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 “Phone reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPhone reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-105057	ENR	Ahmed D Morris	1994-02-09	UHC-46601-86	6163059632	2498 Oak St, Charlotte, NC, 28281	0.64	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+2 more
ENR-101796	ENR	Emily X Peterson	1969-11-16	UHC-84259-62	9005400983	5650 Mesa Dr, Denver, CO	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-118401	ENR	Elijah K Hudson	1967-07-17	UHC-28101-71	3532080370	4748 Apache Blvd, Nashville, TN, 37226	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-142679	ENR	Ashley W Nelson	1943-01-22	UHC-56009-55	8455717151	4692 Canyon Rd, Plano, TX, 75024	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-125111	ENR	David W Yang	1991-09-02	UHC-99596-65	8532747627	1276 Baseline Rd, Atlanta, GA, 30337	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-113928	ENR	Christina Contreras	1989-06-22	UHC-98597-05	6855362885	1413 Bayshore Dr, Mesa, AZ, 85209	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-110084	ENR	Diana Moreno	1976-02-02	UHC-51935-99	7244447915	4616 Elm St, Houston, TX, 77041	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-141472	ENR	Aaron Morris	1945-05-07	UHC-45541-40	8769295150	6297 Lake View Rd, Scottsdale, AZ, 85276	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-142561	ENR	Hannah X Dominguez	1942-05-23	—	9067238081	733 Ocean Ave, Las Vegas, NV, 89146	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-113120	ENR	Lori F Gardner	1955-11-11	UHC-82159-44	7715883281	6077 Washington St, Dallas, TX, 75287	0.64	Middle initial moved out of first name Name re-cased Phone reformatted Street suffix standardised+2 more
ENR-125336	ENR	Debra B Lewis	—	UHC-60002-78	2047313307	7820 Highland Ave, Mesa, AZ, 85212	0.64	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+2 more
ENR-124979	ENR	Samuel F Powell	1952-04-19	UHC-90652-31	3263348253	7828 Willow Ct, Scottsdale, AZ	0.64	Name split from “Last, First”Phone reformatted City re-cased ZIP missing+2 more
ENR-121316	ENR	Julia Vargas	1987-11-20	UHC-03596-95	3935879131	3291 Hillcrest Rd, Gilbert, AZ, 85283	0.64	Date of birth reformatted Phone reformatted State name converted to code ZIP+4 trimmed+2 more
ENR-131673	ENR	Kelly V Mendez	1964-01-17	UHC-91623-04	2845520296	7328 Union St, Eden Prairie, MN, 55374	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-114598	ENR	Becky G Bryant	1985-07-08	UHC-10107-56	9653233527	861 Canyon Rd Apt 29, Seattle, WA, 98173	0.64	Phone reformatted Member ID reformatted Unit split from street Street suffix standardised+2 more
ENR-114484	ENR	Nicholas J Little	—	UHC-39095-13	3814392435	2786 Bayshore Dr, Scottsdale, AZ, 85279	0.64	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+2 more
ENR-116930	ENR	Donna Morgan	1989-05-05	UHC-37714-69	4623490761	8237 Central Ave, Dallas, TX, 75216	0.64	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+2 more
ENR-129603	ENR	Heathar Y Brown	1970-10-02	UHC-40975-16	6553733784	2111 Baseline Rd, Minneapolis, MN	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
ENR-137684	ENR	Maria Reed	1980-11-20	UHC-56361-37	9373430231	7395 Willow Ct, Scottsdale, AZ, 85251	0.64	Name re-cased Phone reformatted City re-cased State name converted to code+2 more
ENR-137946	ENR	Vincent K Castillo	—	UHC-39871-55	5865607373	858 Baseline Rd, Chandler, AZ, 85233	0.64	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-107812	ENR	Jacob Bailey	1949-02-19	UHC-04349-64	8717510371	4884 Ocean Ave, Miami, FL, 33133	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-106504	ENR	Fatima Hughes	1992-12-15	UHC-91024-20	3206511320	5837 Ridge Rd, Tucson, AZ, 85756	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-123707	ENR	Suzan R Evans	1989-02-23	UHC-67945-19	3474039176	3773 Park Pl, Dallas, TX, 75214	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-105733	ENR	Pamela J Contreras	1991-04-02	UHC-42414-79	9777166114	8748 Elm St, Las Vegas, NV, 89196	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-124619	ENR	Keith O Vazquez	1956-11-01	UHC-99974-48	4265038884	1466 Broadway, Plano, TX, 75089	0.64	Middle initial moved out of first name Phone reformatted Member ID reformatted City re-cased+2 more
