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 “Address re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagAddress re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-116117	ENR	Sophia Y Vazquez	1992-09-24	UHC-24298-39	9308438446	4625 Indian School Rd, Scottsdale, AZ, 85205	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-113161	ENR	Wei Bradley	1962-09-24	UHC-76357-55	3147219949	2524 Baseline Rd, Columbus, OH, 43297	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-110214	ENR	Jennifer Jensen	1977-10-17	UHC-58585-41	—	987 Grand Ave, Jacksonville, FL	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+2 more
ENR-111019	ENR	Judith Santiago	1985-07-22	UHC-03959-48	5373987030	5280 Indian School Rd, Dallas, TX, 75247	0.64	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-140525	ENR	Willie S Holmes	1977-06-04	UHC-22394-73	7148320101	6486 Palm Dr, Phoenix, AZ, 85091	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-121116	ENR	Raymond Thomas	1966-03-27	UHC-02723-41	8274614635	7605 Harbor Blvd, Phoenix, AZ, 85007	0.64	Name split from “Last, First”Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-125522	ENR	Gregory Fields	1956-07-04	UHC-50997-76	—	606 Sage Ct, Tempe, AZ, 85211	0.64	Street suffix standardised Address re-cased Gender normalised Plan code upper-cased+2 more
ENR-106855	ENR	Evelyn Riley	1986-12-18	UHC-04663-24	5263498308	2147 Desert Sky Blvd, Mesa, AZ, 85284	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-117779	ENR	Branndon Peterson	1974-03-12	UHC-68516-24	5728424306	8586 Central Ave, Glendale, AZ, 85392	0.64	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-131906	ENR	Megan L Nunez	1967-08-04	UHC-57892-81	—	143 Park Pl, Atlanta, GA, 30391	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-103075	ENR	Jonathan F Cunningham	1971-01-22	UHC-44375-44	6833334528	1755 Lake View Rd, Plano, TX	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
ENR-114102	ENR	Kevin U Cunningham	1942-10-27	UHC-96334-53	7536705354	4976 Cedar Ln, Orlando, FL, 32813	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-140050	ENR	Brenda Garrett	1981-09-22	—	3098899475	5537 Hillcrest Rd, San Diego, CA	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-106386	ENR	Scott X Stevens	1994-01-08	UHC-77093-82	7172575483	4455 Main St, Austin, TX, 78723	0.64	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
ENR-127119	ENR	Natalie Estrada	1938-05-17	UHC-84399-83	4355169604	8742 Church St, Fresno, CA	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
ENR-108460	ENR	Heather O Estrada	1964-12-10	UHC-14837-83	9808767200	7177 River Rd, Tucson, AZ, 85755	0.64	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-100608	ENR	Donald P Johnston	2002-06-09	UHC-00235-32	7185071064	2788 Meadow Ln, Charlotte, NC	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
ENR-116413	ENR	Matthew C Arnold	1944-08-07	UHC-10919-83	7106837939	2877 Apache Blvd # 554, Austin, TX, 78783	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-113362	ENR	Kayla S Jenkins	1914-11-12	UHC-09446-13	9663585153	8645 Hillcrest Rd, Fresno, CA, 93750	0.64	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+2 more
ENR-123154	ENR	Charles Q Santos	1962-08-07	UHC-27566-45	6759698776	8576 Jefferson Ave, Dallas, TX, 75270	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-104468	ENR	Ryan Armstrong	1961-12-15	UHC-91572-43	6582708039	608 Spring St, Tampa, FL, 33687	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-136321	ENR	Sharon Maldonado	1982-05-27	UHC-48917-93	4786993618	7013 Meadow Ln, Tucson, AZ, 85755	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-132653	ENR	Linda Dixon	1999-10-15	UHC-04438-58	8506574803	705 Washington St, Fresno, CA, 93773	0.64	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-135846	ENR	Keith T Gonzalez	1960-12-05	UHC-62035-80	6979515669	6402 Union St, Sacramento, CA, 95887	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-110703	ENR	Stephen Peterson	1943-06-12	UHC-22151-31	5229834977	