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 “ZIP missing”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagZIP missingClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-421329	CLM	Rebecca Mitchell	1963-12-03	—	6237979279	8905 Canyon Rd, Plano, TX	0.78	Name re-cased Phone reformatted ZIP missing Email lower-cased+1 more
ENR-127773	ENR	Gabriel X Catro	1994-09-24	UHC-37400-91	—	9694 Grand Ave, San Diego, CA	0.78	Name re-cased City re-cased ZIP missing Whitespace trimmed+1 more
CLM-409893	CLM	Anna U Montgomery	1975-08-20	UHC-65162-84	—	2502 Jefferson Ave, Charlotte, NC	0.78	Name re-cased City re-cased State code upper-cased ZIP missing+1 more
ENR-121960	ENR	Jerrry Y Montgomery	1973-01-26	UHC-61947-38	—	9637 Valley View Dr, San Diego, CA	0.78	Date of birth reformatted Member ID reformatted ZIP missing Whitespace trimmed+1 more
TPA-55596	TPA	Juudy Jackson	1966-08-27	—	5255895129	645 Lake View Rd, Sacramento, CA	0.78	Name re-cased Phone reformatted ZIP missing Whitespace trimmed+1 more
ENR-137758	ENR	Omar Pena	1945-10-04	UHC-29214-87	5416597849	5332 Church St, Scottsdale, AZ	0.78	Name re-cased Date of birth reformatted City re-cased ZIP missing+1 more
PRV-28411	PRV	Carlos Henry	1980-07-13	—	7703973382	1706 Jefferson Ave, Minneapolis, MN	0.78	Name re-cased Date of birth reformatted Phone reformatted ZIP missing+1 more
CLM-412804	CLM	Jesse H Stevens	1992-11-10	—	5224321924	2642 Harbor Blvd, Gilbert, AZ	0.78	Name re-cased Phone reformatted ZIP missing Whitespace trimmed+1 more
CLM-413018	CLM	Juan Guerrero	1963-05-04	UHC-70320-01	9588018924	7648 Broadway, Atlanta, GA	0.78	Name re-cased Address re-cased ZIP missing Whitespace trimmed+1 more
ENR-133114	ENR	Carl Hunter	1998-06-16	UHC-88712-27	8137511527	734 Maple Ave, Columbus, OH	0.78	Phone reformatted Member ID reformatted ZIP missing Email lower-cased+1 more
PRV-20999	PRV	Marc A Nichols	2004-08-26	UHC-44150-48	7788749468	7644 Ridge Rd, Minneapolis, MN	0.78	Name re-cased Phone reformatted City re-cased ZIP missing+1 more
ENR-124008	ENR	Timothy Castillo	1953-12-13	UHC-54549-14	—	3418 Baseline Rd, Tucson, AZ	0.78	Name re-cased City re-cased ZIP missing Whitespace trimmed+1 more
ENR-111369	ENR	Michael B Lane	1975-02-01	UHC-21979-98	3323077942	3389 Apache Blvd, Orlando, FL	0.78	Name re-cased Phone reformatted Member ID reformatted ZIP missing+1 more
ENR-113040	ENR	Mateo S Simppson	1938-10-27	UHC-06246-32	7148458844	2852 Camelback Rd, Columbus, OH	0.78	Date of birth reformatted ZIP missing Email lower-cased Whitespace trimmed+1 more
ENR-108675	ENR	Joe Stephens	2008-02-05	UHC-85810-37	6195200229	4462 Sunset Blvd, Jacksonville, FL	0.78	Name re-cased Date of birth reformatted ZIP missing Whitespace trimmed+1 more
CLM-430756	CLM	Jerry Knight	1993-08-06	—	5025207306	2251 Forest Ave, Los Angeles, CA	0.78	Phone reformatted ZIP missing Plan code upper-cased Whitespace trimmed+1 more
