTER
+TKGA,THE KELT GROUP
+LEAD,THE LEADERS GROUP
+ONES,THE O.N. EQUITY SALES CO
+EQTS,"THE OAK RIDGE FINANCIAL SVCS GRP, INC."
+PRCO,THE PRINCERIDGE GROUP LLC
+TSCI,THE SEC CTR INC
+TSFA,"THE STRATEGIC FINANCIAL ALLIANCE, INC."
+TSIB,"THE STREET, INC."
+JGFF,"THE WINDMILL GROUP, INC."
+TMCC,THEMUNICENTER LLC
+MCTR,THEMUNICENTER.COM
+THNK,THINKEQUITY LLC
+REYN,THOMAS P. REYNOLDS SECURITIES LTD.
+PFSQ,THOMASLLOYD CAPITAL LLC
+TDCO,THOMPSON DAVIS & CO INC
+TATA,"THORNES & ASSOCIATES, INC. INVESTMENT SE"
+THOR,THORNHILL SEC
+TBRD,THOROUGHBRED FINLSVS LLC
+TRSH,THRASHER AND COMP INC
+AALC,THRIVENT INVESTMENT MANAGEMENT INC.
+TMBI,"THURSTON, SPRINGER, MILLER, HERD & TITAK"
+CREF,TIAA-CREF INDIVIDUAL & INSTITUTIONAL SRV
+FORT,TICONDEROGA SECURITIES LLC
+TIGR,TIGER SECURITIES LLC
+TMBR,TIMBER HILL LLC
+TIMC,TIMECAPITAL SECURITIES CORP.
+JSMI,TITAN SECURITIES
+TOCQ,TOCQUEVILLE SECURITIES L.P.
+TODS,TOD'S POINT CAPITAL LLC
+TORY,TORREY PINES SECURITIES INC.
+TCPX,"TOUSSAINT CAPITAL PARTNERS, LLC"
+TRSQ,TOWER SQ SEC INC
+TWCM,"TOWERS WATSON CAPITAL MARKETS, INC."
+TOYS,TOYOTA FINANCIAL SERVICES SECURITIES USA
+TDSC,TRACK DATA SECURITIES
+TPMR,TRADE - PMR INC.
+YAMN,"TRADE MANAGE CAPITAL, INC."
+TKNG,TRADEKING
+BELO,"TRADESPOT MARKETS, INC."
+FILL,"TRADESTATION SECURITIES, INC."
+TRAD,"TRADESTATION SECURITIES, INC."
+TWGR,TRADEWIRE SECURITIES LLC
+TWSE,"TRADEWIRE SECURITIES, LLC"
+AOSD,TRADINGBLOCK
+BLOC,TRADINGBLOCK
+ASLB,"TRADITION ASIEL SECURITIES, INC."
+INSC,"TRANSAMERICA FINANCIAL ADVISORS, INC"
+TRSD,"TRANSCEND CAPITAL, LP"
+TREA,TREASURE FINANCIAL CORP.
+TRSR,TRI STAR FINL
+TRID,TRIAD ADVISORS INC
+TIAB,TRIAD SECURITIES CORP
+TIAD,TRIAD SECURITIES CORP.
+TRIN,TRIANGLE SECURITIES
+TCOR,"TRICOR FINANCIAL, LLC"
+TRIP,TRIDENT PARTNERS LTD.
+TRUN,TRIUNE CAPITAL ADVISORS
+TRUM,TRIUNE CAPITAL ADVISORS LLC
+TRUX,TRIUNE CAPITAL ADVISORS LLC
+TRKA,TROIKA DIALOG USA INC
+TRUB,"TRUBEE COLLINS & CO., INC."
+TMII,"TRUSTCORE INVSTMENTS, INC."
+LADY,TRUSTFIRST INC
+CFGM,"TRUSTMONT FINANCIAL GROUP, INC."
+PATR,"TULLET PREBON FINANCIAL SERVICES, LLC"
+PBON,"TULLET PREBON FINANCIAL SERVICES, LLC"
+TWEE,"TWEEDY, BROWNE COMPANY LLC"
+TFSC,TWENTY-FIRST SECURITIES CORP.
+TWSF,TWS FINANCIAL
+USDB,"U.S. BROKERAGE, INC."
+USFB,"U.S. FINANCIAL INVESTMENTS, INC."
+USFI,"U.S. FINANCIAL INVESTMENTS, INC."
+PWPR,UBS FINANCAL SERVICES INCORPORATED OF P.
+PWJC,UBS FINANCIAL SERVICES INC.
+UBSW,UBS SECURITIES LLC
+UHLM,"UHLMANN PRICE SECURITIES, LLC"
+ULAT,"ULTRALAT CAPITAL MARKETS, INC."
+PRIE,"UMB FINANCIAL SERVICES, INC."
+UMBF,"UMB FINANCIAL SERVICES, INC."
+ATKC,"UMPQUA INVESTMENTS, INC."
+USCO,UNDERHILL SECURITIES CORP.
+BVCM,"UNICREDIT CAPITAL MARKETS, LLC"
+VSXE,UNIFIED FINL SEC NC
+IVOL,UNION CAPITAL COMPANY
+MKTI,"UNIONBANC INVESTMENT SERVICES, LLC"
+UAMS,"UNITED AMERICAN SECURITIES, INC"
+UBSI,UNITED BROKERAGE SECURITIES INC.
+UCMI,"UNITED CAPITAL MARKETS, INC."
+UPLN,UNITED PLANNERS' FINANCIAL SERVICES OF A
+FNPN,UNIVEST INVMT INC
+UNEX,"UNX, LLC"
+FBSB,"US BANCORP INVESTMENTS, INC."
+USBT,US BOSTON CAPITAL CORP
+USIC,US SECURITIES INTERNATIONAL CORP.
+USSI,US STERLING SECURITIES CORP.
+USAF,USA FINANCIAL SEC CORP
+LIIS,"USAA FINANCIAL ADVISORS, INC."
+USAA,USAA INVESTMENT MANAGEMENT COMPANY
+USCA,"USCA SECURITIES, LLC"
+USIS,USI SEC INC
+UVST,"UVEST FINANCIAL SERVICES GROUP, INC."
+FMIS,UW INVESTMENT SERVICES
+VAIL,VAIL SECURITIES INVESTMENTS INC.
+TORO,"VALDEZ & MORENO, INC."
+AGFA,"VALIC FINANCIAL ADVISORS, INC"
+VLYF,VALLEY FORGE ASSET MGMT CORP
+VALI,VALLEY NATIONAL INVESTMENTS
+VALM,VALMARK SECURITIES CIN.
+VFSL,VALOR FINANCIAL SECURITIES LLC
+FINA,"VALORES FINAMEX INTERNATIONAL, INC."
+VCLM,VAN CLEMENS & CO. INCORPORATED
+VKMI,VAN KAMPEN FUNDS INC.
+VBLT,"VANDERBILT SECURITIES, LLC"
+VNDM,VANDHAM SECURITIES CORP.
+VCAP,VANGUARD CAPITAL
+VGRD,VANGUARD MARKETING CORPORATION
+VASL,VASILOU & CO. INC.
+VCSI,VAUGHN & CO. SECURITIES INC.
+VBCS,VBC SEC LTD LIABILITY CO
+VANQ,"VCG SECURITIES , LLC"
+VCMS,"VCM SECURITIES, LLC"
+VMEX,VECTORGLOBAL WMG
+VENE,VENECREDIT SECS INC
+VERI,VERITRUST FINANCIAL LLC
+VEST,VESTECH SEC
+VSTR,"VESTOR CAPITAL SECURITIES, LLC"
+IBSI,"VFG SECURITIES, INC."
+VFIN,VFINANCE INVESTMENTS
+VFNL,"VFINANCE INVESTMENTS, INC."
+VTRD,VIEW TRADE SECURITIES
+VTDT,"VIEW TRADE SECURITIES, INC"
+VSLP,VINING SPARKS
+VBSL,"VISION BROKERAGE SERVICES, LLC"
+VSIN,VISION FINANCIAL MARKETS LLC
+VISI,VISION INVTMT SVS INC
+MANI,VM MANNING & CO
+VORP,VORPAHL WING SECS
+VSRF,VSR FINANCIAL SERVICES INC.
+VULK,VULCAN SECURITIES LLC
+MELL,W.H. MELL ASSOC
+REAV,"W.H. REAVES & CO., INC."
+HAMR,W.R. HAMBRECHT & CO
+HAMC,"W.R. HAMBRECHT + CO., LLC"
+WRRF,"W.R. RICE FINANCIAL SERVICES, INC."
+WRTC,"W.R.TAYLOR AND COMPANY, LLC."
+FNET,WACHOVIA SECURITIES FINANCIAL NETWORK
+WACL,WACHTEL & CON INC
+UNTD,WADDELL & REED INC.
+WABR,WALL STREET ACCESS
+WSAP,WALL STREET ACCESS
+WSAX,WALL STREET ACCESS
+WSFG,WALL STREET FINANCIAL GROUP
+WAMC,WALL STREET MONEY CENTER CORP
+WNUT,WALNUT STREET SECURITIES INC.
+WJCO,WALTON JOHNSON & CO.
+WANG,WANG INVESTMENT ASSOCIATES
+WARF,WARD'S FINANCIAL SERVICES
+WSCC,WASHINGTON SECURITIES CORP.
+WTFD,WATERFORD CAPITAL INC.
+WTRI,WATERFORD INVESTORS SERVICES INC.
+SALT,WATKINS FINANCIAL SVCS INC
+WAVD,WAVELAND CAPITAL PARTNERS LLC
+WAYN,WAYNE HUMMER INVESTMENTS LLC
+WBBC,"WBB SECURITIES, LLC"
+WENT,"WE NIGHTINGALE BROKERAGE SERVICES, INC."
+WEAV,"WEAVER TIDWELL CAPITAL, LLC"
+WEDB,"WEDBUSH SECURITIES, INC."
+WGWD,"WEDGEWOOD PARTNERS, INC."
+WEED,"WEEDEN & CO., L.P."
+WESC,WELIINGTON SHIELDS & CO. LLC
+WACC,"WELLER, ANDERSON & CO LTD E"
+WLFT,WELLFLEET INVMTS LLC
+WSIX,WELLINGTON SEC INC
+RAGN,"WELLS FARGO ADVISORS, LLC"
+WRET,"WELLS FARGO ADVISORS, LLC"
+WFIS,WELLS FARGO INSTITUTIONAL SECS LLC
+NORW,"WELLS FARGO SECURITIES, LLC"
+WCHV,"WELLS FARGO SECURITIES, LLC"
+WELL,"WELLS NELSON & ASSOCIATES, L.L.C"
+WCOM,WESCOM FINANCIAL SERVICES
+WUSA,WEST AMERICA SECURITIES CORP.
+CBII,WESTBANCO SEC INC
+WSTC,WESTCO INVESTMENT CORP
+WEGP,"WESTERN EQUITY GROUP, INC."
+WEST,"WESTERN GROWERS FINANCIAL SERVICES, INC."
+WISI,"WESTERN INTERNATIONAL SECURITIES, INC."
+WSLK,"WESTLAKE SECURITIES, LLC"
+WLBP,WESTLB SECURITIES INC.
+WFFS,WESTMINSTER FINL SEC INCORP
+WESX,"WESTOR CAPITAL GROUP, INC."
+WPCC,"WESTPARK CAPITAL, INC."
+WCMS,"WESTPORT CAPITAL MARKETS, LLC"
+WRIS,"WESTPORT RESOURCES INVESTMENT SERVICES,"
+WSRK,WESTROCK CAPITAL MANAGEMENT INC.
+WMBU,"WFG INVESTMENTS, INC."
+WFPS,WFP SECS
+WFSL,"WFS, LLC"
+WEEL,WHEELHOUSE SECURITIES CORPORATION
+WTKR,WHITAKER SECURITIES LLC
+WTSC,WHITAKER SECURITIES LLC
+WMCL,"WHITE MOUNTAIN CAPITAL, LLC"
+WHPA,WHITE PACIFIC SECURITIES
+WPSI,WHITE PACIFIC SECURITIES
+WPAC,"WHITE PACIFIC SECURITIES, INC."
+QWER,"WHITEHALL-PARKER SECURITIES, INC."
+WSTN,WHITESTONE SECURITIES INC.
+WHIT,WIC CORP.
+WILB,"WILBANKS SECURITIES, INC."
+QCMG,"WILDWOOD CAPITAL SECURITIES, INC."
+WBRO,"WILEY BROTHERS & CO.,INC."
+BURN,"WILLIAM C. BURNSIDE & COMPANY, INC."
+HOPK,WILLIAM E HOPKINS & ASSOC INC
+WSSS,WILLIAM SMITH & CO.
+WLMS,"WILLIAMS CAPITAL GROUP, L.P."
+WTCO,WILLIAMS TRADING LLC
+WSEC,"WILLIS SECURITIES, INC."
+WCIG,"WILLOW COVE INVESTMENT GROUP, INC."
+BALE,WILMINGTON BROKERAGE SERVICES COMPANY
+WBSC,WILMINGTON BROKERAGE SVS CO
+WCSC,"WILMINGTON CAPITAL SECURITIES, LLC"
+WDCO,"WILSON-DAVIS & CO., INC."
+WINC,"WINCHESTER GROUP, INC."
+WFSI,"WINDHAM FINANCIAL SERVICES, INC."
+WISC,"WINDSOR, SHEFFIELD & CO., INC."
+WYNS,"WINSLOW EVANS & CROCKER, INC"
+WIDS,WISCONSIN DISCOUNT SECURITIES CORP.
+OAKB,"WOLF FINANCIAL MANAGEMENT, LLC"
+WHBB,WOLFE & HURST BOND BROKERS
+WBFS,WOODBURY FINL SVS INC
+WODL,WOODLANDS SECS CORP
+RDNK,"WOODSTOCK FINANCIAL GROUP, INC.."
+WSCX,WORKMAN SECURITIES CORP.
+AMRG,WORLD CAPITAL BROKERAGE
+WCSO,"WORLD CHOICE SECURITIES, INC."
+WEGI,WORLD EQUITY GROUP INC
+WGSB,WORLD GROUP SECS
+WORL,WORLD TRADE FINANCIAL CORPORATION
+WORX,WORLD TRADE FINANCIAL CORPORATION
+ACCI,WORTH FINANCIAL GROUP INC.
+WRPI,WRP INVESTMENTS INCORP.
+WHCO,"WULFF, HANSEN & CO."
+FUND,"WUNDERLICH SECURITIES, INC."
+WUND,"WUNDERLICH SECURITIES, INC."
+WUNR,"WUNDERLICH SECURITIES, INC."
+WUNT,"WUNDERLICH SECURITIES, INC."
+EXTF,"WYNSTON HILL CAPITAL, LLC"
+WYSE,WYSER-PRATTE & CO. INC.
+YQST,"YIELDQUEST SECURITIES, LLC"
+YOSE,"YORK SECURITIES, INC."
+YSBI,"YORK STOCKBROKERS, INC."
+YOST,YOUNG STOVALL & CO.
+ZECO,"ZECCO TRADING, INC."
