Normalised records

Normalised records (silver)

Each raw row is parsed into consistently formatted fields. Every change from the raw value is recorded as a data-quality flag.

Normalised rows

99,495

usable in matching

Flagged rows

99,881

99.9% carry at least one flag

Junk quarantined

505

no usable last name

Average quality score

0.75

1.00 = no corrections needed

Quality flags

What normalisation had to do, and how often. Select a flag to filter the table.

Placeholder values cleared71,257
Placeholder tokens such as NULL, N/A, UNKNOWN or "-" treated as empty
Whitespace trimmed57,061
Leading or trailing whitespace removed from one or more fields
Address re-cased56,490
Street line re-cased and punctuation removed
Street suffix standardised55,824
Street suffix standardised to USPS abbreviation (Street to St, Avenue to Ave, and so on)
Phone reformatted50,244
Phone reduced to ten digits, punctuation and leading country code removed
Name re-cased39,996
Name letter-case rewritten to Title Case and stray characters removed
Date of birth reformatted32,400
Date of birth rewritten to ISO 8601 from a source format (MM/DD/YYYY, YYYYMMDD, Mon D, YYYY)
City re-cased17,850
City re-cased to Title Case
Gender normalised16,828
Gender mapped to F or M from a longer or variant value
Email lower-cased11,635
Email lower-cased
Name split from “Last, First”9,980
First-name field held "LAST, FIRST"; the two parts were split into their own fields
State name converted to code9,084
Full state name replaced by its two-letter USPS code
ZIP+4 trimmed8,263
ZIP+4 trimmed to the five-digit ZIP
Member ID reformatted7,723
Member ID re-hyphenated and upper-cased to the UHC-#####-## pattern
ZIP missing7,146
Street address present but no ZIP supplied
Unit split from street6,994
Apartment, suite or unit designator split from street line and re-appended in standard form
Two-digit birth year6,661
Date of birth carried a two-digit year; century inferred by pivot
State code upper-cased4,010
Two-letter state code upper-cased
Plan code upper-cased3,278
Plan code upper-cased
SSN last four extracted2,817
Last four digits of SSN extracted from a longer or punctuated value
Date of birth unreadable2,274
Date of birth did not match any known format or was out of range; cleared
Phone missing area code2,021
Phone had only seven digits (no area code); cleared
Middle initial moved out of first name1,125
A single middle initial was embedded in the first-name field and moved to middle name
Date of birth missing990
Date of birth absent or a null token; left empty
No usable name (quarantined)505
No usable last name; record quarantined as junk and excluded from matching