6606 Jefferson Ave Apt 1, San Antonio, TX, 78242	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-115387	ENR	Linda Y Woods	1985-02-22	UHC-71404-90	4222239785	2889 Palm Dr, Austin, TX, 78736	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-131316	ENR	Sandra U Reed	1985-04-05	UHC-49852-21	4217610275	4807 Central Ave Apt 37, Columbus, OH, 43264	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-142025	ENR	Jordan H King	1988-12-18	UHC-47443-28	4537075331	4951 Palm Dr # 526, Tampa, FL, 33609	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-139072	ENR	Grace Garza	2002-11-10	UHC-70601-88	9006582811	7828 Maple Ave, Chandler, AZ, 85281	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-114162	ENR	Justin Y Castro	1943-10-26	UHC-41901-62	3366027995	5655 Bayshore Dr, Tucson, AZ, 85719	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-124191	ENR	Carol Soto	1988-09-25	UHC-49221-24	2276330016	8206 Bayshore Dr, Tampa, FL, 33624	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-123923	ENR	Deborah W Estrada	1991-03-10	UHC-65814-20	7318527594	5054 Park Pl, San Antonio, TX, 78210	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-119035	ENR	Lucia C Russell	1969-01-23	UHC-13987-43	3372614470	8135 Jefferson Ave, Fresno, CA, 93767	0.64	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+2 more
ENR-136233	ENR	Fatima K Reid	1946-01-17	UHC-31359-09	—	1099 Baseline Rd, Dallas, TX, 75278	0.64	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-131235	ENR	Diana Aguilar	2003-11-20	UHC-20499-18	5216155886	2189 Jefferson Ave, Eden Prairie, MN	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
ENR-126897	ENR	Erc M McDonald	1998-09-18	UHC-74400-83	8795365198	3139 Harbor Blvd, Dallas, TX, 75268	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
ENR-113777	ENR	Isabella Ramirez	2003-06-23	UHC-93692-17	—	3355 Elm St, Minneapolis, MN, 55479	0.64	Two-digit birth year Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-119775	ENR	Russell J Delgado	1992-08-23	UHC-92143-65	—	403 Apache Blvd, Tucson, AZ, 85766	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-141411	ENR	Zachary D Scott	1949-12-24	UHC-64427-62	6067826986	8108 Canyon Rd, Plano, TX, 75085	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-134533	ENR	Samuel Palmer	2000-08-01	UHC-81616-47	6529075080	7508 Cedar Ln, Chandler, AZ	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-120147	ENR	Amanda Gomez	2008-04-23	UHC-45484-57	—	3531 Market St, Eden Prairie, MN, 55307	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-116344	ENR	Brian P Brooks	1959-10-13	UHC-10385-28	6954455680	3457 Union St, Glendale, AZ	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-140383	ENR	Jullia Q Fowler	1993-08-07	UHC-77770-43	7957110285	7084 Jefferson Ave, Charlotte, NC, 28240	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-120609	ENR	Roy Day	1977-12-20	UHC-75293-36	9335657565	249 Harbor Blvd, Atlanta, GA, 30318	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-118881	ENR	Henry L Jenkins	1952-06-23	UHC-25569-64	8297498342	8487 Washington St, San Diego, CA, 92100	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-122991	ENR	Diana Morales	1957-12-27	UHC-23661-33	6607107124	7398 Washington St, Los Angeles, CA, 90084	0.64	Street suffix standardised Address re-cased City re-cased ZIP+4 trimmed+2 more
ENR-129011	ENR	Sandra N Sanders	1982-08-26	UHC-34665-63	8686180005	7881 Willow Ct, Columbus, OH, 43215	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-134228	ENR	Mike H Thomas	1962-02-23	UHC-85355-01	—	3630 Highland Ave, Jacksonville, FL, 32220	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
ENR-129450	ENR	Rgoer P Guzman	1994-12-07	UHC-37088-65	9416283043	2192 Ridge Rd, Sacramento, CA, 95853	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-112220	ENR	Donna Baker	1966-03-19	UHC-92998-90	3105353561	6602 Willow Ct, San Diego, CA, 92157	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more

26,564 rows, page 195 of 532Previous Next