Get S&P 1500 list from Wikipedia

---

import pandas as pd
import matplotlib.pyplot as plt
pd.set_option('display.max_rows', None)

---

Get data

sp500=pd.read_html('https://en.wikipedia.org/wiki/List_of_S%26P_500_companies')[0] # take the first table.
sp400=pd.read_html('https://en.wikipedia.org/wiki/List_of_S%26P_400_companies')[0] # take the first table.
sp600=pd.read_html('https://en.wikipedia.org/wiki/List_of_S%26P_600_companies')[1] # take the second table.

---

Merge data

# columns selected after eye-balling
sp500=sp500[['Symbol','CIK','Security', 'GICS Sector', 'GICS Sub-Industry']]
sp400=sp400[['Ticker symbol', 'Security', 'GICS Sector', 'GICS Sub-Industry']]
sp600=sp600[['Ticker symbol','CIK', 'Company', 'GICS Sector', 'GICS Sub-Industry']]

sp500.head()

	Symbol	CIK	Security	GICS Sector	GICS Sub-Industry
0	MMM	66740	3M	Industrials	Industrial Conglomerates
1	AOS	91142	A. O. Smith	Industrials	Building Products
2	ABT	1800	Abbott	Health Care	Health Care Equipment
3	ABBV	1551152	AbbVie	Health Care	Pharmaceuticals
4	ABMD	815094	Abiomed	Health Care	Health Care Equipment

# dictionary to rename columns
dict_cols_rename= {'Symbol':'Ticker', 
                   'Ticker symbol':'Ticker', 
                   'Security':'Name', 
                   'Company':'Name', 
                   'GICS Sector':'Sector', 
                   'GICS Sub-Industry':'Industry'
                  }

# columns renamed to be merged later
sp500=sp500.rename(columns=dict_cols_rename)
sp400=sp400.rename(columns=dict_cols_rename)
sp600=sp600.rename(columns=dict_cols_rename)

# index columns added
sp500['sp_index']='sp500'
sp400['sp_index']='sp400'
sp600['sp_index']='sp600'

sp1500=pd.concat([sp500, sp400, sp600], sort=False).reset_index()
print(sp1500.shape)
sp1500

(1505, 7)

