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 “Placeholder values cleared”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPlaceholder values clearedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-108453	ENR	Priya Stone	1946-06-10	UHC-32131-64	9712230293	8768 Bayshore Dr, Eden Prairie, MN, 55373	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-112469	ENR	Kyle Li	1946-05-20	UHC-25227-10	4228794927	1871 Ocean Ave, Charlotte, NC, 28217	0.64	Name re-cased Two-digit birth year Member ID reformatted Gender normalised+2 more
ENR-126545	ENR	Roy Long	1951-05-11	UHC-57307-27	—	2684 Apache Blvd, Los Angeles, CA, 90039	0.64	Street suffix standardised Address re-cased City re-cased Gender normalised+2 more
ENR-105040	ENR	Janet G Peterson	1944-10-01	UHC-85667-88	6024639499	5242 Harbor Blvd, Minneapolis, MN, 55430	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
ENR-105051	ENR	Henry M Tran	1977-01-13	UHC-54488-12	9314824456	4058 Palm Dr # 607, Miami, FL, 33124	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
ENR-107609	ENR	Amanda S Larson	1946-09-26	UHC-81514-74	—	1439 Desert Sky Blvd, Tempe, AZ, 85258	0.64	Name re-cased Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-116697	ENR	Donald Stephens	1972-04-02	UHC-75807-90	3615036600	4324 Market St, Seattle, WA	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-118139	ENR	Roger Perkins	1990-12-09	UHC-42079-03	—	9858 Camelback Rd, Miami, FL, 33130	0.64	Date of birth reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-141018	ENR	Nicholas Holmes	1951-03-17	UHC-73414-91	9767401116	6938 Bayshore Dr # 941, Eden Prairie, MN, 55373	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-118822	ENR	Ann Y Castro	1950-02-10	UHC-97459-85	2719396201	9658 Willow Ct, Denver, CO, 80246	0.64	Middle initial moved out of first name Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-114796	ENR	Luis O Watson	2006-09-15	UHC-32214-62	—	265 Spring St Apt 19, Los Angeles, CA, 90034	0.64	Name re-cased Date of birth reformatted Phone missing area code Unit split from street+2 more
ENR-135148	ENR	Ralph Park	1955-07-07	UHC-66680-80	6384418156	6166 Camelback Rd, Nashville, TN, 37250	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-115682	ENR	Olivia I Anerson	1990-05-17	—	—	4847 Bayshore Dr Apt 23, Tucson, AZ, 85760	0.64	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-141530	ENR	Samantha R Meyer	1994-09-03	UHC-62039-46	4275526247	5138 Market St, Tucson, AZ, 85774	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-122777	ENR	Shirley Patterson	1946-10-07	UHC-26027-63	8335366506	9287 Maple Ave, San Antonio, TX, 78286	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-108804	ENR	Joseph Schultz	1955-04-28	UHC-56387-51	9543192616	8741 Hillcrest Rd, Seattle, WA, 98142	0.64	Date of birth reformatted Phone reformatted ZIP+4 trimmed Gender normalised+2 more
ENR-122438	ENR	Cynthia G Wells	1959-08-17	UHC-58875-36	6892883120	4680 Desert Sky Blvd, Eden Prairie, MN, 55352	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-109664	ENR	Santiago J Morales	2004-08-22	UHC-21518-10	6337632314	8916 Meadow Ln, Orlando, FL, 32851	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-124190	ENR	Rebecca Fuller	1939-08-19	UHC-58010-49	—	3291 Valley View Dr, Las Vegas, NV, 89143	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-115858	ENR	Juan A Garcia	1984-04-24	UHC-22964-09	8295068162	3436 Lake View Rd, Plano, TX, 75042	0.64	Middle initial moved out of first name Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-102996	ENR	Ana P Singh	1965-06-17	UHC-90751-15	—	1586 Park Pl, Sacramento, CA, 95875	0.64	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-103197	ENR	Charlotte Z Clark	1939-07-20	UHC-71305-39	5662282063	7782 River Rd, Minneapolis, MN, 55447	0.64	Phone reformatted City re-cased State name converted to code Gender normalised+2 more
ENR-138966	ENR	Gloria Martin	1989-09-15	UHC-38570-43	6596731875	6216 Canyon Rd # 284, Miami, FL, 33155	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-112811	ENR	Aisha X Mason	2002-10-17	UHC-99034-92	—	7936 Willow Ct, Seattle, WA	0.64	Street suffix standardised Address re-cased City re-cased ZIP missing+2 more
