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-107833	ENR	Mary F Garrett	1997-05-15	UHC-41408-06	3553547487	5195 Maple Ave, Tempe, AZ, 85265	0.64	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+2 more
ENR-113865	ENR	Amber Perez	1943-10-25	UHC-24581-99	4013011768	6547 Union St, Nashville, TN	0.64	Date of birth reformatted Phone reformatted City re-cased State name converted to code+2 more
ENR-117676	ENR	Edward Cook	1976-03-25	UHC-04537-80	5047350885	39 Mesa Dr, Eden Prairie, MN, 55302	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-117313	ENR	Christian Rogers	1938-09-13	UHC-98160-36	9252559574	5617 Mesa Dr, Tampa, FL, 33610	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-104241	ENR	Christian Y Carroll	1994-11-08	UHC-50313-94	—	626 Central Ave, Fresno, CA, 93716	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-125196	ENR	Jacob A Espinoza	1942-06-20	UHC-07841-77	5704838208	2984 Desert Sky Blvd, Tempe, AZ, 85233	0.64	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+2 more
ENR-100415	ENR	Logan Jenkins	1983-02-11	UHC-92608-13	9513936562	2509 Spring St, Minneapolis, MN, 55408	0.64	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-140631	ENR	Mateo R Harvey	1969-12-25	UHC-78172-12	5707919171	8811 Mountain View Dr, Las Vegas, NV, 89180	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-102534	ENR	Nathan V Brooks	1942-11-26	UHC-35463-07	7876383278	5065 Meadow Ln, Charlotte, NC, 28284	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-132871	ENR	Sharon Carroll	1981-09-16	UHC-68191-57	9157792559	1457 Grand Ave Apt 29, Atlanta, GA, 30323	0.64	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-131133	ENR	Daniel Owens	1996-09-12	UHC-62595-38	—	2304 Church St, Minneapolis, MN, 55411	0.64	Date of birth reformatted State name converted to code ZIP+4 trimmed Email lower-cased+2 more
ENR-125175	ENR	Terry Simpson	1955-01-10	UHC-34152-23	6476193420	292 River Rd, Columbus, OH, 43209	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-117118	ENR	Kelly Little	2008-11-24	UHC-49705-38	3968278273	1047 Palm Dr # 838, Austin, TX, 78762	0.64	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-118221	ENR	Timothy Olson	1945-07-16	UHC-86947-07	6262487152	432 Union St, Sacramento, CA, 95846	0.64	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-114171	ENR	Julie Stone	1998-01-11	UHC-40739-50	—	1065 Meadow Ln, Phoenix, AZ, 85080	0.64	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+2 more
ENR-100246	ENR	Cynthia Peterson	1984-03-27	UHC-59351-27	2918480003	5694 Central Ave, Nashville, TN	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-100835	ENR	Bruce P Martinez	1967-02-06	UHC-23802-99	9262290984	6126 Canyon Rd, Dallas, TX, 75286	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+2 more
ENR-100828	ENR	Gary J Gutierrez	1992-12-06	UHC-65560-71	3813418968	3140 Canyon Rd, Sacramento, CA	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-138706	ENR	Bradley B Burns	1990-07-20	UHC-05063-39	6189462349	8795 Grand Ave, Fresno, CA, 93728	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-116010	ENR	Luis Jimenez	1975-03-10	UHC-59962-81	3503400558	8141 Meadow Ln, Phoenix, AZ, 85064	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
ENR-117287	ENR	Luis Herrera	1979-04-01	UHC-39380-74	2793768068	1179 Cedar Ln, Orlando, FL, 32876	0.64	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+2 more
ENR-114548	ENR	Sandra Y Luna	1964-03-12	UHC-78857-62	—	9505 Oak St, Eden Prairie, MN, 55386	0.64	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+2 more
ENR-133944	ENR	Stephanie S Collins	1959-12-06	UHC-83864-87	8162159665	195 Main St, Dallas, TX, 75253	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-104897	ENR	Bryan A Guerrero	1988-06-06	UHC-91293-76	3005780486	7948 Ridge Rd, Sacramento, CA, 95888	0.64	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+2 more
ENR-105707	ENR	Albert Fisher	1950-05-12	UHC-82134-65	2752288070	9029 River Rd, Phoenix, AZ	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted ZIP missing+2 more