	index	Ticker	CIK	Name	Sector	Industry	sp_index
0	0	MMM	66740.0	3M	Industrials	Industrial Conglomerates	sp500
1	1	AOS	91142.0	A. O. Smith	Industrials	Building Products	sp500
2	2	ABT	1800.0	Abbott	Health Care	Health Care Equipment	sp500
3	3	ABBV	1551152.0	AbbVie	Health Care	Pharmaceuticals	sp500
4	4	ABMD	815094.0	Abiomed	Health Care	Health Care Equipment	sp500
5	5	ACN	1467373.0	Accenture	Information Technology	IT Consulting & Other Services	sp500
6	6	ATVI	718877.0	Activision Blizzard	Communication Services	Interactive Home Entertainment	sp500
7	7	ADM	7084.0	ADM	Consumer Staples	Agricultural Products	sp500
8	8	ADBE	796343.0	Adobe Inc.	Information Technology	Application Software	sp500
9	9	ADP	8670.0	ADP	Information Technology	Data Processing & Outsourced Services	sp500
10	10	AAP	1158449.0	Advance Auto Parts	Consumer Discretionary	Automotive Retail	sp500
11	11	AES	874761.0	AES Corporation	Utilities	Independent Power Producers & Energy Traders	sp500
12	12	AFL	4977.0	Aflac	Financials	Life & Health Insurance	sp500
13	13	A	1090872.0	Agilent Technologies	Health Care	Health Care Equipment	sp500
14	14	APD	2969.0	Air Products and Chemicals	Materials	Industrial Gases	sp500
15	15	AKAM	1086222.0	Akamai	Information Technology	Internet Services & Infrastructure	sp500
16	16	ALK	766421.0	Alaska Air Group	Industrials	Airlines	sp500
17	17	ALB	915913.0	Albemarle Corporation	Materials	Specialty Chemicals	sp500
18	18	ARE	1035443.0	Alexandria Real Estate Equities	Real Estate	Office REITs	sp500
19	19	ALGN	1097149.0	Align Technology	Health Care	Health Care Supplies	sp500
20	20	ALLE	1579241.0	Allegion	Industrials	Building Products	sp500
21	21	LNT	352541.0	Alliant Energy	Utilities	Electric Utilities	sp500
22	22	ALL	899051.0	Allstate	Financials	Property & Casualty Insurance	sp500
23	23	GOOGL	1652044.0	Alphabet Inc. (Class A)	Communication Services	Interactive Media & Services	sp500
24	24	GOOG	1652044.0	Alphabet Inc. (Class C)	Communication Services	Interactive Media & Services	sp500
25	25	MO	764180.0	Altria	Consumer Staples	Tobacco	sp500
26	26	AMZN	1018724.0	Amazon	Consumer Discretionary	Internet & Direct Marketing Retail	sp500
27	27	AMCR	1748790.0	Amcor	Materials	Paper Packaging	sp500
28	28	AMD	2488.0	AMD	Information Technology	Semiconductors	sp500
29	29	AEE	1002910.0	Ameren	Utilities	Multi-Utilities	sp500
30	30	AAL	6201.0	American Airlines Group	Industrials	Airlines	sp500
31	31	AEP	4904.0	American Electric Power	Utilities	Electric Utilities	sp500
32	32	AXP	4962.0	American Express	Financials	Consumer Finance	sp500
33	33	AIG	5272.0	American International Group	Financials	Property & Casualty Insurance	sp500
34	34	AMT	1053507.0	American Tower	Real Estate	Specialized REITs	sp500
35	35	AWK	1410636.0	American Water Works	Utilities	Water Utilities	sp500
36	36	AMP	820027.0	Ameriprise Financial	Financials	Asset Management & Custody Banks	sp500
37	37	ABC	1140859.0	AmerisourceBergen	Health Care	Health Care Distributors	sp500
38	38	AME	1037868.0	Ametek	Industrials	Electrical Components & Equipment	sp500
39	39	AMGN	318154.0	Amgen	Health Care	Biotechnology	sp500
40	40	APH	820313.0	Amphenol	Information Technology	Electronic Components	sp500
41	41	ADI	6281.0	Analog Devices	Information Technology	Semiconductors	sp500
42	42	ANSS	1013462.0	Ansys	Information Technology	Application Software	sp500
43	43	AON	315293.0	Aon	Financials	Insurance Brokers	sp500
44	44	APA	1841666.0	APA Corporation	Energy	Oil & Gas Exploration & Production	sp500
45	45	AAPL	320193.0	Apple Inc.	Information Technology	Technology Hardware, Storage & Peripherals	sp500
46	46	AMAT	6951.0	Applied Materials	Information Technology	Semiconductor Equipment	sp500
47	47	APTV	1521332.0	Aptiv	Consumer Discretionary	Auto Parts & Equipment	sp500
48	48	ANET	1596532.0	Arista Networks	Information Technology	Communications Equipment	sp500
49	49	AJG	354190.0	Arthur J. Gallagher & Co.	Financials	Insurance Brokers	sp500
50	50	AIZ	1267238.0	Assurant	Financials	Multi-line Insurance	sp500
51	51	T	732717.0	AT&T	Communication Services	Integrated Telecommunication Services	sp500
52	52	ATO	731802.0	Atmos Energy	Utilities	Gas Utilities	sp500
53	53	ADSK	769397.0	Autodesk	Information Technology	Application Software	sp500
54	54	AZO	866787.0	AutoZone	Consumer Discretionary	Specialty Stores	sp500
55	55	AVB	915912.0	AvalonBay Communities	Real Estate	Residential REITs	sp500
56	56	AVY	8818.0	Avery Dennison	Materials	Paper Packaging	sp500
57	57	BKR	1701605.0	Baker Hughes	Energy	Oil & Gas Equipment & Services	sp500
58	58	BALL	9389.0	Ball Corporation	Materials	Metal & Glass Containers	sp500
59	59	BAC	70858.0	Bank of America	Financials	Diversified Banks	sp500
60	60	BBWI	701985.0	Bath & Body Works, Inc.	Consumer Discretionary	Specialty Stores	sp500
61	61	BAX	10456.0	Baxter International	Health Care	Health Care Equipment	sp500
62	62	BDX	10795.0	Becton Dickinson	Health Care	Health Care Equipment	sp500
63	63	WRB	11544.0	Berkley	Financials	Property & Casualty Insurance	sp500
64	64	BRK.B	1067983.0	Berkshire Hathaway	Financials	Multi-Sector Holdings	sp500
65	65	BBY	764478.0	Best Buy	Consumer Discretionary	Computer & Electronics Retail	sp500
66	66	BIO	12208.0	Bio-Rad	Health Care	Life Sciences Tools & Services	sp500
67	67	TECH	842023.0	Bio-Techne	Health Care	Life Sciences Tools & Services	sp500
68	68	BIIB	875045.0	Biogen	Health Care	Biotechnology	sp500
69	69	BLK	1364742.0	BlackRock	Financials	Asset Management & Custody Banks	sp500
70	70	BK	1390777.0	BNY Mellon	Financials	Asset Management & Custody Banks	sp500
71	71	BA	12927.0	Boeing	Industrials	Aerospace & Defense	sp500
72	72	BKNG	1075531.0	Booking Holdings	Consumer Discretionary	Internet & Direct Marketing Retail	sp500
73	73	BWA	908255.0	BorgWarner	Consumer Discretionary	Auto Parts & Equipment	sp500
74	74	BXP	1037540.0	Boston Properties	Real Estate	Office REITs	sp500
75	75	BSX	885725.0	Boston Scientific	Health Care	Health Care Equipment	sp500
76	76	BMY	14272.0	Bristol Myers Squibb	Health Care	Health Care Distributors	sp500
77	77	AVGO	1730168.0	Broadcom Inc.	Information Technology	Semiconductors	sp500
78	78	BR	1383312.0	Broadridge Financial Solutions	Information Technology	Data Processing & Outsourced Services	sp500
79	79	BRO	79282.0	Brown & Brown	Financials	Insurance Brokers	sp500
80	80	BF.B	14693.0	Brown–Forman	Consumer Staples	Distillers & Vintners	sp500
81	81	CHRW	1043277.0	C.H. Robinson	Industrials	Air Freight & Logistics	sp500
82	82	CDNS	813672.0	Cadence Design Systems	Information Technology	Application Software	sp500
83	83	CZR	1590895.0	Caesars Entertainment	Consumer Discretionary	Casinos & Gaming	sp500
84	84	CPT	906345.0	Camden Property Trust	Real Estate	Residential REITs	sp500
85	85	CPB	16732.0	Campbell Soup Company	Consumer Staples	Packaged Foods & Meats	sp500
86	86	COF	927628.0	Capital One	Financials	Consumer Finance	sp500
87	87	CAH	721371.0	Cardinal Health	Health Care	Health Care Distributors	sp500
88	88	KMX	1170010.0	CarMax	Consumer Discretionary	Specialty Stores	sp500
89	89	CCL	815097.0	Carnival	Consumer Discretionary	Hotels, Resorts & Cruise Lines	sp500
90	90	CARR	1783180.0	Carrier Global	Industrials	Building Products	sp500
91	91	CTLT	1596783.0	Catalent	Health Care	Pharmaceuticals	sp500
92	92	CAT	18230.0	Caterpillar Inc.	Industrials	Construction Machinery & Heavy Trucks	sp500
93	93	CBOE	1374310.0	Cboe Global Markets	Financials	Financial Exchanges & Data	sp500
94	94	CBRE	1138118.0	CBRE Group	Real Estate	Real Estate Services	sp500
95	95	CDW	1402057.0	CDW	Information Technology	Technology Distributors	sp500
96	96	CE	1306830.0	Celanese	Materials	Specialty Chemicals	sp500
97	97	CNC	1071739.0	Centene Corporation	Health Care	Managed Health Care	sp500
98	98	CNP	1130310.0	CenterPoint Energy	Utilities	Multi-Utilities	sp500
99	99	CDAY	1725057.0	Ceridian	Information Technology	Application Software	sp500
100	100	CF	1324404.0	CF Industries	Materials	Fertilizers & Agricultural Chemicals	sp500
101	101	CRL	1100682.0	Charles River Laboratories	Health Care	Life Sciences Tools & Services	sp500
102	102	SCHW	316709.0	Charles Schwab Corporation	Financials	Investment Banking & Brokerage	sp500
103	103	CHTR	1091667.0	Charter Communications	Communication Services	Cable & Satellite	sp500
104	104	CVX	93410.0	Chevron Corporation	Energy	Integrated Oil & Gas	sp500
105	105	CMG	1058090.0	Chipotle Mexican Grill	Consumer Discretionary	Restaurants	sp500
106	106	CB	896159.0	Chubb Limited	Financials	Property & Casualty Insurance	sp500
107	107	CHD	313927.0	Church & Dwight	Consumer Staples	Household Products	sp500
108	108	CI	1739940.0	Cigna	Health Care	Managed Health Care	sp500
109	109	CINF	20286.0	Cincinnati Financial	Financials	Property & Casualty Insurance	sp500
110	110	CTAS	723254.0	Cintas	Industrials	Diversified Support Services	sp500
111	111	CSCO	858877.0	Cisco	Information Technology	Communications Equipment	sp500
112	112	C	831001.0	Citigroup	Financials	Diversified Banks	sp500
113	113	CFG	759944.0	Citizens Financial Group	Financials	Regional Banks	sp500
114	114	CTXS	877890.0	Citrix	Information Technology	Application Software	sp500
115	115	CLX	21076.0	Clorox	Consumer Staples	Household Products	sp500
116	116	CME	1156375.0	CME Group	Financials	Financial Exchanges & Data	sp500
117	117	CMS	811156.0	CMS Energy	Utilities	Multi-Utilities	sp500
118	118	KO	21344.0	The Coca-Cola Company	Consumer Staples	Soft Drinks	sp500
119	119	CTSH	1058290.0	Cognizant	Information Technology	IT Consulting & Other Services	sp500
120	120	CL	21665.0	Colgate-Palmolive	Consumer Staples	Household Products	sp500
121	121	CMCSA	1166691.0	Comcast	Communication Services	Cable & Satellite	sp500
122	122	CMA	28412.0	Comerica	Financials	Diversified Banks	sp500
123	123	CAG	23217.0	Conagra Brands	Consumer Staples	Packaged Foods & Meats	sp500
124	124	COP	1163165.0	ConocoPhillips	Energy	Oil & Gas Exploration & Production	sp500
125	125	ED	1047862.0	Consolidated Edison	Utilities	Electric Utilities	sp500
126	126	STZ	16918.0	Constellation Brands	Consumer Staples	Distillers & Vintners	sp500
127	127	CEG	1868275.0	Constellation Energy	Utilities	Multi-Utilities	sp500
128	128	COO	711404.0	CooperCompanies	Health Care	Health Care Supplies	sp500
129	129	CPRT	900075.0	Copart	Industrials	Diversified Support Services	sp500
130	130	GLW	24741.0	Corning Inc.	Information Technology	Electronic Components	sp500
131	131	CTVA	1755672.0	Corteva	Materials	Fertilizers & Agricultural Chemicals	sp500
132	132	COST	909832.0	Costco	Consumer Staples	Hypermarkets & Super Centers	sp500
133	133	CTRA	858470.0	Coterra	Energy	Oil & Gas Exploration & Production	sp500
134	134	CCI	1051470.0	Crown Castle	Real Estate	Specialized REITs	sp500
135	135	CSX	277948.0	CSX	Industrials	Railroads	sp500
136	136	CMI	26172.0	Cummins	Industrials	Industrial Machinery	sp500
137	137	CVS	64803.0	CVS Health	Health Care	Health Care Services	sp500
138	138	DHI	882184.0	D.R. Horton	Consumer Discretionary	Homebuilding	sp500
139	139	DHR	313616.0	Danaher Corporation	Health Care	Health Care Equipment	sp500
140	140	DRI	940944.0	Darden Restaurants	Consumer Discretionary	Restaurants	sp500
141	141	DVA	927066.0	DaVita Inc.	Health Care	Health Care Facilities	sp500
142	142	DE	315189.0	John Deere	Industrials	Agricultural & Farm Machinery	sp500
143	143	DAL	27904.0	Delta Air Lines	Industrials	Airlines	sp500
144	144	XRAY	818479.0	Dentsply Sirona	Health Care	Health Care Supplies	sp500
145	145	DVN	1090012.0	Devon Energy	Energy	Oil & Gas Exploration & Production	sp500
146	146	DXCM	1093557.0	Dexcom	Health Care	Health Care Equipment	sp500
147	147	FANG	1539838.0	Diamondback Energy	Energy	Oil & Gas Exploration & Production	sp500
148	148	DLR	1297996.0	Digital Realty	Real Estate	Specialized REITs	sp500
149	149	DFS	1393612.0	Discover Financial	Financials	Consumer Finance	sp500
150	150	DISH	1001082.0	Dish Network	Communication Services	Cable & Satellite	sp500
151	151	DIS	1744489.0	Disney	Communication Services	Movies & Entertainment	sp500
152	152	DG	29534.0	Dollar General	Consumer Discretionary	General Merchandise Stores	sp500
153	153	DLTR	935703.0	Dollar Tree	Consumer Discretionary	General Merchandise Stores	sp500
154	154	D	715957.0	Dominion Energy	Utilities	Electric Utilities	sp500
155	155	DPZ	1286681.0	Domino's	Consumer Discretionary	Restaurants	sp500
156	156	DOV	29905.0	Dover Corporation	Industrials	Industrial Machinery	sp500
157	157	DOW	1751788.0	Dow Inc.	Materials	Commodity Chemicals	sp500
158	158	DTE	936340.0	DTE Energy	Utilities	Multi-Utilities	sp500
159	159	DUK	1326160.0	Duke Energy	Utilities	Electric Utilities	sp500
160	160	DRE	783280.0	Duke Realty	Real Estate	Industrial REITs	sp500
161	161	DD	1666700.0	DuPont	Materials	Specialty Chemicals	sp500
162	162	DXC	1688568.0	DXC Technology	Information Technology	IT Consulting & Other Services	sp500
163	163	EMN	915389.0	Eastman Chemical Company	Materials	Diversified Chemicals	sp500
164	164	ETN	1551182.0	Eaton Corporation	Industrials	Electrical Components & Equipment	sp500
165	165	EBAY	1065088.0	eBay	Consumer Discretionary	Internet & Direct Marketing Retail	sp500
166	166	ECL	31462.0	Ecolab	Materials	Specialty Chemicals	sp500
167	167	EIX	827052.0	Edison International	Utilities	Electric Utilities	sp500
168	168	EW	1099800.0	Edwards Lifesciences	Health Care	Health Care Equipment	sp500
169	169	EA	712515.0	Electronic Arts	Communication Services	Interactive Home Entertainment	sp500
170	170	ELV	1156039.0	Elevance Health	Health Care	Managed Health Care	sp500
171	171	LLY	59478.0	Eli Lilly and Company	Health Care	Pharmaceuticals	sp500
172	172	EMR	32604.0	Emerson Electric	Industrials	Electrical Components & Equipment	sp500
173	173	ENPH	1463101.0	Enphase	Information Technology	Electronic Components	sp500
174	174	ETR	65984.0	Entergy	Utilities	Electric Utilities	sp500
175	175	EOG	821189.0	EOG Resources	Energy	Oil & Gas Exploration & Production	sp500
176	176	EPAM	1352010.0	EPAM Systems	Information Technology	IT Consulting & Other Services	sp500
177	177	EFX	33185.0	Equifax	Industrials	Research & Consulting Services	sp500
178	178	EQIX	1101239.0	Equinix	Real Estate	Specialized REITs	sp500
179	179	EQR	906107.0	Equity Residential	Real Estate	Residential REITs	sp500
180	180	ESS	920522.0	Essex Property Trust	Real Estate	Residential REITs	sp500
181	181	EL	1001250.0	The Estée Lauder Companies	Consumer Staples	Personal Products	sp500
182	182	ETSY	1370637.0	Etsy	Consumer Discretionary	Internet & Direct Marketing Retail	sp500
183	183	RE	1095073.0	Everest Re	Financials	Reinsurance	sp500
184	184	EVRG	1711269.0	Evergy	Utilities	Electric Utilities	sp500
185	185	ES	72741.0	Eversource	Utilities	Multi-Utilities	sp500
186	186	EXC	1109357.0	Exelon	Utilities	Multi-Utilities	sp500
187	187	EXPE	1324424.0	Expedia Group	Consumer Discretionary	Internet & Direct Marketing Retail	sp500
188	188	EXPD	746515.0	Expeditors International	Industrials	Air Freight & Logistics	sp500
189	189	EXR	1289490.0	Extra Space Storage	Real Estate	Specialized REITs	sp500
190	190	XOM	34088.0	ExxonMobil	Energy	Integrated Oil & Gas	sp500
191	191	FFIV	1048695.0	F5, Inc.	Information Technology	Communications Equipment	sp500
192	192	FDS	1013237.0	FactSet	Financials	Financial Exchanges & Data	sp500
193	193	FAST	815556.0	Fastenal	Industrials	Building Products	sp500
194	194	FRT	34903.0	Federal Realty	Real Estate	Retail REITs	sp500
195	195	FDX	1048911.0	FedEx	Industrials	Air Freight & Logistics	sp500
196	196	FITB	35527.0	Fifth Third Bank	Financials	Regional Banks	sp500
197	197	FRC	1132979.0	First Republic Bank	Financials	Regional Banks	sp500
198	198	FE	1031296.0	FirstEnergy	Utilities	Electric Utilities	sp500
199	199	FIS	1136893.0	FIS	Information Technology	Data Processing & Outsourced Services	sp500
200	200	FISV	798354.0	Fiserv	Information Technology	Data Processing & Outsourced Services	sp500
201	201	FLT	1175454.0	Fleetcor	Information Technology	Data Processing & Outsourced Services	sp500
202	202	FMC	37785.0	FMC Corporation	Materials	Fertilizers & Agricultural Chemicals	sp500
203	203	F	37996.0	Ford Motor Company	Consumer Discretionary	Automobile Manufacturers	sp500
204	204	FTNT	1262039.0	Fortinet	Information Technology	Systems Software	sp500
205	205	FTV	1659166.0	Fortive	Industrials	Industrial Machinery	sp500
206	206	FBHS	1519751.0	Fortune Brands Home & Security	Industrials	Building Products	sp500
207	207	FOXA	1754301.0	Fox Corporation (Class A)	Communication Services	Movies & Entertainment	sp500
208	208	FOX	1754301.0	Fox Corporation (Class B)	Communication Services	Movies & Entertainment	sp500
209	209	BEN	38777.0	Franklin Templeton	Financials	Asset Management & Custody Banks	sp500
210	210	FCX	831259.0	Freeport-McMoRan	Materials	Copper	sp500
211	211	GRMN	1121788.0	Garmin	Consumer Discretionary	Consumer Electronics	sp500
212	212	IT	749251.0	Gartner	Information Technology	IT Consulting & Other Services	sp500
213	213	GNRC	1474735.0	Generac	Industrials	Electrical Components & Equipment	sp500
214	214	GD	40533.0	General Dynamics	Industrials	Aerospace & Defense	sp500
215	215	GE	40545.0	General Electric	Industrials	Industrial Conglomerates	sp500
216	216	GIS	40704.0	General Mills	Consumer Staples	Packaged Foods & Meats	sp500
217	217	GM	1467858.0	General Motors	Consumer Discretionary	Automobile Manufacturers	sp500
218	218	GPC	40987.0	Genuine Parts Company	Consumer Discretionary	Specialty Stores	sp500
219	219	GILD	882095.0	Gilead Sciences	Health Care	Biotechnology	sp500
220	220	GL	320335.0	Globe Life	Financials	Life & Health Insurance	sp500
221	221	GPN	1123360.0	Global Payments	Information Technology	Data Processing & Outsourced Services	sp500
222	222	GS	886982.0	Goldman Sachs	Financials	Investment Banking & Brokerage	sp500
223	223	HAL	45012.0	Halliburton	Energy	Oil & Gas Equipment & Services	sp500
224	224	HIG	874766.0	Hartford (The)	Financials	Property & Casualty Insurance	sp500
225	225	HAS	46080.0	Hasbro	Consumer Discretionary	Leisure Products	sp500
226	226	HCA	860730.0	HCA Healthcare	Health Care	Health Care Facilities	sp500
227	227	PEAK	765880.0	Healthpeak	Real Estate	Health Care REITs	sp500
228	228	HSIC	1000228.0	Henry Schein	Health Care	Health Care Distributors	sp500
229	229	HSY	47111.0	Hershey's	Consumer Staples	Packaged Foods & Meats	sp500
230	230	HES	4447.0	Hess Corporation	Energy	Integrated Oil & Gas	sp500
231	231	HPE	1645590.0	Hewlett Packard Enterprise	Information Technology	Technology Hardware, Storage & Peripherals	sp500
232	232	HLT	1585689.0	Hilton Worldwide	Consumer Discretionary	Hotels, Resorts & Cruise Lines	sp500
233	233	HOLX	859737.0	Hologic	Health Care	Health Care Equipment	sp500
234	234	HD	354950.0	The Home Depot	Consumer Discretionary	Home Improvement Retail	sp500
235	235	HON	773840.0	Honeywell	Industrials	Industrial Conglomerates	sp500
236	236	HRL	48465.0	Hormel Foods	Consumer Staples	Packaged Foods & Meats	sp500
237	237	HST	1070750.0	Host Hotels & Resorts	Real Estate	Hotel & Resort REITs	sp500
238	238	HWM	4281.0	Howmet Aerospace	Industrials	Aerospace & Defense	sp500
239	239	HPQ	47217.0	HP Inc.	Information Technology	Technology Hardware, Storage & Peripherals	sp500
240	240	HUM	49071.0	Humana	Health Care	Managed Health Care	sp500
241	241	HBAN	49196.0	Huntington Bancshares	Financials	Regional Banks	sp500
242	242	HII	1501585.0	Huntington Ingalls Industries	Industrials	Aerospace & Defense	sp500
243	243	IBM	51143.0	IBM	Information Technology	IT Consulting & Other Services	sp500
244	244	IEX	832101.0	IDEX Corporation	Industrials	Industrial Machinery	sp500
245	245	IDXX	874716.0	Idexx Laboratories	Health Care	Health Care Equipment	sp500
246	246	ITW	49826.0	Illinois Tool Works	Industrials	Industrial Machinery	sp500
247	247	ILMN	1110803.0	Illumina	Health Care	Life Sciences Tools & Services	sp500
248	248	INCY	879169.0	Incyte	Health Care	Biotechnology	sp500
249	249	IR	1699150.0	Ingersoll Rand	Industrials	Industrial Machinery	sp500
250	250	INTC	50863.0	Intel	Information Technology	Semiconductors	sp500
251	251	ICE	1571949.0	Intercontinental Exchange	Financials	Financial Exchanges & Data	sp500
252	252	IP	51434.0	International Paper	Materials	Paper Packaging	sp500
253	253	IPG	51644.0	The Interpublic Group of Companies	Communication Services	Advertising	sp500
254	254	IFF	51253.0	International Flavors & Fragrances	Materials	Specialty Chemicals	sp500
255	255	INTU	896878.0	Intuit	Information Technology	Application Software	sp500
256	256	ISRG	1035267.0	Intuitive Surgical	Health Care	Health Care Equipment	sp500
257	257	IVZ	914208.0	Invesco	Financials	Asset Management & Custody Banks	sp500