ENR-136121	ENR	Marilyn Y George	1956-07-01	UHC-28198-68	9725383490	4851 Desert Sky Blvd, Jacksonville, FL, 32249	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-118041	ENR	Henry Z Johnson	1982-05-24	UHC-39549-73	7369763592	8640 Willow Ct, Tucson, AZ, 85757	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-107142	ENR	Willie Chapman	1967-09-13	UHC-27344-36	9775441123	1477 Mountain View Dr, Minneapolis, MN	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-100000	ENR	Robert Jackson	1987-07-12	UHC-23992-55	3248115184	5298 Indian School Rd, Los Angeles, CA, 90097	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-140520	ENR	Emma G Richaardson	1955-11-07	UHC-56071-98	6538911908	4375 Ridge Rd, Eden Prairie, MN, 55313	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-126051	ENR	Grrace Perkins	2008-07-20	UHC-06554-47	2256017695	9709 Willow Ct, Tempe, AZ	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-132135	ENR	Roy T Vargas	1967-08-07	UHC-26736-82	9003522427	2645 Baseline Rd, Dallas, TX, 75265	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-125917	ENR	Abigail P Armstrong	2006-10-06	UHC-16262-32	9635783174	9469 Apache Blvd, Dallas, TX, 75231	0.64	Name re-cased Phone reformatted State name converted to code ZIP+4 trimmed+2 more
ENR-127195	ENR	Elijah X Myeer	1947-05-17	UHC-42044-02	3788768518	7941 Central Ave, Tampa, FL, 33692	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-111647	ENR	Kathleen N Paarker	1967-04-06	UHC-59896-61	3146391465	5358 Cedar Ln Apt 24, Miami, FL, 33151	0.64	Two-digit birth year Phone reformatted Unit split from street City re-cased+2 more
ENR-111990	ENR	Nicole Q Jensen	1995-11-22	UHC-78290-10	5034682713	7398 Indian School Rd, Phoenix, AZ, 85066	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted City re-cased+2 more
ENR-102643	ENR	Donald L Sims	—	UHC-69817-94	4709170666	2419 Washington St, Tempe, AZ, 85294	0.64	Date of birth missing Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-123460	ENR	Christian W Webb	1994-05-09	UHC-47362-27	4789084066	3877 Willow Ct, Denver, CO, 80274	0.64	Name re-cased Date of birth reformatted Phone reformatted ZIP+4 trimmed+2 more
ENR-135892	ENR	Reyes Madison	1946-04-18	UHC-15905-97	3839294814	6130 Elm St, Orlando, FL, 32897	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-132596	ENR	Willie C Rivera	1997-04-28	UHC-34561-90	6753114765	3895 Meadow Ln, Los Angeles, CA, 90067	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-138870	ENR	Anna Olson	1977-11-10	UHC-81376-72	6242172926	4540 Elm St, Las Vegas, NV, 89181	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-102053	ENR	Jeean P Hawkins	1974-02-13	UHC-95085-84	6739557653	8254 Mesa Dr, Tucson, AZ, 85744	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
ENR-102052	ENR	Jeean P Hawkins	1974-02-13	UHC-95085-84	6739557653	8254 Mesa Dr, Tucson, AZ, 85744	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
ENR-128742	ENR	Ryan Nunez	1950-10-06	UHC-12863-64	6953116420	3715 River Rd, Sacramento, CA, 95819	0.64	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-125914	ENR	Isabella Li	1948-04-28	UHC-87212-80	9009209380	5783 Lake View Rd # 669, Scottsdale, AZ, 85228	0.64	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-110430	ENR	Richard Allen	1992-07-27	UHC-25408-30	7974152000	3888 Mountain View Dr, Scottsdale, AZ, 85265	0.64	Two-digit birth year Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-111434	ENR	Logan Ford	1989-11-18	—	6797258774	1144 Meadow Ln Apt 9, Miami, FL, 33133	0.64	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-132412	ENR	Shirley X Roberts	1964-09-11	UHC-98206-77	6513291275	9848 Oak St, Glendale, AZ, 85305	0.64	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-130965	ENR	Adam B Griffin	1984-03-08	UHC-38974-87	2058315730	8564 Valley View Dr, Seattle, WA, 98145	0.64	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-137364	ENR	Carol C King	1986-01-28	UHC-55950-56	2513178594	854 Lake View Rd, Jacksonville, FL, 32261	0.64	Name re-cased Two-digit birth year Phone reformatted Email lower-cased+2 more

28,181 rows, page 141 of 564Previous Next