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 “Email lower-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagEmail lower-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-121757	ENR	Jack Bowman	1940-04-17	UHC-69037-54	3062909753	8293 Washington St, Gilbert, AZ	0.66	Date of birth reformatted Phone reformatted ZIP missing Email lower-cased+1 more
ENR-109510	ENR	Stephen P Carr	1966-01-10	UHC-87662-88	7807311419	6489 Main St, Jacksonville, FL, 32297	0.66	Street suffix standardised Address re-cased Email lower-cased Gender normalised+1 more
ENR-125841	ENR	Donna P Young	1959-04-09	UHC-09777-54	2052221233	9562 Grand Ave, Tampa, FL, 33640	0.66	Two-digit birth year Street suffix standardised Address re-cased City re-cased+1 more
ENR-105387	ENR	Raymond Wood	1977-12-17	UHC-43430-18	4136458907	409 Cedar Ln, Las Vegas, NV, 89148	0.66	Street suffix standardised Address re-cased State name converted to code Email lower-cased+1 more
ENR-113772	ENR	Austin A Herrera	2002-09-12	UHC-67378-94	8336976854	3503 Oak St, San Diego, CA, 92162	0.66	Name re-cased SSN last four extracted Email lower-cased Gender normalised+1 more
ENR-105813	ENR	Isabella S Soto	2005-08-09	UHC-90755-39	2407378770	6725 Indian School Rd, Denver, CO, 80272	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-123654	ENR	Joshua W Tran	2003-08-04	UHC-48255-08	8838343537	700 Market St, Seattle, WA, 98101	0.66	Name split from “Last, First”Phone reformatted City re-cased Email lower-cased+1 more
ENR-108551	ENR	Ryan Larson	1957-01-25	UHC-84428-67	4176303139	3446 Hillcrest Rd, Tampa, FL, 33622	0.66	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+1 more
ENR-111565	ENR	Linda B Wang	1951-03-02	UHC-62194-36	5513530861	4440 Broadway, Austin, TX	0.66	Address re-cased City re-cased ZIP missing Email lower-cased+1 more
ENR-136349	ENR	Ronald C Hernandez	1963-12-28	UHC-59399-26	8649458497	1684 Union St, Tempe, AZ, 85252	0.66	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-114044	ENR	Sarah Bowman	1983-04-27	UHC-65972-52	3436679817	3180 Apache Blvd, Los Angeles, CA, 90041	0.66	Name re-cased Phone reformatted State name converted to code ZIP+4 trimmed+1 more
ENR-125687	ENR	Stephanie M Palmer	1975-06-20	UHC-80188-86	7956629019	1046 Indian School Rd, San Antonio, TX, 78238	0.66	Street suffix standardised Address re-cased State name converted to code Email lower-cased+1 more
ENR-129983	ENR	Amed Murray	1969-10-08	UHC-25565-57	2152984239	8022 Lincoln Way, Atlanta, GA, 30353	0.66	Phone reformatted State name converted to code Email lower-cased Gender normalised+1 more
ENR-113781	ENR	Joyce Roberts	2007-01-12	UHC-91571-60	3377074840	2751 Jefferson Ave, Los Angeles, CA, 90046	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-135084	ENR	Donna Delgado	1939-08-03	UHC-28789-87	5519259954	8190 Desert Sky Blvd, Seattle, WA, 98110	0.66	Name split from “Last, First”Member ID reformatted State name converted to code Email lower-cased+1 more
ENR-123920	ENR	Laura Guzman	1971-04-20	UHC-57655-78	8847683138	3197 Ridge Rd, Plano, TX, 75022	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
ENR-141174	ENR	Samel Mejia	1942-12-01	UHC-75278-50	—	5404 Desert Sky Blvd, Eden Prairie, MN, 55320	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Email lower-cased+1 more
ENR-134633	ENR	Philip Gilbert	1978-05-09	UHC-96744-17	6829805428	69 Meadow Ln, Jacksonville, FL, 32203	0.66	Member ID reformatted Street suffix standardised Address re-cased Email lower-cased+1 more
ENR-100185	ENR	Stephen B Clark	1938-06-26	UHC-08012-54	4178650313	2805 Market St, Jacksonville, FL, 32227	0.66	Date of birth reformatted Street suffix standardised Address re-cased Email lower-cased+1 more
ENR-131935	ENR	Samuel Y Nguyen	1983-07-13	UHC-32298-88	4435255505	6389 Palm Dr, Tucson, AZ, 85773	0.66	Street suffix standardised Address re-cased City re-cased Email lower-cased+1 more
ENR-126481	ENR	Randy Medina	1973-05-25	UHC-46897-05	8387381476	2559 Washington St, San Antonio, TX, 78292	0.66	Phone reformatted State name converted to code ZIP+4 trimmed Email lower-cased+1 more
ENR-107582	ENR	Mark D Espinoza	1947-12-03	UHC-46329-47	6137008519	8996 Ridge Rd, Plano, TX, 75018	0.66	Date of birth reformatted Street suffix standardised Address re-cased Email lower-cased+1 more
ENR-123614	ENR	Andrew Lawrence	1977-02-26	UHC-57381-90	3749830436	2137 Forest Ave # 848, Austin, TX, 78712	0.66	Name re-cased Unit split from street Street suffix standardised Address re-cased+1 more
ENR-126360	ENR	Jordan R Tucker	—	UHC-64628-99	3677260545	4143 Elm St, Jacksonville, FL, 32263	0.66	Date of birth missing Street suffix standardised Address re-cased City re-cased+1 more