+ZEUS,"ZEUS SECURITIES, INC."
+ZION,"ZIONS DIRECT, INC."
+ZDNF,"ZIONS INVESTMENT SECURITIES, INC."
+ZIVI,ZIV INVESTMENT CO.
\ No newline at end of file
diff --git a/fsi/investment-management/positions/NOTICE b/fsi/investment-management/positions/NOTICE
new file mode 100644
index 0000000..d68fc58
--- /dev/null
+++ b/fsi/investment-management/positions/NOTICE
@@ -0,0 +1,3 @@
+# NOTICE
+
+The data in this folder has been artificially generate. All data is fake and doesn't reveal any information regarding real people or investment transactions
diff --git a/fsi/investment-management/positions/positions.csv b/fsi/investment-management/positions/positions.csv
new file mode 100644
index 0000000..5aabdd1
--- /dev/null
+++ b/fsi/investment-management/positions/positions.csv
@@ -0,0 +1,1001 @@
+DATE,PORTFOLIO_ID,INSTRUMENT_TYPE,INSTRUMENT,NUMBER_OF_SHARES
+2019-08-13,9,EQUITY,CCL,1414
+2019-09-11,83,EQUITY,TDY,3236
+2019-08-17,64,EQUITY,MA,4924
+2019-10-31,45,EQUITY,AXP,513
+2019-10-29,63,EQUITY,TXN,5320
+2019-10-29,67,EQUITY,ORLY,1144
+2019-09-26,85,EQUITY,ADM,2662
+2019-12-11,60,EQUITY,CFG,1455
+2019-11-05,94,EQUITY,WEC,4445
+2019-07-08,46,EQUITY,BG,2280
+2019-07-31,19,EQUITY,RVTY,4834
+2019-07-07,88,EQUITY,MKC,2181
+2019-10-05,28,EQUITY,ETR,3938
+2019-09-04,71,EQUITY,WFC,3612
+2019-08-28,72,EQUITY,MOS,1136
+2019-08-03,58,EQUITY,BLK,1299
+2019-11-17,29,EQUITY,PODD,1932
+2019-10-26,30,EQUITY,VICI,919
+2019-09-24,5,EQUITY,GOOGL,3307
+2019-10-05,31,EQUITY,MSI,1132
+2019-09-18,33,EQUITY,FFIV,1278
+2019-12-01,40,EQUITY,CB,4607
+2019-12-04,76,EQUITY,AXP,2585
+2019-10-26,24,EQUITY,CMS,4681
+2019-09-26,60,EQUITY,SLB,2319
+2019-10-06,83,EQUITY,CL,3296
+2019-07-17,67,EQUITY,CCI,709
+2019-12-29,74,EQUITY,BA,2017
+2019-12-20,83,EQUITY,PSX,5596
+2019-12-04,69,EQUITY,TDG,913
+2019-11-30,21,EQUITY,FITB,2342
+2019-11-29,31,EQUITY,ATO,5182
+2019-12-04,18,EQUITY,RMD,5487
+2019-07-26,41,EQUITY,APA,200
+2019-08-04,84,EQUITY,KMX,3465
+2019-12-17,29,EQUITY,WST,1695
+2019-07-18,18,EQUITY,KIM,3785
+2019-12-21,83,EQUITY,JKHY,1501
+2019-07-26,76,EQUITY,MRNA,1473
+2019-07-07,86,EQUITY,EL,1988
+2019-08-14,47,EQUITY,PARA,1806
+2019-08-06,42,EQUITY,CVX,5446
+2019-10-27,42,EQUITY,BRK.B,2566
+2019-09-13,96,EQUITY,ANSS,1146
+2019-12-04,6,EQUITY,NVDA,2940
+2019-10-30,91,EQUITY,WDC,4124
+2019-08-07,33,EQUITY,AOS,4360
+2019-09-26,1,EQUITY,AAPL,1771
+2019-08-13,1,EQUITY,IBM,1782
+2019-11-05,62,EQUITY,CPB,113
+2019-08-10,54,EQUITY,ROST,911
+2019-11-18,24,EQUITY,EQIX,1706
+2019-08-13,12,EQUITY,BIO,3784
+2019-10-27,65,EQUITY,PNC,2256
+2019-08-04,32,EQUITY,AZO,2420
+2019-11-14,28,EQUITY,CHRW,3867
+2019-12-18,23,EQUITY,IFF,3221
+2019-08-04,98,EQUITY,DXCM,3237
+2019-12-16,81,EQUITY,MGM,1131
+2019-11-01,36,EQUITY,FAST,1481
+2019-10-13,4,EQUITY,UAL,5070
+2019-07-29,14,EQUITY,PEG,3107
+2019-08-09,23,EQUITY,ABT,1057
+2019-07-10,74,EQUITY,C,3177
+2019-07-28,80,EQUITY,HON,4977
+2019-09-02,7,EQUITY,HD,5270
+2019-07-11,97,EQUITY,HPQ,2704
+2019-10-16,27,EQUITY,ADSK,3846
+2019-07-18,87,EQUITY,FE,1496
+2019-12-03,57,EQUITY,WEC,4887
+2019-11-29,13,EQUITY,SYF,2259
+2019-12-06,79,EQUITY,DVA,3525
+2019-07-14,50,EQUITY,TMUS,4317
+2019-12-06,97,EQUITY,WAB,5753
+2019-07-20,79,EQUITY,JCI,5759
+2019-10-22,29,EQUITY,WMT,5257
+2019-11-23,6,EQUITY,DVA,396
+2019-08-31,54,EQUITY,CHD,3054
+2019-12-24,33,EQUITY,FICO,170
+2019-08-17,23,EQUITY,PPG,668
+2019-12-07,85,EQUITY,MKC,4635
+2019-08-16,12,EQUITY,BRK.B,1728
+2019-12-06,41,EQUITY,AIZ,5077
+2019-07-21,87,EQUITY,DIS,985
+2019-12-21,12,EQUITY,CME,2523
+2019-08-12,77,EQUITY,PFG,5784
+2019-10-17,96,EQUITY,NTRS,3036
+2019-08-08,79,EQUITY,IP,100
+2019-07-10,62,EQUITY,MRK,3039
+2019-10-27,20,EQUITY,AWK,2411
+2019-12-09,49,EQUITY,MAA,4989
+2019-08-18,55,EQUITY,PKG,5156
+2019-11-20,30,EQUITY,TFX,1839
+2019-07-30,14,EQUITY,ANSS,3530
+2019-09-14,37,EQUITY,LLY,3978
+2019-10-25,67,EQUITY,MAA,2935
+2019-09-23,56,EQUITY,STT,2188
+2019-07-11,58,EQUITY,EMN,3293
+2019-10-15,73,EQUITY,GPN,2585
+2019-10-11,8,EQUITY,VRSK,1070
+2019-11-03,42,EQUITY,IPG,1209
+2019-11-25,61,EQUITY,RF,3620
+2019-07-21,43,EQUITY,HLT,4669
+2019-12-17,40,EQUITY,BBY,1160
+2019-07-10,50,EQUITY,NI,1069
+2019-07-20,53,EQUITY,HD,5163
+2019-12-19,29,EQUITY,FDS,371
+2019-11-24,26,EQUITY,WRB,3420
+2019-11-25,55,EQUITY,LH,3328
+2019-10-09,25,EQUITY,CVX,1454
+2019-11-05,25,EQUITY,CZR,1656
+2019-10-22,47,EQUITY,DLR,5206
+2019-09-23,96,EQUITY,MCHP,1602
+2019-09-04,63,EQUITY,DAL,1520
+2019-09-15,54,EQUITY,GOOG,1702
+2019-10-23,22,EQUITY,CFG,5578
+2019-10-02,23,EQUITY,AMD,1855
+2019-11-28,81,EQUITY,AOS,816
+2019-10-22,96,EQUITY,MKTX,5790
+2019-08-03,79,EQUITY,MSFT,1027
+2019-10-04,57,EQUITY,VRSK,4259
+2019-11-13,98,EQUITY,URI,4381
+2019-11-20,44,EQUITY,ROST,3177
+2019-07-01,19,EQUITY,MSFT,2185
+2019-10-23,74,EQUITY,CNP,5316
+2019-08-06,44,EQUITY,DVA,2959
+2019-11-26,5,EQUITY,FICO,2915
+2019-12-27,25,EQUITY,DPZ,2853
+2019-11-26,10,EQUITY,FLT,3023
+2019-10-17,17,EQUITY,PFG,5048
+2019-07-21,31,EQUITY,CINF,1685
+2019-12-01,21,EQUITY,AOS,3296
+2019-09-19,92,EQUITY,MPC,1516
+2019-09-13,88,EQUITY,CDAY,3019
+2019-07-04,68,EQUITY,SYF,2617
+2019-11-13,93,EQUITY,GLW,4152
+2019-11-04,79,EQUITY,MLM,5107
+2019-07-31,32,EQUITY,COST,4182
+2019-09-03,64,EQUITY,WHR,427
+2019-11-23,87,EQUITY,TER,3867
+2019-07-27,17,EQUITY,BALL,4755
+2019-07-20,88,EQUITY,MRK,1114
+2019-08-05,20,EQUITY,REG,5068
+2019-10-22,34,EQUITY,RL,436
+2019-09-27,77,EQUITY,OMC,1017
+2019-12-06,53,EQUITY,TMO,5759
+2019-08-05,60,EQUITY,LVS,5736
+2019-12-30,68,EQUITY,ZBRA,2935
+2019-11-24,75,EQUITY,WY,5214
+2019-08-17,95,EQUITY,MSI,2458
+2019-08-03,66,EQUITY,LIN,1707
+2019-11-10,14,EQUITY,CARR,2146
+2019-11-29,82,EQUITY,AXON,1822
+2019-10-21,30,EQUITY,CMG,2204
+2019-08-20,42,EQUITY,TSN,3806
+2019-10-10,4,EQUITY,ZBRA,1572
+2019-08-10,55,EQUITY,NDSN,5344
+2019-10-29,27,EQUITY,NVR,557
+2019-12-24,51,EQUITY,HST,5338
+2019-08-01,38,EQUITY,HLT,5039
+2019-12-07,78,EQUITY,ETSY,1827
+2019-11-25,37,EQUITY,XEL,5127
+2019-08-03,96,EQUITY,HRL,2937
+2019-08-03,5,EQUITY,HCA,5608
+2019-07-28,60,EQUITY,TRV,1807
+2019-11-21,74,EQUITY,D,1992
+2019-10-04,71,EQUITY,TFC,859
+2019-08-07,37,EQUITY,CINF,871
+2019-12-19,28,EQUITY,GIS,4476
+2019-10-14,92,EQUITY,NDSN,4814
+2019-08-20,75,EQUITY,CMS,2157
+2019-12-16,73,EQUITY,TDG,2470
+2019-10-30,16,EQUITY,IPG,3183
+2019-12-27,94,EQUITY,EXPD,829
+2019-11-07,100,EQUITY,KR,3703
+2019-12-19,54,EQUITY,PAYX,1255
+2019-11-25,34,EQUITY,A,1226
+2019-12-03,52,EQUITY,CSCO,4292
+2019-08-17,79,EQUITY,VRTX,3976
+2019-09-06,75,EQUITY,TPR,1506
+2019-09-07,20,EQUITY,DISH,3481
+2019-12-20,81,EQUITY,PEG,1251
+2019-07-15,71,EQUITY,VTRS,3735
+2019-11-03,63,EQUITY,WMT,2603
+2019-09-03,50,EQUITY,PODD,3840
+2019-09-04,53,EQUITY,ALK,5411
+2019-10-29,72,EQUITY,COO,258
+2019-07-03,98,EQUITY,OTIS,1354
+2019-11-13,4,EQUITY,EBAY,4340
+2019-07-21,31,EQUITY,GRMN,1641
+2019-07-12,30,EQUITY,MAR,4408
+2019-10-29,89,EQUITY,AIZ,154
+2019-07-19,48,EQUITY,NUE,1845
+2019-07-22,33,EQUITY,INTC,2850
+2019-08-30,18,EQUITY,SBAC,4115
+2019-07-02,87,EQUITY,AES,3996
+2019-07-25,14,EQUITY,AXP,5395
+2019-08-31,57,EQUITY,SEDG,5161
+2019-11-11,95,EQUITY,LUV,3108
+2019-07-22,18,EQUITY,ALL,1230
+2019-08-04,56,EQUITY,F,2631
+2019-08-29,14,EQUITY,ATO,3307
+2019-12-07,97,EQUITY,NCLH,5494
+2019-11-24,91,EQUITY,INCY,1333
+2019-11-16,37,EQUITY,HPE,740
+2019-07-13,60,EQUITY,MCHP,2963
+2019-11-15,56,EQUITY,TEL,541
+2019-07-16,42,EQUITY,KIM,1232
+2019-11-22,92,EQUITY,K,1867
+2019-11-04,79,EQUITY,CI,3818
+2019-07-17,28,EQUITY,HWM,4426
+2019-11-23,62,EQUITY,CVS,4581
+2019-08-30,4,EQUITY,TSCO,1141
+2019-08-14,69,EQUITY,INCY,3671
+2019-12-24,11,EQUITY,APA,3995
+2019-10-26,15,EQUITY,ALL,1569
+2019-07-02,69,EQUITY,DE,4870
+2019-11-08,65,EQUITY,KEY,5396
+2019-10-06,15,EQUITY,ZTS,502
+2019-08-31,54,EQUITY,PEAK,827
+2019-09-21,39,EQUITY,GPN,1292
+2019-11-11,8,EQUITY,PEG,3054
+2019-07-15,78,EQUITY,HPQ,2729
+2019-11-08,89,EQUITY,LRCX,1491
+2019-08-22,44,EQUITY,ADSK,5617
+2019-09-02,62,EQUITY,PCAR,1380
+2019-11-29,86,EQUITY,DRI,1438
+2019-08-04,53,EQUITY,DLTR,3460
+2019-09-22,54,EQUITY,ORCL,5591
+2019-09-22,3,EQUITY,MET,2554
+2019-10-10,43,EQUITY,CMA,3072
+2019-10-24,34,EQUITY,FTNT,826
+2019-08-17,40,EQUITY,WBD,5208
+2019-07-15,9,EQUITY,CHTR,1431
+2019-11-12,39,EQUITY,HRL,3897
+2019-09-05,45,EQUITY,EVRG,5293
+2019-08-26,12,EQUITY,MA,804
+2019-10-09,88,EQUITY,IQV,5331
+2019-09-12,51,EQUITY,AXP,5771
+2019-09-11,19,EQUITY,IEX,1115
+2019-11-01,55,EQUITY,VRSK,3761
+2019-12-04,47,EQUITY,SWK,4008
+2019-09-27,35,EQUITY,FAST,5045
+2019-11-19,14,EQUITY,ANET,3906
+2019-10-05,75,EQUITY,MTD,1837
+2019-07-28,96,EQUITY,VTRS,1586
+2019-08-26,13,EQUITY,CFG,5621
+2019-10-25,17,EQUITY,MMM,5569
+2019-12-15,49,EQUITY,MMM,3581
+2019-09-30,44,EQUITY,RHI,4388
+2019-08-17,20,EQUITY,ADP,5126
+2019-07-04,62,EQUITY,NEE,3403
+2019-11-28,62,EQUITY,STLD,4783
+2019-08-17,81,EQUITY,V,2548
+2019-12-23,33,EQUITY,HAL,2796
+2019-12-15,70,EQUITY,MSFT,2225
+2019-11-05,90,EQUITY,T,5291
+2019-07-15,25,EQUITY,CDNS,1409
+2019-10-01,26,EQUITY,ROP,1248
+2019-11-13,28,EQUITY,ORCL,5007
+2019-09-10,19,EQUITY,FTV,1464
+2019-08-27,53,EQUITY,TJX,3482
+2019-12-14,28,EQUITY,KLAC,3992
+2019-09-10,3,EQUITY,EXR,2758
+2019-08-29,28,EQUITY,TFX,3584
+2019-08-25,50,EQUITY,LW,624
+2019-11-25,11,EQUITY,MNST,3077
+2019-10-29,99,EQUITY,FIS,4379
+2019-07-22,39,EQUITY,VZ,1432
+2019-11-25,19,EQUITY,WBA,3741
+2019-11-07,12,EQUITY,LH,3049
+2019-11-15,10,EQUITY,AMGN,597
+2019-08-11,49,EQUITY,TRV,5093
+2019-07-16,52,EQUITY,CPT,2961
+2019-08-14,11,EQUITY,FE,3317
+2019-12-20,92,EQUITY,ZION,3015
+2019-08-20,58,EQUITY,SO,3079
+2019-10-15,34,EQUITY,NSC,487
+2019-12-27,46,EQUITY,YUM,3595
+2019-08-25,63,EQUITY,ILMN,3945
+2019-07-17,90,EQUITY,CEG,608
+2019-12-18,76,EQUITY,GL,2647
+2019-09-02,27,EQUITY,ANSS,1663
+2019-10-28,28,EQUITY,NOC,4580
+2019-09-06,5,EQUITY,AEP,5623
+2019-09-03,94,EQUITY,CARR,2124
+2019-07-25,66,EQUITY,FIS,2723
+2019-12-04,70,EQUITY,SEE,3135
+2019-08-20,75,EQUITY,INVH,2038
+2019-08-21,4,EQUITY,K,1393
+2019-08-12,2,EQUITY,TXN,2870
+2019-09-17,18,EQUITY,CEG,2696
+2019-11-24,6,EQUITY,LVS,2789
+2019-08-10,56,EQUITY,AMZN,5301
+2019-10-10,36,EQUITY,UNP,5714
+2019-10-08,23,EQUITY,HAS,3563
+2019-10-06,56,EQUITY,SNPS,4490
+2019-12-24,93,EQUITY,NSC,3044
+2019-12-26,76,EQUITY,NTRS,1410
+2019-10-09,86,EQUITY,DUK,1193
+2019-09-25,54,EQUITY,HII,2400
+2019-09-19,48,EQUITY,MGM,2458
+2019-07-08,59,EQUITY,APH,5450
+2019-11-22,22,EQUITY,VZ,932
+2019-11-19,1,EQUITY,FICO,864
+2019-11-17,73,EQUITY,DLTR,3584
+2019-07-12,88,EQUITY,MU,619
+2019-09-25,2,EQUITY,BRO,1033
+2019-08-26,24,EQUITY,ABC,4386
+2019-09-09,15,EQUITY,AKAM,3754
+2019-12-02,2,EQUITY,WFC,5442
+2019-09-26,25,EQUITY,CDAY,5424
+2019-10-22,75,EQUITY,QRVO,3339
+2019-11-12,50,EQUITY,AON,3387
+2019-10-14,12,EQUITY,AME,2484
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+2019-09-16,18,EQUITY,GPC,5477
+2019-10-26,20,EQUITY,EPAM,2823
+2019-11-09,66,EQUITY,VMC,2426
+2019-12-22,53,EQUITY,FITB,2683
+2019-09-17,79,EQUITY,FITB,475
+2019-12-10,8,EQUITY,SNA,5590
+2019-12-18,53,EQUITY,CSX,4469
+2019-09-10,82,EQUITY,FDS,2665
+2019-08-26,85,EQUITY,FFIV,803
+2019-11-20,57,EQUITY,NXPI,4128
