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

All sources, flag “Two-digit birth year”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagTwo-digit birth yearClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-431539	CLM	William Webb	1986-01-20	UHC-85317-53	3938443846	2004 Willow Ct, San Diego, CA, 92121	0.48	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+4 more
PRV-23044	PRV	Amber Perez	1943-10-25	UHC-24581-99	4013011768	6547 Union St, Nashville, TN, 37244	0.48	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+4 more
ENR-132607	ENR	Joan U Garcia	1956-02-10	UHC-53327-82	—	5420 Market St, Eden Prairie, MN, 55374	0.48	Two-digit birth year Phone missing area code Street suffix standardised Address re-cased+4 more
CLM-410773	CLM	Abigail Johnston	2002-06-09	UHC-13519-75	7044296787	5319 Meadow Ln, Dallas, TX	0.48	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+4 more
TPA-56994	TPA	Diane A Hunter	1963-01-01	—	8983774826	8372 Lake View Rd, Plano, TX, 75012	0.48	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
CLM-426268	CLM	Bryan Y Bradley	1987-05-12	—	2126093209	5040 Oak St Apt 38, Miami, FL, 33161	0.48	Name re-cased Two-digit birth year Phone reformatted Unit split from street+4 more
CLM-415339	CLM	Margaret N Foster	1970-07-13	—	9732494998	7591 Cedar Ln, Minneapolis, MN, 55418	0.48	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
CLM-416948	CLM	Bradley Q Sims	2006-09-04	—	7973864640	5554 Cedar Ln, Atlanta, GA, 30300	0.48	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
ENR-112310	ENR	Teresa Williamson	1981-01-26	UHC-54512-54	4142162987	2913 Lincoln Way, Dallas, TX, 75257	0.48	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
PRV-23878	PRV	Bruce Murray	1994-10-11	UHC-95825-79	2893072986	2873 Highland Ave, Minneapolis, MN, 55438	0.48	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-129741	ENR	XJunk	1993-09-06	UHC-00455-39	5858741769	592 Jefferson Ave, Charlotte, NC, 28281	0.48	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-420126	CLM	Scott Clark	1946-04-12	UHC-35459-02	5078246419	4843 Bayshore Dr, Houston, TX, 77043	0.48	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-420127	CLM	Scott Clark	1946-04-12	UHC-35459-02	5078246419	4843 Bayshore Dr, Houston, TX, 77043	0.48	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-116981	ENR	Dorothy Bishop	1975-12-12	UHC-06383-25	7744583790	8850 Mesa Dr, Houston, TX, 77040	0.48	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+4 more
PRV-27076	PRV	Karen N Harrison	1987-01-26	—	8458765434	718 Canyon Rd, Jacksonville, FL, 32207	0.48	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+4 more
PRV-25293	PRV	Beverly Romero	1963-02-22	—	6784132451	7088 Ocean Ave, Miami, FL	0.48	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
ENR-134873	ENR	Samuel W Fisher	1963-12-19	UHC-86502-09	2214006909	1226 Palm Dr, Denver, CO, 80298	0.48	Name split from “Last, First”Two-digit birth year Phone reformatted Member ID reformatted+4 more
ENR-142916	ENR	Bruce Tran	1939-06-10	UHC-11511-51	—	8766 Apache Blvd, Orlando, FL, 32876	0.48	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+4 more
ENR-120093	ENR	Tyler L Chapman	2005-02-26	UHC-17051-99	3412087504	6201 Mountain View Dr, Sacramento, CA, 95811	0.48	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+4 more
CLM-424333	CLM	Sofia Patel	2000-03-25	—	2619156113	5736 Ocean Ave Apt 15, Chandler, AZ, 85298	0.48	Name re-cased Two-digit birth year Phone reformatted Unit split from street+4 more
ENR-104451	ENR	Austin B Reid	1941-04-21	UHC-86036-53	4433651405	1361 Pine Dr, Tampa, FL, 33631	0.48	Name re-cased Two-digit birth year Phone reformatted SSN last four extracted+4 more
ENR-104450	ENR	Austin B Reid	1941-04-21	UHC-86036-53	4433651405	1361 Pine Dr, Tampa, FL, 33631	0.48	Name re-cased Two-digit birth year Phone reformatted SSN last four extracted+4 more
TPA-62249	TPA	Gary Z Burns	1984-11-19	—	7963136037	5738 Meadow Ln, Mesa, AZ, 85253	0.48	Middle initial moved out of first name Name re-cased Two-digit birth year Phone reformatted+4 more
CLM-420317	CLM	Lori Black	1953-07-21	UHC-24306-35	4089533436	4320 River Rd, Fresno, CA, 93743	0.48	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+4 more
