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 “Unit split from street”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagUnit split from streetClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-429168	CLM	Laura Franklni	1946-02-10	UHC-32182-41	—	9718 Camelback Rd Apt 11, Phoenix, AZ, 85017	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
ENR-114877	ENR	Bruce Reed	1948-03-22	UHC-40972-69	8216695080	8324 Apache Blvd Apt 37, Chandler, AZ, 85201	0.64	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
TPA-55100	TPA	Jack Carter	1997-04-23	—	6939400690	9198 Mountain View Dr Apt 21, Tucson, AZ, 85754	0.64	Name re-cased Phone reformatted Unit split from street City re-cased+2 more
CLM-430972	CLM	Edard Dominguez	1964-02-08	UHC-10224-04	—	4760 Mesa Dr # 841, Sacramento, CA, 95824	0.64	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-119389	ENR	Mary B Young	1996-07-16	UHC-78998-28	5496646553	9853 Sage Ct Apt 39, Mesa, AZ, 85260	0.64	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+2 more
TPA-57619	TPA	Arjun Holmes	1978-11-22	—	—	5851 Main St # 229, Glendale, AZ, 85333	0.64	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
TPA-61901	TPA	Juan Hunter	1965-09-22	—	—	5057 Valley View Dr Apt 18, Chandler, AZ, 85249	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
ENR-136962	ENR	Matthew Sandoval	1956-02-01	UHC-42875-42	8065633752	7835 Cedar Ln Apt 18, Austin, TX, 78786	0.64	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+2 more
PRV-22533	PRV	Samantha Alvarado	1987-10-11	—	6102422246	2471 Sunset Blvd # 195, Fresno, CA, 93777	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-405420	CLM	Maria Ramirez	1999-04-23	—	—	1102 Market St Apt 29, Los Angeles, CA, 90037	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
TPA-56136	TPA	William Thomes	1963-02-12	—	—	6444 Ridge Rd # 541, Scottsdale, AZ, 85280	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
CLM-430033	CLM	Keith Rogers	1963-04-17	—	9016188778	4996 Palm Dr # 286, Jacksonville, FL, 32283	0.64	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+2 more
TPA-54627	TPA	Christine Gonzales	1942-05-07	—	4396799045	1128 Valley View Dr # 687, Miami, FL, 33127	0.64	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+2 more
PRV-23891	PRV	Ethan Cook	2003-03-18	UHC-76119-12	6497947571	9366 Mesa Dr # 982, Tucson, AZ, 85736	0.64	Name re-cased Phone reformatted Unit split from street Street suffix standardised+2 more
TPA-50648	TPA	Sofia Chen	1996-09-25	—	—	7943 Washington St Apt 15, Phoenix, AZ, 85006	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
ENR-112143	ENR	Mariana Clark	—	UHC-09124-57	4778060019	3422 Mesa Dr Apt 2, Tempe, AZ, 85251	0.64	Name re-cased Date of birth missing Phone reformatted Unit split from street+2 more
CLM-415288	CLM	Albert S Knight	1994-08-07	UHC-52355-58	—	6424 Mesa Dr Apt 10, Tempe, AZ	0.64	Name re-cased Unit split from street City re-cased ZIP missing+2 more
ENR-130674	ENR	Edward Maldonado	2006-01-10	UHC-96749-77	—	2333 Forest Ave Apt 18, Austin, TX, 78734	0.64	Member ID reformatted Unit split from street Street suffix standardised Address re-cased+2 more
TPA-58663	TPA	Arthur Schultz	1964-06-24	—	5267935344	1911 Bayshore Dr Apt 23, Minneapolis, MN, 55483	0.64	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-131389	ENR	Carlos R Mason	1958-05-03	UHC-55182-09	9574322791	2022 Harbor Blvd # 504, Eden Prairie, MN, 55352	0.64	Unit split from street Street suffix standardised Address re-cased City re-cased+2 more
ENR-114225	ENR	Philip Banks	1955-04-03	UHC-92600-21	5097634744	9677 Jefferson Ave # 745, Austin, TX, 78705	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
ENR-127252	ENR	Kelly Hicsk	1958-11-03	UHC-46966-74	5933118541	2724 Apache Blvd # 569, Nashville, TN, 37285	0.64	Name re-cased Phone reformatted Unit split from street State code upper-cased+2 more
CLM-429955	CLM	Aisha H King	1980-07-14	UHC-01605-28	4604334400	2857 Lincoln Way Apt 7, Chandler, AZ, 85208	0.64	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
PRV-20731	PRV	Austin C Holmes	1976-02-25	—	3899321696	2810 Spring St # 349, San Diego, CA, 92123	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
CLM-418877	CLM	Carl Marshall	1963-07-22	UHC-27566-03	6894527111	1078 Forest Ave # 973, Gilbert, AZ, 85246	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