258	258	IQV	1478242.0	IQVIA	Health Care	Life Sciences Tools & Services	sp500
259	259	IRM	1020569.0	Iron Mountain	Real Estate	Specialized REITs	sp500
260	260	JBHT	728535.0	J.B. Hunt	Industrials	Trucking	sp500
261	261	JKHY	779152.0	Jack Henry & Associates	Information Technology	Data Processing & Outsourced Services	sp500
262	262	J	52988.0	Jacobs Engineering Group	Industrials	Construction & Engineering	sp500
263	263	JNJ	200406.0	Johnson & Johnson	Health Care	Pharmaceuticals	sp500
264	264	JCI	833444.0	Johnson Controls	Industrials	Building Products	sp500
265	265	JPM	19617.0	JPMorgan Chase	Financials	Diversified Banks	sp500
266	266	JNPR	1043604.0	Juniper Networks	Information Technology	Communications Equipment	sp500
267	267	K	55067.0	Kellogg's	Consumer Staples	Packaged Foods & Meats	sp500
268	268	KDP	1418135.0	Keurig Dr Pepper	Consumer Staples	Soft Drinks	sp500
269	269	KEY	91576.0	KeyCorp	Financials	Regional Banks	sp500
270	270	KEYS	1601046.0	Keysight	Information Technology	Electronic Equipment & Instruments	sp500
271	271	KMB	55785.0	Kimberly-Clark	Consumer Staples	Household Products	sp500
272	272	KIM	879101.0	Kimco Realty	Real Estate	Retail REITs	sp500
273	273	KMI	1506307.0	Kinder Morgan	Energy	Oil & Gas Storage & Transportation	sp500
274	274	KLAC	319201.0	KLA Corporation	Information Technology	Semiconductor Equipment	sp500
275	275	KHC	1637459.0	Kraft Heinz	Consumer Staples	Packaged Foods & Meats	sp500
276	276	KR	56873.0	Kroger	Consumer Staples	Food Retail	sp500
277	277	LHX	202058.0	L3Harris	Industrials	Aerospace & Defense	sp500
278	278	LH	920148.0	LabCorp	Health Care	Health Care Services	sp500
279	279	LRCX	707549.0	Lam Research	Information Technology	Semiconductor Equipment	sp500
280	280	LW	1679273.0	Lamb Weston	Consumer Staples	Packaged Foods & Meats	sp500
281	281	LVS	1300514.0	Las Vegas Sands	Consumer Discretionary	Casinos & Gaming	sp500
282	282	LDOS	1336920.0	Leidos	Industrials	Diversified Support Services	sp500
283	283	LEN	920760.0	Lennar	Consumer Discretionary	Homebuilding	sp500
284	284	LNC	59558.0	Lincoln Financial	Financials	Multi-line Insurance	sp500
285	285	LIN	1707925.0	Linde plc	Materials	Industrial Gases	sp500
286	286	LYV	1335258.0	Live Nation Entertainment	Communication Services	Movies & Entertainment	sp500
287	287	LKQ	1065696.0	LKQ Corporation	Consumer Discretionary	Distributors	sp500
288	288	LMT	936468.0	Lockheed Martin	Industrials	Aerospace & Defense	sp500
289	289	L	60086.0	Loews Corporation	Financials	Multi-line Insurance	sp500
290	290	LOW	60667.0	Lowe's	Consumer Discretionary	Home Improvement Retail	sp500
291	291	LUMN	18926.0	Lumen Technologies	Communication Services	Alternative Carriers	sp500
292	292	LYB	1489393.0	LyondellBasell	Materials	Specialty Chemicals	sp500
293	293	MTB	36270.0	M&T Bank	Financials	Regional Banks	sp500
294	294	MRO	101778.0	Marathon Oil	Energy	Oil & Gas Exploration & Production	sp500
295	295	MPC	1510295.0	Marathon Petroleum	Energy	Oil & Gas Refining & Marketing	sp500
296	296	MKTX	1278021.0	MarketAxess	Financials	Financial Exchanges & Data	sp500
297	297	MAR	1048286.0	Marriott International	Consumer Discretionary	Hotels, Resorts & Cruise Lines	sp500
298	298	MMC	62709.0	Marsh McLennan	Financials	Insurance Brokers	sp500
299	299	MLM	916076.0	Martin Marietta Materials	Materials	Construction Materials	sp500
300	300	MAS	62996.0	Masco	Industrials	Building Products	sp500
301	301	MA	1141391.0	Mastercard	Information Technology	Data Processing & Outsourced Services	sp500
302	302	MTCH	891103.0	Match Group	Communication Services	Interactive Media & Services	sp500
303	303	MKC	63754.0	McCormick & Company	Consumer Staples	Packaged Foods & Meats	sp500
304	304	MCD	63908.0	McDonald's	Consumer Discretionary	Restaurants	sp500
305	305	MCK	927653.0	McKesson	Health Care	Health Care Distributors	sp500
306	306	MDT	1613103.0	Medtronic	Health Care	Health Care Equipment	sp500
307	307	MRK	310158.0	Merck & Co.	Health Care	Pharmaceuticals	sp500
308	308	META	1326801.0	Meta Platforms	Communication Services	Interactive Media & Services	sp500
309	309	MET	1099219.0	MetLife	Financials	Life & Health Insurance	sp500
310	310	MTD	1037646.0	Mettler Toledo	Health Care	Life Sciences Tools & Services	sp500
311	311	MGM	789570.0	MGM Resorts	Consumer Discretionary	Casinos & Gaming	sp500
312	312	MCHP	827054.0	Microchip Technology	Information Technology	Semiconductors	sp500
313	313	MU	723125.0	Micron Technology	Information Technology	Semiconductors	sp500
314	314	MSFT	789019.0	Microsoft	Information Technology	Systems Software	sp500
315	315	MAA	912595.0	Mid-America Apartment Communities	Real Estate	Residential REITs	sp500
316	316	MRNA	1682852.0	Moderna	Health Care	Biotechnology	sp500
317	317	MHK	851968.0	Mohawk Industries	Consumer Discretionary	Home Furnishings	sp500
318	318	MOH	1179929.0	Molina Healthcare	Health Care	Managed Health Care	sp500
319	319	TAP	24545.0	Molson Coors Beverage Company	Consumer Staples	Brewers	sp500
320	320	MDLZ	1103982.0	Mondelez International	Consumer Staples	Packaged Foods & Meats	sp500
321	321	MPWR	1280452.0	Monolithic Power Systems	Information Technology	Semiconductors	sp500
322	322	MNST	865752.0	Monster Beverage	Consumer Staples	Soft Drinks	sp500
323	323	MCO	1059556.0	Moody's Corporation	Financials	Financial Exchanges & Data	sp500
324	324	MS	895421.0	Morgan Stanley	Financials	Investment Banking & Brokerage	sp500
325	325	MOS	1285785.0	The Mosaic Company	Materials	Fertilizers & Agricultural Chemicals	sp500
326	326	MSI	68505.0	Motorola Solutions	Information Technology	Communications Equipment	sp500
327	327	MSCI	1408198.0	MSCI	Financials	Financial Exchanges & Data	sp500
328	328	NDAQ	1120193.0	Nasdaq, Inc.	Financials	Financial Exchanges & Data	sp500
329	329	NTAP	1002047.0	NetApp	Information Technology	Technology Hardware, Storage & Peripherals	sp500
330	330	NFLX	1065280.0	Netflix	Communication Services	Movies & Entertainment	sp500
331	331	NWL	814453.0	Newell Brands	Consumer Discretionary	Housewares & Specialties	sp500
332	332	NEM	1164727.0	Newmont	Materials	Gold	sp500
333	333	NWSA	1564708.0	News Corp (Class A)	Communication Services	Publishing	sp500
334	334	NWS	1564708.0	News Corp (Class B)	Communication Services	Publishing	sp500
335	335	NEE	753308.0	NextEra Energy	Utilities	Multi-Utilities	sp500
336	336	NLSN	1492633.0	Nielsen Holdings	Industrials	Research & Consulting Services	sp500
337	337	NKE	320187.0	Nike, Inc.	Consumer Discretionary	Apparel, Accessories & Luxury Goods	sp500
338	338	NI	1111711.0	NiSource	Utilities	Multi-Utilities	sp500
339	339	NDSN	72331.0	Nordson Corporation	Industrials	Industrial Machinery	sp500
340	340	NSC	702165.0	Norfolk Southern Railway	Industrials	Railroads	sp500
341	341	NTRS	73124.0	Northern Trust	Financials	Asset Management & Custody Banks	sp500
342	342	NOC	1133421.0	Northrop Grumman	Industrials	Aerospace & Defense	sp500
343	343	NLOK	849399.0	NortonLifeLock	Information Technology	Application Software	sp500
344	344	NCLH	1513761.0	Norwegian Cruise Line Holdings	Consumer Discretionary	Hotels, Resorts & Cruise Lines	sp500
345	345	NRG	1013871.0	NRG Energy	Utilities	Independent Power Producers & Energy Traders	sp500
346	346	NUE	73309.0	Nucor	Materials	Steel	sp500
347	347	NVDA	1045810.0	Nvidia	Information Technology	Semiconductors	sp500
348	348	NVR	906163.0	NVR, Inc.	Consumer Discretionary	Homebuilding	sp500
349	349	NXPI	1413447.0	NXP Semiconductors	Information Technology	Semiconductors	sp500
350	350	ORLY	898173.0	O'Reilly Auto Parts	Consumer Discretionary	Specialty Stores	sp500
351	351	OXY	797468.0	Occidental Petroleum	Energy	Oil & Gas Exploration & Production	sp500
352	352	ODFL	878927.0	Old Dominion	Industrials	Trucking	sp500
353	353	OMC	29989.0	Omnicom Group	Communication Services	Advertising	sp500
354	354	ON	1097864.0	ON Semiconductor	Information Technology	Semiconductors	sp500
355	355	OKE	1039684.0	Oneok	Energy	Oil & Gas Storage & Transportation	sp500
356	356	ORCL	1341439.0	Oracle Corporation	Information Technology	Application Software	sp500
357	357	OGN	1821825.0	Organon & Co.	Health Care	Pharmaceuticals	sp500
358	358	OTIS	1781335.0	Otis Worldwide	Industrials	Industrial Machinery	sp500
359	359	PCAR	75362.0	Paccar	Industrials	Construction Machinery & Heavy Trucks	sp500
360	360	PKG	75677.0	Packaging Corporation of America	Materials	Paper Packaging	sp500
361	361	PARA	813828.0	Paramount Global	Communication Services	Movies & Entertainment	sp500
362	362	PH	76334.0	Parker Hannifin	Industrials	Industrial Machinery	sp500
363	363	PAYX	723531.0	Paychex	Information Technology	Data Processing & Outsourced Services	sp500
364	364	PAYC	1590955.0	Paycom	Information Technology	Application Software	sp500
365	365	PYPL	1633917.0	PayPal	Information Technology	Data Processing & Outsourced Services	sp500
366	366	PENN	921738.0	Penn Entertainment	Consumer Discretionary	Casinos & Gaming	sp500
367	367	PNR	77360.0	Pentair	Industrials	Industrial Machinery	sp500
368	368	PEP	77476.0	PepsiCo	Consumer Staples	Soft Drinks	sp500
369	369	PKI	31791.0	PerkinElmer	Health Care	Health Care Equipment	sp500
370	370	PFE	78003.0	Pfizer	Health Care	Pharmaceuticals	sp500
371	371	PM	1413329.0	Philip Morris International	Consumer Staples	Tobacco	sp500
372	372	PSX	1534701.0	Phillips 66	Energy	Oil & Gas Refining & Marketing	sp500
373	373	PNW	764622.0	Pinnacle West	Utilities	Multi-Utilities	sp500
374	374	PXD	1038357.0	Pioneer Natural Resources	Energy	Oil & Gas Exploration & Production	sp500
375	375	PNC	713676.0	PNC Financial Services	Financials	Regional Banks	sp500
376	376	POOL	945841.0	Pool Corporation	Consumer Discretionary	Distributors	sp500
377	377	PPG	79879.0	PPG Industries	Materials	Specialty Chemicals	sp500
378	378	PPL	922224.0	PPL Corporation	Utilities	Electric Utilities	sp500
379	379	PFG	1126328.0	Principal Financial Group	Financials	Life & Health Insurance	sp500
380	380	PG	80424.0	Procter & Gamble	Consumer Staples	Personal Products	sp500
381	381	PGR	80661.0	Progressive Corporation	Financials	Property & Casualty Insurance	sp500
382	382	PLD	1045609.0	Prologis	Real Estate	Industrial REITs	sp500
383	383	PRU	1137774.0	Prudential Financial	Financials	Life & Health Insurance	sp500
384	384	PEG	788784.0	Public Service Enterprise Group	Utilities	Electric Utilities	sp500
385	385	PTC	857005.0	PTC	Information Technology	Application Software	sp500
386	386	PSA	1393311.0	Public Storage	Real Estate	Specialized REITs	sp500
387	387	PHM	822416.0	PulteGroup	Consumer Discretionary	Homebuilding	sp500
388	388	PVH	78239.0	PVH	Consumer Discretionary	Apparel, Accessories & Luxury Goods	sp500
389	389	QRVO	1604778.0	Qorvo	Information Technology	Semiconductors	sp500
390	390	PWR	1050915.0	Quanta Services	Industrials	Construction & Engineering	sp500
391	391	QCOM	804328.0	Qualcomm	Information Technology	Semiconductors	sp500
392	392	DGX	1022079.0	Quest Diagnostics	Health Care	Health Care Services	sp500
393	393	RL	1037038.0	Ralph Lauren Corporation	Consumer Discretionary	Apparel, Accessories & Luxury Goods	sp500
394	394	RJF	720005.0	Raymond James	Financials	Investment Banking & Brokerage	sp500
395	395	RTX	101829.0	Raytheon Technologies	Industrials	Aerospace & Defense	sp500
396	396	O	726728.0	Realty Income	Real Estate	Retail REITs	sp500
397	397	REG	910606.0	Regency Centers	Real Estate	Retail REITs	sp500
398	398	REGN	872589.0	Regeneron	Health Care	Biotechnology	sp500
399	399	RF	1281761.0	Regions Financial Corporation	Financials	Regional Banks	sp500
400	400	RSG	1060391.0	Republic Services	Industrials	Environmental & Facilities Services	sp500
401	401	RMD	943819.0	ResMed	Health Care	Health Care Equipment	sp500
402	402	RHI	315213.0	Robert Half	Industrials	Human Resource & Employment Services	sp500
403	403	ROK	1024478.0	Rockwell Automation	Industrials	Electrical Components & Equipment	sp500
404	404	ROL	84839.0	Rollins, Inc.	Industrials	Environmental & Facilities Services	sp500
405	405	ROP	882835.0	Roper Technologies	Industrials	Industrial Conglomerates	sp500
406	406	ROST	745732.0	Ross Stores	Consumer Discretionary	Apparel Retail	sp500
407	407	RCL	884887.0	Royal Caribbean Group	Consumer Discretionary	Hotels, Resorts & Cruise Lines	sp500
408	408	SPGI	64040.0	S&P Global	Financials	Financial Exchanges & Data	sp500
409	409	CRM	1108524.0	Salesforce	Information Technology	Application Software	sp500
410	410	SBAC	1034054.0	SBA Communications	Real Estate	Specialized REITs	sp500
411	411	SLB	87347.0	Schlumberger	Energy	Oil & Gas Equipment & Services	sp500
412	412	STX	1137789.0	Seagate Technology	Information Technology	Technology Hardware, Storage & Peripherals	sp500
413	413	SEE	1012100.0	Sealed Air	Materials	Paper Packaging	sp500
414	414	SRE	1032208.0	Sempra Energy	Utilities	Multi-Utilities	sp500
415	415	NOW	1373715.0	ServiceNow	Information Technology	Systems Software	sp500
416	416	SHW	89800.0	Sherwin-Williams	Materials	Specialty Chemicals	sp500
417	417	SBNY	1288784.0	Signature Bank	Financials	Regional Banks	sp500
418	418	SPG	1063761.0	Simon Property Group	Real Estate	Retail REITs	sp500
419	419	SWKS	4127.0	Skyworks Solutions	Information Technology	Semiconductors	sp500
420	420	SJM	91419.0	The J.M. Smucker Company	Consumer Staples	Packaged Foods & Meats	sp500
421	421	SNA	91440.0	Snap-on	Industrials	Industrial Machinery	sp500
422	422	SEDG	1419612.0	SolarEdge	Information Technology	Semiconductor Equipment	sp500
423	423	SO	92122.0	Southern Company	Utilities	Electric Utilities	sp500
424	424	LUV	92380.0	Southwest Airlines	Industrials	Airlines	sp500
425	425	SWK	93556.0	Stanley Black & Decker	Industrials	Industrial Machinery	sp500
426	426	SBUX	829224.0	Starbucks	Consumer Discretionary	Restaurants	sp500
427	427	STT	93751.0	State Street Corporation	Financials	Asset Management & Custody Banks	sp500
428	428	STE	1757898.0	Steris	Health Care	Health Care Equipment	sp500
429	429	SYK	310764.0	Stryker Corporation	Health Care	Health Care Equipment	sp500
430	430	SIVB	719739.0	SVB Financial	Financials	Regional Banks	sp500
431	431	SYF	1601712.0	Synchrony Financial	Financials	Consumer Finance	sp500
432	432	SNPS	883241.0	Synopsys	Information Technology	Application Software	sp500
433	433	SYY	96021.0	Sysco	Consumer Staples	Food Distributors	sp500
434	434	TMUS	1283699.0	T-Mobile US	Communication Services	Wireless Telecommunication Services	sp500
435	435	TROW	1113169.0	T. Rowe Price	Financials	Asset Management & Custody Banks	sp500
436	436	TTWO	946581.0	Take-Two Interactive	Communication Services	Interactive Home Entertainment	sp500
437	437	TPR	1116132.0	Tapestry, Inc.	Consumer Discretionary	Apparel, Accessories & Luxury Goods	sp500
438	438	TGT	27419.0	Target Corporation	Consumer Discretionary	General Merchandise Stores	sp500
439	439	TEL	1385157.0	TE Connectivity	Information Technology	Electronic Manufacturing Services	sp500
440	440	TDY	1094285.0	Teledyne Technologies	Industrials	Aerospace & Defense	sp500
441	441	TFX	96943.0	Teleflex	Health Care	Health Care Equipment	sp500
442	442	TER	97210.0	Teradyne	Information Technology	Semiconductor Equipment	sp500
443	443	TSLA	1318605.0	Tesla, Inc.	Consumer Discretionary	Automobile Manufacturers	sp500
444	444	TXN	97476.0	Texas Instruments	Information Technology	Semiconductors	sp500
445	445	TXT	217346.0	Textron	Industrials	Aerospace & Defense	sp500
446	446	TMO	97745.0	Thermo Fisher Scientific	Health Care	Life Sciences Tools & Services	sp500
447	447	TJX	109198.0	TJX Companies	Consumer Discretionary	Apparel Retail	sp500
448	448	TSCO	916365.0	Tractor Supply	Consumer Discretionary	Specialty Stores	sp500
449	449	TT	1466258.0	Trane Technologies	Industrials	Building Products	sp500
450	450	TDG	1260221.0	TransDigm Group	Industrials	Aerospace & Defense	sp500
451	451	TRV	86312.0	The Travelers Companies	Financials	Property & Casualty Insurance	sp500
452	452	TRMB	864749.0	Trimble Inc.	Information Technology	Electronic Equipment & Instruments	sp500
453	453	TFC	92230.0	Truist	Financials	Regional Banks	sp500
454	454	TWTR	1418091.0	Twitter Inc.	Communication Services	Interactive Media & Services	sp500
455	455	TYL	860731.0	Tyler Technologies	Information Technology	Application Software	sp500
456	456	TSN	100493.0	Tyson Foods	Consumer Staples	Packaged Foods & Meats	sp500
457	457	USB	36104.0	U.S. Bank	Financials	Diversified Banks	sp500
458	458	UDR	74208.0	UDR, Inc.	Real Estate	Residential REITs	sp500
459	459	ULTA	1403568.0	Ulta Beauty	Consumer Discretionary	Specialty Stores	sp500
460	460	UNP	100885.0	Union Pacific Corporation	Industrials	Railroads	sp500
461	461	UAL	100517.0	United Airlines Holdings	Industrials	Airlines	sp500
462	462	UPS	1090727.0	United Parcel Service	Industrials	Air Freight & Logistics	sp500
463	463	URI	1067701.0	United Rentals	Industrials	Trading Companies & Distributors	sp500
464	464	UNH	731766.0	UnitedHealth Group	Health Care	Managed Health Care	sp500
465	465	UHS	352915.0	Universal Health Services	Health Care	Health Care Facilities	sp500
466	466	VLO	1035002.0	Valero Energy	Energy	Oil & Gas Refining & Marketing	sp500
467	467	VTR	740260.0	Ventas	Real Estate	Health Care REITs	sp500
468	468	VRSN	1014473.0	Verisign	Information Technology	Internet Services & Infrastructure	sp500
469	469	VRSK	1442145.0	Verisk	Industrials	Research & Consulting Services	sp500
470	470	VZ	732712.0	Verizon	Communication Services	Integrated Telecommunication Services	sp500
471	471	VRTX	875320.0	Vertex Pharmaceuticals	Health Care	Biotechnology	sp500
472	472	VFC	103379.0	VF Corporation	Consumer Discretionary	Apparel, Accessories & Luxury Goods	sp500
473	473	VTRS	1792044.0	Viatris	Health Care	Pharmaceuticals	sp500
474	474	VICI	1705696.0	Vici Properties	Real Estate	Hotel & Resort REITs	sp500
475	475	V	1403161.0	Visa Inc.	Information Technology	Data Processing & Outsourced Services	sp500
476	476	VNO	899689.0	Vornado Realty Trust	Real Estate	Office REITs	sp500
477	477	VMC	1396009.0	Vulcan Materials Company	Materials	Construction Materials	sp500
478	478	WAB	943452.0	Wabtec	Industrials	Construction Machinery & Heavy Trucks	sp500
479	479	WBA	1618921.0	Walgreens Boots Alliance	Consumer Staples	Drug Retail	sp500
480	480	WMT	104169.0	Walmart	Consumer Staples	Hypermarkets & Super Centers	sp500
481	481	WBD	1437107.0	Warner Bros. Discovery	Communication Services	Broadcasting	sp500
482	482	WM	823768.0	Waste Management	Industrials	Environmental & Facilities Services	sp500
483	483	WAT	1000697.0	Waters Corporation	Health Care	Health Care Distributors	sp500
484	484	WEC	783325.0	WEC Energy Group	Utilities	Electric Utilities	sp500
485	485	WFC	72971.0	Wells Fargo	Financials	Diversified Banks	sp500
486	486	WELL	766704.0	Welltower	Real Estate	Health Care REITs	sp500
487	487	WST	105770.0	West Pharmaceutical Services	Health Care	Health Care Supplies	sp500
488	488	WDC	106040.0	Western Digital	Information Technology	Technology Hardware, Storage & Peripherals	sp500
489	489	WRK	1732845.0	WestRock	Materials	Paper Packaging	sp500
490	490	WY	106535.0	Weyerhaeuser	Real Estate	Specialized REITs	sp500
491	491	WHR	106640.0	Whirlpool Corporation	Consumer Discretionary	Household Appliances	sp500
492	492	WMB	107263.0	Williams Companies	Energy	Oil & Gas Storage & Transportation	sp500
493	493	WTW	1140536.0	Willis Towers Watson	Financials	Insurance Brokers	sp500
494	494	GWW	277135.0	W. W. Grainger	Industrials	Industrial Machinery	sp500
495	495	WYNN	1174922.0	Wynn Resorts	Consumer Discretionary	Casinos & Gaming	sp500
496	496	XEL	72903.0	Xcel Energy	Utilities	Multi-Utilities	sp500
497	497	XYL	1524472.0	Xylem Inc.	Industrials	Industrial Machinery	sp500
498	498	YUM	1041061.0	Yum! Brands	Consumer Discretionary	Restaurants	sp500
499	499	ZBRA	877212.0	Zebra Technologies	Information Technology	Electronic Equipment & Instruments	sp500
500	500	ZBH	1136869.0	Zimmer Biomet	Health Care	Health Care Equipment	sp500
501	501	ZION	109380.0	Zions Bancorporation	Financials	Regional Banks	sp500
502	502	ZTS	1555280.0	Zoetis	Health Care	Pharmaceuticals	sp500
503	0	AA	NaN	Alcoa	Materials	Aluminum	sp400
504	1	ACHC	NaN	Acadia Healthcare	Health Care	Health Care Facilities	sp400
505	2	ACIW	NaN	ACI Worldwide	Information Technology	Application Software	sp400
506	3	ACM	NaN	AECOM	Industrials	Construction & Engineering	sp400
507	4	ADNT	NaN	Adient	Consumer Discretionary	Auto Parts & Equipment	sp400
508	5	AEO	NaN	American Eagle Outfitters	Consumer Discretionary	Apparel Retail	sp400
509	6	AFG	NaN	American Financial Group	Financials	Multi-line Insurance	sp400
510	7	AGCO	NaN	AGCO	Industrials	Agricultural & Farm Machinery	sp400
511	8	AIRC	NaN	Apartment Income REIT	Real Estate	Residential REITs	sp400
