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 “Gender normalised”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagGender normalisedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-104001	ENR	Ann O Adams	1964-03-09	UHC-49487-89	9476613565	4774 Broadway, Scottsdale, AZ	0.52	Name re-cased Two-digit birth year Phone reformatted ZIP missing+2 more
CLM-432796	CLM	Stephen C Murray	1962-05-26	UHC-92761-01	8113848702	4148 Main St, Seattle, WA, 98101	0.52	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-414320	CLM	Angela E Woods	—	UHC-24555-87	—	3702 Central Ave, Los Angeles, CA, 90047	0.52	Date of birth unreadable Street suffix standardised Address re-cased Gender normalised+2 more
CLM-411939	CLM	Keith Ramirez	1954-06-19	UHC-39559-25	—	339 Broadway, Tucson, AZ, 85705	0.52	Name split from “Last, First”City re-cased State name converted to code Gender normalised+2 more
ENR-106091	ENR	Scott Q Singh	1941-06-19	UHC-63799-34	4334896845	2352 Oak St Apt 18, Nashville, TN, 37205	0.52	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+2 more
CLM-416222	CLM	Donna Edwards	2006-07-13	UHC-93006-69	3987702080	7842 Harbor Blvd, Gilbert, AZ	0.52	Name split from “Last, First”Date of birth reformatted Phone reformatted ZIP missing+2 more
CLM-415975	CLM	Megan Burton	1962-12-19	UHC-70543-77	—	—	0.52	Name split from “Last, First”Date of birth reformatted Phone missing area code Gender normalised+2 more
ENR-136187	ENR	Joyce V Chapman	2007-02-23	UHC-27758-57	3514492477	7447 Canyon Rd, Tempe, AZ, 85222	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-56516	TPA	Billy L Little	2002-08-12	—	—	5327 Canyon Rd, Columbus, OH, 43296	0.52	Name split from “Last, First”Street suffix standardised Address re-cased Email lower-cased+2 more
PRV-22066	PRV	Heather P Wagner	1991-12-14	UHC-68131-47	4473470816	4720 Canyon Rd, Miami, FL, 33174	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-421366	CLM	Nicholas Jacobs	—	UHC-63369-61	—	3122 Bayshore Dr, Sacramento, CA, 95821	0.52	Name re-cased Date of birth missing Street suffix standardised Address re-cased+2 more
ENR-108051	ENR	Donald Meyer	1987-07-10	UHC-63332-29	8529518013	5980 Washington St # 386, Columbus, OH, 43211	0.52	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
ENR-125074	ENR	Gerald Little	—	UHC-94042-51	6915941652	3476 Ocean Ave, Columbus, OH, 43297	0.52	Date of birth unreadable Street suffix standardised Address re-cased Gender normalised+2 more
PRV-21962	PRV	Judith K Daniels	1940-03-13	—	5416562075	862 Sunset Blvd, Phoenix, AZ, 85015	0.52	Middle initial moved out of first name Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-424089	CLM	Jack Franklin	1968-02-01	—	2224380255	3069 Mountain View Dr, Tampa, FL, 33640	0.52	Street suffix standardised Address re-cased State name converted to code Gender normalised+2 more
ENR-134956	ENR	Hannah Ortiz	1957-10-10	UHC-87191-37	4432852812	6790 Harbor Blvd, San Diego, CA	0.52	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-136967	ENR	Natalie P Gray	1996-11-08	UHC-64557-49	5517229746	7891 Jefferson Ave Apt 27, Seattle, WA, 98104	0.52	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-105853	ENR	Joshua Crawford	2001-05-16	UHC-10821-88	7139517989	1998 Sage Ct, Chandler, AZ, 85201	0.52	Date of birth reformatted Phone reformatted State name converted to code ZIP+4 trimmed+2 more
TPA-54181	TPA	Bradley Brown	2004-06-11	—	—	4265 Grand Ave, Houston, TX, 77064	0.52	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
ENR-139284	ENR	Michelle F Harvye	1950-05-22	UHC-63801-84	6442661684	2326 Oak St, San Antonio, TX, 78200	0.52	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-112663	ENR	Teresa Vazquez	2005-01-09	UHC-14612-71	9114296370	1235 Elm St, San Diego, CA, 92177	0.52	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
PRV-27273	PRV	Jerry Jordan	1997-06-11	UHC-64857-05	9672415441	2771 Spring St Apt 17, Tempe, AZ, 85244	0.52	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-123550	ENR	George Silva	1972-09-06	UHC-43784-68	4807252921	9064 Camelback Rd, Glendale, AZ	0.52	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-422002	CLM	Sara J Garcia	1995-02-24	—	7497694651	107 Maple Ave, Orlando, FL, 32862	0.52	Name split from “Last, First”Phone reformatted State name converted to code Gender normalised+2 more