CLM-406359	CLM	Lucia Lynch	1968-04-09	UHC-33985-39	5604861546	8941 Forest Ave, Atlanta, GA	0.48	Two-digit birth year Street suffix standardised Address re-cased City re-cased+4 more
CLM-427645	CLM	Sofia Arnold	1973-09-13	UHC-41265-38	6218378889	423 Market St, Sacramento, CA, 95843	0.48	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
ENR-130634	ENR	Mariana I Campbell	1992-06-07	UHC-52447-06	4639530818	3807 Hillcrest Rd, Seattle, WA, 98193	0.48	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-107676	ENR	Marina X Vega	1952-12-03	UHC-12595-74	4653251232	5684 Church St Apt 6, Tucson, AZ, 85749	0.48	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+4 more
ENR-142524	ENR	Beverly Carlson	1981-05-25	UHC-50578-50	3372737487	7248 Grand Ave, Austin, TX, 78747	0.48	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
CLM-405111	CLM	Terry Peterson	1964-12-22	—	5813042921	298 Desert Sky Blvd, Glendale, AZ	0.48	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
PRV-20160	PRV	Madison F Cook	1960-01-25	—	4014081478	8386 Spring St, Tucson, AZ, 85738	0.48	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+4 more
PRV-25574	PRV	Gary K Burns	1967-01-03	—	9867391788	3058 Church St, Mesa, AZ, 85212	0.48	Name split from “Last, First”Two-digit birth year Phone reformatted City re-cased+4 more
ENR-107968	ENR	Diego Q Kennedy	1976-01-23	UHC-25490-55	4373004671	4159 Valley View Dr, Eden Prairie, MN, 55397	0.48	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+4 more
ENR-127629	ENR	Christina Schmidt	1977-07-28	UHC-55081-24	4049282746	5231 Lake View Rd, Tempe, AZ, 85205	0.48	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
ENR-138160	ENR	JohnJunk	1997-05-03	UHC-54344-81	5745986144	2081 Spring St, Columbus, OH, 43296	0.48	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
ENR-127720	ENR	Dennis Park	1948-06-15	UHC-17765-89	6239833077	5191 Ocean Ave, Charlotte, NC	0.48	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
TPA-51746	TPA	Jsse Ryan	1984-11-25	—	5747534802	1048 Mesa Dr, Glendale, AZ, 85303	0.48	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
ENR-136340	ENR	Julie Y Bell	1987-02-03	UHC-17025-41	4117614121	8754 Indian School Rd, Mesa, AZ	0.48	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
ENR-102519	ENR	Charlotte Alexander	2001-07-07	UHC-58974-57	7703446462	903 Meadow Ln, Houston, TX, 77049	0.48	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
CLM-422561	CLM	Keith Foster	1973-01-10	UHC-88227-23	8466971232	3575 Oak St, Phoenix, AZ, 85043	0.48	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+4 more
ENR-103209	ENR	Keith Mills	1940-08-12	UHC-71507-37	9135190687	3588 Canyon Rd, Plano, TX	0.48	Two-digit birth year Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-126821	ENR	Jesse Thomas	1968-01-15	UHC-48971-29	3866148478	1706 Valley View Dr, Miami, FL, 33168	0.48	Two-digit birth year Phone reformatted SSN last four extracted Street suffix standardised+4 more
ENR-100284	ENR	George R Knight	1976-08-20	UHC-05781-78	4034327514	5156 Palm Dr, Gilbert, AZ	0.48	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
CLM-429453	CLM	Wayne Lucas	1983-03-12	UHC-83195-72	—	7615 Indian School Rd, Fresno, CA	0.48	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+4 more
ENR-142146	ENR	Margaret M Stone	1939-12-20	UHC-82602-39	9749293907	854 River Rd, Phoenix, AZ, 85041	0.48	Two-digit birth year Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-123326	ENR	Elizabeth Pierce	1956-05-17	UHC-85478-50	7536361557	1579 Union St, Gilbert, AZ, 85267	0.48	Two-digit birth year Phone reformatted Member ID reformatted Street suffix standardised+4 more
PRV-21414	PRV	Ahmed Vazquez	1955-08-09	UHC-66130-93	9142541272	6035 Oak St, Fresno, CA, 93723	0.48	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
CLM-426850	CLM	Kathryn Thompson	1988-02-25	UHC-66658-75	3849909239	9214 Forest Ave # 804, Minneapolis, MN, 55416	0.48	Name re-cased Two-digit birth year Phone reformatted Unit split from street+4 more
ENR-135183	ENR	Joe C Harvey	1970-03-07	UHC-23152-20	6054023698	7400 Spring St, Orlando, FL, 32890	0.48	Two-digit birth year Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-100369	ENR	Charltote M Oritz	2002-10-16	UHC-52389-49	—	7944 Canyon Rd, Columbus, OH, 43239	0.48	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+4 more

6,661 rows, page 16 of 134Previous Next