512	9	ALE	NaN	ALLETE	Utilities	Electric Utilities	sp400
513	10	AM	NaN	Antero Midstream	Energy	Oil & Gas Storage & Transportation	sp400
514	11	AMED	NaN	Amedisys	Health Care	Health Care Services	sp400
515	12	AMG	NaN	Affiliated Managers Group	Financials	Asset Management & Custody Banks	sp400
516	13	AMKR	NaN	Amkor Technology	Information Technology	Semiconductors	sp400
517	14	AN	NaN	AutoNation	Consumer Discretionary	Automotive Retail	sp400
518	15	ARW	NaN	Arrow Electronics	Information Technology	Technology Distributors	sp400
519	16	ARWR	NaN	Arrowhead Pharmaceuticals	Health Care	Biotechnology	sp400
520	17	ASB	NaN	Associated Bank	Financials	Regional Banks	sp400
521	18	ASGN	NaN	ASGN	Industrials	Human Resource & Employment Services	sp400
522	19	ASH	NaN	Ashland Global	Materials	Diversified Chemicals	sp400
523	20	ATR	NaN	AptarGroup	Materials	Metal & Glass Containers	sp400
524	21	AVNT	NaN	Avient	Materials	Specialty Chemicals	sp400
525	22	AVT	NaN	Avnet	Information Technology	Technology Distributors	sp400
526	23	AXON	NaN	Axon Enterprise	Industrials	Aerospace & Defense	sp400
527	24	AYI	NaN	Acuity Brands	Industrials	Electrical Components & Equipment	sp400
528	25	AZPN	NaN	Aspen Technology	Information Technology	Application Software	sp400
529	26	AZTA	NaN	Azenta	Information Technology	Semiconductor Equipment	sp400
530	27	BC	NaN	Brunswick	Consumer Discretionary	Leisure Products	sp400
531	28	BCO	NaN	Brink's	Industrials	Security & Alarm Services	sp400
532	29	BDC	NaN	Belden	Industrials	Electrical Components & Equipment	sp400
533	30	BFH	NaN	Bread Financial	Information Technology	Data Processing & Outsourced Services	sp400
534	31	BHF	NaN	Brighthouse Financial	Financials	Life & Health Insurance	sp400
535	32	BJ	NaN	BJ's Wholesale Club	Consumer Staples	Hypermarkets & Super Centers	sp400
536	33	BKH	NaN	Black Hills Corporation	Utilities	Multi-Utilities	sp400
537	34	BLD	NaN	TopBuild Corp.	Consumer Discretionary	Homebuilding	sp400
538	35	BLDR	NaN	Builders FirstSource	Industrials	Building Products	sp400
539	36	BLKB	NaN	Blackbaud	Information Technology	Application Software	sp400
540	37	BOH	NaN	Bank of Hawaii	Financials	Regional Banks	sp400
541	38	BRBR	NaN	BellRing Brands	Consumer Staples	Packaged Foods & Meats	sp400
542	39	BRKR	NaN	Bruker	Health Care	Health Care Equipment	sp400
543	40	BRX	NaN	Brixmor Property Group	Real Estate	Retail REITs	sp400
544	41	BYD	NaN	Boyd Gaming	Consumer Discretionary	Casinos & Gaming	sp400
545	42	CABO	NaN	Cable One	Communication Services	Cable & Satellite	sp400
546	43	CACI	NaN	CACI International	Industrials	Diversified Support Services	sp400
547	44	CADE	NaN	Cadence Bank	Financials	Regional Banks	sp400
548	45	CALX	NaN	Calix	Information Technology	Application Software	sp400
549	46	CAR	NaN	Avis Budget Group	Industrials	Trucking	sp400
550	47	CASY	NaN	Casey's General Stores	Consumer Staples	Food Retail	sp400
551	48	CATY	NaN	Cathay General Bancorp	Financials	Regional Banks	sp400
552	49	CBRL	NaN	Cracker Barrel	Consumer Discretionary	Restaurants	sp400
553	50	CBSH	NaN	Commerce Bancshares	Financials	Regional Banks	sp400
554	51	CBT	NaN	Cabot Corp	Materials	Diversified Chemicals	sp400
555	52	CC	NaN	Chemours	Materials	Diversified Chemicals	sp400
556	53	CELH	NaN	Celsius Holdings	Consumer Staples	Soft Drinks	sp400
557	54	CFR	NaN	Frost Bank	Financials	Regional Banks	sp400
558	55	CGNX	NaN	Cognex	Information Technology	Electronic Equipment & Instruments	sp400
559	56	CHDN	NaN	Churchill Downs Inc	Consumer Discretionary	Casinos & Gaming	sp400
560	57	CHE	NaN	Chemed Corp.	Health Care	Health Care Services	sp400
561	58	CHH	NaN	Choice Hotels International	Consumer Discretionary	Hotels, Resorts & Cruise Lines	sp400
562	59	CHX	NaN	ChampionX	Energy	Oil & Gas Equipment & Services	sp400
563	60	CIEN	NaN	Ciena	Information Technology	Communications Equipment	sp400
564	61	CLF	NaN	Cleveland-Cliffs	Materials	Steel	sp400
565	62	CLH	NaN	Clean Harbors	Industrials	Environmental & Facilities Services	sp400
566	63	CMC	NaN	Commercial Metals	Materials	Steel	sp400
567	64	CNO	NaN	CNO Financial Group	Financials	Life & Health Insurance	sp400
568	65	CNX	NaN	CNX Resources	Energy	Oil & Gas Exploration & Production	sp400
569	66	CNXC	NaN	Concentrix	Information Technology	Data Processing & Outsourced Services	sp400
570	67	COKE	NaN	Coca-Cola Consolidated	Consumer Staples	Soft Drinks	sp400
571	68	COLM	NaN	Columbia Sportswear	Consumer Discretionary	Apparel, Accessories & Luxury Goods	sp400
572	69	COTY	NaN	Coty	Consumer Staples	Personal Products	sp400
573	70	CPRI	NaN	Capri Holdings	Consumer Discretionary	Apparel, Accessories & Luxury Goods	sp400
574	71	CR	NaN	Crane	Industrials	Industrial Machinery	sp400
575	72	CRI	NaN	Carter's	Consumer Discretionary	Apparel, Accessories & Luxury Goods	sp400
576	73	CROX	NaN	Crocs	Consumer Discretionary	Footwear	sp400
577	74	CRUS	NaN	Cirrus Logic	Information Technology	Semiconductors	sp400
578	75	CSL	NaN	Carlisle Companies	Industrials	Industrial Conglomerates	sp400
579	76	CUZ	NaN	Cousins Properties	Real Estate	Office REITs	sp400
580	77	CVLT	NaN	CommVault Systems	Information Technology	Systems Software	sp400
581	78	CW	NaN	Curtiss-Wright	Industrials	Aerospace & Defense	sp400
582	79	DAN	NaN	Dana	Consumer Discretionary	Auto Parts & Equipment	sp400
583	80	DAR	NaN	Darling Ingredients	Consumer Staples	Agricultural Products	sp400
584	81	DCI	NaN	Donaldson	Industrials	Industrial Machinery	sp400
585	82	DECK	NaN	Deckers Brands	Consumer Discretionary	Footwear	sp400
586	83	DEI	NaN	Douglas Emmett	Real Estate	Office REITs	sp400
587	84	DINO	NaN	HF Sinclair	Energy	Oil & Gas Refining & Marketing	sp400
588	85	DKS	NaN	Dick's Sporting Goods	Consumer Discretionary	Specialty Stores	sp400
589	86	DOC	NaN	Physicians Realty Trust	Real Estate	Health Care REITs	sp400
590	87	DTM	NaN	DT Midstream	Energy	Oil & Gas Storage & Transportation	sp400
591	88	DY	NaN	Dycom Industries	Industrials	Construction & Engineering	sp400
592	89	EEFT	NaN	Euronet Worldwide	Information Technology	Data Processing & Outsourced Services	sp400
593	90	EGP	NaN	EastGroup Properties	Real Estate	Industrial REITs	sp400
594	91	EHC	NaN	Encompass Health	Health Care	Health Care Facilities	sp400
595	92	ELY	NaN	Callaway Golf Company	Consumer Discretionary	Leisure Products	sp400
596	93	EME	NaN	Emcor	Industrials	Construction & Engineering	sp400
597	94	ENOV	NaN	Enovis	Health Care	Health Care Equipment	sp400
598	95	ENR	NaN	Energizer	Consumer Staples	Household Products	sp400
599	96	ENS	NaN	EnerSys	Industrials	Electrical Components & Equipment	sp400
600	97	ENV	NaN	Envestnet	Information Technology	Application Software	sp400
601	98	EPR	NaN	EPR Properties	Real Estate	Specialized REITs	sp400
602	99	EQT	NaN	EQT	Energy	Oil & Gas Exploration & Production	sp400
603	100	ESAB	NaN	ESAB	Industrials	Industrial Machinery	sp400
604	101	ESNT	NaN	Essent Group Ltd.	Financials	Thrifts & Mortgage Finance	sp400
605	102	ETRN	NaN	Equitrans Midstream	Energy	Oil & Gas Storage & Transportation	sp400
606	103	EVR	NaN	Evercore	Financials	Investment Banking & Brokerage	sp400
607	104	EWBC	NaN	East West Bancorp	Financials	Regional Banks	sp400
608	105	EXEL	NaN	Exelixis	Health Care	Biotechnology	sp400
609	106	EXP	NaN	Eagle Materials	Materials	Construction Materials	sp400
610	107	FAF	NaN	First American	Financials	Property & Casualty Insurance	sp400
611	108	FCFS	NaN	FirstCash	Financials	Consumer Finance	sp400
612	109	FCN	NaN	FTI Consulting	Industrials	Research & Consulting Services	sp400
613	110	FFIN	NaN	First Financial Bankshares	Financials	Regional Banks	sp400
614	111	FHI	NaN	Federated Hermes	Financials	Asset Management & Custody Banks	sp400
615	112	FHN	NaN	First Horizon	Financials	Regional Banks	sp400
616	113	FICO	NaN	FICO	Information Technology	Application Software	sp400
617	114	FIVE	NaN	Five Below	Consumer Discretionary	Specialty Stores	sp400
618	115	FL	NaN	Foot Locker	Consumer Discretionary	Apparel Retail	sp400
619	116	FLO	NaN	Flowers Foods	Consumer Staples	Packaged Foods & Meats	sp400
620	117	FLR	NaN	Fluor	Industrials	Construction & Engineering	sp400
621	118	FLS	NaN	Flowserve	Industrials	Industrial Machinery	sp400
622	119	FNB	NaN	FNB Corporation	Financials	Regional Banks	sp400
623	120	FOXF	NaN	Fox Factory	Consumer Discretionary	Auto Parts & Equipment	sp400
624	121	FR	NaN	First Industrial Realty Trust	Real Estate	Industrial REITs	sp400
625	122	FSLR	NaN	First Solar	Information Technology	Semiconductors	sp400
626	123	FULT	NaN	Fulton Financial Corporation	Financials	Regional Banks	sp400
627	124	G	NaN	Genpact	Information Technology	IT Consulting & Other Services	sp400
628	125	GATX	NaN	GATX	Industrials	Construction Machinery & Heavy Trucks	sp400
629	126	GBCI	NaN	Glacier Bancorp	Financials	Regional Banks	sp400
630	127	GEF	NaN	Greif, Inc.	Materials	Metal & Glass Containers	sp400
631	128	GGG	NaN	Graco	Industrials	Industrial Machinery	sp400
632	129	GHC	NaN	Graham Holdings Company	Consumer Discretionary	Education Services	sp400
633	130	GME	NaN	GameStop	Consumer Discretionary	Computer & Electronics Retail	sp400
634	131	GMED	NaN	Globus Medical	Health Care	Health Care Equipment	sp400
635	132	GNTX	NaN	Gentex	Consumer Discretionary	Auto Parts & Equipment	sp400
636	133	GO	NaN	Grocery Outlet	Consumer Staples	Food Retail	sp400
637	134	GPS	NaN	Gap	Consumer Discretionary	Apparel Retail	sp400
638	135	GT	NaN	Goodyear Tire & Rubber	Consumer Discretionary	Tires & Rubber	sp400
639	136	GTLS	NaN	Chart Industries	Industrials	Industrial Machinery	sp400
640	137	GXO	NaN	GXO Logistics	Industrials	Air Freight & Logistics	sp400
641	138	HAE	NaN	Haemonetics	Health Care	Health Care Supplies	sp400
642	139	HAIN	NaN	Hain Celestial Group	Consumer Staples	Packaged Foods & Meats	sp400
643	140	HALO	NaN	Halozyme	Health Care	Life Sciences Tools & Services	sp400
644	141	HBI	NaN	Hanesbrands	Consumer Discretionary	Apparel, Accessories & Luxury Goods	sp400
645	142	HE	NaN	Hawaiian Electric Industries	Utilities	Electric Utilities	sp400
646	143	HELE	NaN	Helen of Troy Limited	Consumer Discretionary	Household Appliances	sp400
647	144	HIW	NaN	Highwoods Properties	Real Estate	Office REITs	sp400
648	145	HOG	NaN	Harley-Davidson	Consumer Discretionary	Motorcycle Manufacturers	sp400
649	146	HOMB	NaN	Home BancShares	Financials	Regional Banks	sp400
650	147	HPP	NaN	Hudson Pacific Properties	Financials	Office REITs	sp400
651	148	HQY	NaN	HealthEquity	Health Care	Managed Health Care	sp400
652	149	HR	NaN	Healthcare Realty Trust	Real Estate	Health Care REITs	sp400
653	150	HRB	NaN	H&R Block	Consumer Discretionary	Specialized Consumer Services	sp400
654	151	HUBB	NaN	Hubbell Incorporated	Industrials	Industrial Machinery	sp400
655	152	HWC	NaN	Hancock Whitney	Financials	Regional Banks	sp400
656	153	HXL	NaN	Hexcel	Industrials	Aerospace & Defense	sp400
657	154	IAA	NaN	IAA, Inc.	Industrials	Diversified Support Services	sp400
658	155	IART	NaN	Integra Lifesciences Holdings	Health Care	Health Care Equipment	sp400
659	156	IBKR	NaN	Interactive Brokers	Financials	Investment Banking & Brokerage	sp400
660	157	IBOC	NaN	Intl Bancshares Corp	Financials	Regional Banks	sp400
661	158	ICUI	NaN	ICU Medical	Health Care	Health Care Supplies	sp400
662	159	IDA	NaN	Idacorp	Utilities	Electric Utilities	sp400
663	160	IIVI	NaN	II-VI	Information Technology	Electronic Components	sp400
664	161	INGR	NaN	Ingredion	Consumer Staples	Agricultural Products	sp400
665	162	IPGP	NaN	IPG Photonics	Information Technology	Electronic Manufacturing Services	sp400
666	163	IRDM	NaN	Iridium Communications	Communication Services	Alternative Carriers	sp400
667	164	IRT	NaN	IRT Living	Real Estate	Residential REITs	sp400
668	165	ITT	NaN	ITT	Industrials	Industrial Machinery	sp400
669	166	JAZZ	NaN	Jazz Pharmaceuticals	Health Care	Pharmaceuticals	sp400
670	167	JBGS	NaN	JBG Smith	Real Estate	Office REITs	sp400
671	168	JBL	NaN	Jabil Circuit	Information Technology	Electronic Manufacturing Services	sp400
672	169	JBLU	NaN	JetBlue	Industrials	Airlines	sp400
673	170	JEF	NaN	Jefferies	Financials	Multi-Sector Holdings	sp400
674	171	JHG	NaN	Janus Henderson	Financials	Asset Management & Custody Banks	sp400
675	172	JLL	NaN	Jones Lang LaSalle	Real Estate	Real Estate Services	sp400
676	173	JW.A	NaN	John Wiley & Sons	Communication Services	Publishing	sp400
677	174	JWN	NaN	Nordstrom	Consumer Discretionary	Department Stores	sp400
678	175	KBH	NaN	KB Home	Consumer Discretionary	Homebuilding	sp400
679	176	KBR	NaN	KBR	Industrials	Diversified Support Services	sp400
680	177	KD	NaN	Kyndryl	Information Technology	IT Consulting & Other Services	sp400
681	178	KEX	NaN	Kirby	Industrials	Marine	sp400
682	179	KMPR	NaN	Kemper	Financials	Multi-line Insurance	sp400
683	180	KMT	NaN	Kennametal	Industrials	Industrial Machinery	sp400
684	181	KNSL	NaN	Kinsale Capital Group	Financials	Property & Casualty Insurance	sp400
685	182	KNX	NaN	Knight-Swift	Industrials	Trucking	sp400
686	183	KRC	NaN	Kilroy Realty Corp	Real Estate	Office REITs	sp400
687	184	KRG	NaN	Kite Realty Group Trust	Real Estate	Retail REITs	sp400
688	185	KSS	NaN	Kohl's	Consumer Discretionary	General Merchandise Stores	sp400
689	186	LAD	NaN	Lithia Motors	Consumer Discretionary	Automotive Retail	sp400
690	187	LAMR	NaN	Lamar Advertising Company	Real Estate	Specialized REITs	sp400
691	188	LANC	NaN	Lancaster Colony Corp	Consumer Staples	Packaged Foods & Meats	sp400
692	189	LEA	NaN	Lear	Consumer Discretionary	Auto Parts & Equipment	sp400
693	190	LECO	NaN	Lincoln Electric	Industrials	Industrial Machinery	sp400
694	191	LEG	NaN	Leggett & Platt	Consumer Discretionary	Home Furnishings	sp400
695	192	LFUS	NaN	Littelfuse	Information Technology	Electronic Components	sp400
696	193	LHCG	NaN	LHC Group	Health Care	Health Care Services	sp400
697	194	LII	NaN	Lennox International	Industrials	Building Products	sp400
698	195	LITE	NaN	Lumentum Holdings	Information Technology	Communications Equipment	sp400
699	196	LIVN	NaN	LivaNova	Health Care	Health Care Equipment	sp400
700	197	LNW	NaN	Light & Wonder	Consumer Discretionary	Casinos & Gaming	sp400
701	198	LOPE	NaN	Grand Canyon Education	Consumer Discretionary	Education Services	sp400
702	199	LPX	NaN	Louisiana-Pacific	Materials	Forest Products	sp400
703	200	LSCC	NaN	Lattice Semiconductor	Information Technology	Semiconductors	sp400
704	201	LSI	NaN	Life Storage Inc	Real Estate	Specialized REITs	sp400
705	202	LSTR	NaN	Landstar System Inc	Industrials	Trucking	sp400
706	203	M	NaN	Macy's	Consumer Discretionary	Department Stores	sp400
707	204	MAC	NaN	Macerich	Real Estate	Retail REITs	sp400
708	205	MAN	NaN	ManpowerGroup	Industrials	Human Resource & Employment Services	sp400
709	206	MANH	NaN	Manhattan Associates	Information Technology	Application Software	sp400
710	207	MASI	NaN	Masimo	Health Care	Health Care Equipment	sp400
711	208	MAT	NaN	Mattel	Consumer Discretionary	Leisure Products	sp400
712	209	MCY	NaN	Mercury General	Financials	Property & Casualty Insurance	sp400
713	210	MDU	NaN	MDU Resources	Utilities	Multi-Utilities	sp400
714	211	MEDP	NaN	Medpace	Health Care	Biotechnology	sp400
715	212	MIDD	NaN	Middleby	Industrials	Industrial Machinery	sp400
716	213	MKSI	NaN	MKS Instruments	Information Technology	Semiconductor Equipment	sp400
717	214	MLKN	NaN	MillerKnoll	Industrials	Office Services & Supplies	sp400
718	215	MMS	NaN	Maximus Inc.	Information Technology	Data Processing & Outsourced Services	sp400
719	216	MP	NaN	MP Materials	Materials	Diversified Metals & Mining	sp400
720	217	MPW	NaN	Medical Properties Trust	Real Estate	Health Care REITs	sp400
721	218	MRCY	NaN	Mercury Systems	Industrials	Electrical Components & Equipment	sp400
722	219	MSA	NaN	MSA Safety	Industrials	Office Services & Supplies	sp400
723	220	MSM	NaN	MSC Industrial Direct	Industrials	Trading Companies & Distributors	sp400
724	221	MTDR	NaN	Matador Resources	Energy	Oil & Gas Exploration & Production	sp400
725	222	MTG	NaN	MGIC Investment Corporation	Financials	Reinsurance	sp400
726	223	MTSI	NaN	MACOM Technology Solutions	Information Technology	Semiconductors	sp400
727	224	MTX	NaN	Minerals Technologies	Materials	Specialty Chemicals	sp400
728	225	MTZ	NaN	MasTec	Industrials	Construction & Engineering	sp400
729	226	MUR	NaN	Murphy Oil	Energy	Oil & Gas Exploration & Production	sp400
730	227	MUSA	NaN	Murphy USA	Consumer Discretionary	Automotive Retail	sp400
731	228	NARI	NaN	Inari Medical	Health Care	Health Care Equipment	sp400
732	229	NATI	NaN	National Instruments	Information Technology	Electronic Equipment & Instruments	sp400
733	230	NAVI	NaN	Navient	Financials	Consumer Finance	sp400
734	231	NBIX	NaN	Neurocrine Biosciences	Health Care	Biotechnology	sp400
735	232	NCR	NaN	NCR	Information Technology	IT Consulting & Other Services	sp400
736	233	NEOG	NaN	Neogen	Health Care	Health Care Supplies	sp400
737	234	NEU	NaN	NewMarket Corporation	Materials	Specialty Chemicals	sp400
738	235	NFG	NaN	National Fuel Gas	Utilities	Gas Utilities	sp400
739	236	NGVT	NaN	Ingevity	Materials	Specialty Chemicals	sp400
740	237	NJR	NaN	New Jersey Resources	Utilities	Gas Utilities	sp400
741	238	NNN	NaN	National Retail Properties	Real Estate	Retail REITs	sp400
742	239	NOV	NaN	Nov	Energy	Oil & Gas Equipment & Services	sp400
743	240	NOVT	NaN	Novanta	Information Technology	Electronic Equipment & Instruments	sp400
744	241	NSA	NaN	National Storage Affiliates Trust	Real Estate	Specialized REITs	sp400
745	242	NSP	NaN	Insperity	Industrials	Human Resource & Employment Services	sp400
746	243	NUS	NaN	Nu Skin Enterprises	Consumer Staples	Personal Products	sp400
747	244	NUVA	NaN	NuVasive	Health Care	Health Care Equipment	sp400
748	245	NVST	NaN	Envista Holdings	Health Care	Health Care Supplies	sp400
749	246	NVT	NaN	nVent Electric plc	Industrials	Electrical Components & Equipment	sp400
750	247	NWE	NaN	NorthWestern Corporation	Utilities	Multi-Utilities	sp400
751	248	NYCB	NaN	New York Community Bancorp Inc	Financials	Thrifts & Mortgage Finance	sp400
752	249	NYT	NaN	New York Times Company	Communication Services	Publishing	sp400
753	250	OC	NaN	Owens Corning	Industrials	Building Products	sp400
754	251	OFC	NaN	Corporate Office Properties Trust	Real Estate	Office REITs	sp400
755	252	OGE	NaN	OGE Energy	Utilities	Multi-Utilities	sp400
756	253	OGS	NaN	ONE Gas	Utilities	Gas Utilities	sp400
757	254	OHI	NaN	Omega Healthcare Investors	Real Estate	Specialized REITs	sp400
758	255	OLED	NaN	Universal Display	Information Technology	Semiconductors	sp400
759	256	OLLI	NaN	Ollie's Bargain Outlet	Consumer Discretionary	General Merchandise Stores	sp400
760	257	OLN	NaN	Olin	Materials	Diversified Chemicals	sp400
761	258	OMCL	NaN	Omnicell	Health Care	Health Care Technology	sp400
762	259	ONB	NaN	Old National	Financials	Regional Banks	sp400
763	260	OPCH	NaN	Option Care Health	Health Care	Health Care Facilities	sp400
764	261	ORA	NaN	Ormat Technologies	Utilities	Renewable Electricity	sp400
765	262	ORI	NaN	Old Republic International	Financials	Property & Casualty Insurance	sp400
766	263	OSK	NaN	Oshkosh	Industrials	Construction Machinery & Heavy Trucks	sp400
767	264	OZK	NaN	Bank OZK	Financials	Regional Banks	sp400
768	265	PACW	NaN	PacWest Bancorp	Financials	Regional Banks	sp400
769	266	PB	NaN	Prosperity Bancshares Inc	Financials	Regional Banks	sp400
770	267	PCH	NaN	PotlatchDeltic	Real Estate	Specialized REITs	sp400
771	268	PCTY	NaN	Paylocity	Information Technology	Application Software	sp400
772	269	PDCE	NaN	PDC Energy	Energy	Oil & Gas Exploration & Production	sp400
773	270	PDCO	NaN	Patterson Companies	Health Care	Health Care Distributors	sp400
774	271	PEB	NaN	Pebblebrook Hotel Trust	Real Estate	Hotel & Resort REITs	sp400
775	272	PEN	NaN	Penumbra	Health Care	Health Care Equipment	sp400
776	273	PFGC	NaN	Performance Food Group	Consumer Staples	Food Distributors	sp400
777	274	PGNY	NaN	Progyny	Health Care	Health Care Services	sp400
778	275	PII	NaN	Polaris	Consumer Discretionary	Leisure Products	sp400
779	276	PK	NaN	Park Hotels & Resorts	Real Estate	Hotel & Resort REITs	sp400
780	277	PNFP	NaN	Pinnacle Financial Partners	Financials	Regional Banks	sp400
781	278	PNM	NaN	PNM Resources	Utilities	Electric Utilities	sp400
782	279	POR	NaN	Portland General Electric	Utilities	Electric Utilities	sp400
783	280	POST	NaN	Post Holdings	Consumer Staples	Packaged Foods & Meats	sp400
784	281	POWI	NaN	Power Integrations	Information Technology	Semiconductors	sp400
785	282	PPC	NaN	Pilgrim's Pride	Consumer Staples	Packaged Foods & Meats	sp400
786	283	PRGO	NaN	Perrigo	Health Care	Pharmaceuticals	sp400
787	284	PRI	NaN	Primerica	Financials	Life & Health Insurance	sp400
788	285	PZZA	NaN	Papa John's International Inc	Consumer Discretionary	Restaurants	sp400
