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

All sources, flag “Plan code upper-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPlan code upper-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-430310	CLM	Brian Burke	2003-06-24	UHC-91013-14	9425866095	4636 Union St, Fresno, CA, 93767	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-119327	ENR	Carlos McDonad	1967-01-15	UHC-52759-39	9483984209	2056 Central Ave, Plano, TX, 75017	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-105860	ENR	Teresa Lane	1988-05-22	UHC-40035-51	8337024778	70 Pine Dr, Columbus, OH, 43256	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
ENR-105062	ENR	Dylan Turner	1981-03-05	UHC-51775-76	4937353818	7631 Ridge Rd, Houston, TX, 77058	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-63267	TPA	Roger Marquez	1964-12-22	—	—	5303 Elm St Apt 14, Minneapolis, MN, 55407	0.64	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-116903	ENR	Justin S Lawrence	1945-06-12	UHC-56970-09	6774423139	1593 Spring St, Miami, FL, 33194	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-138188	ENR	Amy K Morrison	1977-02-06	UHC-29243-33	4846396784	4055 Palm Dr, Austin, TX, 78794	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-428216	CLM	Rebecca Hamilton	1954-02-23	—	—	2665 Indian School Rd, Plano, TX, 75019	0.64	Two-digit birth year Street suffix standardised Address re-cased City re-cased+2 more
ENR-129408	ENR	Martha I Hayes	1966-04-09	UHC-66309-25	2317348464	873 Bayshore Dr Apt 30, Plano, TX, 75002	0.64	Name re-cased Two-digit birth year Phone reformatted Unit split from street+2 more
CLM-431734	CLM	Nicholas Adams	1953-12-23	UHC-38542-81	—	8975 Grand Ave # 955, Atlanta, GA, 30394	0.64	Name split from “Last, First”Unit split from street City re-cased Plan code upper-cased+2 more
ENR-134755	ENR	Larry U Young	1938-09-24	UHC-78277-48	5749291037	8867 Maple Ave # 980, Minneapolis, MN, 55454	0.64	Name split from “Last, First”Phone reformatted Member ID reformatted Unit split from street+2 more
ENR-106729	ENR	Kimberly Harvey	—	UHC-92279-14	8504993068	8206 Cedar Ln, Fresno, CA, 93766	0.64	Date of birth missing Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-423154	CLM	Matthew Ferguson	1995-03-20	UHC-66125-48	—	1582 Camelback Rd, Houston, TX, 77086	0.64	Two-digit birth year Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-406776	CLM	Carl Owens	2001-01-10	—	8243071686	1298 Forest Ave, Minneapolis, MN, 55498	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
ENR-113219	ENR	Alan T Phillips	1997-07-18	UHC-62107-94	5906703839	2078 Sage Ct, Atlanta, GA, 30383	0.64	Two-digit birth year Street suffix standardised Address re-cased City re-cased+2 more
ENR-125270	ENR	Bradley H Arnold	1982-06-07	UHC-81020-33	5115323711	112 Ocean Ave, Eden Prairie, MN, 55316	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-113981	ENR	Peter Q Fox	1989-01-24	UHC-20065-48	9232771914	4747 Oak St # 648, Chandler, AZ	0.64	Phone reformatted Member ID reformatted Unit split from street ZIP missing+2 more
ENR-103361	ENR	Luis P Vega	1939-07-28	UHC-18828-56	—	2560 Ocean Ave, Minneapolis, MN, 55458	0.64	Date of birth reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-142709	ENR	Arjun J Hanson	1962-01-24	UHC-47578-88	6287326931	7609 Spring St, Seattle, WA, 98109	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-403826	CLM	Mari Wood	1941-12-26	UHC-46790-74	—	8674 Hillcrest Rd, Los Angeles, CA, 90007	0.64	City re-cased State name converted to code ZIP+4 trimmed Plan code upper-cased+2 more
ENR-139981	ENR	Ralph L Phillips	1983-08-09	UHC-05137-74	—	6178 Park Pl, Austin, TX, 78712	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
ENR-102353	ENR	Susan Q Contreras	1944-06-18	UHC-75987-03	6519702250	2840 Grand Ave, San Diego, CA, 92177	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+2 more
ENR-134666	ENR	Brittany C Austin	1959-10-16	UHC-20101-22	3278146119	7017 Palm Dr, Houston, TX	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
ENR-124644	ENR	Ann Garrett	1977-01-19	UHC-36257-71	4865700176	6583 Oak St, Houston, TX, 77084	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-404072	CLM	Sandra Fuller	1983-09-17	UHC-21692-45	—	2866 Bayshore Dr, Los Angeles, CA, 90064	0.64	Street suffix standardised Address re-cased State name converted to code Plan code upper-cased+2 more
