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 “Name re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-102336	ENR	Edward W Ross	1958-02-20	UHC-19199-46	2218702828	784 Ocean Ave, Las Vegas, NV	0.64	Name re-cased Member ID reformatted ZIP missing Email lower-cased+2 more
ENR-114597	ENR	Kayla Johnson	1994-04-25	UHC-35465-95	3018484514	5611 Maple Ave, Dallas, TX	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
ENR-132585	ENR	Fisher W Richard	1985-02-10	UHC-65367-33	9437709425	6523 Pine Dr, San Antonio, TX, 78263	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-123130	ENR	Jessica Daniels	1995-04-13	UHC-65761-03	8668036594	5520 Broadway, Columbus, OH, 43254	0.64	Name re-cased Phone reformatted Address re-cased State name converted to code+2 more
ENR-131001	ENR	Alexis V Brown	2000-11-14	UHC-94763-21	4445339038	17 Harbor Blvd, Miami, FL, 33101	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-134006	ENR	Victoria T Ortiz	1974-01-26	UHC-94538-28	4844674215	6449 River Rd, Miami, FL, 33171	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-121271	ENR	George L McDonald	1964-02-21	UHC-58005-15	3299464262	1075 Cedar Ln, Los Angeles, CA, 90054	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-141558	ENR	Maria Cruz	1975-05-06	UHC-53660-81	9605553923	629 Market St, San Diego, CA	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-107064	ENR	Anthony Ryan	1984-06-28	UHC-95677-68	4217189564	4877 Mesa Dr, Atlanta, GA, 30369	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-111752	ENR	Austin Johnston	2004-06-10	UHC-13663-84	3269066372	4118 Church St, Las Vegas, NV, 89196	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
ENR-142757	ENR	Stephanie Chavez	1970-03-23	UHC-83352-41	3688409123	5318 Pine Dr, Sacramento, CA, 95895	0.64	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+2 more
ENR-115921	ENR	Diego McDonald	1953-03-16	UHC-23070-17	9652639388	2991 Ocean Ave # 110, Columbus, OH, 43274	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
ENR-115132	ENR	Mary Martin	1983-10-15	UHC-02890-69	2564091693	9709 Union St # 493, Orlando, FL, 32850	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
ENR-124711	ENR	Pamela Morrison	1996-05-10	UHC-90122-97	8297454688	9111 Mountain View Dr, Scottsdale, AZ, 85247	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
ENR-107315	ENR	Albert Mason	1953-03-14	UHC-72233-68	7695936039	2440 Desert Sky Blvd, Glendale, AZ, 85355	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-111724	ENR	Juan Q Powell	1975-01-22	UHC-99289-88	—	1179 Bayshore Dr # 129, Los Angeles, CA, 90058	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
ENR-131641	ENR	Laura Z Le	2000-07-01	UHC-06151-92	7165467535	7993 Forest Ave, Charlotte, NC, 28293	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-100845	ENR	Justin R Robertson	2005-01-13	UHC-36053-50	5574706801	1356 River Rd, San Antonio, TX	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
ENR-115794	ENR	Aam Jacobs	1956-07-03	—	7529918001	2921 Mesa Dr, Phoenix, AZ, 85010	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-104945	ENR	Willie Lewrence	1981-01-26	UHC-44326-19	4362489205	2641 Forest Ave, Gilbert, AZ	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-113518	ENR	Mark Owens	1946-08-06	UHC-97198-67	8627578283	6488 Cedar Ln, Fresno, CA, 93780	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-128144	ENR	Joshua Andrews	1993-02-11	UHC-24660-45	—	9516 Sunset Blvd, Minneapolis, MN, 55457	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-113019	ENR	Ana Bryant	1953-06-02	UHC-45828-50	6166322980	2839 Lincoln Way # 328, Charlotte, NC, 28235	0.64	Name re-cased Member ID reformatted Unit split from street Street suffix standardised+2 more
ENR-139137	ENR	Arthur K Rivera	1979-06-17	UHC-96827-66	7894735637	8110 Oak St Apt 10, Eden Prairie, MN, 55319	0.64	Name re-cased Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-110036	ENR	Austin Z Stone	1957-12-23	UHC-48905-18	—	5773 Cedar Ln, Miami, FL, 33104	0.64	Name re-cased Phone missing area code Street suffix standardised Address re-cased+2 more
