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 “Date of birth reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagDate of birth reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-104811	ENR	Victoria A Bennett	1956-05-07	UHC-20682-65	2254684931	9161 Maple Ave # 210, Tempe, AZ, 85265	0.50	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
ENR-102951	ENR	Charles Z Olson	1970-04-02	UHC-73785-83	2062751476	5690 Meadow Ln # 607, Phoenix, AZ, 85027	0.50	Middle initial moved out of first name Date of birth reformatted Phone reformatted Unit split from street+3 more
ENR-101917	ENR	Fatima Stevens	1979-04-05	UHC-61847-88	—	715 Spring St, Scottsdale, AZ	0.50	Name re-cased Date of birth reformatted SSN last four extracted Street suffix standardised+3 more
ENR-100631	ENR	Kenneth Y Edwards	2002-12-07	UHC-87921-71	9108151752	6068 Forest Ave, Sacramento, CA, 95807	0.50	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-133308	ENR	Megan Ortiz	1961-08-20	UHC-20744-18	4095860385	9249 Desert Sky Blvd, Los Angeles, CA	0.50	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-112827	ENR	Megan Reed	2005-11-11	UHC-55099-86	2428131623	8402 Mesa Dr, Sacramento, CA, 95812	0.50	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-127068	ENR	Zachary Pena	1950-06-06	UHC-45681-34	3799111696	6126 Mountain View Dr, Gilbert, AZ	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-125075	ENR	Gerald Little	1996-11-14	UHC-94042-51	6915941652	3476 Ocean Ave, Columbus, OH, 43297	0.50	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-118573	ENR	Priyya Moore	1977-07-03	UHC-65655-63	4862887244	8579 Hillcrest Rd, Glendale, AZ, 85364	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-121042	ENR	Diane A Hunter	1964-01-01	UHC-50127-49	8983774826	8372 Lake View Rd Apt 30, Plano, TX, 75012	0.50	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+3 more
ENR-120879	ENR	Debra Young	1945-02-12	UHC-20229-05	5642681355	8723 Park Pl, Houston, TX, 77050	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-127444	ENR	Ethan M Taylor	1997-03-22	UHC-84782-49	7884647056	4991 Lincoln Way, Austin, TX, 78786	0.50	Middle initial moved out of first name Name re-cased Date of birth reformatted Phone reformatted+3 more
ENR-140285	ENR	Hiroshi Y Sims	1972-10-22	UHC-85479-92	8352798010	393 Lincoln Way, Fresno, CA, 93766	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted ZIP+4 trimmed+3 more
ENR-130458	ENR	VJunk	1999-05-04	UHC-41301-41	7663542743	2788 Sage Ct, Plano, TX, 75035	0.50	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+3 more
ENR-120858	ENR	Teresa Fox	1961-05-17	UHC-55652-57	7083451464	3267 Camelback Rd, Minneapolis, MN, 55437	0.50	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+3 more
ENR-127108	ENR	Beth Kennedy	1946-03-05	UHC-31956-48	9322850128	2428 Valley View Dr Apt 36, Jacksonville, FL, 32287	0.50	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
ENR-105311	ENR	Eugene W Yang	1964-02-15	UHC-43655-69	4672258196	1127 Palm Dr # 815, Denver, CO, 80204	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+3 more
ENR-109323	ENR	Nathan Schultz	1968-02-18	UHC-02679-13	4438045596	4204 Highland Ave # 683, Miami, FL	0.50	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-142918	ENR	Mason M Ward	1993-02-17	UHC-71648-92	3827208216	2679 Camelback Rd, Jacksonville, FL, 32212	0.50	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+3 more
ENR-107625	ENR	JuliaJunk	1999-01-04	—	9039003988	9310 Washington St Apt 23, Houston, TX, 77028	0.50	Date of birth reformatted 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-132768	ENR	Danielle D Henry	1950-11-16	UHC-92098-20	3755439260	863 Ocean Ave Apt 21, Tempe, AZ, 85292	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+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-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-105549	ENR	Priya Rodriguez	1950-11-12	UHC-48070-64	6889821901	3100 Apache Blvd, Seattle, WA	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted City re-cased+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-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-103208	ENR	Brandon N Jenkins	1994-08-01	UHC-34796-81	6559348279	1660 Palm Dr, Scottsdale, AZ, 85209	0.50	Date of birth reformatted SSN last four extracted 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-103274	ENR	Don Alvarado	1955-01-02	UHC-30276-20	6067577430	8594 Central Ave, Austin, TX, 78769	0.50	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-122812	ENR	Roger V Howard	1945-02-23	UHC-89900-25	8835059944	3622 Sage Ct, Austin, TX, 78770	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+3 more
ENR-100538	ENR	David T Padilla	1952-11-13	UHC-51025-47	5289081998	5065 Hillcrest Rd, Tampa, FL, 33633	0.50	Name split from “Last, First”Middle initial moved out of first name Date of birth reformatted Phone reformatted+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-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-137090	ENR	Cheryl Yang	2003-02-03	UHC-63563-16	7472906448	3370 Bayshore Dr # 978, Jacksonville, FL, 32235	0.50	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-102346	ENR	Jordan Armstrong	1990-06-22	UHC-21547-04	7224967167	5162 Bayshore Dr, San Antonio, TX	0.50	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-142370	ENR	Jacqueline O Sullivan	1951-10-08	UHC-00042-81	—	211 Ocean Ave, Glendale, AZ, 85372	0.50	Date of birth reformatted Phone missing area code 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-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-125565	ENR	Debra Cox	1993-06-22	UHC-62132-15	2829083125	8967 Desert Sky Blvd, Columbus, OH, 43297	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-136586	ENR	Kyle Weber	1987-08-09	UHC-48005-03	9683645938	9279 Forest Ave, San Diego, CA, 92182	0.50	Date of birth reformatted SSN last four extracted Street suffix standardised Address re-cased+3 more
ENR-117686	ENR	Jeremy X Armstrrong	1989-04-21	UHC-07659-04	7188070514	9463 Harbor Blvd # 406, Plano, TX, 75051	0.50	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-101767	ENR	Edward L Perez	1969-07-23	UHC-70988-21	8369287540	7363 Meadow Ln, Houston, TX, 77093	0.50	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+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

13,989 rows, page 17 of 280Previous Next