ENR-120600	ENR	Amanda I Reed	1942-12-18	UHC-39770-46	7868161924	9502 Camelback Rd, Eden Prairie, MN, 55374	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-104478	ENR	Mateo R Johnson	1986-09-05	UHC-24566-34	9848169043	9534 Spring St, San Diego, CA, 92184	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-109366	ENR	Joyce Garrett	2008-12-28	UHC-90365-28	6349210712	7709 Grand Ave, Eden Prairie, MN, 55363	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Gender normalised+2 more
ENR-106773	ENR	George Franklin	1964-06-09	UHC-98768-47	5873684956	4658 Indian School Rd, San Diego, CA, 92133	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-141595	ENR	Dorothy Russell	1990-09-17	UHC-99625-04	7049231856	9373 Spring St Apt 20, Mesa, AZ, 85208	0.64	Date of birth reformatted Phone reformatted Unit split from street Email lower-cased+2 more
ENR-122441	ENR	Thomas Foster	1999-05-26	UHC-99921-94	3877444007	369 Ocean Ave, Denver, CO, 80260	0.64	Date of birth reformatted Phone reformatted State name converted to code ZIP+4 trimmed+2 more
ENR-133417	ENR	Paul Ramirez	1961-07-11	UHC-57526-13	6929384437	3676 Bayshore Dr, San Diego, CA, 92119	0.64	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+2 more
ENR-107088	ENR	Ryan Warren	1946-08-13	UHC-88581-01	2195835859	243 Sunset Blvd, Nashville, TN	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted ZIP missing+2 more
ENR-114756	ENR	Isabella C Jimenez	1993-02-04	UHC-62078-40	3736267813	6914 Mesa Dr, Minneapolis, MN, 55470	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-118957	ENR	Amanda Olson	1996-07-06	UHC-71463-79	6925434781	4130 Hillcrest Rd, Columbus, OH, 43220	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-124928	ENR	Sofia Gilbert	1951-09-25	UHC-44786-24	8483629635	4420 Central Ave, Glendale, AZ	0.64	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-142621	ENR	Michael Y Stewart	1989-02-11	UHC-09021-38	2963423490	6202 Washington St, San Diego, CA, 92163	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-100810	ENR	Ray Guerrero	1938-04-14	UHC-76611-91	—	1035 Meadow Ln, Charlotte, NC, 28252	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
ENR-120162	ENR	Arjun H Griffin	1980-09-20	UHC-29385-65	9017558398	6000 Highland Ave, San Antonio, TX, 78256	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-138982	ENR	Elijah E Chapman	1959-02-20	UHC-66397-53	2179590319	392 Indian School Rd, Atlanta, GA, 30301	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-119620	ENR	Jesse P Crawford	1998-01-07	UHC-88981-84	—	8368 Elm St, Mesa, AZ, 85284	0.64	Middle initial moved out of first name Date of birth reformatted Phone missing area code Member ID reformatted+2 more
ENR-105756	ENR	David Garza	1938-04-06	UHC-42370-28	—	4042 Canyon Rd, Plano, TX	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-114671	ENR	Becky W George	1977-02-07	UHC-12353-35	8895679413	7053 Maple Ave, Eden Prairie, MN, 55377	0.64	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-139417	ENR	Roger Wetson	1991-01-08	UHC-16160-47	3969214940	7742 Oak St, Nashville, TN	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-112545	ENR	Camila Nelson	1997-01-14	UHC-20801-64	6132771924	5213 Valley View Dr, San Antonio, TX, 78231	0.64	Name split from “Last, First”Date of birth reformatted City re-cased State name converted to code+2 more
ENR-115900	ENR	Arthur G Warren	1957-09-17	UHC-86622-12	5265263860	952 Broadway, Chandler, AZ, 85296	0.64	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+2 more
ENR-129088	ENR	Luis P Freeman	1990-03-27	UHC-20455-14	2946618712	3146 Canyon Rd, Gilbert, AZ, 85274	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-117586	ENR	Lori P Singh	1973-06-04	UHC-68004-93	—	2288 Canyon Rd, Denver, CO, 80250	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-111266	ENR	Ronald B Lawrence	1981-05-22	UHC-29293-43	—	3578 Central Ave Apt 6, Scottsdale, AZ, 85283	0.64	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-136887	ENR	Christian Ford	1959-06-12	UHC-71264-08	—	746 Spring St, Seattle, WA	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+2 more

13,989 rows, page 88 of 280Previous Next