+2019-11-07,42,EQUITY,WMT,3350
+2019-11-18,74,EQUITY,SNA,298
+2019-12-11,11,EQUITY,YUM,541
+2019-08-29,55,EQUITY,ABC,2246
+2019-07-07,19,EQUITY,AMT,231
+2019-10-21,97,EQUITY,C,857
+2019-08-17,9,EQUITY,PAYX,1249
+2019-10-31,63,EQUITY,RMD,3494
+2019-09-03,70,EQUITY,A,1725
+2019-09-13,18,EQUITY,MCHP,5686
+2019-08-31,80,EQUITY,MKTX,5773
+2019-12-10,29,EQUITY,MMC,5353
+2019-08-17,58,EQUITY,ZBH,3468
+2019-12-30,86,EQUITY,WY,1677
+2019-09-10,23,EQUITY,FE,2667
+2019-10-04,86,EQUITY,HSY,293
+2019-10-24,43,EQUITY,LVS,2095
+2019-10-15,86,EQUITY,CNC,761
+2019-12-06,33,EQUITY,MTCH,2607
+2019-12-03,35,EQUITY,UPS,4006
+2019-12-20,96,EQUITY,TYL,2712
+2019-12-20,93,EQUITY,TRGP,3819
+2019-09-15,17,EQUITY,MOH,807
+2019-10-31,36,EQUITY,CSGP,2067
+2019-07-07,41,EQUITY,RSG,1234
+2019-11-28,94,EQUITY,CTSH,1051
+2019-11-17,3,EQUITY,OGN,4179
+2019-12-21,59,EQUITY,HSIC,5154
+2019-12-09,77,EQUITY,ADP,293
+2019-07-14,17,EQUITY,AWK,3179
+2019-10-25,4,EQUITY,PKG,5500
+2019-07-10,35,EQUITY,PNR,354
+2019-11-11,59,EQUITY,GIS,976
+2019-11-05,20,EQUITY,KO,951
+2019-08-29,1,EQUITY,ADP,2642
+2019-09-28,93,EQUITY,ATVI,2428
+2019-09-04,17,EQUITY,PGR,4933
+2019-10-31,99,EQUITY,BA,1849
+2019-11-10,14,EQUITY,FOXA,4032
+2019-09-18,95,EQUITY,BK,3556
+2019-10-03,100,EQUITY,EW,1642
+2019-11-16,58,EQUITY,CVX,4121
+2019-10-21,19,EQUITY,BRK.B,3757
+2019-10-09,4,EQUITY,YUM,5067
+2019-08-11,12,EQUITY,INTC,5353
+2019-12-15,81,EQUITY,IPG,1693
+2019-10-01,93,EQUITY,NEM,3172
+2019-10-04,38,EQUITY,PXD,342
+2019-09-26,42,EQUITY,MAS,3637
+2019-07-23,82,EQUITY,TROW,5124
+2019-09-14,50,EQUITY,MCD,5361
+2019-12-12,63,EQUITY,SYY,2129
+2019-11-28,50,EQUITY,ALK,3929
+2019-10-01,25,EQUITY,AXP,3053
+2019-11-27,82,EQUITY,NRG,5178
+2019-07-15,75,EQUITY,PRU,4321
+2019-09-13,95,EQUITY,EXPE,4189
+2019-11-26,86,EQUITY,KMX,2694
+2019-07-05,4,EQUITY,L,4047
+2019-09-05,59,EQUITY,HIG,1780
+2019-09-02,50,EQUITY,GWW,2904
+2019-07-08,31,EQUITY,STZ,1808
+2019-10-08,64,EQUITY,DTE,4538
+2019-10-02,98,EQUITY,GPN,4780
+2019-12-18,72,EQUITY,NEE,5064
+2019-10-31,17,EQUITY,MOH,2357
+2019-10-19,91,EQUITY,ZBRA,3376
+2019-08-14,12,EQUITY,VICI,4429
+2019-08-04,97,EQUITY,EMR,3824
+2019-07-24,87,EQUITY,WYNN,3454
+2019-10-07,93,EQUITY,ENPH,4854
+2019-09-13,97,EQUITY,TSN,790
+2019-11-18,32,EQUITY,STE,3191
+2019-12-30,37,EQUITY,ECL,4010
+2019-11-23,54,EQUITY,AAL,3895
+2019-09-22,47,EQUITY,WBA,1657
+2019-08-26,68,EQUITY,XRAY,944
+2019-09-08,11,EQUITY,UNP,1919
+2019-09-19,59,EQUITY,FCX,5540
+2019-11-05,20,EQUITY,WEC,1461
+2019-11-03,99,EQUITY,EOG,2780
+2019-07-03,40,EQUITY,WRB,4242
+2019-10-25,97,EQUITY,UDR,5471
+2019-11-25,34,EQUITY,LHX,2686
+2019-10-10,96,EQUITY,CRM,4991
+2019-07-20,45,EQUITY,F,3028
+2019-08-22,2,EQUITY,AAPL,2194
+2019-10-04,80,EQUITY,MET,5516
+2019-08-24,11,EQUITY,CRM,463
+2019-10-12,1,EQUITY,ACGL,185
+2019-07-22,59,EQUITY,HSIC,5169
+2019-12-29,5,EQUITY,UAL,1911
+2019-10-23,48,EQUITY,C,2450
+2019-09-27,40,EQUITY,VRSN,1435
+2019-08-22,1,EQUITY,MO,5178
+2019-08-24,81,EQUITY,PEAK,3184
+2019-07-12,82,EQUITY,BR,1470
+2019-10-19,66,EQUITY,CNC,2787
+2019-12-06,13,EQUITY,WMT,4408
+2019-12-24,1,EQUITY,GOOG,4309
+2019-08-06,24,EQUITY,PEAK,5587
+2019-07-16,21,EQUITY,ACN,946
+2019-11-16,32,EQUITY,CAH,1269
+2019-08-18,12,EQUITY,CAG,3567
+2019-10-27,86,EQUITY,EFX,1051
+2019-12-08,66,EQUITY,MKC,1656
+2019-10-31,92,EQUITY,BG,5479
+2019-07-15,81,EQUITY,COP,2138
+2019-08-19,82,EQUITY,EMN,5241
+2019-07-09,44,EQUITY,NVR,3220
+2019-12-13,53,EQUITY,WDC,1455
+2019-09-27,65,EQUITY,REG,2725
+2019-08-18,99,EQUITY,DE,5306
+2019-09-14,58,EQUITY,FTV,5685
+2019-08-31,4,EQUITY,T,765
+2019-08-20,73,EQUITY,VICI,3101
+2019-09-06,36,EQUITY,BBY,3658
+2019-10-28,7,EQUITY,GOOGL,1664
+2019-07-30,50,EQUITY,ADBE,2729
+2019-07-01,65,EQUITY,BKR,1663
+2019-08-13,64,EQUITY,NWS,2322
+2019-11-03,8,EQUITY,MCO,311
+2019-11-17,95,EQUITY,WELL,1486
+2019-08-15,81,EQUITY,DVA,3636
+2019-11-15,58,EQUITY,NKE,566
+2019-12-05,60,EQUITY,OGN,5191
+2019-07-23,4,EQUITY,WBA,4853
+2019-11-17,28,EQUITY,CF,5663
+2019-10-30,60,EQUITY,DFS,1446
+2019-07-22,39,EQUITY,BEN,2469
+2019-12-23,59,EQUITY,AXP,852
+2019-12-23,28,EQUITY,CMA,1051
+2019-11-16,87,EQUITY,GNRC,2184
+2019-07-22,94,EQUITY,HII,176
+2019-09-09,84,EQUITY,SYK,3625
+2019-08-08,76,EQUITY,O,4574
+2019-07-20,78,EQUITY,BKNG,284
+2019-12-21,3,EQUITY,ROK,4407
+2019-11-05,26,EQUITY,MDT,4865
+2019-07-04,81,EQUITY,CARR,480
+2019-10-30,31,EQUITY,AMGN,4448
+2019-12-04,8,EQUITY,TEL,839
+2019-12-21,7,EQUITY,KMX,3592
+2019-08-05,76,EQUITY,MPWR,2003
+2019-10-30,86,EQUITY,ON,4739
+2019-11-26,83,EQUITY,DXC,5764
+2019-12-09,69,EQUITY,AMD,1199
+2019-12-16,59,EQUITY,EIX,2675
+2019-08-15,9,EQUITY,NWSA,5107
+2019-12-24,46,EQUITY,KMI,4247
+2019-08-23,23,EQUITY,EXR,2119
+2019-09-04,87,EQUITY,CBRE,5021
+2019-07-04,88,EQUITY,OMC,1665
+2019-09-06,44,EQUITY,FDX,1711
+2019-09-19,90,EQUITY,DIS,3966
+2019-09-18,25,EQUITY,LUV,5644
+2019-11-02,52,EQUITY,AKAM,4915
+2019-08-13,18,EQUITY,MNST,3050
+2019-12-02,18,EQUITY,EQIX,1171
+2019-08-18,10,EQUITY,CHRW,1875
+2019-07-16,60,EQUITY,CPB,2416
+2019-11-18,67,EQUITY,BBWI,641
+2019-10-25,83,EQUITY,ROP,3919
+2019-08-10,68,EQUITY,XOM,2791
+2019-10-01,17,EQUITY,ORCL,2722
+2019-07-21,52,EQUITY,MPC,3071
+2019-11-16,72,EQUITY,HAS,2340
+2019-08-02,14,EQUITY,MKC,1562
+2019-12-28,34,EQUITY,AEP,310
+2019-12-22,76,EQUITY,GPN,3324
+2019-08-11,49,EQUITY,EXR,4352
+2019-07-06,25,EQUITY,WBA,2205
+2019-09-08,63,EQUITY,ULTA,4534
+2019-10-10,36,EQUITY,BSX,2586
+2019-08-21,99,EQUITY,NFLX,3721
+2019-09-28,4,EQUITY,CL,5017
+2019-09-25,16,EQUITY,DTE,4783
+2019-08-30,62,EQUITY,ON,3050
+2019-07-28,85,EQUITY,GOOG,1101
+2019-08-25,3,EQUITY,NDSN,3573
+2019-11-24,48,EQUITY,CHD,4493
+2019-09-13,49,EQUITY,TRGP,2465
+2019-10-10,96,EQUITY,PLD,4724
+2019-11-25,64,EQUITY,GOOG,3665
+2019-11-02,81,EQUITY,TSCO,2764
+2019-10-28,57,EQUITY,O,3454
+2019-11-24,68,EQUITY,ICE,3554
+2019-12-03,4,EQUITY,ADSK,2942
+2019-10-31,13,EQUITY,TT,2639
+2019-11-04,54,EQUITY,BKNG,5098
+2019-10-24,12,EQUITY,DTE,3377
+2019-12-25,92,EQUITY,LEN,1880
+2019-10-31,20,EQUITY,MAA,5045
+2019-11-03,35,EQUITY,BLK,4422
+2019-12-26,33,EQUITY,NOW,5769
+2019-10-09,17,EQUITY,D,1965
+2019-07-03,13,EQUITY,ETN,1498
+2019-12-06,37,EQUITY,J,4164
+2019-08-17,16,EQUITY,CTSH,4945
+2019-12-28,11,EQUITY,SNA,2888
+2019-07-01,77,EQUITY,OTIS,3632
+2019-12-14,2,EQUITY,LEN,1182
+2019-12-29,81,EQUITY,AMCR,3938
+2019-12-15,4,EQUITY,DUK,1536
+2019-09-24,52,EQUITY,HES,4615
+2019-08-05,23,EQUITY,VRSK,3636
+2019-12-30,59,EQUITY,PYPL,5723
+2019-08-22,40,EQUITY,HPQ,3250
+2019-08-23,61,EQUITY,BF.B,3423
+2019-08-20,45,EQUITY,EBAY,2212
+2019-10-05,9,EQUITY,LNC,1251
+2019-11-08,21,EQUITY,PH,2358
+2019-11-19,37,EQUITY,ABT,4965
+2019-08-31,11,EQUITY,BALL,1394
+2019-08-18,10,EQUITY,MSFT,2756
+2019-10-28,94,EQUITY,T,2145
+2019-07-13,25,EQUITY,QRVO,5578
+2019-11-03,4,EQUITY,PHM,3571
+2019-07-08,27,EQUITY,ZTS,2441
+2019-08-13,49,EQUITY,GL,660
+2019-07-02,28,EQUITY,ADSK,951
+2019-11-28,23,EQUITY,IRM,4193
+2019-07-10,51,EQUITY,MSFT,728
+2019-12-02,27,EQUITY,ED,4479
+2019-12-23,22,EQUITY,CAG,531
+2019-12-19,63,EQUITY,EW,4672
+2019-09-29,100,EQUITY,COST,2182
+2019-11-20,58,EQUITY,TPR,1997
+2019-11-01,42,EQUITY,HPQ,3453
+2019-11-15,46,EQUITY,CDNS,2209
+2019-11-08,18,EQUITY,TTWO,5786
+2019-08-27,61,EQUITY,ODFL,4539
+2019-10-27,89,EQUITY,CTAS,303
+2019-11-28,52,EQUITY,EOG,3549
+2019-10-13,98,EQUITY,LUV,5744
+2019-08-26,27,EQUITY,MTB,643
+2019-08-23,1,EQUITY,EQR,2824
+2019-09-13,44,EQUITY,NOC,3016
+2019-07-16,75,EQUITY,KEYS,5567
+2019-10-16,1,EQUITY,NOW,2217
+2019-10-01,11,EQUITY,TGT,1078
+2019-11-19,65,EQUITY,ACN,2504
+2019-07-30,49,EQUITY,SEDG,5816
+2019-07-18,65,EQUITY,PFE,4708
+2019-12-23,87,EQUITY,STX,2280
+2019-12-20,34,EQUITY,AMD,3714
+2019-10-26,46,EQUITY,NVDA,2256
+2019-10-15,13,EQUITY,GEHC,4340
+2019-12-17,8,EQUITY,ILMN,4281
+2019-10-10,74,EQUITY,CTAS,5818
+2019-08-24,5,EQUITY,CHRW,316
+2019-09-12,72,EQUITY,CI,3403
+2019-09-16,50,EQUITY,BK,5053
+2019-09-02,52,EQUITY,O,581
+2019-10-04,90,EQUITY,ADP,2497
+2019-07-31,52,EQUITY,ATVI,3482
+2019-11-29,49,EQUITY,COST,4308
+2019-09-15,21,EQUITY,BLK,1445
+2019-12-22,51,EQUITY,SLB,347
+2019-11-02,24,EQUITY,TYL,3569
diff --git a/fsi/investment-management/sectors/NOTICE b/fsi/investment-management/sectors/NOTICE
new file mode 100644
index 0000000..d68fc58
--- /dev/null
+++ b/fsi/investment-management/sectors/NOTICE
@@ -0,0 +1,3 @@
+# NOTICE
+
+The data in this folder has been artificially generate. All data is fake and doesn't reveal any information regarding real people or investment transactions
diff --git a/fsi/investment-management/sectors/sectors.csv b/fsi/investment-management/sectors/sectors.csv
new file mode 100644
index 0000000..c4e1139
--- /dev/null
+++ b/fsi/investment-management/sectors/sectors.csv
@@ -0,0 +1,504 @@
+Symbol,Security,GICSSector,GICSSub-Industry,HeadquartersLocation,Dateadded,CIK,Founded
+MMM,3M,Industrials,Industrial Conglomerates,"Saint Paul, Minnesota",1957-03-04,66740,1902
+AOS,A. O. Smith,Industrials,Building Products,"Milwaukee, Wisconsin",2017-07-26,91142,1916
+ABT,Abbott,Health Care,Health Care Equipment,"North Chicago, Illinois",1957-03-04,1800,1888
+ABBV,AbbVie,Health Care,Pharmaceuticals,"North Chicago, Illinois",2012-12-31,1551152,2013 (1888)
+ACN,Accenture,Information Technology,IT Consulting & Other Services,"Dublin, Ireland",2011-07-06,1467373,1989
+ATVI,Activision Blizzard,Communication Services,Interactive Home Entertainment,"Santa Monica, California",2015-08-31,718877,2008
+ADM,ADM,Consumer Staples,Agricultural Products & Services,"Chicago, Illinois",1957-03-04,7084,1902
+ADBE,Adobe Inc.,Information Technology,Application Software,"San Jose, California",1997-05-05,796343,1982
+ADP,ADP,Industrials,Human Resource & Employment Services,"Roseland, New Jersey",1981-03-31,8670,1949
+AAP,Advance Auto Parts,Consumer Discretionary,Automotive Retail,"Raleigh, North Carolina",2015-07-09,1158449,1932
+AES,AES Corporation,Utilities,Independent Power Producers & Energy Traders,"Arlington, Virginia",1998-10-02,874761,1981
+AFL,Aflac,Financials,Life & Health Insurance,"Columbus, Georgia",1999-05-28,4977,1955
+A,Agilent Technologies,Health Care,Health Care Equipment,"Santa Clara, California",2000-06-05,1090872,1999
+APD,Air Products and Chemicals,Materials,Industrial Gases,"Allentown, Pennsylvania",1985-04-30,2969,1940
+AKAM,Akamai,Information Technology,Internet Services & Infrastructure,"Cambridge, Massachusetts",2007-07-12,1086222,1998
+ALK,Alaska Air Group,Industrials,Passenger Airlines,"SeaTac, Washington",2016-05-13,766421,1985
+ALB,Albemarle Corporation,Materials,Specialty Chemicals,"Charlotte, North Carolina",2016-07-01,915913,1994
+ARE,Alexandria Real Estate Equities,Real Estate,Office REITs,"Pasadena, California",2017-03-20,1035443,1994
+ALGN,Align Technology,Health Care,Health Care Supplies,"Tempe, Arizona",2017-06-19,1097149,1997
+ALLE,Allegion,Industrials,Building Products,"New York City, New York",2013-12-02,1579241,1908
+LNT,Alliant Energy,Utilities,Electric Utilities,"Madison, Wisconsin",2016-07-01,352541,1917
+ALL,Allstate,Financials,Property & Casualty Insurance,"Glenview, Illinois",1995-07-13,899051,1931