789	286	QDEL	NaN	QuidelOrtho	Health Care	Health Care Supplies	sp400
790	287	QLYS	NaN	Qualys	Information Technology	Systems Software	sp400
791	288	R	NaN	Ryder	Industrials	Trucking	sp400
792	289	RCM	NaN	R1 RCM	Health Care	Health Care Services	sp400
793	290	REXR	NaN	Rexford Industrial Realty	Real Estate	Industrial REITs	sp400
794	291	RGA	NaN	Reinsurance Group of America	Financials	Reinsurance	sp400
795	292	RGEN	NaN	Repligen	Health Care	Biotechnology	sp400
796	293	RGLD	NaN	Royal Gold	Materials	Precious Metals & Minerals	sp400
797	294	RH	NaN	RH	Consumer Discretionary	Homefurnishing Retail	sp400
798	295	RLI	NaN	RLI	Financials	Property & Casualty Insurance	sp400
799	296	RNR	NaN	RenaissanceRe	Financials	Reinsurance	sp400
800	297	RPM	NaN	RPM International	Materials	Specialty Chemicals	sp400
801	298	RRC	NaN	Range Resources	Energy	Oil & Gas Exploration & Production	sp400
802	299	RRX	NaN	Regal Rexnord	Industrials	Electrical Components & Equipment	sp400
803	300	RS	NaN	Reliance Steel & Aluminum Co.	Materials	Steel	sp400
804	301	RUN	NaN	Sunrun	Industrials	Building Products	sp400
805	302	RYN	NaN	Rayonier	Real Estate	Specialized REITs	sp400
806	303	SABR	NaN	Sabre	Information Technology	Data Processing & Outsourced Services	sp400
807	304	SAIA	NaN	Saia	Industrials	Trucking	sp400
808	305	SAIC	NaN	Science Applications Intl Corp	Industrials	Diversified Support Services	sp400
809	306	SAM	NaN	Boston Beer Company	Consumer Staples	Brewers	sp400
810	307	SBRA	NaN	Sabra Health Care REIT	Real Estate	Health Care REITs	sp400
811	308	SCI	NaN	Service Corp Intl	Consumer Discretionary	Specialized Consumer Services	sp400
812	309	SEIC	NaN	SEI	Financials	Asset Management & Custody Banks	sp400
813	310	SF	NaN	Stifel	Financials	Investment Banking & Brokerage	sp400
814	311	SFM	NaN	Sprouts Farmers Market	Consumer Staples	Food Retail	sp400
815	312	SHC	NaN	Sotera Health	Health Care	Health Care Services	sp400
816	313	SIGI	NaN	Selective Insurance Group	Financials	Property & Casualty Insurance	sp400
817	314	SITM	NaN	SiTime	Information Technology	Semiconductors	sp400
818	315	SKX	NaN	Skechers	Consumer Discretionary	Footwear	sp400
819	316	SLAB	NaN	Silicon Labs	Information Technology	Semiconductors	sp400
820	317	SLG	NaN	SL Green Realty	Real Estate	Office REITs	sp400
821	318	SLGN	NaN	Silgan Holdings	Materials	Metal & Glass Containers	sp400
822	319	SLM	NaN	SLM Corp	Financials	Consumer Finance	sp400
823	320	SMG	NaN	Scotts Miracle-Gro Company	Materials	Fertilizers & Agricultural Chemicals	sp400
824	321	SMTC	NaN	Semtech	Information Technology	Semiconductors	sp400
825	322	SNV	NaN	Synovus	Financials	Regional Banks	sp400
826	323	SNX	NaN	TD Synnex	Information Technology	Technology Distributors	sp400
827	324	SON	NaN	Sonoco	Materials	Paper Packaging	sp400
828	325	SPWR	NaN	SunPower	Information Technology	Electronic Components	sp400
829	326	SR	NaN	Spire	Utilities	Gas Utilities	sp400
830	327	SRC	NaN	Spirit Realty Capital	Real Estate	Retail REITs	sp400
831	328	SRCL	NaN	Stericycle	Industrials	Environmental & Facilities Services	sp400
832	329	SSD	NaN	Simpson Manufacturing	Industrials	Building Products	sp400
833	330	STAA	NaN	STAAR Surgical	Health Care	Health Care Equipment	sp400
834	331	STLD	NaN	Steel Dynamics	Materials	Steel	sp400
835	332	STOR	NaN	Store Capital Corp	Real Estate	Diversified REITs	sp400
836	333	SWAV	NaN	Shockwave Medical	Health Care	Health Care Equipment	sp400
837	334	SWN	NaN	Southwestern Energy	Energy	Oil & Gas Exploration & Production	sp400
838	335	SWX	NaN	Southwest Gas Corp	Utilities	Gas Utilities	sp400
839	336	SXT	NaN	Sensient Technologies	Materials	Specialty Chemicals	sp400
840	337	SYNA	NaN	Synaptics	Information Technology	Semiconductors	sp400
841	338	SYNH	NaN	Syneos Health	Health Care	Life Sciences Tools & Services	sp400
842	339	TCBI	NaN	Texas Capital Bancshares	Financials	Regional Banks	sp400
843	340	TDC	NaN	Teradata	Information Technology	IT Consulting & Other Services	sp400
844	341	TEX	NaN	Terex	Industrials	Construction Machinery & Heavy Trucks	sp400
845	342	TGNA	NaN	Tegna	Communication Services	Broadcasting	sp400
846	343	THC	NaN	Tenet Health	Health Care	Health Care Facilities	sp400
847	344	THG	NaN	Hanover Insurance	Financials	Property & Casualty Insurance	sp400
848	345	THO	NaN	Thor Industries	Consumer Discretionary	Leisure Products	sp400
849	346	TKR	NaN	Timken	Industrials	Industrial Machinery	sp400
850	347	TMHC	NaN	Taylor Morrison	Consumer Discretionary	Homebuilding	sp400
851	348	TNDM	NaN	Tandem Diabetes Care	Health Care	Health Care Equipment	sp400
852	349	TNL	NaN	Travel + Leisure Co.	Consumer Discretionary	Hotels, Resorts & Cruise Lines	sp400
853	350	TOL	NaN	Toll Brothers	Consumer Discretionary	Homebuilding	sp400
854	351	TPX	NaN	Tempur Sealy	Consumer Discretionary	Home Furnishings	sp400
855	352	TREX	NaN	Trex	Industrials	Building Products	sp400
856	353	TRGP	NaN	Targa Resources	Energy	Oil & Gas Storage & Transportation	sp400
857	354	TRIP	NaN	TripAdvisor	Communication Services	Interactive Media & Services	sp400
858	355	TTC	NaN	Toro	Industrials	Agricultural & Farm Machinery	sp400
859	356	TTEK	NaN	Tetra Tech	Industrials	Environmental & Facilities Services	sp400
860	357	TXRH	NaN	Texas Roadhouse	Consumer Discretionary	Restaurants	sp400
861	358	UA	NaN	Under Armour (Class C)	Consumer Discretionary	Apparel, Accessories & Luxury Goods	sp400
862	359	UAA	NaN	Under Armour (Class A)	Consumer Discretionary	Apparel, Accessories & Luxury Goods	sp400
863	360	UBSI	NaN	United Bankshares	Financials	Regional Banks	sp400
864	361	UGI	NaN	UGI Corp	Utilities	Gas Utilities	sp400
865	362	UMBF	NaN	UMB Financial Corp.	Financials	Regional Banks	sp400
866	363	UMPQ	NaN	Umpqua Bank	Financials	Regional Banks	sp400
867	364	UNM	NaN	Unum	Financials	Life & Health Insurance	sp400
868	365	UNVR	NaN	Univar Solutions	Industrials	Trading Companies & Distributors	sp400
869	366	UTHR	NaN	United Therapeutics	Health Care	Biotechnology	sp400
870	367	VAC	NaN	Marriott Vacations Worldwide	Consumer Discretionary	Hotels, Resorts & Cruise Lines	sp400
871	368	VC	NaN	Visteon	Consumer Discretionary	Auto Parts & Equipment	sp400
872	369	VICR	NaN	Vicor	Industrials	Electrical Components & Equipment	sp400
873	370	VLY	NaN	Valley	Financials	Regional Banks	sp400
874	371	VMI	NaN	Valmont	Industrials	Industrial Machinery	sp400
875	372	VNT	NaN	Vontier	Information Technology	Electronic Equipment & Instruments	sp400
876	373	VOYA	NaN	Voya Financial	Financials	Multi-Sector Holdings	sp400
877	374	VSAT	NaN	Viasat	Information Technology	Communications Equipment	sp400
878	375	VSCO	NaN	Victoria's Secret	Consumer Discretionary	Apparel Retail	sp400
879	376	VSH	NaN	Vishay	Information Technology	Electronic Components	sp400
880	377	VVV	NaN	Valvoline	Materials	Commodity Chemicals	sp400
881	378	WAFD	NaN	Washington Federal	Financials	Thrifts & Mortgage Finance	sp400
882	379	WBS	NaN	Webster Bank	Financials	Regional Banks	sp400
883	380	WEN	NaN	Wendy's	Consumer Discretionary	Restaurants	sp400
884	381	WERN	NaN	Werner Enterprises	Industrials	Trucking	sp400
885	382	WEX	NaN	WEX Inc.	Information Technology	Data Processing & Outsourced Services	sp400
886	383	WH	NaN	Wyndham Hotels & Resorts	Consumer Discretionary	Hotels, Resorts & Cruise Lines	sp400
887	384	WING	NaN	Wingstop	Consumer Discretionary	Restaurants	sp400
888	385	WOLF	NaN	Wolfspeed	Information Technology	Semiconductors	sp400
889	386	WOR	NaN	Worthington Industries	Materials	Steel	sp400
890	387	WSM	NaN	Williams-Sonoma	Consumer Discretionary	Homefurnishing Retail	sp400
891	388	WSO	NaN	Watsco	Industrials	Trading Companies & Distributors	sp400
892	389	WTFC	NaN	Wintrust	Financials	Regional Banks	sp400
893	390	WTRG	NaN	Essential Utilities	Utilities	Water Utilities	sp400
894	391	WTS	NaN	Watts Water Technologies	Industrials	Building Products	sp400
895	392	WU	NaN	Western Union	Information Technology	Data Processing & Outsourced Services	sp400
896	393	WWD	NaN	Woodward	Industrials	Electrical Components & Equipment	sp400
897	394	WWE	NaN	World Wrestling Entertainment	Communication Services	Movies & Entertainment	sp400
898	395	X	NaN	U.S. Steel	Materials	Steel	sp400
899	396	XPO	NaN	XPO Logistics	Industrials	Trucking	sp400
900	397	XRX	NaN	Xerox	Information Technology	Technology Hardware, Storage & Peripherals	sp400
901	398	Y	NaN	Alleghany	Financials	Reinsurance	sp400
902	399	YETI	NaN	Yeti	Consumer Discretionary	Leisure Products	sp400
903	400	ZD	NaN	Ziff Davis	Communication Services	Advertising	sp400
904	0	AAN	1821393.0	The Aaron's Company	Consumer Discretionary	Homefurnishing Retail	sp600
905	1	AAON	824142.0	AAON, Inc.	Industrials	Building Products	sp600
906	2	AAT	1500217.0	American Assets Trust	Real Estate	Diversified REITs	sp600
907	3	AAWW	1135185.0	Atlas Air Worldwide Holdings	Industrials	Air Freight & Logistics	sp600
908	4	ABCB	351569.0	Ameris Bancorp	Financials	Regional Banks	sp600
909	5	ABG	1144980.0	Asbury Automotive Group	Consumer Discretionary	Automotive Retail	sp600
910	6	ABM	771497.0	ABM Industries, Inc.	Industrials	Environmental & Facilities Services	sp600
911	7	ABTX	1642081.0	Allegiance Bancshares, Inc.	Financials	Regional Banks	sp600
912	8	ACA	1739445.0	Arcosa, Inc.	Industrials	Industrial Machinery	sp600
913	9	ACLS	1113232.0	Axcelis Technologies, Inc.	Information Technology	Semiconductor Equipment	sp600
914	10	ADC	917251.0	Agree Realty Corp.	Real Estate	Retail REITs	sp600
915	11	ADTN	926282.0	Adtran, Inc.	Information Technology	Communications Equipment	sp600
916	12	ADUS	1468328.0	Addus HomeCare Corp.	Health Care	Health Care Services	sp600
917	13	AEIS	927003.0	Advanced Energy	Information Technology	Semiconductor Equipment	sp600
918	14	AEL	1039828.0	American Equity Investment Life Holding Co.	Financials	Life & Health Insurance	sp600
919	15	AGO	1273813.0	Assured Guaranty Ltd.	Financials	Property & Casualty Insurance	sp600
920	16	AGYS	78749.0	Agilysys, Inc.	Information Technology	Application Software	sp600
921	17	AHCO	1725255.0	AdaptHealth Corp.	Health Care	Health Care Equipment	sp600
922	18	AHH	1569187.0	Armada Hoffler Properties, Inc.	Real Estate	Diversified REITs	sp600
923	19	AIN	819793.0	Albany International Corp.	Industrials	Industrial Machinery	sp600
924	20	AIR	1750.0	AAR Corp.	Industrials	Aerospace & Defense	sp600
925	21	AIT	109563.0	Applied Industrial Technologies	Industrials	Trading Companies & Distributors	sp600
926	22	AJRD	40888.0	Aerojet Rocketdyne Holdings	Industrials	Aerospace & Defense	sp600
927	23	AKR	899629.0	Acadia Realty Trust	Real Estate	Retail REITs	sp600
928	24	ALEX	1545654.0	Alexander & Baldwin	Real Estate	Diversified REITs	sp600
929	25	ALG	897077.0	Alamo Group	Industrials	Construction Machinery & Heavy Trucks	sp600
930	26	ALGT	1362468.0	Allegiant Travel Company	Industrials	Airlines	sp600
931	27	ALRM	1459200.0	Alarm.Com, Inc.	Financials	Application Software	sp600
932	28	AMBC	874501.0	Ambac Financial Group	Financials	Property & Casualty Insurance	sp600
933	29	AMCX	1514991.0	AMC Networks	Consumer Discretionary	Broadcasting	sp600
934	30	AMEH	1083446.0	Apollo Medical Holdings, Inc.	Health Care	Health Care Facilities	sp600
935	31	AMN	1142750.0	Amn Healthcare Services, Inc.	Health Care	Health Care Services	sp600
936	32	AMPH	1297184.0	Amphstar Pharmaceuticals, Inc.	Health Care	Pharmaceuticals	sp600
937	33	AMSF	1018979.0	Amerisafe, Inc.	Financials	Property & Casualty Insurance	sp600
938	34	AMWD	794619.0	American Woodmark Corp.	Industrials	Building Products	sp600
939	35	ANDE	821026.0	The Andersons, Inc.	Consumer Staples	Food Distributors	sp600
940	36	ANF	1018840.0	Abercrombie & Fitch Company	Consumer Discretionary	Apparel Retail	sp600
941	37	ANGO	1275187.0	Angiodynamics, Inc.	Health Care	Health Care Equipment	sp600
942	38	ANIK	898437.0	Anika Therapeutics	Health Care	Health Care Supplies	sp600
943	39	ANIP	1023024.0	ANI Pharmaceuticals, Inc.	Health Care	Pharmaceuticals	sp600
944	40	AORT	784199.0	Artivion	Health Care	Health Care Equipment	sp600
945	41	AOSL	1387467.0	Alpha and Omega Semiconductor, Ltd.	Information Technology	Semiconductors	sp600
946	42	APEI	1201792.0	American Public Education	Consumer Discretionary	Education Services	sp600
947	43	APOG	6845.0	Apogee Enterprises, Inc.	Industrials	Building Products	sp600
948	44	APPS	317788.0	Digital Turbine	Information Technology	Application Software	sp600
949	45	ARCB	894405.0	ArcBest Corp.	Industrials	Trucking	sp600
950	46	ARI	1467760.0	Apollo Commercial Real Estate Finance	Real Estate	Mortgage REITs	sp600
951	47	ARLO	1736946.0	Arlo Technologies	Information Technology	Communications Equipment	sp600
952	48	ARNC	1790982.0	Arconic Corp.	Materials	Aluminum	sp600
953	49	AROC	1389050.0	Archrock, Inc.	Energy	Oil & Gas Equipment & Services	sp600
954	50	ARR	1428205.0	Armour Residential REIT	Real Estate	Mortgage REITs	sp600
955	51	ASIX	1673985.0	Advansix, Inc.	Materials	Commodity Chemicals	sp600
956	52	ASO	1817358.0	Academy Sports + Outdoors	Consumer Discretionary	Specialty Stores	sp600
957	53	ASTE	792987.0	Astec Industries, Inc.	Industrials	Construction Machinery & Heavy Trucks	sp600
958	54	ATEN	1580808.0	A10 Networks, Inc.	Information Technology	Systems Software	sp600
959	55	ATGE	730464.0	Adtalem Global Education	Consumer Discretionary	Education Services	sp600
960	56	ATI	1018963.0	Allegheny Technologies	Materials	Steel	sp600
961	57	ATNI	879585.0	ATN International, Inc.	Communication Services	Integrated Telecommunication Services	sp600
962	58	AVA	104918.0	Avista Corporation	Utilities	Multi-Utilities	sp600
963	59	AVAV	1368622.0	AeroVironment, Inc.	Industrials	Aerospace & Defense	sp600
964	60	AVD	5981.0	American Vanguard Corporation	Materials	Fertilizers & Agricultural Chemicals	sp600
965	61	AVNS	1606498.0	Avanos Medical, Inc.	Health Care	Health Care Supplies	sp600
966	62	AWR	1056903.0	American States Water Company	Utilities	Water Utilities	sp600
967	63	AX	1299709.0	Axos Financial, Inc.	Financials	Thrifts & Mortgage Finance	sp600
968	64	AXL	1062231.0	American Axle & Manufacturing, Inc.	Consumer Discretionary	Auto Parts & Equipment	sp600
969	65	AZZ	8947.0	AZZ, Inc.	Industrials	Heavy Electrical Equipment	sp600
970	66	B	9984.0	Barnes Group, Inc.	Industrials	Industrial Machinery	sp600
971	67	BANC	1169770.0	Banc Of California, Inc.	Financials	Regional Banks	sp600
972	68	BANF	760498.0	Bancfirst Corp	Financials	Diversified Banks	sp600
973	69	BANR	946673.0	Banner Corporation	Financials	Regional Banks	sp600
974	70	BBBY	886158.0	Bed Bath & Beyond	Consumer Discretionary	Homefurnishing Retail	sp600
975	71	BCC	1328581.0	Boise Cascade	Industrials	Building Products	sp600
976	72	BCOR	1068875.0	Blucora	Financials	Asset Management & Custody Banks	sp600
977	73	BCPC	9326.0	Balchem Corporation	Materials	Specialty Chemicals	sp600
978	74	BDN	790816.0	Brandywine Realty Trust	Real Estate	Office REITs	sp600
979	75	BFS	907254.0	Saul Centers, Inc.	Real Estate	Retail REITs	sp600
980	76	BGS	1278027.0	B&G Foods	Consumer Staples	Packaged Foods & Meats	sp600
981	77	BHE	863436.0	Benchmark Electronics, Inc.	Information Technology	Electronic Manufacturing Services	sp600
982	78	BHLB	1108134.0	Berkshire Hills Bancorp, Inc.	Financials	Regional Banks	sp600
983	79	BIG	768835.0	Big Lots	Consumer Discretionary	General Merchandise Stores	sp600
984	80	BJRI	1013488.0	BJ's Restaurants, Inc.	Consumer Discretionary	Restaurants	sp600
985	81	BKE	885245.0	The Buckle, Inc.	Consumer Discretionary	Apparel Retail	sp600
986	82	BKU	1504008.0	BankUnited, Inc.	Financials	Thrifts & Mortgage Finance	sp600
987	83	BLFS	834365.0	BioLife Solutions, Inc.	Health Care	Health Care Supplies	sp600
988	84	BLMN	1546417.0	Bloomin' Brands, Inc.	Consumer Discretionary	Restaurants	sp600
989	85	BMI	9092.0	Badger Meter, Inc.	Information Technology	Electronic Equipment & Instruments	sp600
990	86	BOOM	34067.0	DMC Global, Inc.	Energy	Oil & Gas Equipment & Services	sp600
991	87	BOOT	1610250.0	Boot Barn Holdings, Inc.	Consumer Discretionary	Apparel Retail	sp600
992	88	BRC	746598.0	Brady Corporation	Industrials	Commercial Printing	sp600
993	89	BRKL	1049782.0	Brookline Bancorp, Inc.	Financials	Regional Banks	sp600
994	90	BSIG	1748824.0	BrightSphere Investment Group, Inc.	Financials	Asset Management & Custody Banks	sp600
995	91	CAKE	887596.0	The Cheesecake Factory, Inc.	Consumer Discretionary	Restaurants	sp600
996	92	CAL	14707.0	Caleres, Inc.	Consumer Discretionary	Apparel Retail	sp600
997	93	CALM	16160.0	Cal-Maine Foods, Inc.	Consumer Staples	Packaged Foods & Meats	sp600
998	94	CAMP	730255.0	CalAmp Corp.	Information Technology	Communications Equipment	sp600
999	95	CARA	1346830.0	Cara Therapeutics	Health Care	Biotechnology	sp600
1000	96	CARS	1683606.0	Cars.com	Communication Services	Interactive Media & Services	sp600
1001	97	CASH	907471.0	Meta Financial Group, Inc.	Financials	Thrifts & Mortgage Finance	sp600
1002	98	CATO	18255.0	The Cato Corporation	Consumer Discretionary	Apparel Retail	sp600
1003	99	CBU	723188.0	Community Bank System, Inc.	Financials	Regional Banks	sp600
1004	100	CCOI	1158324.0	Cogent Communications Holdings, Inc.	Communication Services	Alternative Carriers	sp600
1005	101	CCRN	1141103.0	Cross Country Healthcare, Inc.	Health Care	Health Care Services	sp600
1006	102	CCS	1576940.0	Century Communities, Inc.	Consumer Discretionary	Homebuilding	sp600
1007	103	CCSI	1866633.0	Consensus Cloud Solutions, Inc.	Information Technology	Internet Services & Infrastructure	sp600
1008	104	CDMO	704562.0	Avid Bioservices, Inc.	Health Care	Biotechnology	sp600
1009	105	CEIX	1710366.0	CONSOL Energy, Inc.	Energy	Coal & Consumable Fuels	sp600
1010	106	CENT	887733.0	Central Garden & Pet Company	Consumer Staples	Household Products	sp600
1011	107	CENTA	887733.0	Central Garden & Pet Company (Class A)	Consumer Staples	Household Products	sp600
1012	108	CENX	949157.0	Century Aluminum Company	Materials	Aluminum	sp600
1013	109	CEVA	1173489.0	CEVA, Inc.	Information Technology	Semiconductors	sp600
1014	110	CFFN	1490906.0	Capitol Federal Savings Bank	Financials	Thrifts & Mortgage Finance	sp600
1015	111	CHCO	726854.0	City Holding Company	Financials	Regional Banks	sp600
1016	112	CHCT	1631569.0	Community Healthcare Trust, Inc.	Health Care	Health Care REITs	sp600
1017	113	CHEF	1517175.0	Chefs' Warehouse, Inc.	Consumer Staples	Food Distributors	sp600
1018	114	CHRS	1512762.0	Coherus BioSciences, Inc.	Health Care	Biotechnology	sp600
1019	115	CHS	897429.0	Chico's FAS, Inc.	Consumer Discretionary	Apparel Retail	sp600
1020	116	CHUY	1524931.0	Chuy's Holdings, Inc.	Consumer Discretionary	Restaurants	sp600
1021	117	CIR	1091883.0	CIRCOR International, Inc.	Industrials	Industrial Machinery	sp600
1022	118	CIVI	1509589.0	Civitas Resources	Energy	Oil & Gas Exploration & Production	sp600
1023	119	CLB	1000229.0	Core Laboratories	Energy	Oil & Gas Equipment & Services	sp600
1024	120	CLDT	1476045.0	Chatham Lodging Trust	Real Estate	Hotel & Resort REITs	sp600
1025	121	CLFD	796505.0	Clearfield, Inc.	Information Technology	Communications Equipment	sp600
1026	122	CLW	1441236.0	Clearwater Paper Corporation	Materials	Paper Products	sp600
1027	123	CMP	1227654.0	Compass Minerals International, Inc.	Materials	Diversified Metals & Mining	sp600
1028	124	CMTL	23197.0	Comtech Telecommunications Corp.	Information Technology	Communications Equipment	sp600
1029	125	CNK	1385280.0	Cinemark Holdings, Inc.	Communication Services	Movies & Entertainment	sp600
1030	126	CNMD	816956.0	CONMED Corporation	Health Care	Health Care Equipment	sp600
1031	127	CNSL	1304421.0	Consolidated Communications Holdings, Inc.	Communication Services	Integrated Telecommunication Services	sp600
1032	128	CNXN	1050377.0	PC Connection, Inc.	Information Technology	Technology Distributors	sp600
1033	129	COHU	21535.0	Cohu, Inc.	Information Technology	Semiconductor Equipment	sp600
1034	130	COLB	887343.0	Columbia Banking System, Inc.	Financials	Regional Banks	sp600
1035	131	COLL	1267565.0	Collegium Pharmaceutical, Inc.	Health Care	Pharmaceuticals	sp600
1036	132	CONN	1223389.0	Conn's, Inc.	Consumer Discretionary	Computer & Electronics Retail	sp600
1037	133	COOP	933136.0	Mr. Cooper Group, Inc.	Financials	Other Diversified Financial Services	sp600
1038	134	CORT	1088856.0	Corcept Therapeutics Incorporated	Health Care	Pharmaceuticals	sp600
1039	135	CPE	928022.0	Callon Petroleum	Energy	Oil & Gas Exploration & Production	sp600
1040	136	CPF	701347.0	Central Pacific Financial Corp.	Financials	Regional Banks	sp600
1041	137	CPK	19745.0	Chesapeake Utilities Corp.	Utilities	Gas Utilities	sp600