ENR-124429	ENR	Bryan H Bowman	1967-06-24	UHC-87473-19	—	2395 Lake View Rd, Seattle, WA, 98184	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
ENR-134073	ENR	Cheryyl D Evans	1952-07-22	UHC-85677-77	7913998857	2276 Canyon Rd, Chandler, AZ, 85266	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-123802	ENR	Melissa Padilla	1977-01-17	UHC-97545-77	2992239486	2592 Oak St # 207, Mesa, AZ, 85231	0.64	Name re-cased Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-111255	ENR	Lisa Rose	1979-12-07	UHC-08980-34	—	4673 Church St, Columbus, OH	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
ENR-122248	ENR	Philip T Thomas	2003-05-05	UHC-21836-23	4322716466	7967 Meadow Ln, Mesa, AZ, 85248	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-115830	ENR	Randy C Sims	1983-10-01	UHC-91736-60	8164946255	—	0.64	Name re-cased Two-digit birth year Phone reformatted Gender normalised+2 more
ENR-123302	ENR	Patricia Cooper	1972-01-15	UHC-47120-09	4425050577	2892 Pine Dr, Jacksonville, FL	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
ENR-132422	ENR	Ethan Welch	1941-06-23	UHC-61196-41	6982498220	9226 Lake View Rd, Minneapolis, MN, 55409	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-139971	ENR	Arthur X Hall	2003-11-19	UHC-60721-03	—	8579 Camelback Rd, Chandler, AZ, 85245	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
ENR-138694	ENR	Melissa Soto	2005-02-14	UHC-93543-82	3645251963	8505 Valley View Dr, Eden Prairie, MN, 55350	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-132048	ENR	Santiago R Silva	1955-12-21	UHC-65994-67	3365939744	2852 Valley View Dr, Tampa, FL, 33615	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
ENR-117975	ENR	Douglas X Welch	1980-07-10	UHC-34288-43	7235375636	3626 Hillcrest Rd, Dallas, TX	0.64	Name re-cased Phone reformatted City re-cased ZIP missing+2 more
ENR-106890	ENR	Judith Armstrong	1987-10-18	UHC-17023-89	7363228520	7259 Pine Dr, Scottsdale, AZ	0.64	Name re-cased Phone reformatted State name converted to code ZIP missing+2 more
ENR-101159	ENR	Janet Wright	1966-09-20	UHC-45348-02	3153185416	4019 Maple Ave, Minneapolis, MN	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-138538	ENR	Michelle Dunn	2003-01-16	UHC-48007-78	4885728736	4866 Meadow Ln, Nashville, TN, 37202	0.64	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+2 more
ENR-135289	ENR	Ralph Mason	1989-09-28	UHC-17648-75	2048223500	8473 Union St, Plano, TX, 75085	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-119931	ENR	Janice G Reed	1957-03-01	UHC-32316-34	4714628912	3152 Harbor Blvd, Seattle, WA, 98129	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-101307	ENR	Kathryn J Waatson	1970-03-27	UHC-76128-80	7755763943	5070 Mountain View Dr # 696, Seattle, WA, 98130	0.64	Name re-cased Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-131203	ENR	Madison Bennett	1987-08-09	UHC-18742-54	3919842076	8827 Highland Ave, Las Vegas, NV	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-114812	ENR	Larua Y Coleman	1977-10-16	UHC-16193-22	7277426152	8086 Washington St, Houston, TX, 77027	0.64	Name re-cased Two-digit birth year Phone reformatted Gender normalised+2 more
ENR-107948	ENR	Ahmed X Harper	—	UHC-87526-51	4263598581	7978 Park Pl, Phoenix, AZ, 85072	0.64	Name re-cased Date of birth missing Phone reformatted Member ID reformatted+2 more
ENR-128672	ENR	Elijah Medina	1952-02-09	UHC-63153-94	9778344616	8286 Bayshore Dr, Columbus, OH, 43267	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-131972	ENR	Mason O Kelley	1980-09-23	UHC-70526-07	4009674880	176 Lake View Rd, Charlotte, NC, 28224	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-109826	ENR	Peter W Fowler	1972-04-02	UHC-94395-87	9664871123	646 Willow Ct Apt 3, Tampa, FL, 33675	0.64	Name re-cased Phone reformatted Unit split from street State name converted to code+2 more
ENR-108315	ENR	Ann Rose	1941-12-19	UHC-35859-97	3732873228	7264 Sunset Blvd, Seattle, WA	0.64	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+2 more

17,310 rows, page 94 of 347Previous Next