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 “Gender normalised”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagGender normalisedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-58799	TPA	Douglas Luna	1990-11-25	—	3367183888	8652 Willow Ct, Atlanta, GA, 30367	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-122986	ENR	Kathy Morgan	1994-04-23	UHC-44662-69	5535307790	5250 Spring St, Fresno, CA, 93754	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-109864	ENR	Samantha L Perez	1996-03-25	UHC-74382-23	6823511706	5062 Ridge Rd, Houston, TX, 77040	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-130228	ENR	Mason Clark	1949-09-12	UHC-58223-41	—	3158 Bayshore Dr, Houston, TX, 77010	0.60	Name re-cased Street suffix standardised Address re-cased City re-cased+4 more
ENR-102554	ENR	Jessica Jimenez	1972-08-26	UHC-85188-23	6716536150	2680 Sunset Blvd, Jacksonville, FL, 32254	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-118701	ENR	Henry Wells	1994-05-08	UHC-34465-23	2483558215	7167 Highland Ave, Scottsdale, AZ, 85216	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-141198	ENR	Bradley Dunn	1950-02-10	UHC-63013-82	4057801523	4893 Mountain View Dr, Minneapolis, MN, 55480	0.60	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-118439	ENR	Loggan I Robinson	1960-07-13	UHC-41049-44	9173299270	9414 Church St, Las Vegas, NV, 89118	0.60	Middle initial moved out of first name Name re-cased Phone reformatted Member ID reformatted+4 more
CLM-425747	CLM	Hannah Gilbert	1939-08-14	—	—	1246 Ocean Ave, Dallas, TX, 75217	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-117137	ENR	Amy Bryant	1950-02-10	UHC-84464-07	4235164157	2882 Oak St, Fresno, CA, 93709	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-128199	ENR	Kelly Griffin	1977-04-10	UHC-20670-78	2832347520	172 Hillcrest Rd, Glendale, AZ, 85334	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-22290	PRV	Carlos Hamilton	1956-01-21	UHC-99654-35	6424132000	7313 Desert Sky Blvd, Tampa, FL, 33635	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-138328	ENR	Saar K Williams	1973-12-22	UHC-98807-33	6887004716	5037 Washington St, Seattle, WA, 98101	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-429125	CLM	Lauren Wagner	1959-01-09	UHC-76656-69	8106161786	6697 Highland Ave, Seattle, WA, 98172	0.60	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-119072	ENR	Diego Boyd	2002-09-23	UHC-90958-04	7437540518	6612 Washington St, Columbus, OH, 43294	0.60	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
CLM-408983	CLM	Steve Carlson	1953-05-09	UHC-58376-55	—	655 Central Ave, Austin, TX, 78703	0.60	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+4 more
CLM-412557	CLM	Roy Sanders	1941-06-11	UHC-81923-33	5337453822	1470 Willow Ct, Orlando, FL, 32818	0.60	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+4 more
CLM-420098	CLM	Jesse Nelson	1989-12-14	UHC-18838-51	—	8592 Palm Dr, Plano, TX, 75070	0.60	Name re-cased Date of birth reformatted Member ID reformatted ZIP+4 trimmed+4 more
CLM-421019	CLM	Alice D Webb	1998-06-27	—	—	2190 Oak St, Charlotte, NC, 28256	0.60	Name re-cased Street suffix standardised Address re-cased City re-cased+4 more
ENR-101319	ENR	Justin U Weber	1948-06-28	UHC-21843-63	—	9726 Palm Dr, Miami, FL, 33131	0.60	Street suffix standardised Address re-cased City re-cased State code upper-cased+4 more
CLM-407641	CLM	Edward Brooks	1938-02-01	—	7958975348	3916 Apache Blvd, Eden Prairie, MN, 55377	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-407620	CLM	Mateo Rivera	1958-11-09	UHC-49017-44	8138082222	3705 Spring St, Atlanta, GA, 30307	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-28840	PRV	Chris Ortega	1970-12-12	UHC-45995-18	7923763304	3105 Oak St, Charlotte, NC, 28278	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-136924	ENR	Keevin Z Stevens	1953-01-05	UHC-86764-72	6217767714	7911 Baseline Rd, Glendale, AZ, 85373	0.60	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