1042	138	CPSI	1169445.0	Computer Programs and Systems, Inc.	Health Care	Health Care Technology	sp600
1043	139	CRMT	799850.0	Americas Carmart, Inc.	Consumer Discretionary	Automotive Retail	sp600
1044	140	CRNC	1768267.0	Cerence	Information Technology	Application Software	sp600
1045	141	CRS	17843.0	Carpenter Technology	Materials	Steel	sp600
1046	142	CRSR	1743759.0	Corsair Gaming	Information Technology	Technology Hardware, Storage & Peripherals	sp600
1047	143	CRVL	874866.0	CorVel Corporation	Health Care	Health Care Services	sp600
1048	144	CSGS	1005757.0	CSG Systems International, Inc.	Information Technology	Data Processing & Outsourced Services	sp600
1049	145	CSII	1180145.0	Cardiovascular Systems Inc	Health Care	Health Care Equipment	sp600
1050	146	CSR	798359.0	Centerspace Trust	Real Estate	Residential REITs	sp600
1051	147	CTRE	1590717.0	CareTrust REIT, Inc.	Real Estate	Health Care REITs	sp600
1052	148	CTS	26058.0	CTS Corporation	Information Technology	Electronic Manufacturing Services	sp600
1053	149	CUBI	1488813.0	Customers Bancorp, Inc.	Financials	Regional Banks	sp600
1054	150	CUTR	1162461.0	Cutera, Inc.	Health Care	Health Care Equipment	sp600
1055	151	CVBF	354647.0	CVB Financial Corp.	Financials	Regional Banks	sp600
1056	152	CVCO	278166.0	Cavco Industries, Inc.	Consumer Discretionary	Homebuilding	sp600
1057	153	CVET	1752836.0	Covetrus, Inc.	Health Care	Health Care Services	sp600
1058	154	CVGW	1133470.0	Calavo Growers, Inc.	Consumer Staples	Packaged Foods & Meats	sp600
1059	155	CWT	1035201.0	California Water Service Group	Utilities	Water Utilities	sp600
1060	156	CXW	1070985.0	CoreCivic	Industrials	Diversified Support Services	sp600
1061	157	CYH	1108109.0	Community Health Systems, Inc.	Health Care	Health Care Facilities	sp600
1062	158	CYTK	1061983.0	Cytokinetics, Incorporated	Health Care	Biotechnology	sp600
1063	159	DBD	28823.0	Diebold Nixdorf, Incorporated	Information Technology	Technology Hardware, Storage & Peripherals	sp600
1064	160	DBI	1319947.0	Designer Brands, Inc.	Consumer Discretionary	Apparel Retail	sp600
1065	161	DCOM	846617.0	Dime Community Bancshares, Inc.	Financials	Thrifts & Mortgage Finance	sp600
1066	162	DDD	910638.0	3D Systems Corporation	Information Technology	Technology Hardware, Storage & Peripherals	sp600
1067	163	DEA	1622194.0	Easterly Government Properties, Inc.	Real Estate	Office REITs	sp600
1068	164	DFIN	1669811.0	Donnelley Financial Solutions, Inc.	Financials	Financial Exchanges & Data	sp600
1069	165	DGII	854775.0	Digi International Inc.	Information Technology	Communications Equipment	sp600
1070	166	DHC	1075415.0	Diversified Healthcare Trust	Real Estate	Health Care REITs	sp600
1071	167	DIN	49754.0	Dine Brands Global, Inc.	Consumer Discretionary	Restaurants	sp600
1072	168	DIOD	29002.0	Diodes Incorporated	Information Technology	Semiconductors	sp600
1073	169	DLX	27996.0	Deluxe Corporation	Industrials	Commercial Printing	sp600
1074	170	DNOW	1599617.0	NOW Inc	Industrials	Trading Companies & Distributors	sp600
1075	171	DORM	868780.0	Dorman Products, Inc.	Consumer Discretionary	Auto Parts & Equipment	sp600
1076	172	DOUG	1878897.0	Douglas Elliman, Inc.	Real Estate	Real Estate Services	sp600
1077	173	DRH	1298946.0	DiamondRock Hospitality Company	Real Estate	Hotel & Resort REITs	sp600
1078	174	DRQ	1042893.0	Dril-Quip Inc.	Energy	Oil & Gas Equipment & Services	sp600
1079	175	DVAX	1029142.0	Dynavax Technologies Corp.	Health Care	Biotechnology	sp600
1080	176	DXPE	1020710.0	DXP Enterprises, Inc.	Industrials	Trading Companies & Distributors	sp600
1081	177	EAT	703351.0	Brinker International, Inc.	Consumer Discretionary	Restaurants	sp600
1082	178	EBIX	814549.0	Ebix, Inc.	Information Technology	Application Software	sp600
1083	179	EBS	1367644.0	Emergent BioSolutions	Health Care	Biotechnology	sp600
1084	180	ECPG	1084961.0	Encore Capital Group, Inc.	Financials	Consumer Finance	sp600
1085	181	EFC	1411342.0	Ellington Financial, Inc.	Financials	Specialized Finance	sp600
1086	182	EGBN	1050441.0	Eagle Bancorp Inc	Financials	Regional Banks	sp600
1087	183	EGHT	1023731.0	8x8, Inc.	Information Technology	Application Software	sp600
1088	184	EGRX	827871.0	Eagle Pharmaceuticals, Inc.	Health Care	Biotechnology	sp600
1089	185	EHAB	1803737.0	Enhabit, Inc.	Health Care	Health Care Facilities	sp600
1090	186	EHTH	1333493.0	eHealth, Inc.	Financials	Insurance Brokers	sp600
1091	187	EIG	1379041.0	Employers Holdings, Inc.	Financials	Property & Casualty Insurance	sp600
1092	188	ELF	1600033.0	e.l.f. Beauty, Inc.	Consumer Staples	Personal Products	sp600
1093	189	EMBC	1872789.0	Embecta Corp.	Health Care	Health Care Equipment	sp600
1094	190	ENSG	1125376.0	Ensign Group, Inc.	Health Care	Health Care Facilities	sp600
1095	191	ENTA	1177648.0	Enanta Pharmaceuticals, Inc.	Health Care	Biotechnology	sp600
1096	192	ENVA	1529864.0	Enova International, Inc.	Financials	Consumer Finance	sp600
1097	193	EPAC	6955.0	Enerpac Tool Group	Industrials	Industrial Machinery	sp600
1098	194	EPC	1096752.0	Edgewell Personal Care	Consumer Staples	Household Products	sp600
1099	195	EPRT	1728951.0	Essential Properties Realty Trust, Inc.	Real Estate	Diversified REITs	sp600
1100	196	ESE	866706.0	ESCO Technologies Inc.	Industrials	Industrial Machinery	sp600
1101	197	ETD	896156.0	Ethan Allen Interiors Inc.	Consumer Discretionary	Home Furnishings	sp600
1102	198	EVTC	1559865.0	EVERTEC, Inc.	Information Technology	Data Processing & Outsourced Services	sp600
1103	199	EXLS	1297989.0	ExlService Holdings, Inc.	Information Technology	Data Processing & Outsourced Services	sp600
1104	200	EXPO	851520.0	Exponent, Inc.	Industrials	Research & Consulting Services	sp600
1105	201	EXTR	1078271.0	Extreme Networks, Inc.	Information Technology	Communications Equipment	sp600
1106	202	EYE	1710155.0	National Vision Holdings	Consumer Discretionary	Specialty Stores	sp600
1107	203	EZPW	876523.0	EZCORP, Inc.	Financials	Consumer Finance	sp600
1108	204	FARO	917491.0	FARO Technologies, Inc.	Information Technology	Electronic Equipment & Instruments	sp600
1109	205	FBC	1033012.0	Flagstar Bancorp, Inc.	Financials	Thrifts & Mortgage Finance	sp600
1110	206	FBK	1649749.0	FB Financial Corp.	Financials	Regional Banks	sp600
1111	207	FBNC	811589.0	First Bancorp (Southern Pines NC)	Financials	Regional Banks	sp600
1112	208	FBP	1057706.0	First BanCorp (Puerto Rico)	Financials	Regional Banks	sp600
1113	209	FBRT	1562528.0	Franklin BSP Realty Trust, Inc.	Real Estate	Mortgage REITs	sp600
1114	210	FCF	712537.0	First Commonwealth Financial Corp.	Financials	Regional Banks	sp600
1115	211	FCPT	1650132.0	Four Corners Property Trust, Inc.	Real Estate	Specialized REITs	sp600
1116	212	FDP	1047340.0	Fresh Del Monte Produce, Inc.	Consumer Staples	Packaged Foods & Meats	sp600
1117	213	FELE	38725.0	Franklin Electric Co., Inc.	Industrials	Industrial Machinery	sp600
1118	214	FF	1337298.0	FutureFuel Corp.	Materials	Specialty Chemicals	sp600
1119	215	FFBC	708955.0	First Financial Bancorp.	Financials	Regional Banks	sp600
1120	216	FHB	36377.0	First Hawaiian, Inc.	Financials	Regional Banks	sp600
1121	217	FIX	1035983.0	Comfort Systems USA, Inc.	Industrials	Construction & Engineering	sp600
1122	218	FIZZ	69891.0	National Beverage Corp.	Consumer Staples	Soft Drinks	sp600
1123	219	FLGT	1674930.0	Fulgent Genetics, Inc.	Health Care	Health Care Services	sp600
1124	220	FN	1408710.0	Fabrinet	Information Technology	Electronic Manufacturing Services	sp600
1125	221	FORM	1039399.0	FormFactor, Inc.	Information Technology	Semiconductor Equipment	sp600
1126	222	FORR	1023313.0	Forrester Research, Inc.	Industrials	Research & Consulting Services	sp600
1127	223	FOSL	883569.0	Fossil Group, Inc.	Consumer Discretionary	Apparel, Accessories & Luxury Goods	sp600
1128	224	FSP	1031316.0	Franklin Street Properties Corp.	Real Estate	Office REITs	sp600
1129	225	FSS	277509.0	Federal Signal Corporation	Industrials	Construction Machinery & Heavy Trucks	sp600
1130	226	FTDR	1727263.0	Frontdoor, Inc.	Consumer Discretionary	Specialized Consumer Services	sp600
1131	227	FUL	39368.0	H.B. Fuller Company	Materials	Specialty Chemicals	sp600
1132	228	FWRD	912728.0	Forward Air Corp.	Industrials	Air Freight & Logistics	sp600
1133	229	GBX	923120.0	The Greenbrier Companies, Inc.	Industrials	Construction Machinery & Heavy Trucks	sp600
1134	230	GCI	1579684.0	Gannett Co., Inc.	Consumer Discretionary	Publishing	sp600
1135	231	GCO	18498.0	Genesco, Inc.	Consumer Discretionary	Apparel Retail	sp600
1136	232	GCP	1644440.0	GCP Applied Technologies, Inc.	Materials	Diversified Chemicals	sp600
1137	233	GDEN	1071255.0	Golden Entertainment	Consumer Discretionary	Casinos & Gaming	sp600
1138	234	GDOT	1386278.0	Green Dot Corporation	Financials	Consumer Finance	sp600
1139	235	GEO	923796.0	GEO Group, Inc.	Real Estate	Specialized REITs	sp600
1140	236	GES	912463.0	Guess, Inc.	Consumer Discretionary	Apparel Retail	sp600
1141	237	GFF	50725.0	Griffon Corporation	Industrials	Building Products	sp600
1142	238	GIII	821002.0	G-III Apparel Group, Ltd.	Consumer Discretionary	Apparel, Accessories & Luxury Goods	sp600
1143	239	GKOS	1192448.0	Glaukos Corp.	Health Care	Health Care Equipment	sp600
1144	240	GLT	41719.0	Glatfelter Corp.	Materials	Paper Products	sp600
1145	241	GMS	1600438.0	GMS, Inc.	Industrials	Building Products	sp600
1146	242	GNL	1526113.0	Global Net Lease, Inc.	Real Estate	Diversified REITs	sp600
1147	243	GNW	1276520.0	Genworth Financial, Inc.	Financials	Multi-line Insurance	sp600
1148	244	GOGO	1537054.0	Gogo, Inc.	Communication Services	Wireless Telecommunication Services	sp600
1149	245	GPI	1031203.0	Group 1 Automotive, Inc.	Consumer Discretionary	Automotive Retail	sp600
1150	246	GPMT	1703644.0	Granite Point Mortgage Trust, Inc.	Financials	Mortgage REITs	sp600
1151	247	GPRE	1309402.0	Green Plains, Inc.	Energy	Oil & Gas Refining & Marketing	sp600
1152	248	GRBK	1373670.0	Green Brick Partners, Inc.	Consumer Discretionary	Homebuilding	sp600
1153	249	GTY	1052752.0	Getty Realty Corp.	Real Estate	Retail REITs	sp600
1154	250	GVA	861459.0	Granite Construction, Inc.	Industrials	Construction & Engineering	sp600
1155	251	HA	1172222.0	Hawaiian Holdings, Inc.	Industrials	Airlines	sp600
1156	252	HAFC	1109242.0	Hanmi Financial Corporation	Financials	Regional Banks	sp600
1157	253	HAYN	858655.0	Haynes International, Inc.	Materials	Steel	sp600
1158	254	HCC	1691303.0	Warrior Met Coal, Inc.	Materials	Diversified Metals & Mining	sp600
1159	255	HCI	1400810.0	HCI Group, Inc.	Financials	Property & Casualty Insurance	sp600
1160	256	HCSG	731012.0	Healthcare Services Group, Inc.	Real Estate	Health Care REITs	sp600
1161	257	HFWA	1046025.0	Heritage Financial Corporation	Health Care	Regional Banks	sp600
1162	258	HI	1417398.0	Hillenbrand, Inc.	Industrials	Industrial Machinery	sp600
1163	259	HIBB	1017480.0	Hibbett Sports, Inc.	Consumer Discretionary	Specialty Stores	sp600
1164	260	HLIT	851310.0	Harmonic Inc.	Information Technology	Communications Equipment	sp600
1165	261	HLX	866829.0	Helix Energy Solutions Group, Inc.	Energy	Oil & Gas Equipment & Services	sp600
1166	262	HMN	850141.0	Horace Mann Educators Corporation	Financials	Multi-line Insurance	sp600
1167	263	HMST	1518715.0	HomeStreet, Inc.	Financials	Thrifts & Mortgage Finance	sp600
1168	264	HNGR	722723.0	Hanger, Inc.	Health Care	Health Care Facilities	sp600
1169	265	HNI	48287.0	HNI Corporation	Industrials	Office Services & Supplies	sp600
1170	266	HOPE	1128361.0	Hope Bancorp, Inc.	Financials	Regional Banks	sp600
1171	267	HOUS	1398987.0	Anywhere Real Estate	Real Estate	Real Estate Services	sp600
1172	268	HP	46765.0	Helmerich & Payne, Inc.	Energy	Oil & Gas Drilling	sp600
1173	269	HRMY	1802665.0	Harmony Biosciences Holdings, Inc.	Health Care	Biotechnology	sp600
1174	270	HSC	45876.0	Harsco Corp.	Industrials	Industrial Machinery	sp600
1175	271	HSII	1066605.0	Heidrick & Struggles International, Inc.	Industrials	Human Resource & Employment Services	sp600
1176	272	HSKA	1038133.0	Heska Corporation	Health Care	Health Care Equipment	sp600
1177	273	HSTM	1095565.0	HealthStream, Inc.	Health Care	Health Care Technology	sp600
1178	274	HT	1063344.0	Hersha Hospitality Trust	Real Estate	Hotel & Resort REITs	sp600
1179	275	HTH	1265131.0	Hilltop Holdings Inc.	Financials	Regional Banks	sp600
1180	276	HTLD	799233.0	Heartland Express, Inc.	Industrials	Trucking	sp600
1181	277	HUBG	940942.0	Hub Group, Inc.	Industrials	Air Freight & Logistics	sp600
1182	278	HVT	216085.0	Haverty Furniture Companies, Inc.	Consumer Discretionary	Homefurnishing Retail	sp600
1183	279	HWKN	46250.0	Hawkins, Inc.	Materials	Commodity Chemicals	sp600
1184	280	HZO	1057060.0	MarineMax, Inc.	Consumer Discretionary	Specialty Stores	sp600
1185	281	IBP	1580905.0	Installed Building Products, Inc.	Consumer Discretionary	Homebuilding	sp600
1186	282	IBTX	1564618.0	Independent Bank Group, Inc.	Financials	Regional Banks	sp600
1187	283	ICHR	1652535.0	Ichor Holdings, Ltd.	Information Technology	Semiconductor Equipment	sp600
1188	284	IDCC	1405495.0	InterDigital, Inc.	Information Technology	Communications Equipment	sp600
1189	285	IIIN	764401.0	Insteel Industries, Inc.	Industrials	Building Products	sp600
1190	286	IIPR	1677576.0	Innovative Industrial Properties, Inc.	Real Estate	Industrial REITs	sp600
1191	287	ILPT	1717307.0	Industrial Logistics Properties Trust	Real Estate	Industrial REITs	sp600
1192	288	INDB	776901.0	Independent Bank Corp.	Financials	Regional Banks	sp600
1193	289	INGN	1294133.0	Inogen, Inc.	Health Care	Health Care Equipment	sp600
1194	290	INN	1497645.0	Summit Hotel Properties, Inc.	Real Estate	Hotel & Resort REITs	sp600
1195	291	INT	789460.0	World Fuel Services Corp	Energy	Oil & Gas Refining & Marketing	sp600
1196	292	INVA	1080014.0	Innoviva, Inc.	Health Care	Pharmaceuticals	sp600
1197	293	IOSP	1054905.0	Innospec, Inc.	Materials	Specialty Chemicals	sp600
1198	294	IPAR	822663.0	Inter Parfums, Inc.	Consumer Staples	Personal Products	sp600
1199	295	IRBT	1159167.0	iRobot Corporation	Consumer Discretionary	Household Appliances	sp600
1200	296	IRWD	1446847.0	Ironwood Pharmaceuticals, Inc.	Health Care	Pharmaceuticals	sp600
1201	297	ITGR	1114483.0	Integer Holdings Corporation	Health Care	Health Care Equipment	sp600
1202	298	ITRI	780571.0	Itron, Inc.	Information Technology	Electronic Equipment & Instruments	sp600
1203	299	ITOS	1808865.0	iTeos Therapeutics, Inc.	Health Care	Biotechnology	sp600
1204	300	IVR	1437071.0	Invesco Mortgage Capital, Inc.	Real Estate	Mortgage REITs	sp600
1205	301	JACK	807882.0	Jack in the Box	Consumer Discretionary	Restaurants	sp600
1206	302	JBSS	880117.0	John B. Sanfilippo & Son, Inc.	Consumer Staples	Packaged Foods & Meats	sp600
1207	303	JBT	1433660.0	John Bean Technologies Corporation	Industrials	Industrial Machinery	sp600
1208	304	JJSF	785956.0	J&J Snack Foods Corp.	Consumer Staples	Packaged Foods & Meats	sp600
1209	305	JOE	745308.0	St. Joe Company	Real Estate	Real Estate Development	sp600
1210	306	JRVR	1620459.0	James River Group Holdings, Ltd.	Financials	Property & Casualty Insurance	sp600
1211	307	JYNT	1612630.0	The Joint Corp.	Health Care	Health Care Facilities	sp600
1212	308	KALU	811596.0	Kaiser Aluminum Corporation	Materials	Aluminum	sp600
1213	309	KAMN	54381.0	Kaman Corporation	Industrials	Trading Companies & Distributors	sp600
1214	310	KAR	1395942.0	KAR Auction Services	Industrials	Diversified Support Services	sp600
1215	311	KELYA	55135.0	Kelly Services, Inc.	Industrials	Human Resource & Employment Services	sp600
1216	312	KFY	56679.0	Korn/Ferry International	Industrials	Human Resource & Employment Services	sp600
1217	313	KLIC	56978.0	Kulicke and Soffa Industries, Inc.	Information Technology	Semiconductor Equipment	sp600
1218	314	KN	1587523.0	Knowles Corporation	Information Technology	Electronic Components	sp600
1219	315	KOP	1315257.0	Koppers Holdings, Inc.	Materials	Commodity Chemicals	sp600
1220	316	KREF	1631596.0	KKR Real Estate Finance Trust, Inc.	Financials	Mortgage REITs	sp600
1221	317	KTB	1760965.0	Kontoor Brands	Consumer Discretionary	Apparel, Accessories & Luxury Goods	sp600
1222	318	KWR	81362.0	Quaker Chemical Corporation	Materials	Specialty Chemicals	sp600
1223	319	LCII	763744.0	LCI Industries	Consumer Discretionary	Auto Parts & Equipment	sp600
1224	320	LGIH	1580670.0	LGI Homes	Consumer Discretionary	Homebuilding	sp600
1225	321	LGND	886163.0	Ligand Pharmaceuticals, Inc.	Health Care	Biotechnology	sp600
1226	322	LKFN	721994.0	Lakeland Financial	Financials	Diversified Banks	sp600
1227	323	LL	1396033.0	LL Flooring	Consumer Discretionary	Home Improvement Retail	sp600
1228	324	LMAT	1158895.0	LeMaitre Vascular	Health Care	Health Care Equipment	sp600
1229	325	LNN	836157.0	Lindsay Corporation	Materials	Agricultural & Farm Machinery	sp600
1230	326	LNTH	1521036.0	Lantheus Holdings, Inc.	Health Care	Health Care Supplies	sp600
1231	327	LOCO	1606366.0	El Pollo Loco Holdings, Inc.	Consumer Discretionary	Restaurants	sp600
1232	328	LPG	1596993.0	Dorian LPG Ltd.	Energy	Oil & Gas Storage & Transportation	sp600
1233	329	LPI	1528129.0	Laredo Petroleum, Inc.	Energy	Oil & Gas Exploration & Production	sp600
1234	330	LPSN	1102993.0	LivePerson, Inc.	Financials	Application Software	sp600
1235	331	LQDT	1235468.0	Liquidity Services, Inc.	Consumer Discretionary	Specialized Consumer Services	sp600
1236	332	LRN	1157408.0	Stride, Inc.	Consumer Discretionary	Education Services	sp600
1237	333	LTC	887905.0	LTC Properties, Inc.	Real Estate	Health Care REITs	sp600
1238	334	LTHM	1742924.0	Livent Corp.	Materials	Diversified Chemicals	sp600
1239	335	LXP	910108.0	Lexington Realty Trust	Real Estate	Diversified REITs	sp600
1240	336	LZB	57131.0	La-Z-Boy, Inc.	Consumer Discretionary	Home Furnishings	sp600
1241	337	MANT	892537.0	ManTech International Corporation	Industrials	Diversified Support Services	sp600
1242	338	MATW	63296.0	Matthews International Corporation	Industrials	Diversified Support Services	sp600
1243	339	MATX	3453.0	Matson, Inc.	Industrials	Marine	sp600
1244	340	MCRI	907242.0	Monarch Casino & Resort, Inc.	Consumer Discretionary	Casinos & Gaming	sp600
1245	341	MCS	62234.0	The Marcus Corporation	Consumer Discretionary	Movies & Entertainment	sp600
1246	342	MD	893949.0	Mednax	Health Care	Health Care Services	sp600
1247	343	MDC	773141.0	M.D.C. Holdings, Inc.	Consumer Discretionary	Homebuilding	sp600
1248	344	MDRX	1124804.0	Allscripts Healthcare Solutions, Inc.	Health Care	Health Care Technology	sp600
1249	345	MED	910329.0	Medifast, Inc.	Consumer Staples	Personal Products	sp600
1250	346	MEI	65270.0	Methode Electronics, Inc.	Information Technology	Electronic Manufacturing Services	sp600
1251	347	MERC	1333274.0	Mercer International, Inc.	Materials	Forest Products	sp600
1252	348	MGPI	835011.0	MGP Ingredients, Inc.	Consumer Staples	Distillers & Vintners	sp600
1253	349	MHO	799292.0	M/I Homes, Inc.	Consumer Discretionary	Homebuilding	sp600
1254	350	MLAB	724004.0	Mesa Laboratories Inc	Health Care	Health Care Equipment	sp600
1255	351	MLI	89439.0	Mueller Industries, Inc.	Industrials	Industrial Machinery	sp600
1256	352	MMI	1578732.0	Marcus & Millichap, Inc.	Real Estate	Real Estate Services	sp600
1257	353	MMSI	856982.0	Merit Medical Systems, Inc.	Health Care	Health Care Supplies	sp600
1258	354	MNRO	876427.0	Monro, Inc.	Consumer Discretionary	Automotive Retail	sp600
1259	355	MODV	1220754.0	Modivcare, Inc.	Health Care	Health Care Facilities	sp600
1260	356	MOG.A	67887.0	Moog Inc.	Industrials	Aerospace & Defense	sp600
1261	357	MOV	72573.0	Movado Group, Inc.	Consumer Discretionary	Apparel, Accessories & Luxury Goods	sp600
1262	358	MPAA	918251.0	Motorcar Parts of America, Inc.	Consumer Discretionary	Auto Parts & Equipment	sp600
1263	359	MRTN	799167.0	Marten Transport Ltd	Industrials	Trucking	sp600
1264	360	MSEX	66004.0	Middlesex Water Company	Utilities	Water Utilities	sp600
1265	361	MTH	833079.0	Meritage Homes Corporation	Consumer Discretionary	Homebuilding	sp600
1266	362	MTRN	1104657.0	Materion Corp.	Materials	Diversified Metals & Mining	sp600
1267	363	MXL	1288469.0	MaxLinear, Inc.	Information Technology	Semiconductors	sp600
1268	364	MYE	69488.0	Myers Industries, Inc.	Materials	Metal & Glass Containers	sp600
1269	365	MYGN	899923.0	Myriad Genetics, Inc.	Health Care	Biotechnology	sp600
1270	366	MYRG	700923.0	MYR Group, Inc.	Industrials	Construction & Engineering	sp600
1271	367	NBHC	1475841.0	National Bank Holdings Corporation	Financials	Regional Banks	sp600
1272	368	NBR	1163739.0	Nabors Industries, Ltd.	Energy	Oil & Gas Drilling	sp600
1273	369	NBTB	790359.0	NBT Bancorp, Inc.	Financials	Regional Banks	sp600