+GOOGL,Alphabet Inc. (Class A),Communication Services,Interactive Media & Services,"Mountain View, California",2014-04-03,1652044,1998
+GOOG,Alphabet Inc. (Class C),Communication Services,Interactive Media & Services,"Mountain View, California",2006-04-03,1652044,1998
+MO,Altria,Consumer Staples,Tobacco,"Richmond, Virginia",1957-03-04,764180,1985
+AMZN,Amazon,Consumer Discretionary,Internet & Direct Marketing Retail,"Seattle, Washington",2005-11-18,1018724,1994
+AMCR,Amcor,Materials,Paper & Plastic Packaging Products & Materials,"Warmley, Bristol, United Kingdom",2019-06-07,1748790,2019 (1860)
+AMD,AMD,Information Technology,Semiconductors,"Santa Clara, California",2017-03-20,2488,1969
+AEE,Ameren,Utilities,Multi-Utilities,"St. Louis, Missouri",1991-09-19,1002910,1902
+AAL,American Airlines Group,Industrials,Passenger Airlines,"Fort Worth, Texas",2015-03-23,6201,1934
+AEP,American Electric Power,Utilities,Electric Utilities,"Columbus, Ohio",1957-03-04,4904,1906
+AXP,American Express,Financials,Consumer Finance,"New York City, New York",1976-06-30,4962,1850
+AIG,American International Group,Financials,Property & Casualty Insurance,"New York City, New York",1980-03-31,5272,1919
+AMT,American Tower,Real Estate,Telecom Tower REITs,"Boston, Massachusetts",2007-11-19,1053507,1995
+AWK,American Water Works,Utilities,Water Utilities,"Camden, New Jersey",2016-03-04,1410636,1886
+AMP,Ameriprise Financial,Financials,Asset Management & Custody Banks,"Minneapolis, Minnesota",2005-10-03,820027,1894
+ABC,AmerisourceBergen,Health Care,Health Care Distributors,"Conshohocken, Pennsylvania",2001-08-30,1140859,1985
+AME,Ametek,Industrials,Electrical Components & Equipment,"Berwyn, Pennsylvania",2013-09-23,1037868,1930
+AMGN,Amgen,Health Care,Biotechnology,"Thousand Oaks, California",1992-01-02,318154,1980
+APH,Amphenol,Information Technology,Electronic Components,"Wallingford, Connecticut",2008-09-30,820313,1932
+ADI,Analog Devices,Information Technology,Semiconductors,"Wilmington, Massachusetts",1999-10-12,6281,1965
+ANSS,Ansys,Information Technology,Application Software,"Canonsburg, Pennsylvania",2017-06-19,1013462,1969
+AON,Aon,Financials,Insurance Brokers,"London, UK",1996-04-23,315293,1982 (1919)
+APA,APA Corporation,Energy,Oil & Gas Exploration & Production,"Houston, Texas",1997-07-28,1841666,1954
+AAPL,Apple Inc.,Information Technology,"Technology Hardware, Storage & Peripherals","Cupertino, California",1982-11-30,320193,1977
+AMAT,Applied Materials,Information Technology,Semiconductor Materials & Equipment,"Santa Clara, California",1995-03-16,6951,1967
+APTV,Aptiv,Consumer Discretionary,Automotive Parts & Equipment,"Dublin, Ireland",2012-12-24,1521332,1994
+ACGL,Arch Capital Group,Financials,Reinsurance,"Hamilton, Bermuda",2022-11-01,947484,1995
+ANET,Arista Networks,Information Technology,Communications Equipment,"Santa Clara, California",2018-08-28,1596532,2004
+AJG,Arthur J. Gallagher & Co.,Financials,Insurance Brokers,"Rolling Meadows, Illinois",2016-05-31,354190,1927
+AIZ,Assurant,Financials,Multi-line Insurance,"New York City, New York",2007-04-10,1267238,1892
+T,AT&T,Communication Services,Integrated Telecommunication Services,"Dallas, Texas",1983-11-30,732717,1983 (1885)
+ATO,Atmos Energy,Utilities,Gas Utilities,"Dallas, Texas",2019-02-15,731802,1906
+ADSK,Autodesk,Information Technology,Application Software,"San Francisco, California",1989-12-01,769397,1982
+AZO,AutoZone,Consumer Discretionary,Specialty Stores,"Memphis, Tennessee",1997-01-02,866787,1979
+AVB,AvalonBay Communities,Real Estate,Residential REITs,"Arlington, Virginia",2007-01-10,915912,1978
+AVY,Avery Dennison,Materials,Paper & Plastic Packaging Products & Materials,"Glendale, California",1987-12-31,8818,1990
+AXON,Axon Enterprise,Industrials,Aerospace & Defense,"Scottsdale, Arizona",2023-05-04,1069183,1993
+BKR,Baker Hughes,Energy,Oil & Gas Equipment & Services,"Houston, Texas",2017-07-07,1701605,2017
+BALL,Ball Corporation,Materials,"Metal, Glass & Plastic Containers","Broomfield, Colorado",1984-10-31,9389,1880
+BAC,Bank of America,Financials,Diversified Banks,"Charlotte, North Carolina",1976-06-30,70858,1998 (1923 / 1874)
+BBWI,"Bath & Body Works, Inc.",Consumer Discretionary,Specialty Stores,"Columbus, Ohio",1983-09-30,701985,1963
+BAX,Baxter International,Health Care,Health Care Equipment,"Deerfield, Illinois",1972-09-30,10456,1931
+BDX,Becton Dickinson,Health Care,Health Care Equipment,"Franklin Lakes, New Jersey",1972-09-30,10795,1897
+WRB,Berkley,Financials,Property & Casualty Insurance,"Greenwich, Connecticut",2019-12-05,11544,1967
+BRK.B,Berkshire Hathaway,Financials,Multi-Sector Holdings,"Omaha, Nebraska",2010-02-16,1067983,1839
+BBY,Best Buy,Consumer Discretionary,Computer & Electronics Retail,"Richfield, Minnesota",1999-06-29,764478,1966
+BIO,Bio-Rad,Health Care,Life Sciences Tools & Services,"Hercules, California",2020-06-22,12208,1952
+TECH,Bio-Techne,Health Care,Life Sciences Tools & Services,"Minneapolis, Minnesota",2021-08-30,842023,1976
+BIIB,Biogen,Health Care,Biotechnology,"Cambridge, Massachusetts",2003-11-13,875045,1978
+BLK,BlackRock,Financials,Asset Management & Custody Banks,"New York City, New York",2011-04-04,1364742,1988
+BK,BNY Mellon,Financials,Asset Management & Custody Banks,"New York City, New York",1995-03-31,1390777,1784
+BA,Boeing,Industrials,Aerospace & Defense,"Chicago, Illinois",1957-03-04,12927,1916
+BKNG,Booking Holdings,Consumer Discretionary,Internet & Direct Marketing Retail,"Norwalk, Connecticut",2009-11-06,1075531,1996
+BWA,BorgWarner,Consumer Discretionary,Automotive Parts & Equipment,"Auburn Hills, Michigan",2011-12-19,908255,1880
+BXP,Boston Properties,Real Estate,Office REITs,"Boston, Massachusetts",2006-04-03,1037540,1970
+BSX,Boston Scientific,Health Care,Health Care Equipment,"Marlborough, Massachusetts",1995-02-24,885725,1979
+BMY,Bristol Myers Squibb,Health Care,Pharmaceuticals,"New York City, New York",1957-03-04,14272,1989 (1887)
+AVGO,Broadcom Inc.,Information Technology,Semiconductors,"San Jose, California",2014-05-08,1730168,1961
+BR,Broadridge Financial Solutions,Industrials,Data Processing & Outsourced Services,"Lake Success, New York",2018-06-18,1383312,1962
+BRO,Brown & Brown,Financials,Insurance Brokers,"Daytona Beach, Florida",2021-09-20,79282,1939
+BF.B,Brown–Forman,Consumer Staples,Distillers & Vintners,"Louisville, Kentucky",1982-10-31,14693,1870
+BG,Bunge Limited,Consumer Staples,Agricultural Products & Services,"Chesterfield, Missouri",2023-03-15,1144519,1818
+CHRW,C.H. Robinson,Industrials,Air Freight & Logistics,"Eden Prairie, Minnesota",2007-03-02,1043277,1905
+CDNS,Cadence Design Systems,Information Technology,Application Software,"San Jose, California",2017-09-18,813672,1988
+CZR,Caesars Entertainment,Consumer Discretionary,Casinos & Gaming,"Reno, Nevada",2021-03-22,1590895,1973
+CPT,Camden Property Trust,Real Estate,Residential REITs,"Houston, Texas",2022-04-04,906345,1981
+CPB,Campbell Soup Company,Consumer Staples,Packaged Foods & Meats,"Camden, New Jersey",1957-03-04,16732,1869
+COF,Capital One,Financials,Consumer Finance,"Tysons Corner, Virginia",1998-07-01,927628,1994
+CAH,Cardinal Health,Health Care,Health Care Distributors,"Dublin, Ohio",1997-05-27,721371,1971
+KMX,CarMax,Consumer Discretionary,Automotive Retail,"Richmond, Virginia",2010-06-28,1170010,1993
+CCL,Carnival,Consumer Discretionary,"Hotels, Resorts & Cruise Lines","Miami, Florida",1998-12-22,815097,1972
+CARR,Carrier Global,Industrials,Building Products,"Palm Beach Gardens, Florida",2020-04-03,1783180,2020 (1915)
+CTLT,Catalent,Health Care,Pharmaceuticals,"Somerset, New Jersey",2020-09-21,1596783,2007
+CAT,Caterpillar Inc.,Industrials,Construction Machinery & Heavy Transportation Equipment,"Irving, Texas",1957-03-04,18230,1925
+CBOE,Cboe Global Markets,Financials,Financial Exchanges & Data,"Chicago, Illinois",2017-03-01,1374310,1973
+CBRE,CBRE Group,Real Estate,Real Estate Services,"Dallas, Texas",2006-11-10,1138118,1906
+CDW,CDW,Information Technology,Technology Distributors,"Lincolnshire, Illinois",2019-09-23,1402057,1984
+CE,Celanese,Materials,Specialty Chemicals,"Irving, Texas",2018-12-24,1306830,1918
+CNC,Centene Corporation,Health Care,Managed Health Care,"St. Louis, Missouri",2016-03-30,1071739,1984
+CNP,CenterPoint Energy,Utilities,Multi-Utilities,"Houston, Texas",1985-07-31,1130310,1882
+CDAY,Ceridian,Information Technology,Application Software,"Minneapolis, Minnesota",2021-09-20,1725057,1992
+CF,CF Industries,Materials,Fertilizers & Agricultural Chemicals,"Deerfield, Illinois",2008-08-27,1324404,1946
+CRL,Charles River Laboratories,Health Care,Life Sciences Tools & Services,"Wilmington, Massachusetts",2021-05-14,1100682,1947
+SCHW,Charles Schwab Corporation,Financials,Investment Banking & Brokerage,"Westlake, Texas",1997-06-02,316709,1971
+CHTR,Charter Communications,Communication Services,Cable & Satellite,"Stamford, Connecticut",2016-09-08,1091667,1993
+CVX,Chevron Corporation,Energy,Integrated Oil & Gas,"San Ramon, California",1957-03-04,93410,1879
+CMG,Chipotle Mexican Grill,Consumer Discretionary,Restaurants,"Newport Beach, California",2011-04-28,1058090,1993
+CB,Chubb Limited,Financials,Property & Casualty Insurance,"Zurich, Switzerland",2010-07-15,896159,1985
+CHD,Church & Dwight,Consumer Staples,Household Products,"Ewing, New Jersey",2015-12-29,313927,1847
+CI,Cigna,Health Care,Managed Health Care,"Bloomfield, Connecticut",1976-06-30,1739940,1982
+CINF,Cincinnati Financial,Financials,Property & Casualty Insurance,"Fairfield, Ohio",1997-12-18,20286,1950
+CTAS,Cintas,Industrials,Diversified Support Services,"Mason, Ohio",2001-03-01,723254,1929
+CSCO,Cisco,Information Technology,Communications Equipment,"San Jose, California",1993-12-01,858877,1984
+C,Citigroup,Financials,Diversified Banks,"New York City, New York",1988-05-31,831001,1998
+CFG,Citizens Financial Group,Financials,Regional Banks,"Providence, Rhode Island",2016-01-29,759944,1828
+CLX,Clorox,Consumer Staples,Household Products,"Oakland, California",1969-03-31,21076,1913
+CME,CME Group,Financials,Financial Exchanges & Data,"Chicago, Illinois",2006-08-11,1156375,1848
+CMS,CMS Energy,Utilities,Multi-Utilities,"Jackson, Michigan",1957-03-04,811156,1886
+KO,Coca-Cola Company (The),Consumer Staples,Soft Drinks & Non-alcoholic Beverages,"Atlanta, Georgia",1957-03-04,21344,1886
+CTSH,Cognizant,Information Technology,IT Consulting & Other Services,"Teaneck, New Jersey",2006-11-17,1058290,1994
+CL,Colgate-Palmolive,Consumer Staples,Household Products,"New York City, New York",1957-03-04,21665,1806
+CMCSA,Comcast,Communication Services,Cable & Satellite,"Philadelphia, Pennsylvania",2002-11-19,1166691,1963
+CMA,Comerica,Financials,Diversified Banks,"Dallas, Texas",1995-12-01,28412,1849
+CAG,Conagra Brands,Consumer Staples,Packaged Foods & Meats,"Chicago, Illinois",1983-08-31,23217,1919
+COP,ConocoPhillips,Energy,Oil & Gas Exploration & Production,"Houston, Texas",1957-03-04,1163165,2002