CLM-422980	CLM	Anna Vega	1983-09-27	UHC-59908-76	5402561334	7331 Forest Ave, Nashville, TN, 37231	0.60	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+4 more
CLM-402957	CLM	Gabriel McDonald	1947-11-21	UHC-21533-16	8713805476	8474 Desert Sky Blvd, Plano, TX, 75012	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-111988	ENR	Anthony G Fields	1966-06-08	UHC-92391-87	6026645562	7579 Central Ave, Austin, TX, 78712	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
CLM-424321	CLM	Ralph T Santiago	1964-01-11	UHC-93505-50	2875128451	2638 Bayshore Dr, Dallas, TX, 75240	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-132249	ENR	William W Rivera	1971-03-13	UHC-47674-88	5122810729	3566 Willow Ct, San Diego, CA, 92191	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
PRV-28155	PRV	Donna Ramos	1995-10-06	UHC-64152-85	7827236431	7499 Baseline Rd, Tempe, AZ, 85278	0.60	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
TPA-60966	TPA	Kenneth West	1989-04-08	—	7213271314	8925 Pine Dr, Austin, TX, 78713	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-23680	PRV	Jack Z Arnold	2007-11-16	—	7019661203	2516 Central Ave, Denver, CO, 80212	0.60	Phone reformatted Street suffix standardised Address re-cased City re-cased+4 more
CLM-409892	CLM	Shirley Jimenez	2002-02-10	UHC-16328-46	4272179330	2890 Ocean Ave, Minneapolis, MN, 55473	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-135457	ENR	Brandon G Sanchez	1949-12-04	UHC-72460-94	9658622273	6448 Lake View Rd # 450, Tucson, AZ, 85765	0.60	Name re-cased Date of birth reformatted Unit split from street City re-cased+4 more
CLM-415832	CLM	Judy Wells	1994-01-06	UHC-36200-43	8396910901	331 Grand Ave, Seattle, WA, 98107	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-137161	ENR	Noah Herrera	1955-02-25	UHC-36445-13	2652811140	6367 Market St, Denver, CO, 80200	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-118559	ENR	Denise X Warren	1952-03-06	UHC-93992-96	4016969677	747 Camelback Rd, Nashville, TN, 37229	0.60	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+4 more
TPA-61806	TPA	Amy Aguilar	1975-09-13	UHC-37978-20	3767589728	6164 Sage Ct, Columbus, OH, 43208	0.60	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-113539	ENR	Aisha P Butler	1971-04-13	UHC-74011-36	5842846470	181 Maple Ave, Denver, CO, 80237	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-421128	CLM	Frances Ruiz	1949-05-28	UHC-20383-93	4406663884	4560 Cedar Ln, Mesa, AZ, 85215	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
TPA-55168	TPA	Denise Ros	1975-07-10	UHC-51808-48	3056469510	9734 Apache Blvd, Columbus, OH, 43223	0.60	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
CLM-426971	CLM	Timothy Flores	1980-11-12	UHC-44991-41	—	9101 Baseline Rd, San Antonio, TX, 78260	0.60	Name re-cased Street suffix standardised Address re-cased City re-cased+4 more
ENR-127358	ENR	Adam Stewart	1954-09-02	UHC-00514-65	3346406936	7139 Oak St, Chandler, AZ, 85293	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-106872	ENR	Keith Hernandez	1998-11-21	UHC-09533-29	4353518061	1394 Apache Blvd, Scottsdale, AZ, 85239	0.60	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+4 more
PRV-21605	PRV	Sara Y Carr	2001-07-14	UHC-62944-73	5049452051	1350 Market St, Scottsdale, AZ, 85238	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
PRV-20496	PRV	Sandra K Boyd	1973-03-18	UHC-29823-55	7297898421	1044 Spring St, Tucson, AZ, 85737	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
PRV-29490	PRV	Diego Lawrence	1978-11-27	UHC-74911-24	8476469423	4864 River Rd, Denver, CO, 80200	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-20716	PRV	Keith M Price	1986-07-18	UHC-04874-92	4895728598	9495 Palm Dr, Austin, TX, 78749	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-417257	CLM	Carl Robinson	1991-05-20	—	5364521979	1417 Bayshore Dr, Los Angeles, CA, 90056	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-114068	ENR	Amber S Jimenez	1983-11-10	UHC-69635-02	4882439681	5374 Desert Sky Blvd, Austin, TX, 78718	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more

16,828 rows, page 111 of 337Previous Next