CLM-404506	CLM	Nathan W Clark	1967-04-01	UHC-59130-67	5022298147	9074 Hillcrest Rd, Denver, CO, 80202	0.52	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-104750	ENR	Camila Montgomery	2007-10-20	UHC-03721-09	5112459395	8901 Pine Dr, Minneapolis, MN, 55432	0.52	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-424783	CLM	Carolyn Price	—	UHC-44884-39	—	524 Broadway, Nashville, TN, 37252	0.52	Date of birth unreadable Address re-cased State name converted to code Gender normalised+2 more
ENR-108903	ENR	Alan D Taylor	1964-03-06	UHC-03445-29	—	8573 Sunset Blvd, Jacksonville, FL, 32236	0.52	Street suffix standardised Address re-cased ZIP+4 trimmed Gender normalised+2 more
ENR-112901	ENR	Nicholas Harris	1967-05-19	UHC-74346-37	—	2764 Washington St, Fresno, CA, 93729	0.52	Name re-cased Phone missing area code Street suffix standardised Address re-cased+2 more
CLM-415213	CLM	Lucia L Holmes	2007-02-04	—	—	8617 Highland Ave, Glendale, AZ, 85314	0.52	Name split from “Last, First”Street suffix standardised Address re-cased Gender normalised+2 more
CLM-405793	CLM	Walter Mejia	1953-04-24	—	—	2777 Indian School Rd, Houston, TX	0.52	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+2 more
TPA-58990	TPA	Yuki Elliott	2007-03-18	—	—	6045 Oak St, Austin, TX, 78764	0.52	Name re-cased Phone missing area code State name converted to code Gender normalised+2 more
ENR-134974	ENR	Cynthia Stephns	1957-04-06	UHC-44022-07	2173893906	8209 Bayshore Dr, Atlanta, GA, 30364	0.52	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-132014	ENR	Abigail Luna	1940-11-08	UHC-74464-69	6709880589	4651 Hillcrest Rd, Jacksonville, FL	0.52	Street suffix standardised Address re-cased ZIP missing Gender normalised+2 more
CLM-429211	CLM	Ronald Henry	—	UHC-15188-94	6573050700	8751 Park Pl, Chandler, AZ	0.52	Date of birth unreadable Phone reformatted Member ID reformatted ZIP missing+2 more
TPA-63561	TPA	Virginia Simmons	1960-12-20	—	—	4459 Canyon Rd, Minneapolis, MN, 55407	0.52	Name split from “Last, First”Street suffix standardised Address re-cased Gender normalised+2 more
TPA-59842	TPA	Andrew Carr	1974-06-15	—	—	1806 Church St, Houston, TX	0.52	Street suffix standardised Address re-cased ZIP missing Gender normalised+2 more
ENR-139240	ENR	Sophia Riley	1981-12-20	UHC-88399-89	4563981142	6152 Washington St, San Diego, CA, 92173	0.52	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-58813	TPA	Terry Rodriguez	1984-06-25	—	—	7763 Mountain View Dr, Gilbert, AZ, 85264	0.52	Two-digit birth year Street suffix standardised Address re-cased Gender normalised+2 more
PRV-28328	PRV	Dennis Kelley	1978-04-18	UHC-97854-14	7932220150	3742 Meadow Ln, Chandler, AZ, 85217	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-417721	CLM	Joey V Wheeler	1991-05-12	—	—	3173 Willow Ct, Sacramento, CA, 95892	0.52	Street suffix standardised Address re-cased ZIP+4 trimmed Gender normalised+2 more
ENR-124420	ENR	Jean Wang	1965-07-21	UHC-49440-91	7958227871	2348 Elm St, Glendale, AZ, 85368	0.52	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-105600	ENR	Gabriel Russell	—	UHC-05189-61	6175884034	4477 Washington St, Columbus, OH, 43258	0.52	Name re-cased Date of birth missing Phone reformatted Street suffix standardised+2 more
CLM-403063	CLM	Angela Franklin	1956-01-13	UHC-82634-27	—	8529 Lake View Rd, Scottsdale, AZ	0.52	Street suffix standardised Address re-cased ZIP missing Gender normalised+2 more
ENR-114402	ENR	Gerald Wright	1998-09-24	UHC-16903-15	—	223 Church St, Miami, FL, 33114	0.52	Name split from “Last, First”Street suffix standardised Address re-cased Gender normalised+2 more
PRV-26229	PRV	Doris Bell	—	UHC-49343-44	6277660285	3718 Forest Ave, Nashville, TN, 37265	0.52	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+2 more
ENR-140694	ENR	Michelle Phillips	1946-10-01	UHC-44626-22	5899044752	4100 Lake View Rd Apt 37, Miami, FL, 33148	0.52	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+2 more
ENR-107535	ENR	Randy Franklin	1939-02-21	UHC-11089-40	6919244328	8402 Canyon Rd, Scottsdale, AZ, 85246	0.52	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-131529	ENR	Dorothy N Hayes	2007-11-07	UHC-27529-31	3326917705	6272 Bayshore Dr, Tucson, AZ, 85729	0.52	Middle initial moved out of first name Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-406396	CLM	Linda U Harvey	1965-12-27	UHC-26634-20	—	8129 Central Ave, Denver, CO, 80279	0.52	Name split from “Last, First”Street suffix standardised Address re-cased Gender normalised+2 more

16,828 rows, page 82 of 337Previous Next