Normalised records

Enrollment, flag “SSN last four extracted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagSSN last four extractedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-101781	ENR	Judith O Ross	1991-03-23	UHC-17764-39	2935595977	8999 Hillcrest Rd, Jacksonville, FL, 32299	0.66	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+1 more
ENR-139049	ENR	Stephen L Santos	1967-05-01	UHC-69402-86	9769974481	7119 Mountain View Dr, San Diego, CA, 92107	0.66	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+1 more
ENR-135698	ENR	Jordan Perry	1973-08-04	UHC-61889-72	8147638617	5296 Sage Ct, Los Angeles, CA, 90000	0.66	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+1 more
ENR-120478	ENR	Kathryn T Dunn	2003-01-17	UHC-91234-39	7589325966	6922 Park Pl, Denver, CO, 80261	0.66	Phone reformatted SSN last four extracted Email lower-cased Gender normalised+1 more
ENR-105381	ENR	Christopher G Williamson	2002-02-28	UHC-02046-10	5136237039	7615 Desert Sky Blvd, Charlotte, NC, 28279	0.66	Date of birth reformatted SSN last four extracted Street suffix standardised Address re-cased+1 more
ENR-129178	ENR	Judy A Spencer	1940-02-27	UHC-36174-76	8475129918	9868 Elm St, Nashville, TN, 37200	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted SSN last four extracted+1 more
ENR-109357	ENR	Michelle Burke	1952-09-06	UHC-13526-42	9072997638	4615 Ocean Ave, Las Vegas, NV, 89185	0.66	Phone reformatted SSN last four extracted City re-cased Gender normalised+1 more
ENR-136418	ENR	Abiagil Daniels	1969-05-18	UHC-73907-78	3617580033	6875 Indian School Rd, Los Angeles, CA, 90059	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted SSN last four extracted+1 more
ENR-131485	ENR	Brenda I Estrda	1997-03-20	UHC-10960-54	2516437041	2306 Union St, Scottsdale, AZ, 85248	0.66	Name re-cased Date of birth reformatted SSN last four extracted Street suffix standardised+1 more
ENR-138501	ENR	Justin M Mason	1995-11-28	—	—	2849 Grand Ave, Denver, CO, 80232	0.66	SSN last four extracted Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-140070	ENR	Gary Y Park	1978-04-18	UHC-10824-31	8102382229	2690 Ocean Ave, Tucson, AZ, 85772	0.66	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+1 more
ENR-109540	ENR	Paul B Foster	1983-02-05	UHC-62285-69	8163103032	4047 Washington St, San Antonio, TX, 78240	0.66	Date of birth reformatted Member ID reformatted SSN last four extracted Street suffix standardised+1 more
ENR-111703	ENR	Larry Q Simmons	1956-11-11	UHC-21648-82	—	277 Jefferson Ave, Houston, TX, 77069	0.66	Name split from “Last, First”Date of birth reformatted SSN last four extracted Whitespace trimmed+1 more
ENR-129010	ENR	Danielle Price	1967-09-04	UHC-96670-88	8685237340	1817 Union St, Minneapolis, MN, 55422	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted SSN last four extracted+1 more
ENR-114532	ENR	Christian B Baker	1942-09-23	UHC-60648-12	8912415763	184 Park Pl, Miami, FL, 33198	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted SSN last four extracted+1 more
ENR-100018	ENR	Sophia I Ramirez	1974-07-12	UHC-63528-88	7196681436	1154 Indian School Rd, Dallas, TX, 75285	0.66	Name split from “Last, First”Phone reformatted SSN last four extracted Email lower-cased+1 more
ENR-139739	ENR	Jesse K Flores	2008-11-16	UHC-66809-51	7519891705	—	0.66	Phone reformatted SSN last four extracted Gender normalised Whitespace trimmed+1 more
ENR-138106	ENR	Amber I Santos	1951-03-28	UHC-12608-93	4906638992	6820 Maple Ave, Chandler, AZ, 85207	0.66	SSN last four extracted Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-104294	ENR	Hannah I Menoza	—	UHC-59675-28	2909254756	7245 Baseline Rd, Chandler, AZ, 85224	0.66	Name re-cased Date of birth unreadable Phone reformatted SSN last four extracted+1 more
ENR-110091	ENR	Timothy N Dunn	2010-10-15	UHC-00270-77	4707756452	5933 Mountain View Dr, Sacramento, CA, 95855	0.66	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+1 more
ENR-111557	ENR	Janice Hicks	2003-12-05	UHC-96026-01	5553067619	5392 Ocean Ave, Austin, TX, 78754	0.66	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+1 more
ENR-139673	ENR	Noah N Hill	1946-06-04	UHC-04268-29	—	4936 Broadway, Phoenix, AZ, 85029	0.66	Name re-cased Phone missing area code SSN last four extracted Address re-cased+1 more
ENR-123836	ENR	Marilyn Richardson	1963-07-23	UHC-87657-67	8339832056	167 Broadway, Tucson, AZ, 85749	0.66	Phone reformatted SSN last four extracted City re-cased Gender normalised+1 more
ENR-121908	ENR	Jordan P Le	1945-06-25	UHC-48521-72	6045239858	1308 Spring St, Plano, TX, 75020	0.66	Name split from “Last, First”Phone reformatted SSN last four extracted City re-cased+1 more