CLM-401621	CLM	Diana Rice	2002-10-03	UHC-58756-45	5177671526	4811 Maple Ave, Fresno, CA	0.78	Name re-cased Phone reformatted City re-cased ZIP missing+1 more
CLM-419414	CLM	Charlotte Weebr	1964-03-02	UHC-81561-06	7445328343	6065 Sage Ct, Scottsdale, AZ	0.78	Phone reformatted Member ID reformatted ZIP missing Whitespace trimmed+1 more
CLM-401097	CLM	Judith G Maldonado	1966-12-02	UHC-84739-37	2697593112	6832 Jefferson Ave, Atlanta, GA	0.78	Name re-cased Date of birth reformatted Phone reformatted ZIP missing+1 more
ENR-115463	ENR	Wayne Sandoval	1992-05-26	UHC-21588-13	9013514455	5731 Market St, Seattle, WA	0.78	Name re-cased Phone reformatted State code upper-cased ZIP missing+1 more
ENR-142360	ENR	Betty D Weaer	1973-03-16	UHC-86220-35	7342565787	968 Pine Dr, Miami, FL	0.78	Name re-cased Phone reformatted City re-cased ZIP missing+1 more
ENR-102737	ENR	Noah U Howard	2005-11-15	UHC-76947-59	4859150806	4583 Spring St, Denver, CO	0.78	Date of birth reformatted Phone reformatted State code upper-cased ZIP missing+1 more
PRV-27439	PRV	Judith Larson	1990-08-18	—	5634462235	7789 Sunset Blvd, San Diego, CA	0.78	Phone reformatted City re-cased ZIP missing Whitespace trimmed+1 more
TPA-51952	TPA	Terry Diaz	1939-05-15	—	—	4080 Palm Dr, Plano, TX	0.78	Name re-cased Date of birth reformatted City re-cased ZIP missing+1 more
CLM-420035	CLM	Bobby Butler	2008-11-09	UHC-08110-05	—	7923 Ridge Rd, Fresno, CA	0.78	City re-cased ZIP missing Email lower-cased Whitespace trimmed+1 more
TPA-50436	TPA	Camila Santos	1951-11-20	—	—	4386 Lake View Rd, Seattle, WA	0.78	Name re-cased Date of birth reformatted ZIP missing Whitespace trimmed+1 more
ENR-138317	ENR	Eric L Martin	1956-08-28	UHC-27656-65	9554440435	3278 Maple Ave, Dallas, TX	0.78	Name re-cased Phone reformatted ZIP missing Whitespace trimmed+1 more
ENR-121327	ENR	Justin R Jenkins	1957-12-15	UHC-35967-43	5577874542	9632 Palm Dr, Scottsdale, AZ	0.78	Name re-cased Phone reformatted ZIP missing Email lower-cased+1 more
PRV-20939	PRV	Jordan Jenkins	1964-07-24	—	4787216624	1038 Park Pl, Atlanta, GA	0.78	Date of birth reformatted Phone reformatted ZIP missing Whitespace trimmed+1 more
CLM-419278	CLM	Mason Cunningham	1994-06-09	UHC-61288-67	7495032429	5701 Apache Blvd, San Diego, CA	0.78	Name re-cased ZIP missing Email lower-cased Whitespace trimmed+1 more
CLM-432820	CLM	Sarah Harvey	1994-03-07	UHC-63568-85	2548181830	9589 Church St, Phoenix, AZ	0.78	Name re-cased Phone reformatted Member ID reformatted ZIP missing+1 more
TPA-62739	TPA	Lori Fluler	1985-09-22	—	—	2591 Camelback Rd, Tampa, FL	0.78	Name re-cased Date of birth reformatted ZIP missing Whitespace trimmed+1 more
CLM-421430	CLM	Robert Peterson	1965-06-27	UHC-08242-63	8943771501	9031 Jefferson Ave, Austin, TX	0.78	Date of birth reformatted Phone reformatted ZIP missing Whitespace trimmed+1 more