1274	370	NEO	1077183.0	NeoGenomics Laboratories, Inc.	Health Care	Health Care Services	sp600
1275	371	NFBK	1493225.0	Northfield Bancorp, Inc. (Staten Island, NY)	Financials	Thrifts & Mortgage Finance	sp600
1276	372	NKTR	906709.0	Nektar Therapeutics	Health Care	Biotechnology	sp600
1277	373	NMIH	1547903.0	NMI Holdings, Inc.	Financials	Thrifts & Mortgage Finance	sp600
1278	374	NPK	80172.0	National Presto Industries, Inc.	Industrials	Aerospace & Defense	sp600
1279	375	NPO	1164863.0	EnPro Industries, Inc.	Industrials	Industrial Machinery	sp600
1280	376	NSIT	932696.0	Insight Enterprises, Inc.	Industrials	Technology Distributors	sp600
1281	377	NTCT	1078075.0	NETSCOUT Systems, Inc.	Information Technology	Communications Equipment	sp600
1282	378	NTGR	1122904.0	Netgear, Inc.	Information Technology	Communications Equipment	sp600
1283	379	NVEE	1532961.0	NV5 Global	Industrials	Construction & Engineering	sp600
1284	380	NWBI	1471265.0	Northwest Bancshares, Inc.	Financials	Thrifts & Mortgage Finance	sp600
1285	381	NWN	1733998.0	NW Natural	Utilities	Gas Utilities	sp600
1286	382	NX	1423221.0	Quanex Building Products Corporation	Industrials	Building Products	sp600
1287	383	NXGN	708818.0	NextGen Healthcare, Inc.	Health Care	Health Care Technology	sp600
1288	384	NXRT	1620393.0	NexPoint Residential Trust, Inc.	Real Estate	Residential REITs	sp600
1289	385	NYMT	1273685.0	New York Mortgage Trust, Inc.	Real Estate	Mortgage REITs	sp600
1290	386	ODP	800240.0	The ODP Corporation	Consumer Discretionary	Specialty Stores	sp600
1291	387	OFG	1030469.0	OFG Bancorp	Financials	Regional Banks	sp600
1292	388	OFIX	884624.0	Orthofix Medical, Inc.	Health Care	Health Care Equipment	sp600
1293	389	OI	812074.0	O-I Glass, Inc.	Materials	Metal & Glass Containers	sp600
1294	390	OII	73756.0	Oceaneering International, Inc.	Energy	Oil & Gas Equipment & Services	sp600
1295	391	OIS	1121484.0	Oil States International, Inc.	Energy	Oil & Gas Equipment & Services	sp600
1296	392	OMI	75252.0	Owens & Minor, Inc.	Health Care	Health Care Distributors	sp600
1297	393	ONL	1873923.0	Orion Office REIT, Inc.	Real Estate	Office REITs	sp600
1298	394	ONTO	704532.0	Onto Innovation, Inc.	Information Technology	Semiconductor Equipment	sp600
1299	395	OPI	1456772.0	Office Properties Income Trust	Real Estate	Office REITs	sp600
1300	396	OPRX	1448431.0	OptimizeRx Corp.	Health Care	Health Care Technology	sp600
1301	397	ORGO	1661181.0	Organogenesis Holdings Inc.	Health Care	Biotechnology	sp600
1302	398	OSIS	1039065.0	OSI Systems, Inc.	Information Technology	Electronic Equipment & Instruments	sp600
1303	399	OSPN	1044777.0	OneSpan, Inc.	Information Technology	Systems Software	sp600
1304	400	OSUR	1116463.0	OraSure Technologies, Inc.	Health Care	Health Care Supplies	sp600
1305	401	OXM	75288.0	Oxford Industries, Inc.	Consumer Discretionary	Apparel, Accessories & Luxury Goods	sp600
1306	402	PAHC	1069899.0	Phibro Animal Health	Health Care	Pharmaceuticals	sp600
1307	403	PARR	821483.0	Par Pacific Holdings, Inc.	Energy	Oil & Gas Refining & Marketing	sp600
1308	404	PATK	76605.0	Patrick Industries, Inc.	Consumer Discretionary	Auto Parts & Equipment	sp600
1309	405	PBF	1534504.0	PBF Energy, Inc.	Energy	Oil & Gas Refining & Marketing	sp600
1310	406	PBH	1295947.0	Prestige Consumer Healthcare	Health Care	Pharmaceuticals	sp600
1311	407	PBI	78814.0	Pitney Bowes, Inc.	Industrials	Office Services & Supplies	sp600
1312	408	PCRX	1396814.0	Pacira BioSciences, Inc.	Health Care	Pharmaceuticals	sp600
1313	409	PDFS	1120914.0	PDF Solutions, Inc.	Information Technology	Semiconductor Equipment	sp600
1314	410	PETS	1040130.0	PetMed Express, Inc.	Consumer Discretionary	Internet & Direct Marketing Retail	sp600
1315	411	PFBC	1492165.0	Preferred Bank	Financials	Regional Banks	sp600
1316	412	PFS	1178970.0	Provident Financial Services, Inc.	Financials	Thrifts & Mortgage Finance	sp600
1317	413	PGTI	1354327.0	PGT Innovations, Inc.	Industrials	Building Products	sp600
1318	414	PIPR	1230245.0	Piper Sandler Companies	Financials	Investment Banking & Brokerage	sp600
1319	415	PKE	76267.0	Park Electrochemical Corp.	Industrials	Electrical Components & Equipment	sp600
1320	416	PLAB	810136.0	Photronics, Inc.	Information Technology	Semiconductor Equipment	sp600
1321	417	PLAY	1525769.0	Dave & Buster's Entertainment, Inc.	Consumer Discretionary	Restaurants	sp600
1322	418	PLCE	1041859.0	The Children's Place, Inc.	Consumer Discretionary	Apparel Retail	sp600
1323	419	PLMR	1761312.0	Palomar Holdings, Inc.	Financials	Property & Casualty Insurance	sp600
1324	420	POLY	914025.0	Plantronics, Inc.	Information Technology	Communications Equipment	sp600
1325	421	PLUS	1022408.0	ePlus, Inc.	Information Technology	Technology Distributors	sp600
1326	422	PLXS	785786.0	Plexus Corp.	Information Technology	Electronic Manufacturing Services	sp600
1327	423	PMT	1464423.0	PennyMac Mortgage Investment Trust	Real Estate	Mortgage REITs	sp600
1328	424	PNTG	1766400.0	Pennant Group, Inc.	Health Care	Health Care Services	sp600
1329	425	POWL	80420.0	Powell Industries, Inc.	Industrials	Electrical Components & Equipment	sp600
1330	426	PPBI	1028918.0	Pacific Premier Bancorp, Inc.	Financials	Regional Banks	sp600
1331	427	PRA	1127703.0	ProAssurance Corporation	Financials	Property & Casualty Insurance	sp600
1332	428	PRAA	1185348.0	PRA Group, Inc.	Financials	Consumer Finance	sp600
1333	429	PRDO	1046568.0	Perdoceo Education Corp.	Consumer Discretionary	Education Services	sp600
1334	430	PRFT	1085869.0	Perficient, Inc.	Information Technology	IT Consulting & Other Services	sp600
1335	431	PRG	1808834.0	PROG Holdings, Inc.	Financials	Consumer Finance	sp600
1336	432	PRGS	876167.0	Progress Software Corporation	Information Technology	Systems Software	sp600
1337	433	PRK	805676.0	Park National Corp.	Financials	Diversified Banks	sp600
1338	434	PRLB	1443669.0	Protolabs	Industrials	Industrial Machinery	sp600
1339	435	PSMT	1041803.0	PriceSmart	Consumer Staples	Hypermarkets & Super Centers	sp600
1340	436	PTEN	889900.0	Patterson-UTI Energy, Inc.	Energy	Oil & Gas Drilling	sp600
1341	437	PUMP	1680247.0	ProPetro Holding Corp.	Energy	Oil & Gas Equipment & Services	sp600
1342	438	QNST	1117297.0	QuinStreet, Inc.	Communication Services	Interactive Media & Services	sp600
1343	439	QURE	1590560.0	uniQure N.V.	Health Care	Biotechnology	sp600
1344	440	RAMP	733269.0	LiveRamp Holdings, Inc.	Information Technology	Application Software	sp600
1345	441	RC	1527590.0	Ready Capital Corp	Financials	Mortgage REITs	sp600
1346	442	RCII	933036.0	Rent-A-Center, Inc.	Consumer Discretionary	Computer & Electronics Retail	sp600
1347	443	RCUS	1724521.0	Arcus Biosciences, Inc.	Health Care	Biotechnology	sp600
1348	444	RDNT	790526.0	RadNet, Inc.	Health Care	Health Care Services	sp600
1349	445	RES	742278.0	RPC, Inc.	Energy	Oil & Gas Equipment & Services	sp600
1350	446	REX	744187.0	REX American Resources Corporation	Energy	Oil & Gas Refining & Marketing	sp600
1351	447	REZI	1740332.0	Resideo Technologies, Inc.	Industrials	Trading Companies & Distributors	sp600
1352	448	RGNX	1590877.0	REGENXBIO Inc.	Health Care	Biotechnology	sp600
1353	449	RGP	1084765.0	Resources Connection, Inc.	Industrials	Research & Consulting Services	sp600
1354	450	RGR	95029.0	Sturm, Ruger & Company, Inc.	Consumer Discretionary	Leisure Products	sp600
1355	451	RILY	1464790.0	B. Riley Financial	Financials	Asset Management & Custody Banks	sp600
1356	452	RMAX	1581091.0	RE/MAX Holdings, Inc.	Real Estate	Real Estate Services	sp600
1357	453	RMBS	917273.0	Rambus, Inc.	Information Technology	Semiconductors	sp600
1358	454	RNST	715072.0	Renasant Corp.	Financials	Regional Banks	sp600
1359	455	ROCC	77159.0	Ranger Oil Corporation	Energy	Oil & Gas Exploration & Production	sp600
1360	456	ROCK	912562.0	Gibraltar Industries, Inc.	Industrials	Building Products	sp600
1361	457	ROG	84748.0	Rogers Corporation	Information Technology	Electronic Components	sp600
1362	458	ROIC	1407623.0	Retail Opportunity Investments Corp.	Real Estate	Retail REITs	sp600
1363	459	RPT	842183.0	Ramco-Gershenson Properties Trust	Real Estate	Retail REITs	sp600
1364	460	RUTH	1324272.0	Ruth's Hospitality Group	Consumer Discretionary	Restaurants	sp600
1365	461	RWT	930236.0	Redwood Trust, Inc.	Real Estate	Mortgage REITs	sp600
1366	462	RYAM	1597672.0	Rayonier Advanced Materials, Inc.	Materials	Specialty Chemicals	sp600
1367	463	SAFE	1688852.0	Safehold, Inc.	Real Estate	Specialized REITs	sp600
1368	464	SAFT	1172052.0	Safety Insurance Group, Inc.	Financials	Property & Casualty Insurance	sp600
1369	465	SAH	1043509.0	Sonic Automotive, Inc.	Consumer Discretionary	Automotive Retail	sp600
1370	466	SANM	897723.0	Sanmina Corporation	Information Technology	Electronic Manufacturing Services	sp600
1371	467	SBCF	730708.0	Seacoast Banking Corporation of Florida	Financials	Regional Banks	sp600
1372	468	SBH	1368458.0	Sally Beauty Holdings, Inc.	Consumer Discretionary	Specialty Stores	sp600
1373	469	SBSI	705432.0	Southside Bancshares, Inc.	Financials	Regional Banks	sp600
1374	470	SCHL	866729.0	Scholastic Corporation	Consumer Discretionary	Publishing	sp600
1375	471	SCL	94049.0	Stepan Company	Materials	Specialty Chemicals	sp600
1376	472	SCSC	918965.0	ScanSource, Inc.	Information Technology	Technology Distributors	sp600
1377	473	SCVL	895447.0	Shoe Carnival, Inc.	Consumer Discretionary	Apparel Retail	sp600
1378	474	SEM	1320414.0	Select Medical Holdings Corporation	Health Care	Health Care Facilities	sp600
1379	475	SENEA	88948.0	Seneca Foods Corporation	Consumer Staples	Packaged Foods & Meats	sp600
1380	476	SFBS	1430723.0	ServisFirst Bancshares, Inc.	Financials	Regional Banks	sp600
1381	477	SFNC	90498.0	Simmons First National Corporation	Financials	Regional Banks	sp600
1382	478	SGH	1616533.0	SMART Global Holdings, Inc.	Information Technology	Semiconductors	sp600
1383	479	SHAK	1620533.0	Shake Shack, Inc.	Consumer Discretionary	Restaurants	sp600
1384	480	SHEN	354963.0	Shenandoah Telecommunications Co	Communication Services	Wireless Telecommunication Services	sp600
1385	481	SHO	1295810.0	Sunstone Hotel Investors, Inc.	Real Estate	Hotel & Resort REITs	sp600
1386	482	SHOO	913241.0	Steven Madden, Ltd.	Consumer Discretionary	Footwear	sp600
1387	483	SIG	832988.0	Signet Jewelers	Consumer Discretionary	Specialty Stores	sp600
1388	484	SITC	894315.0	SITE Centers Corp.	Real Estate	Retail REITs	sp600
1389	485	SIX	701374.0	Six Flags	Consumer Discretionary	Leisure Facilities	sp600
1390	486	SJI	91928.0	South Jersey Industries, Inc.	Utilities	Gas Utilities	sp600
1391	487	SKT	899715.0	Tanger Factory Outlet Centers, Inc.	Real Estate	Retail REITs	sp600
1392	488	SKYW	793733.0	SkyWest, Inc.	Industrials	Airlines	sp600
1393	489	SLCA	1524741.0	U.S. Silica Holdings, Inc.	Energy	Oil & Gas Equipment & Services	sp600
1394	490	SLP	1023459.0	Simulations Plus, Inc.	Health Care	Health Care Technology	sp600
1395	491	SLQT	1794783.0	SelectQuote, Inc.	Financials	Insurance Brokers	sp600
1396	492	SLVM	1856485.0	Sylvamo Corp.	Materials	Paper Products	sp600
1397	493	SM	893538.0	SM Energy Company	Energy	Oil & Gas Exploration & Production	sp600
1398	494	SMP	93389.0	Standard Motor Products, Inc.	Consumer Discretionary	Auto Parts & Equipment	sp600
1399	495	SMPL	1702744.0	Simply Good Foods Company	Consumer Staples	Packaged Foods & Meats	sp600
1400	496	SNBR	827187.0	Sleep Number Corporation	Consumer Discretionary	Homefurnishing Retail	sp600
1401	497	SNCY	1743907.0	Sun Country Airlines	Industrials	Airlines	sp600
1402	498	SNEX	913760.0	StoneX Group Inc.	Financials	Investment Banking & Brokerage	sp600
1403	499	SONO	1314727.0	Sonos, Inc.	Consumer Discretionary	Consumer Electronics	sp600
1404	500	SPNT	1576018.0	Third Point Reinsurance Ltd.	Financials	Reinsurance	sp600
1405	501	SPSC	1092699.0	SPS Commerce, Inc.	Information Technology	Application Software	sp600
1406	502	SPTN	877422.0	SpartanNash Company	Consumer Staples	Food Distributors	sp600
1407	503	SPXC	88205.0	SPX Corporation	Industrials	Industrial Machinery	sp600
1408	504	SRDX	924717.0	Surmodics, Inc.	Health Care	Health Care Equipment	sp600
1409	505	SSP	832428.0	The E.W. Scripps Company	Consumer Discretionary	Broadcasting	sp600
1410	506	SSTK	1549346.0	Shutterstock, Inc.	Consumer Discretionary	Specialized Consumer Services	sp600
1411	507	STAR	1095651.0	iStar, Inc.	Real Estate	Diversified REITs	sp600
1412	508	STBA	719220.0	S&T Bancorp, Inc.	Financials	Regional Banks	sp600
1413	509	STC	94344.0	Stewart Information Services Corporation	Financials	Property & Casualty Insurance	sp600
1414	510	STRA	1013934.0	Strategic Education, Inc.	Consumer Discretionary	Education Services	sp600
1415	511	SUPN	1356576.0	Supernus Pharmaceuticals, Inc.	Health Care	Pharmaceuticals	sp600
1416	512	SVC	945394.0	Service Properties Trust	Real Estate	Specialized REITs	sp600
1417	513	SWM	1000623.0	Schweitzer-Mauduit International, Inc.	Materials	Paper Products	sp600
1418	514	SXC	1514705.0	SunCoke Energy, Inc.	Materials	Steel	sp600
1419	515	SXI	310354.0	Standex International Corporation	Industrials	Industrial Machinery	sp600
1420	516	TALO	1724965.0	Talos Energy, Inc.	Energy	Oil & Gas Exploration & Production	sp600
1421	517	TBBK	1295401.0	The Bancorp, Inc.	Financials	Regional Banks	sp600
1422	518	TBI	768899.0	TrueBlue, Inc.	Industrials	Human Resource & Employment Services	sp600
1423	519	TBK	1539638.0	Triumph Bancorp, Inc.	Financials	Regional Banks	sp600
1424	520	TDS	1051512.0	Telephone and Data Systems, Inc.	Communication Services	Integrated Telecommunication Services	sp600
1425	521	TG	850429.0	Tredegar Corporation	Materials	Commodity Chemicals	sp600
1426	522	TGI	1021162.0	Triumph Group, Inc.	Industrials	Aerospace & Defense	sp600
1427	523	THRM	903129.0	Gentherm Incorporated	Consumer Discretionary	Auto Parts & Equipment	sp600
1428	524	THRY	1556739.0	Thryv Holdings, Inc.	Communication Services	Interactive Media & Services	sp600
1429	525	THS	1320695.0	TreeHouse Foods, Inc.	Consumer Staples	Packaged Foods & Meats	sp600
1430	526	TILE	715787.0	Interface, Inc.	Industrials	Office Services & Supplies	sp600
1431	527	TMP	1005817.0	Tompkins Financial Corporation	Financials	Regional Banks	sp600
1432	528	TMST	1598428.0	TimkenSteel Corporation	Materials	Steel	sp600
1433	529	TNC	97134.0	Tennant Company	Industrials	Industrial Machinery	sp600
1434	530	TPH	1561680.0	Tri Pointe Homes, Inc.	Consumer Discretionary	Homebuilding	sp600
1435	531	TR	98677.0	Tootsie Roll Industries, Inc.	Consumer Staples	Packaged Foods & Meats	sp600
1436	532	TREE	1434621.0	LendingTree	Financials	Thrifts & Mortgage Finance	sp600
1437	533	TRMK	36146.0	Trustmark Corp.	Financials	Regional Banks	sp600
1438	534	TRN	99780.0	Trinity Industries, Inc.	Industrials	Construction Machinery & Heavy Trucks	sp600
1439	535	TRST	357301.0	TrustCo Bank Corp NY	Financials	Thrifts & Mortgage Finance	sp600
1440	536	TRUP	1371285.0	Trupanion	Financials	Life & Health Insurance	sp600
1441	537	TSE	1519061.0	Trinseo	Materials	Specialty Chemicals	sp600
1442	538	TTEC	1013880.0	TTEC Holdings, Inc.	Information Technology	Data Processing & Outsourced Services	sp600
1443	539	TTGT	1293282.0	TechTarget	Communication Services	Interactive Media & Services	sp600
1444	540	TTMI	1116942.0	TTM Technologies, Inc.	Information Technology	Electronic Manufacturing Services	sp600
1445	541	TUP	1008654.0	Tupperware Brands Corp.	Consumer Discretionary	Housewares & Specialties	sp600
1446	542	TWI	899751.0	Titan International, Inc.	Materials	Agricultural & Farm Machinery	sp600
1447	543	TWNK	1644406.0	Hostess Brands	Consumer Staples	Packaged Foods & Meats	sp600
1448	544	TWO	1465740.0	Two Harbors Investment Corp.	Financials	Mortgage REITs	sp600
1449	545	UBA	1029800.0	Urstadt Biddle Properties, Inc.	Real Estate	Retail REITs	sp600
1450	546	UCBI	857855.0	United Community Banks, Inc.	Financials	Regional Banks	sp600
1451	547	UCTT	1275014.0	Ultra Clean Holdings, Inc.	Information Technology	Semiconductor Equipment	sp600
1452	548	UE	1611547.0	Urban Edge Properties	Real Estate	Retail REITs	sp600
1453	549	UEIC	101984.0	Universal Electronics Inc.	Consumer Discretionary	Consumer Electronics	sp600
1454	550	UFCS	101199.0	United Fire Group, Inc.	Financials	Property & Casualty Insurance	sp600
1455	551	UFI	100726.0	Unifi, Inc.	Consumer Discretionary	Textiles	sp600
1456	552	UFPI	912767.0	Universal Forest Products, Inc.	Industrials	Building Products	sp600
1457	553	UHT	798783.0	Universal Health Realty Income Trust	Real Estate	Health Care REITs	sp600
1458	554	UIS	746838.0	Unisys Corp.	Information Technology	IT Consulting & Other Services	sp600
1459	555	UNF	717954.0	UniFirst Corporation	Industrials	Diversified Support Services	sp600
1460	556	UNFI	1020859.0	United Natural Foods Inc	Consumer Staples	Food Retail	sp600
1461	557	UNIT	1620280.0	Uniti Group	Real Estate	Specialized REITs	sp600
1462	558	URBN	912615.0	Urban Outfitters, Inc.	Consumer Discretionary	Apparel Retail	sp600
1463	559	USNA	896264.0	Usana Health Sciences, Inc.	Consumer Staples	Packaged Foods & Meats	sp600
1464	560	USPH	885978.0	U.S. Physical Therapy, Inc.	Health Care	Health Care Facilities	sp600
1465	561	UTL	755001.0	Unitil Corporation	Utilities	Electric Utilities	sp600
1466	562	UVE	891166.0	Universal Insurance Holdings, Inc.	Financials	Property & Casualty Insurance	sp600
1467	563	UVV	102037.0	Universal Corporation	Consumer Staples	Tobacco	sp600
1468	564	VBTX	1501570.0	Veritex Holdings, Inc.	Financials	Regional Banks	sp600
1469	565	VCEL	887359.0	Vericel	Health Care	Biotechnology	sp600
1470	566	VECO	103145.0	Veeco Instruments Inc.	Information Technology	Semiconductor Equipment	sp600
1471	567	VGR	59440.0	Vector Group	Consumer Staples	Tobacco	sp600
1472	568	VIAV	912093.0	VIAVI Solutions	Information Technology	Communications Equipment	sp600
1473	569	VIR	1706431.0	Vir Biotechnology, Inc.	Health Care	Biotechnology	sp600
1474	570	VIVO	794172.0	Meridian Bioscience, Inc.	Health Care	Health Care Supplies	sp600
1475	571	VNDA	1347178.0	Vanda Pharmaceuticals Inc.	Health Care	Pharmaceuticals	sp600
1476	572	VRE	924901.0	Veris Residential, Inc.	Real Estate	Office REITs	sp600
1477	573	VREX	1681622.0	Varex Imaging Corporation	Health Care	Health Care Equipment	sp600
1478	574	VRTS	883237.0	Virtus Investment Partners, Inc.	Financials	Asset Management & Custody Banks	sp600
1479	575	VRTV	1599489.0	Veritiv Corporation	Industrials	Trading Companies & Distributors	sp600
1480	576	VSTO	1616318.0	Vista Outdoor Inc.	Consumer Discretionary	Leisure Products	sp600
1481	577	VTOL	1525221.0	Bristow Group Inc.	Energy	Oil & Gas Equipment & Services	sp600
1482	578	VVI	884219.0	Viad Corp	Industrials	Diversified Support Services	sp600
1483	579	WABC	311094.0	Westamerica Bancorporation	Financials	Regional Banks	sp600
1484	580	WD	1497770.0	Walker & Dunlop, Inc.	Financials	Thrifts & Mortgage Finance	sp600
1485	581	WDFC	105132.0	WD-40 Company	Consumer Staples	Household Products	sp600
1486	582	WETF	880631.0	WisdomTree Investments, Inc.	Financials	Asset Management & Custody Banks	sp600
1487	583	WGO	107687.0	Winnebago Industries, Inc.	Consumer Discretionary	Automobile Manufacturers	sp600
1488	584	WIRE	850460.0	Encore Wire Corporation	Industrials	Electrical Components & Equipment	sp600
1489	585	WNC	879526.0	Wabash National	Industrials	Construction Machinery & Heavy Trucks	sp600
1490	586	WRE	104894.0	Washington Real Estate Investment	Real Estate	Diversified REITs	sp600
1491	587	WRLD	108385.0	World Acceptance Corporation	Financials	Consumer Finance	sp600
1492	588	WSFS	828944.0	WSFS Financial Corporation	Financials	Regional Banks	sp600
1493	589	WSR	1175535.0	Whitestone REIT	Real Estate	Retail REITs	sp600
1494	590	WW	105319.0	WW International	Consumer Discretionary	Specialized Consumer Services	sp600
1495	591	WWW	110471.0	Wolverine World Wide, Inc.	Consumer Discretionary	Footwear	sp600
1496	592	XHR	1616000.0	Xenia Hotels & Resorts, Inc.	Real Estate	Hotel & Resort REITs	sp600
1497	593	XNCR	1326732.0	Xencor Inc	Health Care	Biotechnology	sp600
1498	594	XPEL	1767258.0	XPEL, Inc.	Consumer Discretionary	Auto Parts & Equipment	sp600
1499	595	XPER	1803696.0	Xperi Holding Corp	Information Technology	Semiconductor Equipment	sp600
1500	596	YELP	1345016.0	Yelp, Inc.	Communication Services	Interactive Media & Services	sp600
1501	597	ZEUS	917470.0	Olympic Steel, Inc.	Materials	Steel	sp600
1502	598	ZIMV	1876588.0	ZimVie, Inc.	Health Care	Health Care Equipment	sp600
1503	599	ZUMZ	1318008.0	Zumiez, Inc.	Consumer Discretionary	Apparel Retail	sp600
1504	600	ZYXI	846475.0	Zynex, Inc.	Health Care	Health Care Equipment	sp600