ENR-139004	ENR	Evelyn Y Carter	2002-05-01	UHC-89393-16	2269672774	5968 Spring St, Tampa, FL, 33647	0.66	Name split from “Last, First”Phone reformatted SSN last four extracted Email lower-cased+1 more
ENR-100455	ENR	Noah I Ryan	1987-04-19	UHC-99079-19	2727872191	2398 Willow Ct, San Antonio, TX, 78256	0.66	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+1 more
ENR-124022	ENR	Jeffrey Garrett	1938-01-04	UHC-19175-98	—	1295 Sage Ct, Chandler, AZ, 85250	0.66	Date of birth reformatted SSN last four extracted Street suffix standardised Address re-cased+1 more
ENR-124021	ENR	Jeffrey Garrett	1938-01-04	UHC-19175-98	—	1295 Sage Ct, Chandler, AZ, 85250	0.66	Date of birth reformatted SSN last four extracted Street suffix standardised Address re-cased+1 more
ENR-105135	ENR	Sean Carter	1949-03-08	UHC-65097-42	7396785895	7966 Grand Ave, Tucson, AZ, 85719	0.66	Phone reformatted Member ID reformatted SSN last four extracted ZIP+4 trimmed+1 more
ENR-109350	ENR	Stephen Ortega	1981-12-09	UHC-46040-53	4724316137	6922 Meadow Ln, Gilbert, AZ, 85224	0.66	Date of birth reformatted Phone reformatted SSN last four extracted Gender normalised+1 more
ENR-118188	ENR	Kyle Peterson	1978-11-06	UHC-43052-24	8449652723	258 Valley View Dr, Chandler, AZ, 85254	0.66	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+1 more
ENR-137015	ENR	Charlotte Bowman	2001-05-08	UHC-77231-49	8248892425	1394 Main St, Tucson, AZ, 85778	0.66	Name split from “Last, First”SSN last four extracted City re-cased Whitespace trimmed+1 more
ENR-121452	ENR	Sandra H Crawford	2000-06-09	UHC-88894-29	4218584642	6612 Harbor Blvd, Houston, TX, 77024	0.66	Member ID reformatted SSN last four extracted Street suffix standardised Address re-cased+1 more
ENR-115965	ENR	Theresa Webb	2008-09-05	UHC-57113-58	5269963685	9271 Hillcrest Rd, Austin, TX, 78735	0.66	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+1 more
ENR-121902	ENR	Kyle Olson	1947-03-01	UHC-95004-65	5787238091	5525 Apache Blvd, Mesa, AZ, 85210	0.66	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+1 more
ENR-138412	ENR	Madison G Stewart	1996-03-15	UHC-52708-61	9184377277	8332 Sage Ct, San Diego, CA, 92165	0.66	SSN last four extracted Street suffix standardised Address re-cased City re-cased+1 more
ENR-133084	ENR	Victoria F Gaham	1970-12-07	UHC-64777-70	4406610192	2255 Cedar Ln, Las Vegas, NV, 89185	0.66	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+1 more
ENR-111386	ENR	Peter Sims	1987-12-08	UHC-97502-64	5742632837	4145 Lincoln Way, Chandler, AZ, 85291	0.66	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+1 more
ENR-130705	ENR	Gabriel X Bell	1976-12-08	UHC-59530-27	4772846941	7713 Market St, Tampa, FL, 33634	0.66	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+1 more
ENR-121508	ENR	Brittany N Sandoval	1986-09-12	UHC-58967-66	5693049470	7061 Bayshore Dr, Chandler, AZ, 85279	0.66	Date of birth reformatted Phone reformatted SSN last four extracted Email lower-cased+1 more
ENR-125955	ENR	Mateo N Ray	1950-10-15	UHC-92614-81	9753137911	7044 Camelback Rd, Las Vegas, NV, 89158	0.66	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+1 more
ENR-102328	ENR	Bobby Kelly	1975-04-25	UHC-98988-55	3875832552	5505 Washington St, Columbus, OH, 43298	0.66	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+1 more
ENR-129887	ENR	Brenda G Willis	1953-12-11	UHC-15928-05	8959258544	9873 Union St Apt 17, Plano, TX, 75022	0.66	Phone reformatted Member ID reformatted SSN last four extracted Unit split from street+1 more
ENR-137421	ENR	Scott Chapman	1940-07-09	UHC-40621-41	6008403734	32 Broadway, Fresno, CA, 93782	0.66	Name re-cased Phone reformatted SSN last four extracted ZIP+4 trimmed+1 more
ENR-137865	ENR	Aisha W Hudson	1969-07-28	UHC-06355-21	3515930306	7330 Sunset Blvd, Tucson, AZ, 85756	0.66	Name re-cased Phone reformatted SSN last four extracted Gender normalised+1 more
ENR-120581	ENR	Linda E Green	1970-08-10	UHC-04889-62	6077826178	8032 Valley View Dr, Los Angeles, CA, 90038	0.66	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+1 more
ENR-104851	ENR	Kathryn Wang	2007-01-19	UHC-96431-19	3275716684	7432 Mountain View Dr, Chandler, AZ, 85216	0.66	SSN last four extracted Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-134352	ENR	Charlotte Alvarado	1939-07-28	UHC-85155-59	5583365192	6652 Main St, Jacksonville, FL, 32236	0.66	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+1 more
ENR-124722	ENR	Noha D Nichols	1970-03-19	UHC-91163-81	3595648784	2195 Highland Ave, Gilbert, AZ, 85283	0.66	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+1 more
ENR-135854	ENR	Joan Gray	1973-02-15	UHC-12802-83	9429561437	8322 Ridge Rd, Columbus, OH, 43218	0.66	Name re-cased Two-digit birth year Phone reformatted SSN last four extracted+1 more

1,767 rows, page 26 of 36Previous Next