+ED,Consolidated Edison,Utilities,Electric Utilities,"New York City, New York",1957-03-04,1047862,1823
+STZ,Constellation Brands,Consumer Staples,Distillers & Vintners,"Victor, New York",2005-07-01,16918,1945
+CEG,Constellation Energy,Utilities,Multi-Utilities,"Baltimore, Maryland",2022-02-02,1868275,1999
+COO,CooperCompanies,Health Care,Health Care Supplies,"San Ramon, California",2016-09-23,711404,1958
+CPRT,Copart,Industrials,Diversified Support Services,"Dallas, Texas",2018-07-02,900075,1982
+GLW,Corning Inc.,Information Technology,Electronic Components,"Corning, New York",1995-02-27,24741,1851
+CTVA,Corteva,Materials,Fertilizers & Agricultural Chemicals,"Indianapolis, Indiana",2019-06-03,1755672,2019
+CSGP,CoStar Group,Industrials,Research & Consulting Services,"Washington, D.C.",2022-09-19,1057352,1987
+COST,Costco,Consumer Staples,Consumer Staples Merchandise Retail,"Issaquah, Washington",1993-10-01,909832,1976
+CTRA,Coterra,Energy,Oil & Gas Exploration & Production,"Houston, Texas",2008-06-23,858470,2021 (1989)
+CCI,Crown Castle,Real Estate,Telecom Tower REITs,"Houston, Texas",2012-03-14,1051470,1994
+CSX,CSX,Industrials,Rail Transportation,"Jacksonville, Florida",1957-03-04,277948,1980
+CMI,Cummins,Industrials,Industrial Machinery & Supplies & Components,"Columbus, Indiana",1965-03-31,26172,1919
+CVS,CVS Health,Health Care,Health Care Services,"Woonsocket, Rhode Island",1957-03-04,64803,1996
+DHI,D.R. Horton,Consumer Discretionary,Homebuilding,"Arlington, Texas",2005-06-22,882184,1978
+DHR,Danaher Corporation,Health Care,Health Care Equipment,"Washington, D.C.",1998-11-18,313616,1969
+DRI,Darden Restaurants,Consumer Discretionary,Restaurants,"Orlando, Florida",1995-05-31,940944,1938
+DVA,DaVita Inc.,Health Care,Health Care Facilities,"Denver, Colorado",2008-07-31,927066,1979
+DE,John Deere,Industrials,Agricultural & Farm Machinery,"Moline, Illinois",1957-03-04,315189,1837
+DAL,Delta Air Lines,Industrials,Passenger Airlines,"Atlanta, Georgia",2013-09-11,27904,1929
+XRAY,Dentsply Sirona,Health Care,Health Care Supplies,"Charlotte, North Carolina",2008-11-14,818479,2016 (1969)
+DVN,Devon Energy,Energy,Oil & Gas Exploration & Production,"Oklahoma City, Oklahoma",2000-08-30,1090012,1971
+DXCM,Dexcom,Health Care,Health Care Equipment,"San Diego, California",2020-05-12,1093557,1999
+FANG,Diamondback Energy,Energy,Oil & Gas Exploration & Production,"Midland, Texas",2018-12-03,1539838,2007
+DLR,Digital Realty,Real Estate,Data Center REITs,"Austin, Texas",2016-05-18,1297996,2004
+DFS,Discover Financial,Financials,Consumer Finance,"Riverwoods, Illinois",2007-07-02,1393612,1985
+DISH,Dish Network,Communication Services,Cable & Satellite,"Meridian, Colorado",2017-03-13,1001082,1980
+DIS,Disney,Communication Services,Movies & Entertainment,"Burbank, California",1976-06-30,1744489,1923
+DG,Dollar General,Consumer Staples,Consumer Staples Merchandise Retail,"Goodlettsville, Tennessee",2012-12-03,29534,1939
+DLTR,Dollar Tree,Consumer Staples,Consumer Staples Merchandise Retail,"Chesapeake, Virginia",2011-12-19,935703,1986
+D,Dominion Energy,Utilities,Electric Utilities,"Richmond, Virginia",,715957,1983
+DPZ,Domino's,Consumer Discretionary,Restaurants,"Ann Arbor, Michigan",2020-05-12,1286681,1960
+DOV,Dover Corporation,Industrials,Industrial Machinery & Supplies & Components,"Downers Grove, Illinois",1985-10-31,29905,1955
+DOW,Dow Inc.,Materials,Commodity Chemicals,"Midland, Michigan",2019-04-01,1751788,2019
+DTE,DTE Energy,Utilities,Multi-Utilities,"Detroit, Michigan",1957-03-04,936340,1995
+DUK,Duke Energy,Utilities,Electric Utilities,"Charlotte, North Carolina",1976-06-30,1326160,1904
+DD,DuPont,Materials,Specialty Chemicals,"Wilmington, Delaware",2019-04-02,1666700,2017
+DXC,DXC Technology,Information Technology,IT Consulting & Other Services,"Tysons Corner, Virginia",2017-04-04,1688568,2017
+EMN,Eastman Chemical Company,Materials,Diversified Chemicals,"Kingsport, Tennessee",1994-01-01,915389,1920
+ETN,Eaton Corporation,Industrials,Electrical Components & Equipment,"Dublin, Ireland",1957-03-04,1551182,1911
+EBAY,eBay,Consumer Discretionary,Internet & Direct Marketing Retail,"San Jose, California",2002-07-22,1065088,1995
+ECL,Ecolab,Materials,Specialty Chemicals,"Saint Paul, Minnesota",1989-01-31,31462,1923
+EIX,Edison International,Utilities,Electric Utilities,"Rosemead, California",1957-03-04,827052,1886
+EW,Edwards Lifesciences,Health Care,Health Care Equipment,"Irvine, California",2011-04-01,1099800,1958
+EA,Electronic Arts,Communication Services,Interactive Home Entertainment,"Redwood City, California",2002-07-22,712515,1982
+ELV,Elevance Health,Health Care,Managed Health Care,"Indianapolis, Indiana",2002-07-25,1156039,2014 (1946)
+LLY,Eli Lilly and Company,Health Care,Pharmaceuticals,"Indianapolis, Indiana",1970-12-31,59478,1876
+EMR,Emerson Electric,Industrials,Electrical Components & Equipment,"Ferguson, Missouri",1965-03-31,32604,1890
+ENPH,Enphase,Information Technology,Electronic Components,"Fremont, California",2021-01-07,1463101,2006
+ETR,Entergy,Utilities,Electric Utilities,"New Orleans, Louisiana",1957-03-04,65984,1913
+EOG,EOG Resources,Energy,Oil & Gas Exploration & Production,"Houston, Texas",2000-11-02,821189,1999
+EPAM,EPAM Systems,Information Technology,IT Consulting & Other Services,"Newtown, Pennsylvania",2021-12-14,1352010,1993
+EQT,EQT,Energy,Oil & Gas Exploration & Production,"Pittsburgh, Pennsylvania",2022-10-03,33213,1888
+EFX,Equifax,Industrials,Research & Consulting Services,"Atlanta, Georgia",1997-06-19,33185,1899
+EQIX,Equinix,Real Estate,Data Center REITs,"Redwood City, California",2015-03-20,1101239,1998
+EQR,Equity Residential,Real Estate,Residential REITs,"Chicago, Illinois",2001-12-03,906107,1969
+ESS,Essex Property Trust,Real Estate,Residential REITs,"San Mateo, California",2014-04-02,920522,1971
+EL,Estée Lauder Companies (The),Consumer Staples,Personal Care Products,"New York City, New York",2006-01-05,1001250,1946
+ETSY,Etsy,Consumer Discretionary,Internet & Direct Marketing Retail,"New York City, New York",2020-09-21,1370637,2005
+RE,Everest Re,Financials,Reinsurance,"Hamilton, Bermuda",2017-06-19,1095073,1973
+EVRG,Evergy,Utilities,Electric Utilities,"Kansas City, Missouri",2018-06-05,1711269,1909
+ES,Eversource,Utilities,Multi-Utilities,"Hartford, Connecticut",2009,72741,1966
+EXC,Exelon,Utilities,Multi-Utilities,"Chicago, Illinois",1957-03-04,1109357,2000
+EXPE,Expedia Group,Consumer Discretionary,Internet & Direct Marketing Retail,"Seattle, Washington",2007-10-02,1324424,1996
+EXPD,Expeditors International,Industrials,Air Freight & Logistics,"Seattle, Washington",2007-10-10,746515,1979
+EXR,Extra Space Storage,Real Estate,Self-Storage REITs,"Salt Lake City, Utah",2016-01-19,1289490,1977
+XOM,ExxonMobil,Energy,Integrated Oil & Gas,"Irving, Texas",1957-03-04,34088,1999
+FFIV,"F5, Inc.",Information Technology,Communications Equipment,"Seattle, Washington",2010-12-20,1048695,1996
+FDS,FactSet,Financials,Financial Exchanges & Data,"Norwalk, Connecticut",2021-12-20,1013237,1978
+FICO,Fair Isaac,Information Technology,Application Software,"Bozeman, Montana",2023-03-20,814547,1956
+FAST,Fastenal,Industrials,Building Products,"Winona, Minnesota",2008-09-15,815556,1967
+FRT,Federal Realty,Real Estate,Retail REITs,"Rockville, Maryland",2016-02-01,34903,1962
+FDX,FedEx,Industrials,Air Freight & Logistics,"Memphis, Tennessee",1980-12-31,1048911,1971
+FITB,Fifth Third Bank,Financials,Regional Banks,"Cincinnati, Ohio",1996-03-29,35527,1858
+FSLR,First Solar,Information Technology,Semiconductors,"Tempe, Arizona",2022-12-19,1274494,1999
+FE,FirstEnergy,Utilities,Electric Utilities,"Akron, Ohio",1997-11-28,1031296,1997
+FIS,FIS,Financials,Transaction & Payment Processing Services,"Jacksonville, Florida",2006-11-10,1136893,1968
+FI,Fiserv,Financials,Transaction & Payment Processing Services,"Brookfield, Wisconsin",2001-04-02,798354,1984
+FLT,Fleetcor,Financials,Transaction & Payment Processing Services,"Atlanta, Georgia",2018-06-20,1175454,2000
+FMC,FMC Corporation,Materials,Fertilizers & Agricultural Chemicals,"Philadelphia, Pennsylvania",2009-08-19,37785,1883
+F,Ford Motor Company,Consumer Discretionary,Automobile Manufacturers,"Dearborn, Michigan",1957-03-04,37996,1903
+FTNT,Fortinet,Information Technology,Systems Software,"Sunnyvale, California",2018-10-11,1262039,2000
+FTV,Fortive,Industrials,Industrial Machinery & Supplies & Components,"Everett, Washington",2016-07-01,1659166,2016
+FOXA,Fox Corporation (Class A),Communication Services,Movies & Entertainment,"New York City, New York",2013-07-01,1754301,2019
+FOX,Fox Corporation (Class B),Communication Services,Movies & Entertainment,"New York City, New York",2015-09-18,1754301,2019
+BEN,Franklin Templeton,Financials,Asset Management & Custody Banks,"San Mateo, California",1998-04-30,38777,1947
+FCX,Freeport-McMoRan,Materials,Copper,"Phoenix, Arizona",,831259,1912
+GRMN,Garmin,Consumer Discretionary,Consumer Electronics,"Schaffhausen, Switzerland",2012-12-12,1121788,1989
+IT,Gartner,Information Technology,IT Consulting & Other Services,"Stamford, Connecticut",2017-04-05,749251,1979
+GEHC,GE HealthCare,Health Care,Health Care Technology,"Chicago, Illinois",2023-01-04,1932393,1994
+GEN,Gen Digital,Information Technology,Application Software,"Tempe, Arizona",2003-03-25,849399,1982
+GNRC,Generac,Industrials,Electrical Components & Equipment,"Waukesha, Wisconsin",2021-03-22,1474735,1959
+GD,General Dynamics,Industrials,Aerospace & Defense,"Falls Church, Virginia",1957-03-04,40533,1899
+GE,General Electric,Industrials,Industrial Conglomerates,"Boston, Massachusetts",1957-03-04,40545,1892
+GIS,General Mills,Consumer Staples,Packaged Foods & Meats,"Golden Valley, Minnesota",1957-03-04,40704,1856
+GM,General Motors,Consumer Discretionary,Automobile Manufacturers,"Detroit, Michigan",2013-06-06,1467858,1908
+GPC,Genuine Parts Company,Consumer Discretionary,Specialty Stores,"Atlanta, Georgia",1973-12-31,40987,1925
+GILD,Gilead Sciences,Health Care,Biotechnology,"Foster City, California",2004-07-01,882095,1987
+GL,Globe Life,Financials,Life & Health Insurance,"McKinney, Texas",1989-04-30,320335,1900
+GPN,Global Payments,Financials,Transaction & Payment Processing Services,"Atlanta, Georgia",2016-04-25,1123360,2000
+GS,Goldman Sachs,Financials,Investment Banking & Brokerage,"New York City, New York",2002-07-22,886982,1869
+HAL,Halliburton,Energy,Oil & Gas Equipment & Services,"Houston, Texas",1957-03-04,45012,1919
+HIG,Hartford (The),Financials,Property & Casualty Insurance,"Hartford, Connecticut",1957-03-04,874766,1810
+HAS,Hasbro,Consumer Discretionary,Leisure Products,"Pawtucket, Rhode Island",1984-09-30,46080,1923
+HCA,HCA Healthcare,Health Care,Health Care Facilities,"Nashville, Tennessee",2015-01-27,860730,1968
+PEAK,Healthpeak,Real Estate,Health Care REITs,"Long Beach, California",2008-03-31,765880,1985
+HSIC,Henry Schein,Health Care,Health Care Distributors,"Melville, New York",2015-03-17,1000228,1932
