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-117193	ENR	Sarah Tucker	1943-09-21	UHC-46506-60	—	8369 Mountain View Dr, Sacramento, CA, 95819	0.50	Member ID reformatted Street suffix standardised Address re-cased State name converted to code+3 more
ENR-109184	ENR	Eugene Porter	1966-07-22	UHC-60023-22	8226291602	4072 Maple Ave, Nashville, TN, 37291	0.50	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-126955	ENR	Christina Armstrong	1977-06-05	UHC-85233-33	6675606643	7060 Park Pl # 181, Las Vegas, NV, 89113	0.50	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
ENR-111284	ENR	Susan L Ross	1982-07-18	UHC-33226-10	5604832539	4013 Oak St, Sacramento, CA, 95894	0.50	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-103766	ENR	Bettty I Edwards	1968-05-11	UHC-46319-99	4423840908	7053 Main St, Seattle, WA, 98147	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-135621	ENR	Beth Z Stephens	1940-06-08	UHC-57401-20	8467206570	1884 Highland Ave, San Antonio, TX	0.50	Name re-cased Street suffix standardised Address re-cased ZIP missing+3 more
ENR-109477	ENR	Bobby W Garrett	1963-04-16	UHC-52614-08	7056980880	6221 Canyon Rd, Mesa, AZ, 85219	0.50	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-119000	ENR	Aisha S Ryan	2006-03-11	UHC-58675-91	9812238695	7550 Spring St, Gilbert, AZ, 85220	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-124174	ENR	Philip Larson	1953-11-19	UHC-32280-28	4609465524	5533 Market St, Tucson, AZ, 85703	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-108709	ENR	RJunk	2002-05-24	UHC-45296-24	8658298611	3205 Union St, Tucson, AZ, 85789	0.50	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-106080	ENR	Karen M Campbell	1967-07-12	UHC-50459-14	3704473086	3013 Market St, San Antonio, TX, 78271	0.50	Middle initial moved out of first name Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-113241	ENR	Karen E Murphy	1960-01-28	UHC-64792-24	3754695202	8224 Willow Ct, Seattle, WA, 98116	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-118436	ENR	Maria I Jordan	1956-08-02	UHC-38848-23	5245193419	9605 Cedar Ln, Austin, TX, 78745	0.50	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-118354	ENR	Mariana R Santiago	2007-11-22	UHC-36282-56	—	4386 Jefferson Ave, Tucson, AZ, 85737	0.50	Name re-cased Phone missing area code Member ID reformatted Street suffix standardised+3 more
ENR-118353	ENR	Mariana R Santiago	2007-11-22	UHC-36282-56	—	4386 Jefferson Ave, Tucson, AZ, 85737	0.50	Name re-cased Phone missing area code Member ID reformatted Street suffix standardised+3 more
ENR-108512	ENR	Keith G Lewis	1961-10-07	UHC-47050-31	2325599778	4875 Market St Apt 22, Scottsdale, AZ, 85214	0.50	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-127376	ENR	Elizabeth I Wallace	1976-06-08	UHC-00524-84	8558049065	6933 Oak St, Houston, TX, 77028	0.50	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-104791	ENR	Raymond N Armstrong	1984-08-09	UHC-54364-17	8808589858	2275 Forest Ave, Sacramento, CA, 95851	0.50	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
ENR-105238	ENR	Diana J Russell	1999-01-05	UHC-52397-34	8807150014	3778 Apache Blvd, Tempe, AZ, 85228	0.50	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-108656	ENR	Jose O Roberts	1942-07-12	UHC-90725-16	9253512221	1301 Elm St # 711, Jacksonville, FL	0.50	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
ENR-117163	ENR	Catherine L Peters	1960-04-22	UHC-57239-93	6722681200	387 Park Pl, Tucson, AZ, 85776	0.50	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-115209	ENR	Gary King	1974-08-05	UHC-19513-90	4534671857	6406 Camelback Rd Apt 27, Columbus, OH, 43211	0.50	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-120476	ENR	Jerry Dunn	1939-06-05	UHC-68186-75	4936428640	658 Washington St, Columbus, OH, 43295	0.50	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-128625	ENR	Lauren N Garza	1939-08-06	UHC-35044-28	4845604601	7624 Church St, Phoenix, AZ, 85036	0.50	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-122548	ENR	Lawrence U Grant	1966-01-19	UHC-64977-89	3008060546	3509 Sunset Blvd, Tempe, AZ, 85269	0.50	Date of birth reformatted SSN last four extracted Street suffix standardised Address re-cased+3 more