ENR-140239	ENR	Lori R Lawson	1983-03-11	UHC-11019-86	5173724329	1146 Oak St, Houston, TX, 77031	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
ENR-118398	ENR	Mike N Franklin	1977-08-13	UHC-12780-16	2815891955	4937 Canyon Rd, Plano, TX, 75059	0.64	Name re-cased Phone reformatted State name converted to code Gender normalised+2 more
ENR-135454	ENR	Benjamin F Jones	2000-11-10	UHC-29222-43	4176285515	3705 Hillcrest Rd, Gilbert, AZ, 85291	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-109241	ENR	Judy D Elliott	1971-04-05	UHC-82303-32	6653081200	3769 Sage Ct, Jacksonville, FL, 32293	0.64	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-139323	ENR	Brandon V Smith	—	UHC-16733-19	—	8647 Park Pl, Glendale, AZ, 85350	0.64	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+2 more
ENR-116951	ENR	Logan F Carpenter	1977-10-08	UHC-28655-27	4666079054	4033 Mountain View Dr, Phoenix, AZ, 85052	0.64	Name re-cased Phone reformatted SSN last four extracted ZIP+4 trimmed+2 more
ENR-121947	ENR	Jason Y Ray	1940-09-10	UHC-62029-61	4124497935	6764 Valley View Dr, Phoenix, AZ, 85028	0.64	Name re-cased Two-digit birth year Member ID reformatted Street suffix standardised+2 more
ENR-106407	ENR	Jacqueline T Carr	1992-04-28	UHC-24246-93	3043923076	1495 Washington St, San Diego, CA, 92113	0.64	Member ID reformatted Street suffix standardised Address re-cased Gender normalised+2 more
ENR-120398	ENR	Catherine L Lawrence	1957-05-18	UHC-09218-86	3707043729	9836 Canyon Rd, Chandler, AZ, 85249	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-123233	ENR	Adam Z Ruiz	2002-03-19	UHC-93885-30	5249089026	4394 Apache Blvd, Charlotte, NC	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
ENR-130718	ENR	Nancy Grant	1979-11-04	UHC-48945-35	2933201428	8918 Ocean Ave, Denver, CO	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
ENR-112019	ENR	Donald Walker	2002-06-26	UHC-23250-48	2969652931	6076 Palm Dr, Tempe, AZ, 85264	0.64	Street suffix standardised Address re-cased State code upper-cased Gender normalised+2 more
ENR-103931	ENR	Noah M Morales	1958-04-26	UHC-68816-49	—	8322 Maple Ave, San Antonio, TX, 78212	0.64	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
ENR-101160	ENR	Jessica F Webb	1991-12-02	UHC-33021-16	2382538105	6576 Market St, Los Angeles, CA, 90041	0.64	Middle initial moved out of first name Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-134313	ENR	Lisa I Wood	1938-11-08	UHC-20238-58	9518319663	9058 Ocean Ave, Houston, TX, 77056	0.64	Phone reformatted SSN last four extracted City re-cased Gender normalised+2 more
ENR-141343	ENR	Alex Freeman	1958-08-24	UHC-40678-03	5728808464	2036 Main St, Nashville, TN, 37212	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-135595	ENR	Priya D Coleman	1979-02-22	UHC-29997-83	3317127738	8189 Canyon Rd, Phoenix, AZ	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-105446	ENR	Richarrd U Matthews	1958-07-27	UHC-04859-74	8945794523	276 Ridge Rd Apt 23, Orlando, FL, 32857	0.64	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-107505	ENR	Hall Janice	1988-10-26	UHC-51449-87	3314123926	2256 Union St, Houston, TX, 77077	0.64	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+2 more
ENR-131228	ENR	Jennifer I Vargas	1989-11-03	UHC-26130-42	—	2753 River Rd, Plano, TX, 75058	0.64	Member ID reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-115352	ENR	William Z Bailey	1967-01-23	UHC-20733-89	7724623314	5117 Park Pl, Houston, TX, 77055	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-121277	ENR	Priya Morris	1945-02-10	UHC-07834-90	7442235788	96 Mesa Dr, Eden Prairie, MN, 55385	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-142464	ENR	Amy M Powell	1996-10-25	—	7775388336	4435 Apache Blvd, Houston, TX	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
ENR-104688	ENR	Jack Kelley	1980-07-16	UHC-32721-72	7539085171	2535 Baseline Rd, Seattle, WA	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-142913	ENR	Joe Fields	1938-04-04	UHC-07821-43	4577211227	3975 Sunset Blvd, Mesa, AZ, 85235	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-136726	ENR	Justin Perkins	1938-11-26	UHC-33199-49	—	4991 Valley View Dr, Orlando, FL, 32832	0.64	Street suffix standardised Address re-cased City re-cased ZIP+4 trimmed+2 more

16,916 rows, page 94 of 339Previous Next