+HSY,Hershey's,Consumer Staples,Packaged Foods & Meats,"Hershey, Pennsylvania",1957-03-04,47111,1894
+HES,Hess Corporation,Energy,Integrated Oil & Gas,"New York City, New York",1984-05-31,4447,1919
+HPE,Hewlett Packard Enterprise,Information Technology,"Technology Hardware, Storage & Peripherals","Houston, Texas",2015-11-02,1645590,2015
+HLT,Hilton Worldwide,Consumer Discretionary,"Hotels, Resorts & Cruise Lines","Tysons Corner, Virginia",2017-06-19,1585689,1919
+HOLX,Hologic,Health Care,Health Care Equipment,"Marlborough, Massachusetts",2016-03-30,859737,1985
+HD,Home Depot (The),Consumer Discretionary,Home Improvement Retail,"Atlanta, Georgia",1988-03-31,354950,1978
+HON,Honeywell,Industrials,Industrial Conglomerates,"Charlotte, North Carolina",1957-03-04,773840,1906
+HRL,Hormel Foods,Consumer Staples,Packaged Foods & Meats,"Austin, Minnesota",2009-03-04,48465,1891
+HST,Host Hotels & Resorts,Real Estate,Hotel & Resort REITs,"Bethesda, Maryland",2007-03-20,1070750,1993
+HWM,Howmet Aerospace,Industrials,Aerospace & Defense,"Pittsburgh, Pennsylvania",1957-03-04,4281,2016
+HPQ,HP Inc.,Information Technology,"Technology Hardware, Storage & Peripherals","Palo Alto, California",1974-12-31,47217,1939 (2015)
+HUM,Humana,Health Care,Managed Health Care,"Louisville, Kentucky",,49071,1961
+HBAN,Huntington Bancshares,Financials,Regional Banks,"Columbus, Ohio; Detroit, Michigan",1997-08-28,49196,1866
+HII,Huntington Ingalls Industries,Industrials,Aerospace & Defense,"Newport News, Virginia",2018-01-03,1501585,2011
+IBM,IBM,Information Technology,IT Consulting & Other Services,"Armonk, New York",1957-03-04,51143,1911
+IEX,IDEX Corporation,Industrials,Industrial Machinery & Supplies & Components,"Lake Forest, Illinois",2019-08-09,832101,1988
+IDXX,Idexx Laboratories,Health Care,Health Care Equipment,"Westbrook, Maine",2017-01-05,874716,1983
+ITW,Illinois Tool Works,Industrials,Industrial Machinery & Supplies & Components,"Glenview, Illinois",1986-02-28,49826,1912
+ILMN,Illumina,Health Care,Life Sciences Tools & Services,"San Diego, California",2015-11-19,1110803,1998
+INCY,Incyte,Health Care,Biotechnology,"Wilmington, Delaware",2017-02-28,879169,1991
+IR,Ingersoll Rand,Industrials,Industrial Machinery & Supplies & Components,"Davidson, North Carolina",2020-03-03,1699150,1859
+PODD,Insulet,Health Care,Health Care Equipment,"Acton, Massachusetts",2023-03-15,1145197,2000
+INTC,Intel,Information Technology,Semiconductors,"Santa Clara, California",1976-12-31,50863,1968
+ICE,Intercontinental Exchange,Financials,Financial Exchanges & Data,"Atlanta, Georgia",2007-09-26,1571949,2000
+IFF,International Flavors & Fragrances,Materials,Specialty Chemicals,"New York City, New York",1976-03-31,51253,1958 (1889)
+IP,International Paper,Materials,Paper & Plastic Packaging Products & Materials,"Memphis, Tennessee",1957-03-04,51434,1898
+IPG,Interpublic Group of Companies (The),Communication Services,Advertising,"New York City, New York",1992-10-01,51644,1961 (1930)
+INTU,Intuit,Information Technology,Application Software,"Mountain View, California",2000-12-05,896878,1983
+ISRG,Intuitive Surgical,Health Care,Health Care Equipment,"Sunnyvale, California",2008-06-02,1035267,1995
+IVZ,Invesco,Financials,Asset Management & Custody Banks,"Atlanta, Georgia",2008-08-21,914208,1935
+INVH,Invitation Homes,Real Estate,Residential REITs,"Dallas, Texas",2022-09-19,1687229,2012
+IQV,IQVIA,Health Care,Life Sciences Tools & Services,"Durham, North Carolina",2017-08-29,1478242,1982
+IRM,Iron Mountain,Real Estate,Other Specialized REITs,"Boston, Massachusetts",2009-01-06,1020569,1951
+JBHT,J.B. Hunt,Industrials,Cargo Ground Transportation,"Lowell, Arkansas",2015-07-01,728535,1961
+JKHY,Jack Henry & Associates,Financials,Transaction & Payment Processing Services,"Monett, Missouri",2018-11-13,779152,1976
+J,Jacobs Solutions,Industrials,Construction & Engineering,"Dallas, Texas",2007-10-26,52988,1947
+JNJ,Johnson & Johnson,Health Care,Pharmaceuticals,"New Brunswick, New Jersey",1973-06-30,200406,1886
+JCI,Johnson Controls,Industrials,Building Products,"Cork, Ireland",2010-08-27,833444,1885
+JPM,JPMorgan Chase,Financials,Diversified Banks,"New York City, New York",1975-06-30,19617,2000 (1799 / 1871)
+JNPR,Juniper Networks,Information Technology,Communications Equipment,"Sunnyvale, California",2006-06-02,1043604,1996
+K,Kellogg's,Consumer Staples,Packaged Foods & Meats,"Battle Creek, Michigan",1989-09-11,55067,1906
+KDP,Keurig Dr Pepper,Consumer Staples,Soft Drinks & Non-alcoholic Beverages,"Burlington, Massachusetts",2022-06-21,1418135,1981
+KEY,KeyCorp,Financials,Regional Banks,"Cleveland, Ohio",1994-03-01,91576,1825
+KEYS,Keysight,Information Technology,Electronic Equipment & Instruments,"Santa Rosa, California",2018-11-06,1601046,2014 (1939)
+KMB,Kimberly-Clark,Consumer Staples,Household Products,"Irving, Texas",1957-03-04,55785,1872
+KIM,Kimco Realty,Real Estate,Retail REITs,"New Hyde Park, New York",2006-04-04,879101,1958
+KMI,Kinder Morgan,Energy,Oil & Gas Storage & Transportation,"Houston, Texas",2012-05-25,1506307,1997
+KLAC,KLA Corporation,Information Technology,Semiconductor Materials & Equipment,"Milpitas, California",1997-09-30,319201,1975/1977 (1997)
+KHC,Kraft Heinz,Consumer Staples,Packaged Foods & Meats,"Chicago, Illinois; Pittsburgh, Pennsylvania",2015-07-06,1637459,2015 (1869)
+KR,Kroger,Consumer Staples,Food Retail,"Cincinnati, Ohio",1957-03-04,56873,1883
+LHX,L3Harris,Industrials,Aerospace & Defense,"Melbourne, Florida",2008-09-22,202058,2019 (1895)
+LH,LabCorp,Health Care,Health Care Services,"Burlington, North Carolina",2004-11-01,920148,1978
+LRCX,Lam Research,Information Technology,Semiconductor Materials & Equipment,"Fremont, California",2012-06-29,707549,1980
+LW,Lamb Weston,Consumer Staples,Packaged Foods & Meats,"Eagle, Idaho",2018-12-03,1679273,2016 (1950)
+LVS,Las Vegas Sands,Consumer Discretionary,Casinos & Gaming,"Las Vegas, Nevada",2019-10-03,1300514,1988
+LDOS,Leidos,Industrials,Diversified Support Services,"Reston, Virginia",2019-08-09,1336920,1969
+LEN,Lennar,Consumer Discretionary,Homebuilding,"Miami, Florida",2005-10-04,920760,1954
+LNC,Lincoln Financial,Financials,Multi-line Insurance,"Radnor, Pennsylvania",1976-06-30,59558,1905
+LIN,Linde plc,Materials,Industrial Gases,"Guildford, United Kingdom",1992-07-01,1707925,1879
+LYV,Live Nation Entertainment,Communication Services,Movies & Entertainment,"Beverly Hills, California",2019-12-23,1335258,2010
+LKQ,LKQ Corporation,Consumer Discretionary,Distributors,"Chicago, Illinois",2016-05-23,1065696,1998
+LMT,Lockheed Martin,Industrials,Aerospace & Defense,"Bethesda, Maryland",1957-03-04,936468,1995
+L,Loews Corporation,Financials,Multi-line Insurance,"New York City, New York",1995-05-31,60086,1959
+LOW,Lowe's,Consumer Discretionary,Home Improvement Retail,"Mooresville, North Carolina",1984-02-29,60667,1904/1946/1959
+LYB,LyondellBasell,Materials,Specialty Chemicals,"Rotterdam, Netherlands",2012-09-05,1489393,2007
+MTB,M&T Bank,Financials,Regional Banks,"Buffalo, New York",2004-02-23,36270,1856
+MRO,Marathon Oil,Energy,Oil & Gas Exploration & Production,"Houston, Texas",1957-03-04,101778,1887
+MPC,Marathon Petroleum,Energy,Oil & Gas Refining & Marketing,"Findlay, Ohio",2011-07-01,1510295,2009 (1887)
+MKTX,MarketAxess,Financials,Financial Exchanges & Data,"New York City, New York",2019-07-01,1278021,2000
+MAR,Marriott International,Consumer Discretionary,"Hotels, Resorts & Cruise Lines","Bethesda, Maryland",1998-05-29,1048286,1927
+MMC,Marsh McLennan,Financials,Insurance Brokers,"New York City, New York",1987-08-31,62709,1905
+MLM,Martin Marietta Materials,Materials,Construction Materials,"Raleigh, North Carolina",2014-07-02,916076,1993
+MAS,Masco,Industrials,Building Products,"Livonia, Michigan",1981-06-30,62996,1929
+MA,Mastercard,Financials,Transaction & Payment Processing Services,"Harrison, New York",2008-07-18,1141391,1966
+MTCH,Match Group,Communication Services,Interactive Media & Services,"Dallas, Texas",2021-09-20,891103,1986
+MKC,McCormick & Company,Consumer Staples,Packaged Foods & Meats,"Hunt Valley, Maryland",2003-03-20,63754,1889
+MCD,McDonald's,Consumer Discretionary,Restaurants,"Chicago, Illinois",1970-06-30,63908,1940
+MCK,McKesson,Health Care,Health Care Distributors,"Irving, Texas",1999-01-13,927653,1833
+MDT,Medtronic,Health Care,Health Care Equipment,"Dublin, Ireland",1986-10-31,1613103,1949
+MRK,Merck & Co.,Health Care,Pharmaceuticals,"Kenilworth, New Jersey",1957-03-04,310158,1891
+META,Meta Platforms,Communication Services,Interactive Media & Services,"Menlo Park, California",2013-12-23,1326801,2004
+MET,MetLife,Financials,Life & Health Insurance,"New York City, New York",2000-12-11,1099219,1868
+MTD,Mettler Toledo,Health Care,Life Sciences Tools & Services,"Columbus, Ohio",2016-09-06,1037646,1945
+MGM,MGM Resorts,Consumer Discretionary,Casinos & Gaming,"Paradise, Nevada",2017-07-26,789570,1986
+MCHP,Microchip Technology,Information Technology,Semiconductors,"Chandler, Arizona",2007-09-07,827054,1989
+MU,Micron Technology,Information Technology,Semiconductors,"Boise, Idaho",1994-09-27,723125,1978
+MSFT,Microsoft,Information Technology,Systems Software,"Redmond, Washington",1994-06-01,789019,1975
+MAA,Mid-America Apartment Communities,Real Estate,Residential REITs,"Memphis, Tennessee",2016-12-02,912595,1977
+MRNA,Moderna,Health Care,Biotechnology,"Cambridge, Massachusetts",2021-07-21,1682852,2010
+MHK,Mohawk Industries,Consumer Discretionary,Home Furnishings,"Calhoun, Georgia",2013-12-23,851968,1878
+MOH,Molina Healthcare,Health Care,Managed Health Care,"Long Beach, California",2022-03-02,1179929,1980
+TAP,Molson Coors Beverage Company,Consumer Staples,Brewers,"Chicago, Illinois",1976-06-30,24545,"2005 (Molson 1786, Coors 1873)"
+MDLZ,Mondelez International,Consumer Staples,Packaged Foods & Meats,"Chicago, Illinois",2012-10-02,1103982,2012
+MPWR,Monolithic Power Systems,Information Technology,Semiconductors,"Kirkland, Washington",2021-02-12,1280452,1997
+MNST,Monster Beverage,Consumer Staples,Soft Drinks & Non-alcoholic Beverages,"Corona, California",2012-06-28,865752,2012 (1935)
+MCO,Moody's Corporation,Financials,Financial Exchanges & Data,"New York City, New York",1998-07-01,1059556,1909
+MS,Morgan Stanley,Financials,Investment Banking & Brokerage,"New York City, New York",1993-07-29,895421,1935
+MOS,Mosaic Company (The),Materials,Fertilizers & Agricultural Chemicals,"Tampa, Florida",2011-09-26,1285785,2004 (1865 / 1909)
+MSI,Motorola Solutions,Information Technology,Communications Equipment,"Chicago, Illinois",1957-03-04,68505,1928 (2011)
+MSCI,MSCI,Financials,Financial Exchanges & Data,"New York City, New York",2018-04-04,1408198,1969
+NDAQ,"Nasdaq, Inc.",Financials,Financial Exchanges & Data,"New York City, New York",2008-10-22,1120193,1971
+NTAP,NetApp,Information Technology,"Technology Hardware, Storage & Peripherals","San Jose, California",1999-06-25,1002047,1992
