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 “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-119147	ENR	Diana Mendez	1997-04-20	UHC-96329-81	—	9376 Pine Dr, Jacksonville, FL, 32260	0.52	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-110956	ENR	Diego D Nguyen	1985-12-09	UHC-13195-60	3068492793	7290 Hillcrest Rd, Tempe, AZ, 85278	0.52	Name split from “Last, First”Phone reformatted State name converted to code Gender normalised+2 more
ENR-130122	ENR	Natalie Payne	1972-03-19	UHC-54535-12	5883360794	3159 Maple Ave, Columbus, OH, 43268	0.52	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-106697	ENR	Jonathan P Bell	1988-02-22	UHC-75396-89	6559020671	4740 Forest Ave, Sacramento, CA	0.52	Street suffix standardised Address re-cased City re-cased ZIP missing+2 more
ENR-108975	ENR	Zachary Wallace	1994-02-09	UHC-31902-21	2969309719	7504 Ridge Rd, Miami, FL, 33109	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-102106	ENR	Brittany V Contreras	1961-08-02	UHC-96678-57	5372095027	4487 Pine Dr, Nashville, TN, 37283	0.52	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-135645	ENR	Ahmed G Harrison	1977-06-08	UHC-65862-40	—	1572 Palm Dr, Minneapolis, MN, 55485	0.52	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-119899	ENR	Kyle Payne	1959-08-12	UHC-34802-47	5037025706	6422 Forest Ave, Gilbert, AZ, 85239	0.52	SSN last four extracted Street suffix standardised Address re-cased City re-cased+2 more
ENR-118770	ENR	Ralph Reed	1978-06-03	UHC-28797-29	3289065305	6164 Main St, Nashville, TN, 37205	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-120929	ENR	Alan Mills	1998-02-18	UHC-85719-06	—	6345 Church St, Eden Prairie, MN	0.52	Name re-cased Phone missing area code City re-cased ZIP missing+2 more
ENR-117737	ENR	Eugene T Hanson	1955-06-03	UHC-51392-83	7994356982	4699 Washington St, Atlanta, GA, 30324	0.52	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-110439	ENR	Randy L Murphy	1944-02-26	UHC-31162-50	8496614340	243 Central Ave, Charlotte, NC, 28250	0.52	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-133873	ENR	Amy J Jacobs	1952-01-01	UHC-84427-31	3709816363	5267 Main St, San Diego, CA, 92158	0.52	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+2 more
ENR-123404	ENR	Susan Y Herrera	—	UHC-06139-07	6624850951	1060 Meadow Ln, Las Vegas, NV, 89156	0.52	Date of birth missing Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-136204	ENR	Victoria F Clark	1988-04-08	UHC-71043-44	3966356640	9334 Grand Ave, Minneapolis, MN, 55437	0.52	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-140759	ENR	Janice Z Marshall	1985-02-22	—	—	5578 Bayshore Dr, Sacramento, CA, 95824	0.52	SSN last four extracted Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-131029	ENR	Yukki Elliott	1992-02-18	UHC-02081-19	5678289868	4413 Church St, Chandler, AZ, 85273	0.52	Name split from “Last, First”Date of birth reformatted Phone reformatted State name converted to code+2 more
ENR-103323	ENR	Oivia R Hughes	1985-02-19	UHC-11245-96	2379719758	6459 Lake View Rd, Denver, CO, 80228	0.52	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
ENR-104502	ENR	Timothy Hamilton	1952-01-26	UHC-90711-45	8204608804	6114 Church St, Eden Prairie, MN, 55359	0.52	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-110970	ENR	Alexander I Shaw	1938-03-04	UHC-11225-39	4905439961	5813 Market St, Orlando, FL	0.52	Middle initial moved out of first name Date of birth reformatted Phone reformatted ZIP missing+2 more
ENR-114586	ENR	King Sofia	1959-10-18	UHC-08034-30	4546029507	1813 Valley View Dr Apt 31, Scottsdale, AZ, 85248	0.52	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-101409	ENR	Olivia I Carrr	1950-07-25	—	6778441730	3834 Forest Ave Apt 20, Jacksonville, FL, 32222	0.52	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-100846	ENR	Justin Robertson	2005-01-13	UHC-36053-50	5574706801	1356 River Rd, San Antonio, TX, 78238	0.52	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-118078	ENR	Joshua O Lawson	1965-11-09	—	5304886448	7160 Apache Blvd, Denver, CO	0.52	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-120562	ENR	Anna C Fox	1995-06-05	UHC-77555-18	4938302103	8586 Central Ave, San Diego, CA	0.52	Middle initial moved out of first name Phone reformatted City re-cased ZIP missing+2 more
ENR-133719	ENR	Jazon H Ruuiz	2000-12-27	UHC-96989-78	5813823891	5935 Jefferson Ave, Chandler, AZ, 85251	0.52	Member ID reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-109712	ENR	Amber Z Moreno	—	UHC-42609-25	4634784921	7167 Elm St, Chandler, AZ, 85240	0.52	Date of birth missing Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-114249	ENR	Megan P Carpenter	1946-06-01	UHC-78670-63	5025705284	3675 Willow Ct, Nashville, TN, 37231	0.52	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
ENR-114075	ENR	Ethna Jacobs	1943-12-05	UHC-87152-41	7244354459	8666 Mountain View Dr, Glendale, AZ	0.52	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-121170	ENR	Donald OJunk	1999-01-19	UHC-13344-80	4376913779	5902 Broadway # 844, Eden Prairie, MN, 55322	0.52	Name re-cased Date of birth reformatted Unit split from street Gender normalised+2 more
ENR-116061	ENR	Arjun O Wong	1993-08-22	UHC-77127-41	4293948346	1565 Sunset Blvd, Gilbert, AZ, 85242	0.52	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
ENR-127954	ENR	Victoria G Kelley	2004-12-11	UHC-58308-81	—	3826 Washington St, Glendale, AZ, 85321	0.52	Name re-cased Phone missing area code Street suffix standardised Address re-cased+2 more
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
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
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
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
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
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
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
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
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
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
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
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

7,326 rows, page 40 of 147Previous Next