TPA-57000	TPA	Larry I Mendoza	1972-11-08	—	5943435727	3521 Maple Ave # 694, Charlotte, NC, 28203	0.64	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+2 more
CLM-400719	CLM	Donna Stevens	1950-02-07	UHC-33728-20	2037666012	4021 Harbor Blvd Apt 35, Denver, CO, 80294	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-402114	CLM	Albert Crawford	1942-11-20	UHC-09010-78	—	2926 Ocean Ave Apt 33, Glendale, AZ, 85347	0.64	Name re-cased Member ID reformatted Unit split from street Street suffix standardised+2 more
ENR-123683	ENR	Linda Lucas	1951-03-06	UHC-20791-83	4002711136	592 Jefferson Ave Apt 17, Tucson, AZ, 85761	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-407587	CLM	Charles H Thomas	1941-07-20	—	8862680111	3700 Washington St # 424, Dallas, TX, 75203	0.64	Name re-cased Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-105862	ENR	Albert W Marquez	1955-08-14	UHC-90690-86	2672903013	8098 Union St Apt 35, Las Vegas, NV, 89166	0.64	Name re-cased Phone reformatted Unit split from street Email lower-cased+2 more
TPA-64235	TPA	Julie Knight	1989-05-17	—	—	9298 Lake View Rd Apt 17, Tucson, AZ, 85745	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
CLM-428761	CLM	Shirley Patel	1990-11-08	UHC-16580-02	—	8596 Mountain View Dr # 412, Fresno, CA, 93740	0.64	Name re-cased Date of birth reformatted Unit split from street ZIP+4 trimmed+2 more
ENR-126747	ENR	Arjun Woods	2005-05-15	UHC-68559-43	7995572816	1573 Ocean Ave # 899, Phoenix, AZ, 85021	0.64	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+2 more
CLM-408702	CLM	Ann Gray	1981-06-26	—	7686554715	4566 Camelback Rd # 691, Houston, TX, 77023	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
CLM-416779	CLM	Adam Li	1945-01-18	UHC-03793-43	3782546894	51 Oak St # 934, Houston, TX, 77050	0.64	Name re-cased Phone reformatted Unit split from street Street suffix standardised+2 more
PRV-27647	PRV	Amnada Johnson	1946-07-03	UHC-06364-64	8624656105	3153 Mountain View Dr Apt 39, Los Angeles, CA, 90094	0.64	Name re-cased Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-128293	ENR	Peter Ford	1991-10-23	UHC-45344-03	4835706550	9835 Pine Dr Apt 17, Dallas, TX, 75263	0.64	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-104888	ENR	Marcus G Young	1980-04-26	UHC-43827-33	7944464853	4355 Willow Ct # 781, Glendale, AZ, 85397	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-412653	CLM	Charlotte Fox	1978-03-10	UHC-60940-57	—	657 Jefferson Ave Apt 31, San Antonio, TX, 78201	0.64	Date of birth reformatted Unit split from street City re-cased ZIP+4 trimmed+2 more
CLM-403896	CLM	Joyce Sanchez	1955-04-11	UHC-08012-65	5936663259	9217 Ocean Ave # 387, Austin, TX, 78749	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-119235	ENR	Diego Castillo	1949-12-03	UHC-99368-85	—	5556 Central Ave Apt 4, Columbus, OH, 43285	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
TPA-64276	TPA	Carl Johnston	2000-10-17	—	—	8398 Desert Sky Blvd Apt 35, Minneapolis, MN, 55473	0.64	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
PRV-23619	PRV	Brandon Ward	1985-08-15	UHC-12510-99	3788017184	2264 Sage Ct Apt 11, Charlotte, NC, 28230	0.64	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-116595	ENR	Judy Garza	1960-01-16	UHC-43428-27	2716569507	3068 Jefferson Ave Apt 18, Columbus, OH, 43263	0.64	Name re-cased Phone reformatted Unit split from street Street suffix standardised+2 more
CLM-406631	CLM	Lori Q Lane	2006-03-28	—	—	5174 Church St Apt 34, Atlanta, GA, 30392	0.64	Unit split from street Street suffix standardised Address re-cased Plan code upper-cased+2 more
ENR-119313	ENR	Sarah Washington	2006-01-21	UHC-40655-78	4945526548	2383 Apache Blvd Apt 27, Austin, TX, 78793	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-431509	CLM	Lisa Castro	1991-01-19	UHC-96067-72	—	4502 Lake View Rd Apt 29, San Diego, CA, 92118	0.64	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+2 more
CLM-431510	CLM	Lisa Castro	1991-01-19	UHC-96067-72	—	4502 Lake View Rd Apt 29, San Diego, CA, 92118	0.64	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+2 more
ENR-115381	ENR	Natalie C Ortiz	2004-03-20	UHC-29726-46	8382866598	1092 Park Pl Apt 34, Eden Prairie, MN, 55359	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more

6,994 rows, page 73 of 140Previous Next