+NFLX,Netflix,Communication Services,Movies & Entertainment,"Los Gatos, California",2010-12-20,1065280,1997
+NWL,Newell Brands,Consumer Discretionary,Housewares & Specialties,"Atlanta, Georgia",1989-04-30,814453,1903
+NEM,Newmont,Materials,Gold,"Denver, Colorado",1969-06-30,1164727,1921
+NWSA,News Corp (Class A),Communication Services,Publishing,"New York City, New York",2013-08-01,1564708,2013 (1980)
+NWS,News Corp (Class B),Communication Services,Publishing,"New York City, New York",2015-09-18,1564708,2013 (1980)
+NEE,NextEra Energy,Utilities,Multi-Utilities,"Juno Beach, Florida",1976-06-30,753308,1984 (1925)
+NKE,"Nike, Inc.",Consumer Discretionary,"Apparel, Accessories & Luxury Goods","Washington County, Oregon",1988-11-30,320187,1964
+NI,NiSource,Utilities,Multi-Utilities,"Merrillville, Indiana",2000-11-02,1111711,1912
+NDSN,Nordson Corporation,Industrials,Industrial Machinery & Supplies & Components,"Westlake, Ohio",2022-02-15,72331,1935
+NSC,Norfolk Southern Railway,Industrials,Rail Transportation,"Atlanta, Georgia",1957-03-04,702165,1881/1894 (1980)
+NTRS,Northern Trust,Financials,Asset Management & Custody Banks,"Chicago, Illinois",1998-01-30,73124,1889
+NOC,Northrop Grumman,Industrials,Aerospace & Defense,"West Falls Church, Virginia",1957-03-04,1133421,"1994 (Northrop 1939, Grumman 1930)"
+NCLH,Norwegian Cruise Line Holdings,Consumer Discretionary,"Hotels, Resorts & Cruise Lines","Miami, Florida",2017-10-13,1513761,2011 (1966)
+NRG,NRG Energy,Utilities,Independent Power Producers & Energy Traders,"Houston, Texas",2010-01-29,1013871,1992
+NUE,Nucor,Materials,Steel,"Charlotte, North Carolina",1985-04-30,73309,1940
+NVDA,Nvidia,Information Technology,Semiconductors,"Santa Clara, California",2001-11-30,1045810,1993
+NVR,"NVR, Inc.",Consumer Discretionary,Homebuilding,"Reston, Virginia",2019-09-26,906163,1980
+NXPI,NXP Semiconductors,Information Technology,Semiconductors,"Eindhoven, Netherlands",2021-03-22,1413447,1953
+ORLY,O'Reilly Auto Parts,Consumer Discretionary,Specialty Stores,"Springfield, Missouri",2009-03-27,898173,1957
+OXY,Occidental Petroleum,Energy,Oil & Gas Exploration & Production,"Houston, Texas",1957-03-04,797468,1920
+ODFL,Old Dominion,Industrials,Cargo Ground Transportation,"Thomasville, North Carolina",2019-12-09,878927,1934
+OMC,Omnicom Group,Communication Services,Advertising,"New York City, New York",1997-12-31,29989,1986
+ON,ON Semiconductor,Information Technology,Semiconductors,"Phoenix, Arizona",2022-06-21,1097864,1999
+OKE,ONEOK,Energy,Oil & Gas Storage & Transportation,"Tulsa, Oklahoma",2010-03-15,1039684,1906
+ORCL,Oracle Corporation,Information Technology,Application Software,"Austin, Texas",1989-08-31,1341439,1977
+OGN,Organon & Co.,Health Care,Pharmaceuticals,"Jersey City, New Jersey",2021-06-03,1821825,2021
+OTIS,Otis Worldwide,Industrials,Industrial Machinery & Supplies & Components,"Farmington, Connecticut",2020-04-03,1781335,2020 (1853)
+PCAR,Paccar,Industrials,Construction Machinery & Heavy Transportation Equipment,"Bellevue, Washington",1980-12-31,75362,1905
+PKG,Packaging Corporation of America,Materials,Paper & Plastic Packaging Products & Materials,"Lake Forest, Illinois",2017-07-26,75677,1959
+PARA,Paramount Global,Communication Services,Movies & Entertainment,"New York City, New York",1994-09-30,813828,2019 (1952)
+PH,Parker Hannifin,Industrials,Industrial Machinery & Supplies & Components,"Cleveland, Ohio",1985-11-30,76334,1917
+PAYX,Paychex,Industrials,Human Resource & Employment Services,"Penfield, New York",1998-10-01,723531,1971
+PAYC,Paycom,Information Technology,Application Software,"Oklahoma City, Oklahoma",2020-01-28,1590955,1998
+PYPL,PayPal,Financials,Transaction & Payment Processing Services,"San Jose, California",2015-07-20,1633917,1998
+PNR,Pentair,Industrials,Industrial Machinery & Supplies & Components,"Worsley, United Kingdom",2012-10-01,77360,1966
+PEP,PepsiCo,Consumer Staples,Soft Drinks & Non-alcoholic Beverages,"Purchase, New York",1957-03-04,77476,1898
+PFE,Pfizer,Health Care,Pharmaceuticals,"New York City, New York",1957-03-04,78003,1849
+PCG,PG&E Corporation,Utilities,Multi-Utilities,"San Francisco, California",2022-10-03,1004980,1905
+PM,Philip Morris International,Consumer Staples,Tobacco,"New York City, New York",2008-03-31,1413329,2008 (1847)
+PSX,Phillips 66,Energy,Oil & Gas Refining & Marketing,"Houston, Texas",2012-05-01,1534701,2012 (1917)
+PNW,Pinnacle West,Utilities,Multi-Utilities,"Phoenix, Arizona",1999-10-04,764622,1985
+PXD,Pioneer Natural Resources,Energy,Oil & Gas Exploration & Production,"Irving, Texas",2008-09-24,1038357,1997
+PNC,PNC Financial Services,Financials,Regional Banks,"Pittsburgh, Pennsylvania",1988-04-30,713676,1845
+POOL,Pool Corporation,Consumer Discretionary,Distributors,"Covington, Louisiana",2020-10-07,945841,1993
+PPG,PPG Industries,Materials,Specialty Chemicals,"Pittsburgh, Pennsylvania",1957-03-04,79879,1883
+PPL,PPL Corporation,Utilities,Electric Utilities,"Allentown, Pennsylvania",2001-10-01,922224,1920
+PFG,Principal Financial Group,Financials,Life & Health Insurance,"Des Moines, Iowa",2002-07-22,1126328,1879
+PG,Procter & Gamble,Consumer Staples,Personal Care Products,"Cincinnati, Ohio",1957-03-04,80424,1837
+PGR,Progressive Corporation,Financials,Property & Casualty Insurance,"Mayfield Village, Ohio",1997-08-04,80661,1937
+PLD,Prologis,Real Estate,Industrial REITs,"San Francisco, California",2003-07-17,1045609,1983
+PRU,Prudential Financial,Financials,Life & Health Insurance,"Newark, New Jersey",2002-07-22,1137774,1875
+PEG,Public Service Enterprise Group,Utilities,Electric Utilities,"Newark, New Jersey",1957-03-04,788784,1903
+PTC,PTC,Information Technology,Application Software,"Boston, Massachusetts",2021-04-20,857005,1985
+PSA,Public Storage,Real Estate,Self-Storage REITs,"Glendale, California",2005-08-19,1393311,1972
+PHM,PulteGroup,Consumer Discretionary,Homebuilding,"Atlanta, Georgia",1984-04-30,822416,1956
+QRVO,Qorvo,Information Technology,Semiconductors,"Greensboro, North Carolina",2015-06-11,1604778,2015
+PWR,Quanta Services,Industrials,Construction & Engineering,"Houston, Texas",2009-07-01,1050915,1997
+QCOM,Qualcomm,Information Technology,Semiconductors,"San Diego, California",1999-07-22,804328,1985
+DGX,Quest Diagnostics,Health Care,Health Care Services,"Secaucus, New Jersey",2002-12-12,1022079,1967
+RL,Ralph Lauren Corporation,Consumer Discretionary,"Apparel, Accessories & Luxury Goods","New York City, New York",2007-02-02,1037038,1967
+RJF,Raymond James,Financials,Investment Banking & Brokerage,"St. Petersburg, Florida",2017-03-20,720005,1962
+RTX,Raytheon Technologies,Industrials,Aerospace & Defense,"Waltham, Massachusetts",1957-03-04,101829,1922
+O,Realty Income,Real Estate,Retail REITs,"San Diego, California",2015-04-07,726728,1969
+REG,Regency Centers,Real Estate,Retail REITs,"Jacksonville, Florida",2017-03-02,910606,1963
+REGN,Regeneron,Health Care,Biotechnology,"Tarrytown, New York",2013-05-01,872589,1988
+RF,Regions Financial Corporation,Financials,Regional Banks,"Birmingham, Alabama",1998-08-28,1281761,1971
+RSG,Republic Services,Industrials,Environmental & Facilities Services,"Phoenix, Arizona",2008-12-05,1060391,1998 (1981)
+RMD,ResMed,Health Care,Health Care Equipment,"San Diego, California",2017-07-26,943819,1989
+RVTY,Revvity,Health Care,Health Care Equipment,"Waltham, Massachusetts",1985-05-31,31791,1937
+RHI,Robert Half,Industrials,Human Resource & Employment Services,"Menlo Park, California",2000-12-05,315213,1948
+ROK,Rockwell Automation,Industrials,Electrical Components & Equipment,"Milwaukee, Wisconsin",,1024478,1903
+ROL,"Rollins, Inc.",Industrials,Environmental & Facilities Services,"Atlanta, Georgia",2018-10-01,84839,1948
+ROP,Roper Technologies,Information Technology,Electronic Equipment & Instruments,"Sarasota, Florida",2009-12-23,882835,1981
+ROST,Ross Stores,Consumer Discretionary,Apparel Retail,"Dublin, California",2009-12-21,745732,1982
+RCL,Royal Caribbean Group,Consumer Discretionary,"Hotels, Resorts & Cruise Lines","Miami, Florida",2014-12-05,884887,1997
+SPGI,S&P Global,Financials,Financial Exchanges & Data,"New York City, New York",1957-03-04,64040,1917
+CRM,Salesforce,Information Technology,Application Software,"San Francisco, California",2008-09-15,1108524,1999
+SBAC,SBA Communications,Real Estate,Telecom Tower REITs,"Boca Raton, Florida",2017-09-01,1034054,1989
+SLB,Schlumberger,Energy,Oil & Gas Equipment & Services,"Houston, Texas",1957-03-04,87347,1926
+STX,Seagate Technology,Information Technology,"Technology Hardware, Storage & Peripherals","Dublin, Ireland",2012-07-02,1137789,1979
+SEE,Sealed Air,Materials,Paper & Plastic Packaging Products & Materials,"Charlotte, North Carolina",1957-03-04,1012100,1960
+SRE,Sempra Energy,Utilities,Multi-Utilities,"San Diego, California",2001?,1032208,1998
+NOW,ServiceNow,Information Technology,Systems Software,"Santa Clara, California",2019-11-21,1373715,2003
+SHW,Sherwin-Williams,Materials,Specialty Chemicals,"Cleveland, Ohio",1964-06-30,89800,1866
+SPG,Simon Property Group,Real Estate,Retail REITs,"Indianapolis, Indiana",2002-06-26,1063761,2003
+SWKS,Skyworks Solutions,Information Technology,Semiconductors,"Irvine, California",2015-03-12,4127,2002
+SJM,J.M. Smucker Company (The),Consumer Staples,Packaged Foods & Meats,"Orrville, Ohio",2008-11-06,91419,1897
+SNA,Snap-on,Industrials,Industrial Machinery & Supplies & Components,"Kenosha, Wisconsin",1982-09-30,91440,1920
+SEDG,SolarEdge,Information Technology,Semiconductor Materials & Equipment,"Herzliya, Israel",2021-12-20,1419612,2006
+SO,Southern Company,Utilities,Electric Utilities,"Atlanta, Georgia",1957-03-04,92122,1945
+LUV,Southwest Airlines,Industrials,Passenger Airlines,"Dallas, Texas",1994-07-01,92380,1967
+SWK,Stanley Black & Decker,Industrials,Industrial Machinery & Supplies & Components,"New Britain, Connecticut",1982-09-30,93556,1843
+SBUX,Starbucks,Consumer Discretionary,Restaurants,"Seattle, Washington",2000-06-07,829224,1971
+STT,State Street Corporation,Financials,Asset Management & Custody Banks,"Boston, Massachusetts",2003-03-14,93751,1792
+STLD,Steel Dynamics,Materials,Steel,"Fort Wayne, Indiana",2022-12-22,1022671,1993
+STE,Steris,Health Care,Health Care Equipment,"Dublin, Ireland",2019-12-23,1757898,1985
+SYK,Stryker Corporation,Health Care,Health Care Equipment,"Kalamazoo, Michigan",2000-12-12,310764,1941
+SYF,Synchrony Financial,Financials,Consumer Finance,"Stamford, Connecticut",2015-11-18,1601712,2003
+SNPS,Synopsys,Information Technology,Application Software,"Sunnyvale, California",2017-03-16,883241,1986
+SYY,Sysco,Consumer Staples,Food Distributors,"Houston, Texas",1986-12-31,96021,1969
+TMUS,T-Mobile US,Communication Services,Wireless Telecommunication Services,"Bellevue, Washington",2019-07-15,1283699,1994
+TROW,T. Rowe Price,Financials,Asset Management & Custody Banks,"Baltimore, Maryland",,1113169,1937
+TTWO,Take-Two Interactive,Communication Services,Interactive Home Entertainment,"New York City, New York",2018-03-19,946581,1993