sp1500['Sector'].value_counts().plot(kind='bar')
plt.show()

grouped= sp1500[['Sector', 'sp_index']].groupby([sp1500['Sector'], sp1500['sp_index']])
    # selecting two columns
    # groupby using the two columns

grouped[['Sector']].count().unstack()
    # count obs for each group
    # show in a unstacking way

	Sector
sp_index	sp400	sp500	sp600
Sector
Communication Services	8	26	12
Consumer Discretionary	62	58	96
Consumer Staples	19	33	28
Energy	14	21	27
Financials	61	66	102
Health Care	40	64	84
Industrials	69	73	84
Information Technology	52	74	67
Materials	27	28	36
Real Estate	32	31	57
Utilities	17	29	8

grouped= sp1500[['Industry', 'sp_index']].groupby([sp1500['Industry'], sp1500['sp_index']])
    # selecting two columns
    # groupby using the two columns

grouped[['Industry']].count().unstack().fillna(0)
    # count obs for each group
    # show in a unstacking way

	Industry
sp_index	sp400	sp500	sp600
Industry
Advertising	1.0	2.0	0.0
Aerospace & Defense	3.0	11.0	6.0
Agricultural & Farm Machinery	2.0	1.0	2.0
Agricultural Products	2.0	1.0	0.0
Air Freight & Logistics	1.0	4.0	3.0
Airlines	1.0	5.0	4.0
Alternative Carriers	1.0	1.0	1.0
Aluminum	1.0	0.0	3.0
Apparel Retail	4.0	2.0	13.0
Apparel, Accessories & Luxury Goods	6.0	5.0	5.0
Application Software	8.0	14.0	9.0
Asset Management & Custody Banks	4.0	8.0	5.0
Auto Parts & Equipment	6.0	2.0	8.0
Automobile Manufacturers	0.0	3.0	1.0
Automotive Retail	3.0	1.0	5.0
Biotechnology	6.0	7.0	20.0
Brewers	1.0	1.0	0.0
Broadcasting	1.0	1.0	2.0
Building Products	7.0	8.0	11.0
Cable & Satellite	1.0	3.0	0.0
Casinos & Gaming	3.0	5.0	2.0
Coal & Consumable Fuels	0.0	0.0	1.0
Commercial Printing	0.0	0.0	2.0
Commodity Chemicals	1.0	1.0	4.0
Communications Equipment	3.0	5.0	13.0
Computer & Electronics Retail	1.0	1.0	2.0
Construction & Engineering	5.0	2.0	4.0
Construction Machinery & Heavy Trucks	3.0	3.0	6.0
Construction Materials	1.0	2.0	0.0
Consumer Electronics	0.0	1.0	2.0
Consumer Finance	3.0	4.0	7.0
Copper	0.0	1.0	0.0
Data Processing & Outsourced Services	7.0	11.0	4.0
Department Stores	2.0	0.0	0.0
Distillers & Vintners	0.0	2.0	1.0
Distributors	0.0	2.0	0.0
Diversified Banks	0.0	6.0	3.0
Diversified Chemicals	4.0	1.0	2.0
Diversified Metals & Mining	1.0	0.0	3.0
Diversified REITs	1.0	0.0	8.0
Diversified Support Services	4.0	3.0	6.0
Drug Retail	0.0	1.0	0.0
Education Services	2.0	0.0	5.0
Electric Utilities	5.0	13.0	1.0
Electrical Components & Equipment	8.0	5.0	3.0
Electronic Components	4.0	3.0	2.0
Electronic Equipment & Instruments	4.0	3.0	4.0
Electronic Manufacturing Services	2.0	1.0	7.0
Environmental & Facilities Services	3.0	3.0	1.0
Fertilizers & Agricultural Chemicals	1.0	4.0	1.0
Financial Exchanges & Data	0.0	9.0	1.0
Food Distributors	1.0	1.0	3.0
Food Retail	3.0	1.0	1.0
Footwear	3.0	0.0	2.0
Forest Products	1.0	0.0	1.0
Gas Utilities	6.0	1.0	3.0
General Merchandise Stores	2.0	3.0	1.0
Gold	0.0	1.0	0.0
Health Care Distributors	1.0	6.0	1.0
Health Care Equipment	12.0	19.0	18.0
Health Care Facilities	4.0	3.0	9.0
Health Care REITs	4.0	3.0	6.0
Health Care Services	6.0	3.0	10.0
Health Care Supplies	5.0	4.0	7.0
Health Care Technology	1.0	0.0	6.0
Heavy Electrical Equipment	0.0	0.0	1.0
Home Furnishings	2.0	1.0	2.0
Home Improvement Retail	0.0	2.0	1.0
Homebuilding	4.0	4.0	9.0
Homefurnishing Retail	2.0	0.0	4.0
Hotel & Resort REITs	2.0	2.0	6.0
Hotels, Resorts & Cruise Lines	4.0	5.0	0.0
Household Appliances	1.0	1.0	1.0
Household Products	1.0	4.0	4.0
Housewares & Specialties	0.0	1.0	1.0
Human Resource & Employment Services	3.0	1.0	4.0
Hypermarkets & Super Centers	1.0	2.0	1.0
IT Consulting & Other Services	4.0	6.0	2.0
Independent Power Producers & Energy Traders	0.0	2.0	0.0
Industrial Conglomerates	1.0	4.0	0.0
Industrial Gases	0.0	2.0	0.0
Industrial Machinery	13.0	14.0	16.0
Industrial REITs	3.0	2.0	2.0
Insurance Brokers	0.0	5.0	2.0
Integrated Oil & Gas	0.0	3.0	0.0
Integrated Telecommunication Services	0.0	2.0	3.0
Interactive Home Entertainment	0.0	3.0	0.0
Interactive Media & Services	1.0	5.0	5.0
Internet & Direct Marketing Retail	0.0	5.0	1.0
Internet Services & Infrastructure	0.0	2.0	1.0
Investment Banking & Brokerage	3.0	4.0	2.0
Leisure Facilities	0.0	0.0	1.0
Leisure Products	6.0	1.0	2.0
Life & Health Insurance	4.0	5.0	2.0
Life Sciences Tools & Services	2.0	7.0	0.0
Managed Health Care	1.0	6.0	0.0
Marine	1.0	0.0	1.0
Metal & Glass Containers	3.0	1.0	2.0
Mortgage REITs	0.0	0.0	11.0
Motorcycle Manufacturers	1.0	0.0	0.0
Movies & Entertainment	1.0	6.0	2.0
Multi-Sector Holdings	2.0	1.0	0.0
Multi-Utilities	4.0	12.0	1.0
Multi-line Insurance	2.0	3.0	2.0
Office REITs	8.0	3.0	6.0
Office Services & Supplies	2.0	0.0	3.0
Oil & Gas Drilling	0.0	0.0	3.0
Oil & Gas Equipment & Services	2.0	3.0	11.0
Oil & Gas Exploration & Production	7.0	9.0	6.0
Oil & Gas Refining & Marketing	1.0	3.0	5.0
Oil & Gas Storage & Transportation	4.0	3.0	1.0
Other Diversified Financial Services	0.0	0.0	1.0
Packaged Foods & Meats	6.0	12.0	12.0
Paper Packaging	1.0	6.0	0.0
Paper Products	0.0	0.0	4.0
Personal Products	2.0	2.0	3.0
Pharmaceuticals	2.0	9.0	11.0
Precious Metals & Minerals	1.0	0.0	0.0
Property & Casualty Insurance	7.0	8.0	12.0
Publishing	2.0	2.0	2.0
Railroads	0.0	3.0	0.0
Real Estate Development	0.0	0.0	1.0
Real Estate Services	1.0	1.0	4.0
Regional Banks	28.0	12.0	44.0
Reinsurance	4.0	1.0	1.0
Renewable Electricity	1.0	0.0	0.0
Research & Consulting Services	1.0	3.0	3.0
Residential REITs	2.0	6.0	2.0
Restaurants	5.0	6.0	11.0
Retail REITs	5.0	5.0	11.0
Security & Alarm Services	1.0	0.0	0.0
Semiconductor Equipment	2.0	5.0	12.0
Semiconductors	12.0	14.0	6.0
Soft Drinks	2.0	4.0	1.0
Specialized Consumer Services	2.0	0.0	4.0
Specialized Finance	0.0	0.0	1.0
Specialized REITs	7.0	9.0	5.0
Specialty Chemicals	6.0	8.0	8.0
Specialty Stores	2.0	7.0	7.0
Steel	6.0	1.0	6.0
Systems Software	2.0	3.0	3.0
Technology Distributors	3.0	1.0	4.0
Technology Hardware, Storage & Peripherals	1.0	6.0	3.0
Textiles	0.0	0.0	1.0
Thrifts & Mortgage Finance	3.0	0.0	14.0
Tires & Rubber	1.0	0.0	0.0
Tobacco	0.0	2.0	2.0
Trading Companies & Distributors	3.0	1.0	6.0
Trucking	7.0	2.0	3.0
Water Utilities	1.0	1.0	3.0
Wireless Telecommunication Services	0.0	1.0	2.0