ENR-133906	ENR	Sarah A Santos	1995-02-15	UHC-17034-92	7609531414	2924 Market St, Scottsdale, AZ	0.78	Name re-cased Phone reformatted ZIP missing Email lower-cased+1 more
ENR-107799	ENR	Julie Peters	1991-03-15	UHC-18844-54	9288657775	7872 Camelback Rd, San Antonio, TX	0.78	Date of birth reformatted Phone reformatted State code upper-cased ZIP missing+1 more
CLM-406192	CLM	Fatima Perkins	1992-04-14	UHC-00138-75	—	107 Central Ave, Jacksonville, FL	0.78	Name re-cased Date of birth reformatted City re-cased ZIP missing+1 more
PRV-20141	PRV	Joan Y Bryant	1958-12-01	UHC-19390-36	5253887592	6477 Spring St, Mesa, AZ	0.78	Date of birth reformatted Phone reformatted ZIP missing Whitespace trimmed+1 more
ENR-135208	ENR	Ana Castillo	1940-12-03	UHC-82322-11	5289215072	8287 Church St, Mesa, AZ	0.78	Name re-cased Phone reformatted ZIP missing Whitespace trimmed+1 more
TPA-59441	TPA	Samantha Ray	1990-09-03	—	—	464 Jefferson Ave, Denver, CO	0.78	Name re-cased Date of birth reformatted ZIP missing Whitespace trimmed+1 more
ENR-105182	ENR	Hannah X Nguyen	1972-05-08	UHC-20168-56	7235525865	8201 Meadow Ln, Dallas, TX	0.78	Date of birth reformatted Phone reformatted ZIP missing Whitespace trimmed+1 more
CLM-408034	CLM	Stveen Miller	1943-03-21	—	2057834352	6461 Grand Ave, Tampa, FL	0.78	Date of birth reformatted Phone reformatted ZIP missing Whitespace trimmed+1 more
CLM-424352	CLM	Dennis Bradley	1944-01-12	UHC-87114-24	7836394413	2195 Park Pl, Plano, TX	0.78	Name re-cased Date of birth reformatted ZIP missing Whitespace trimmed+1 more
CLM-411400	CLM	Susan Howard	1995-01-09	UHC-23868-31	—	9163 Willow Ct, Plano, TX	0.78	Name re-cased Date of birth reformatted ZIP missing Whitespace trimmed+1 more
PRV-25994	PRV	Raymond Elliott	1956-04-25	UHC-34636-62	8403759083	8816 Forest Ave, Denver, CO	0.78	Name re-cased Phone reformatted ZIP missing Whitespace trimmed+1 more
ENR-139037	ENR	Kathryn Fields	1981-08-22	UHC-93948-39	8478402736	7747 Park Pl, Plano, TX	0.78	Name re-cased Phone reformatted ZIP missing Email lower-cased+1 more
CLM-425792	CLM	Sarah Medina	1971-12-14	—	8102627525	6277 Elm St, Gilbert, AZ	0.78	Name re-cased Phone reformatted ZIP missing Whitespace trimmed+1 more
ENR-105434	ENR	Wayne Luna	1962-06-10	UHC-07761-24	5749302894	9398 Willow Ct, Chandler, AZ	0.78	Name re-cased Date of birth reformatted ZIP missing Plan code upper-cased+1 more
CLM-430338	CLM	Samuel H Gray	1970-08-06	UHC-28025-58	2142236265	5075 Meadow Ln, Scottsdale, AZ	0.78	Name re-cased Phone reformatted ZIP missing Whitespace trimmed+1 more
ENR-104006	ENR	Nicholas U Mendez	1969-01-24	UHC-40687-45	7535507689	1628 Ocean Ave, Columbus, OH	0.78	Date of birth reformatted Phone reformatted State code upper-cased ZIP missing+1 more
TPA-54841	TPA	Robert Stevens	1948-10-10	—	—	6132 Maple Ave, Columbus, OH	0.78	Name re-cased Date of birth reformatted City re-cased ZIP missing+1 more

7,146 rows, page 124 of 143Previous Next