+TPR,"Tapestry, Inc.",Consumer Discretionary,"Apparel, Accessories & Luxury Goods","New York City, New York",2004-09-01,1116132,2017
+TRGP,Targa Resources,Energy,Oil & Gas Storage & Transportation,"Houston, Texas",2022-10-12,1389170,2005
+TGT,Target Corporation,Consumer Staples,Consumer Staples Merchandise Retail,"Minneapolis, Minnesota",1976-12-31,27419,1902
+TEL,TE Connectivity,Information Technology,Electronic Manufacturing Services,"Schaffhausen, Switzerland",2011-10-17,1385157,2007
+TDY,Teledyne Technologies,Information Technology,Electronic Equipment & Instruments,"Thousand Oaks, California",2020-06-22,1094285,1960
+TFX,Teleflex,Health Care,Health Care Equipment,"Wayne, Pennsylvania",2019-01-18,96943,1943
+TER,Teradyne,Information Technology,Semiconductor Materials & Equipment,"North Reading, Massachusetts",2020-09-21,97210,1960
+TSLA,"Tesla, Inc.",Consumer Discretionary,Automobile Manufacturers,"Austin, Texas",2020-12-21,1318605,2003
+TXN,Texas Instruments,Information Technology,Semiconductors,"Dallas, Texas",,97476,1930
+TXT,Textron,Industrials,Aerospace & Defense,"Providence, Rhode Island",1978-12-31,217346,1923
+TMO,Thermo Fisher Scientific,Health Care,Life Sciences Tools & Services,"Waltham, Massachusetts",2004-08-03,97745,2006 (1902)
+TJX,TJX Companies,Consumer Discretionary,Apparel Retail,"Framingham, Massachusetts",1985-09-30,109198,1987
+TSCO,Tractor Supply,Consumer Discretionary,Specialty Stores,"Brentwood, Tennessee",2014-01-24,916365,1938
+TT,Trane Technologies,Industrials,Building Products,"Dublin, Ireland",2010-11-17,1466258,1871
+TDG,TransDigm Group,Industrials,Aerospace & Defense,"Cleveland, Ohio",2016-06-03,1260221,1993
+TRV,Travelers Companies (The),Financials,Property & Casualty Insurance,"New York City, New York",2002-08-21,86312,1853
+TRMB,Trimble Inc.,Information Technology,Electronic Equipment & Instruments,"Westminster, Colorado",2021-01-21,864749,1978
+TFC,Truist,Financials,Regional Banks,"Charlotte, North Carolina",1997-12-04,92230,1872
+TYL,Tyler Technologies,Information Technology,Application Software,"Plano, Texas",2020-06-22,860731,1966
+TSN,Tyson Foods,Consumer Staples,Packaged Foods & Meats,"Springdale, Arkansas",2005-08-10,100493,1935
+USB,U.S. Bank,Financials,Diversified Banks,"Minneapolis, Minnesota",,36104,1968
+UDR,"UDR, Inc.",Real Estate,Residential REITs,"Highlands Ranch, Colorado",2016-03-07,74208,1972
+ULTA,Ulta Beauty,Consumer Discretionary,Specialty Stores,"Bolingbrook, Illinois",2016-04-18,1403568,1990
+UNP,Union Pacific Corporation,Industrials,Rail Transportation,"Omaha, Nebraska",1957-03-04,100885,1862
+UAL,United Airlines Holdings,Industrials,Passenger Airlines,"Chicago, Illinois",2015-09-03,100517,1967
+UPS,United Parcel Service,Industrials,Air Freight & Logistics,"Sandy Springs, Georgia",2002-07-22,1090727,1907
+URI,United Rentals,Industrials,Trading Companies & Distributors,"Stamford, Connecticut",2014-09-20,1067701,1997
+UNH,UnitedHealth Group,Health Care,Managed Health Care,"Minnetonka, Minnesota",1994-07-01,731766,1977
+UHS,Universal Health Services,Health Care,Health Care Facilities,"King of Prussia, Pennsylvania",2014-09-20,352915,1979
+VLO,Valero Energy,Energy,Oil & Gas Refining & Marketing,"San Antonio, Texas",2002-12-20,1035002,1980
+VTR,Ventas,Real Estate,Health Care REITs,"Chicago, Illinois",2009-03-04,740260,1998
+VRSN,Verisign,Information Technology,Internet Services & Infrastructure,"Dulles, Virginia",2006-02-01,1014473,1995
+VRSK,Verisk,Industrials,Research & Consulting Services,"Jersey City, New Jersey",2015-10-08,1442145,1971
+VZ,Verizon,Communication Services,Integrated Telecommunication Services,"New York City, New York",1983-11-30,732712,1983 (1877)
+VRTX,Vertex Pharmaceuticals,Health Care,Biotechnology,"Cambridge, Massachusetts",2013-09-23,875320,1989
+VFC,VF Corporation,Consumer Discretionary,"Apparel, Accessories & Luxury Goods","Denver, Colorado",1979-06-30,103379,1899
+VTRS,Viatris,Health Care,Pharmaceuticals,"Pittsburgh, Pennsylvania",2004-04-23,1792044,1961
+VICI,Vici Properties,Real Estate,Hotel & Resort REITs,"New York City, New York",2022-06-08,1705696,2017
+V,Visa Inc.,Financials,Transaction & Payment Processing Services,"San Francisco, California",2009-12-21,1403161,1958
+VMC,Vulcan Materials Company,Materials,Construction Materials,"Birmingham, Alabama",1999-06-30,1396009,1909
+WAB,Wabtec,Industrials,Construction Machinery & Heavy Transportation Equipment,"Pittsburgh, Pennsylvania",2019-02-27,943452,1999 (1869)
+WBA,Walgreens Boots Alliance,Consumer Staples,Drug Retail,"Deerfield, Illinois",1979-12-31,1618921,2014
+WMT,Walmart,Consumer Staples,Consumer Staples Merchandise Retail,"Bentonville, Arkansas",1982-08-31,104169,1962
+WBD,Warner Bros. Discovery,Communication Services,Broadcasting,"New York City, New York",2022-04-11,1437107,2022
+WM,Waste Management,Industrials,Environmental & Facilities Services,"Houston, Texas",,823768,1968
+WAT,Waters Corporation,Health Care,Health Care Distributors,"Milford, Massachusetts",2002-01-02,1000697,1958
+WEC,WEC Energy Group,Utilities,Electric Utilities,"Milwaukee, Wisconsin",2008-10-31,783325,1896
+WFC,Wells Fargo,Financials,Diversified Banks,"San Francisco, California",1976-06-30,72971,1852
+WELL,Welltower,Real Estate,Health Care REITs,"Toledo, Ohio",2009-01-30,766704,1970
+WST,West Pharmaceutical Services,Health Care,Health Care Supplies,"Exton, Pennsylvania",2020-05-22,105770,1923
+WDC,Western Digital,Information Technology,"Technology Hardware, Storage & Peripherals","San Jose, California",2009-07-01,106040,1970
+WRK,WestRock,Materials,Paper & Plastic Packaging Products & Materials,"Atlanta, Georgia",1957-03-04,1732845,2015
+WY,Weyerhaeuser,Real Estate,Timber REITs,"Seattle, Washington",,106535,1900
+WHR,Whirlpool Corporation,Consumer Discretionary,Household Appliances,"Benton Harbor, Michigan",,106640,1911
+WMB,Williams Companies,Energy,Oil & Gas Storage & Transportation,"Tulsa, Oklahoma",1975-03-31,107263,1908
+WTW,Willis Towers Watson,Financials,Insurance Brokers,"London, United Kingdom",2016-01-05,1140536,2016
+GWW,W. W. Grainger,Industrials,Industrial Machinery & Supplies & Components,"Lake Forest, Illinois",1981-06-30,277135,1927
+WYNN,Wynn Resorts,Consumer Discretionary,Casinos & Gaming,"Paradise, Nevada",2008-11-14,1174922,2002
+XEL,Xcel Energy,Utilities,Multi-Utilities,"Minneapolis, Minnesota",1957-03-04,72903,1909
+XYL,Xylem Inc.,Industrials,Industrial Machinery & Supplies & Components,"White Plains, New York",2011-11-01,1524472,2011
+YUM,Yum! Brands,Consumer Discretionary,Restaurants,"Louisville, Kentucky",1997-10-06,1041061,1997
+ZBRA,Zebra Technologies,Information Technology,Electronic Equipment & Instruments,"Lincolnshire, Illinois",2019-12-23,877212,1969
+ZBH,Zimmer Biomet,Health Care,Health Care Equipment,"Warsaw, Indiana",2001-08-07,1136869,1927
+ZION,Zions Bancorporation,Financials,Regional Banks,"Salt Lake City, Utah",2001-06-22,109380,1873
+ZTS,Zoetis,Health Care,Pharmaceuticals,"Parsippany, New Jersey",2013-06-21,1555280,1952
diff --git a/fsi/investment-management/tick-quotes/tick_quotes_parq.parquet/NOTICE b/fsi/investment-management/tick-quotes/tick_quotes_parq.parquet/NOTICE
new file mode 100644
index 0000000..6dfe48d
--- /dev/null
+++ b/fsi/investment-management/tick-quotes/tick_quotes_parq.parquet/NOTICE
@@ -0,0 +1,3 @@
+# NOTICE
+Based upon a real schema, the data is artificial
+The data in this folder has been artificially generate. All data is fake and doesn't reveal any information regarding real people or investment transactions
diff --git a/fsi/investment-management/tick-quotes/tick_quotes_parq.parquet/_SUCCESS b/fsi/investment-management/tick-quotes/tick_quotes_parq.parquet/_SUCCESS
new file mode 100644
index 0000000..e69de29
diff --git a/fsi/investment-management/tick-quotes/tick_quotes_parq.parquet/_committed_1664912541758015034 b/fsi/investment-management/tick-quotes/tick_quotes_parq.parquet/_committed_1664912541758015034
new file mode 100644
index 0000000..f1b47b1
--- /dev/null
+++ b/fsi/investment-management/tick-quotes/tick_quotes_parq.parquet/_committed_1664912541758015034
@@ -0,0 +1 @@
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diff --git a/fsi/investment-management/tick-quotes/tick_quotes_parq.parquet/part-00001-tid-1664912541758015034-d91b3025-79f7-49f0-8051-9bb60ea6bfb0-4134-1.c000.snappy.parquet b/fsi/investment-management/tick-quotes/tick_quotes_parq.parquet/part-00001-tid-1664912541758015034-d91b3025-79f7-49f0-8051-9bb60ea6bfb0-4134-1.c000.snappy.parquet
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diff --git a/fsi/investment-management/tick-quotes/tick_quotes_parq.parquet/part-00002-tid-1664912541758015034-d91b3025-79f7-49f0-8051-9bb60ea6bfb0-4135-1.c000.snappy.parquet b/fsi/investment-management/tick-quotes/tick_quotes_parq.parquet/part-00002-tid-1664912541758015034-d91b3025-79f7-49f0-8051-9bb60ea6bfb0-4135-1.c000.snappy.parquet
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diff --git a/fsi/investment-management/tick-quotes/tick_quotes_parq.parquet/part-00003-tid-1664912541758015034-d91b3025-79f7-49f0-8051-9bb60ea6bfb0-4136-1.c000.snappy.parquet b/fsi/investment-management/tick-quotes/tick_quotes_parq.parquet/part-00003-tid-1664912541758015034-d91b3025-79f7-49f0-8051-9bb60ea6bfb0-4136-1.c000.snappy.parquet
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diff --git a/fsi/investment-management/tick-trades/tick_trades_parq.parquet/NOTICE b/fsi/investment-management/tick-trades/tick_trades_parq.parquet/NOTICE
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--- /dev/null
+++ b/fsi/investment-management/tick-trades/tick_trades_parq.parquet/NOTICE
@@ -0,0 +1,3 @@
+# NOTICE
+Based upon a real schema, the data is artificial
+The data in this folder has been artificially generate. All data is fake and doesn't reveal any information regarding real people or investment transactions
diff --git a/fsi/investment-management/tick-trades/tick_trades_parq.parquet/_SUCCESS b/fsi/investment-management/tick-trades/tick_trades_parq.parquet/_SUCCESS
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diff --git a/fsi/investment-management/tick-trades/tick_trades_parq.parquet/_committed_849338263975019126 b/fsi/investment-management/tick-trades/tick_trades_parq.parquet/_committed_849338263975019126
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--- /dev/null
+++ b/fsi/investment-management/tick-trades/tick_trades_parq.parquet/_committed_849338263975019126
@@ -0,0 +1 @@
+{"added":["part-00000-tid-849338263975019126-5982a0f2-5fa2-4c0a-8d0c-65a11265d15c-4120-1.c000.snappy.parquet","part-00001-tid-849338263975019126-5982a0f2-5fa2-4c0a-8d0c-65a11265d15c-4121-1.c000.snappy.parquet","part-00002-tid-849338263975019126-5982a0f2-5fa2-4c0a-8d0c-65a11265d15c-4122-1.c000.snappy.parquet","part-00003-tid-849338263975019126-5982a0f2-5fa2-4c0a-8d0c-65a11265d15c-4123-1.c000.snappy.parquet"],"removed":[]}
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