ENR-120542	ENR	Frank N Bishop	1987-09-21	UHC-33994-11	3086636932	5597 Willow Ct, Las Vegas, NV, 89124	0.64	Middle initial moved out of first name Date of birth reformatted Phone reformatted ZIP+4 trimmed+2 more
CLM-411642	CLM	Hiroshi Hamilton	1978-05-02	—	—	2346 Harbor Blvd Apt 3, Atlanta, GA, 30368	0.64	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-125554	ENR	Jacob E Jacobs	2002-01-06	UHC-55658-02	2123563818	2374 Jefferson Ave, Columbus, OH, 43296	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-138762	ENR	Melissa Delgado	2007-07-28	UHC-61902-21	4735065461	2360 Hillcrest Rd, Charlotte, NC, 28257	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-117374	ENR	Roy N Hansen	—	UHC-25734-43	2473901544	3041 Canyon Rd, Tampa, FL, 33618	0.64	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+2 more
ENR-123221	ENR	Austin K Matthews	1990-10-24	UHC-02623-23	9675973970	7181 River Rd, San Diego, CA	0.64	Date of birth reformatted Phone reformatted State name converted to code ZIP missing+2 more
TPA-61035	TPA	Ralph Morris	1971-12-28	—	—	2055 Forest Ave, Austin, TX, 78718	0.64	Two-digit birth year Street suffix standardised Address re-cased Plan code upper-cased+2 more
CLM-402597	CLM	Jerry Carlson	1947-08-04	—	9233213788	—	0.64	Name re-cased Two-digit birth year Phone reformatted Gender normalised+2 more
ENR-108407	ENR	Wei F Wright	1947-10-18	UHC-97782-48	—	4960 Canyon Rd, Plano, TX, 75040	0.64	Street suffix standardised Address re-cased City re-cased Gender normalised+2 more
ENR-119649	ENR	Jessica Cook	2004-07-07	UHC-84109-26	9496370799	2137 Camelback Rd, Glendale, AZ, 85348	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-118603	ENR	Sandra H Thompson	1972-07-14	UHC-77818-61	4512476783	858 Park Pl, Scottsdale, AZ	0.64	Phone reformatted City re-cased ZIP missing Gender normalised+2 more
CLM-412919	CLM	Donna Edwards	1999-01-16	UHC-67089-11	8245361463	6844 Union St, Austin, TX, 78737	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
TPA-60699	TPA	Charles Murray	1951-01-15	—	—	5473 Mesa Dr # 768, San Diego, CA, 92199	0.64	Unit split from street Street suffix standardised Address re-cased Email lower-cased+2 more
CLM-400393	CLM	Ethan Lewis	1948-02-25	UHC-22221-92	—	5473 Lincoln Way, Houston, TX, 77041	0.64	Name split from “Last, First”City re-cased Gender normalised Plan code upper-cased+2 more
ENR-135309	ENR	Janice P Deen	1946-09-22	UHC-65929-04	8505789091	2334 Desert Sky Blvd, Seattle, WA, 98127	0.64	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-104428	ENR	Wayne Luna	1942-05-16	UHC-42142-29	7348662457	9591 Jefferson Ave, Denver, CO	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
ENR-137519	ENR	Jeremy B Sandoval	1994-03-14	UHC-32667-25	2655860897	9010 Mountain View Dr, Houston, TX	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
ENR-115328	ENR	Anna I Dominguez	1988-01-08	UHC-48356-13	7637036214	1499 Indian School Rd, Seattle, WA, 98150	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-126640	ENR	Diane I Ray	1967-12-16	UHC-21870-71	4374194994	5152 Forest Ave, Mesa, AZ, 85261	0.64	Name split from “Last, First”Phone reformatted SSN last four extracted Plan code upper-cased+2 more
TPA-54646	TPA	Roegr X Johnston	1996-03-06	—	—	1206 Desert Sky Blvd # 822, Miami, FL, 33120	0.64	Name re-cased Date of birth reformatted Unit split from street Gender normalised+2 more
ENR-134830	ENR	Julie Hughes	1979-02-24	UHC-21646-21	6147008135	3488 Grand Ave, Minneapolis, MN, 55427	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-114627	ENR	Hughes Nicole	2001-10-12	UHC-13273-39	4305770794	5263 Willow Ct, Columbus, OH, 43271	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-142903	ENR	Lauuren Harrison	1943-08-27	UHC-14437-61	8755858718	1789 Broadway, San Diego, CA, 92185	0.64	Name split from “Last, First”Phone reformatted City re-cased ZIP+4 trimmed+2 more
CLM-403491	CLM	Martha G Day	1986-10-03	—	6868063049	4026 Mesa Dr, Nashville, TN, 37215	0.64	Middle initial moved out of first name Phone reformatted Gender normalised Plan code upper-cased+2 more
ENR-131627	ENR	Gerald Obrien	1977-03-10	UHC-71049-32	3527023449	4101 Sage Ct, Dallas, TX	0.64	Name split from “Last, First”Name re-cased Phone reformatted ZIP missing+2 more

3,278 rows, page 23 of 66Previous Next