ENR-116397	ENR	Cynthia X Dunn	1973-06-23	UHC-08495-02	7412417191	5109 River Rd, Nashville, TN	0.50	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-101844	ENR	Sophia W Pierce	1973-09-23	UHC-04501-42	4766693777	6744 Desert Sky Blvd, Glendale, AZ, 85382	0.50	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
ENR-133452	ENR	Douglas L Arnold	1991-03-01	UHC-22169-60	9187258361	4155 Lincoln Way, Tampa, FL, 33620	0.50	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-106215	ENR	Harold B Ortega	1974-01-26	UHC-31718-01	5055759303	9698 Ridge Rd, San Diego, CA, 92118	0.50	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+3 more
ENR-117855	ENR	Laura Mason	1979-10-02	UHC-27169-90	5362474745	259 Central Ave, Los Angeles, CA, 90044	0.50	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-110079	ENR	Patricia G Aguilar	1953-02-23	UHC-00064-32	9224534467	5789 River Rd, Nashville, TN, 37202	0.50	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
ENR-120232	ENR	Carolyn Fisher	1959-11-11	UHC-40205-99	3017146499	1539 Apache Blvd, Tucson, AZ	0.50	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-101266	ENR	Justin Ortiz	1956-12-05	UHC-24168-07	5466747824	8585 Maple Ave, Columbus, OH, 43263	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-133151	ENR	Larry Li	2001-07-08	UHC-08701-85	—	3403 Willow Ct # 558, Miami, FL, 33161	0.50	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
ENR-113407	ENR	Alice C Lane	1961-02-10	UHC-89889-41	4222646336	1232 Mesa Dr # 773, Nashville, TN, 37288	0.50	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
ENR-111298	ENR	Carol M Espinoza	1980-12-21	UHC-76825-64	4456053508	6265 Palm Dr, Tempe, AZ	0.50	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-111949	ENR	Jacob W Fowler	1940-06-26	UHC-65588-27	4427117583	2147 Valley View Dr, Miami, FL, 33140	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-139419	ENR	Patricia E Foster	1974-04-19	UHC-51732-04	7083802843	2238 Spring St, Los Angeles, CA	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-109144	ENR	Samantha Romero	1995-12-10	UHC-89166-23	—	3469 Mountain View Dr, Scottsdale, AZ, 85292	0.50	Date of birth reformatted Phone missing area code Member ID reformatted State name converted to code+3 more
ENR-120831	ENR	Julie Ellis	2004-01-14	UHC-65562-64	5219071440	4689 Highland Ave, Atlanta, GA, 30302	0.50	Name split from “Last, First”Date of birth reformatted Member ID reformatted Street suffix standardised+3 more
ENR-104077	ENR	Joshua Ferguson	1965-08-06	UHC-22094-51	8657131489	352 Park Pl Apt 18, Fresno, CA, 93732	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+3 more
ENR-110150	ENR	Steven Y Park	1941-01-23	UHC-23541-97	5506739669	8298 Main St # 622, Sacramento, CA, 95845	0.50	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-122868	ENR	Paul I Woods	2007-09-24	UHC-41066-57	5669706230	8824 Spring St, Scottsdale, AZ, 85296	0.50	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-101808	ENR	Nathan Montgomery	2000-04-18	UHC-06179-36	9795500880	1072 Pine Dr, Phoenix, AZ, 85053	0.50	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-120657	ENR	Charlotte Le	1992-07-09	UHC-00963-84	3487060294	928 Hillcrest Rd, Plano, TX	0.50	Phone reformatted Street suffix standardised Address re-cased ZIP missing+3 more
ENR-131894	ENR	Melissa Harper	1989-08-25	UHC-49551-95	6718921974	3459 River Rd, Las Vegas, NV, 89101	0.50	SSN last four extracted Street suffix standardised Address re-cased City re-cased+3 more
ENR-112670	ENR	Judy V Hanson	1999-12-04	UHC-90420-08	4399407484	5974 Ridge Rd, Los Angeles, CA, 90098	0.50	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-142518	ENR	Walter U Santos	—	UHC-32733-19	6715910608	8694 Baseline Rd, Nashville, TN, 37234	0.50	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-116358	ENR	Joshua Hughes	1955-03-25	UHC-99643-14	2894041816	8245 Spring St, Phoenix, AZ	0.50	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+3 more
ENR-126408	ENR	Daaniel Parkar	1977-04-03	UHC-98857-93	5639462375	5608 Canyon Rd, Tucson, AZ, 85759	0.50	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more

7,326 rows, page 26 of 147Previous Next