ENR-102235	ENR	Margaret Lawrence	1938-11-02	UHC-48899-77	—	218 Washington St, Plano, TX, 75018	0.66	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+1 more
ENR-141359	ENR	Chen Sarah	1944-01-19	—	3222949129	2637 Canyon Rd, Denver, CO, 80268	0.66	Street suffix standardised Address re-cased Email lower-cased Gender normalised+1 more
ENR-101908	ENR	Dylan Wang	1941-03-06	UHC-09762-15	2198627734	7317 Sage Ct, Mesa, AZ, 85221	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
ENR-122053	ENR	Aan Grant	1959-08-02	UHC-07213-89	5206868390	3529 Main St, Denver, CO, 80283	0.66	Two-digit birth year Phone reformatted Member ID reformatted State name converted to code+1 more
ENR-101834	ENR	Dennis I Garica	1998-11-12	UHC-24597-50	5945612155	1989 Valley View Dr, Gilbert, AZ, 85287	0.66	SSN last four extracted Street suffix standardised Address re-cased Email lower-cased+1 more
ENR-123379	ENR	Peter S Hanson	1947-03-28	UHC-51808-10	7825064443	5439 Lincoln Way, Minneapolis, MN, 55473	0.66	Name split from “Last, First”Phone reformatted State name converted to code Email lower-cased+1 more
ENR-132394	ENR	Fatima Ford	1971-04-08	UHC-30010-11	9453198203	5826 Pine Dr, Mesa, AZ, 85205	0.66	Street suffix standardised Address re-cased State name converted to code Email lower-cased+1 more
ENR-124454	ENR	Natalie McCoy	1980-01-12	UHC-22737-76	3987587654	8469 Elm St, Fresno, CA, 93799	0.66	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+1 more
ENR-104932	ENR	Jeffrey O Allen	1990-01-02	UHC-29346-52	6203934513	3685 Sunset Blvd, Chandler, AZ, 85287	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-142572	ENR	Donald Thomas	1987-01-20	UHC-60926-96	—	6844 Ridge Rd, San Antonio, TX, 78252	0.66	Two-digit birth year Street suffix standardised Address re-cased Email lower-cased+1 more
ENR-126295	ENR	Gregory S Wagner	1968-04-22	UHC-10634-98	9892776402	3175 Mesa Dr, Scottsdale, AZ, 85228	0.66	Name split from “Last, First”Date of birth reformatted State code upper-cased ZIP+4 trimmed+1 more
ENR-121003	ENR	Abigail Olson	1944-07-07	UHC-32653-35	4863715490	4859 Hillcrest Rd, Nashville, TN, 37264	0.66	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+1 more
ENR-119678	ENR	Gabriel Meyer	1980-09-10	UHC-93627-27	9462059099	3324 Ocean Ave, Nashville, TN, 37239	0.66	Date of birth reformatted Street suffix standardised Address re-cased Email lower-cased+1 more
ENR-110195	ENR	Priya I Price	1954-04-23	UHC-37982-54	6957102574	846 Spring St, Gilbert, AZ, 85240	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-140354	ENR	Logan E Carr	1978-06-08	UHC-66549-87	—	5888 Valley View Dr, Atlanta, GA, 30393	0.66	Phone missing area code City re-cased ZIP+4 trimmed Email lower-cased+1 more
ENR-123521	ENR	Benjamin Taylor	2001-12-08	UHC-67866-65	—	6565 Cedar Ln Apt 23, Las Vegas, NV, 89175	0.66	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+1 more
ENR-101930	ENR	Bryan McDonald	1943-01-28	UHC-55577-57	4758629058	5985 Grand Ave, Atlanta, GA, 30348	0.66	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+1 more
ENR-130632	ENR	Aaron V Dominguez	1997-03-20	UHC-79317-75	6032881044	1494 Union St, San Antonio, TX, 78220	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-137678	ENR	Christina Harris	1967-08-06	UHC-47746-92	8972259583	6444 Valley View Dr, Denver, CO, 80276	0.66	Name split from “Last, First”Phone reformatted State name converted to code Email lower-cased+1 more
ENR-111427	ENR	Andy N Walsh	—	UHC-17683-33	6976538246	4949 Baseline Rd, Jacksonville, FL, 32292	0.66	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-115997	ENR	Brittany K Fowler	1995-11-07	UHC-59225-95	2982697516	3562 Apache Blvd, Austin, TX, 78742	0.66	Name re-cased Two-digit birth year Phone reformatted Email lower-cased+1 more
ENR-103603	ENR	Timothy Wilson	1995-03-24	UHC-70158-96	6073712460	9453 Central Ave, Orlando, FL, 32816	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted ZIP+4 trimmed+1 more
ENR-125976	ENR	Marcus Burns	1966-09-19	UHC-37882-51	4782927645	2113 Washington St, Columbus, OH, 43279	0.66	Date of birth reformatted Street suffix standardised Address re-cased Email lower-cased+1 more
ENR-112020	ENR	Fox Samantha	1949-02-21	UHC-12498-71	6685554407	—	0.66	Name re-cased Two-digit birth year Email lower-cased Gender normalised+1 more
ENR-107941	ENR	Victoria E Moreno	—	UHC-39035-15	9736192774	1164 Meadow Ln, Nashville, TN, 37263	0.66	Name re-cased Date of birth missing Street suffix standardised Address re-cased+1 more
ENR-134895	ENR	Barbara B Moreno	1968-07-17	UHC-01832-24	5169399619	5040 Oak St, Nashville, TN, 37264	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more

8,934 rows, page 68 of 179Previous Next