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-419556	CLM	Nicholas Bailey	1999-12-18	UHC-59038-63	5716383214	687 Broadway, Atlanta, GA	0.78	Phone reformatted Address re-cased ZIP missing Whitespace trimmed+1 more
CLM-430171	CLM	Judy N Munoz	1938-12-27	UHC-90489-10	2278319737	1477 Lincoln Way, Fresno, CA	0.78	Name re-cased Phone reformatted ZIP missing Whitespace trimmed+1 more
CLM-407845	CLM	Jose Perry	1967-07-03	UHC-29861-70	9156935561	7548 Mountain View Dr, Fresno, CA	0.78	Name re-cased Date of birth reformatted ZIP missing Whitespace trimmed+1 more
TPA-50866	TPA	Anna Shaw	1956-08-26	—	5074415820	8585 Desert Sky Blvd, San Antonio, TX	0.78	Name re-cased Phone reformatted ZIP missing Whitespace trimmed+1 more
ENR-135627	ENR	Bryan O Burke	1998-09-15	UHC-45325-26	7426339903	8698 Bayshore Dr, Dallas, TX	0.78	Name re-cased Phone reformatted Member ID reformatted ZIP missing+1 more
ENR-107042	ENR	Jennifer O Berry	1953-05-01	UHC-30911-04	3217403113	6932 Ocean Ave, Chandler, AZ	0.78	Phone reformatted Member ID reformatted City re-cased ZIP missing+1 more
PRV-23551	PRV	Alice Porter	1989-06-20	UHC-37723-15	—	1574 River Rd, Jacksonville, FL	0.78	Name re-cased Date of birth reformatted State code upper-cased ZIP missing+1 more
TPA-62760	TPA	Susan I Fields	1959-01-25	UHC-67312-24	—	8220 Grand Ave, Atlanta, GA	0.78	City re-cased State code upper-cased ZIP missing Whitespace trimmed+1 more
ENR-141715	ENR	Samantha Gibson	1957-09-02	UHC-11351-96	8212015556	6973 Camelback Rd, Plano, TX	0.78	Name re-cased Phone reformatted ZIP missing Email lower-cased+1 more
ENR-122771	ENR	Julia Hernandez	1968-01-22	UHC-90008-83	2602121968	789 Canyon Rd, Orlando, FL	0.78	Name re-cased Date of birth reformatted ZIP missing Whitespace trimmed+1 more
TPA-57170	TPA	Theresa Herrera	1945-04-08	—	—	4862 Indian School Rd, Tempe, AZ	0.78	Name re-cased Date of birth reformatted ZIP missing Whitespace trimmed+1 more
ENR-131779	ENR	Michelle I Luna	2005-10-19	UHC-78389-73	7233244238	9493 Washington St, Tampa, FL	0.78	Date of birth reformatted Phone reformatted ZIP missing Whitespace trimmed+1 more
TPA-55149	TPA	Valentina L Burke	1940-09-27	—	—	5368 Elm St, Gilbert, AZ	0.78	Name re-cased Date of birth reformatted State code upper-cased ZIP missing+1 more
ENR-118461	ENR	Maria A Sadoval	1987-12-15	UHC-42860-74	8362259334	5670 Broadway, Orlando, FL	0.78	Name re-cased Phone reformatted Address re-cased ZIP missing+1 more
ENR-122865	ENR	Dorothy E Nguyen	2001-11-04	UHC-17968-70	7729904806	1106 Valley View Dr, Las Vegas, NV	0.78	Phone reformatted City re-cased ZIP missing Whitespace trimmed+1 more
PRV-20618	PRV	Valentina H Cunningham	1949-12-02	—	6748773395	5317 Mesa Dr, Atlanta, GA	0.78	Name re-cased Date of birth reformatted Phone reformatted ZIP missing+1 more
ENR-137277	ENR	Camila X Hill	1967-06-27	UHC-12011-96	4043415428	8268 Broadway, Los Angeles, CA	0.78	Date of birth reformatted Phone reformatted ZIP missing Whitespace trimmed+1 more
ENR-118349	ENR	Karen Y Lucas	1976-10-28	UHC-73213-28	8169194594	7119 Palm Dr, Dallas, TX	0.78	Date of birth reformatted Phone reformatted ZIP missing Email lower-cased+1 more
ENR-125171	ENR	Dylan Parker	1995-11-14	UHC-90290-34	2404118581	6764 Main St, Phoenix, AZ	0.78	Date of birth reformatted Phone reformatted City re-cased ZIP missing+1 more
CLM-415426	CLM	Ahmed Hernandez	1942-04-15	UHC-21736-01	—	3347 Jefferson Ave, Sacramento, CA	0.78	Name re-cased Date of birth reformatted City re-cased ZIP missing+1 more
TPA-53576	TPA	Richard Silva	2005-06-25	UHC-51819-30	2443506833	4024 Lake View Rd, Gilbert, AZ	0.78	Name re-cased Phone reformatted ZIP missing Whitespace trimmed+1 more
ENR-138935	ENR	Julie Z Patel	1978-02-18	UHC-60673-74	7727632573	5216 Central Ave, San Antonio, TX	0.78	Phone reformatted Member ID reformatted State code upper-cased ZIP missing+1 more
ENR-113686	ENR	Adam C Griffin	1999-11-11	UHC-17159-27	2746329625	2417 River Rd, Tempe, AZ	0.78	Name re-cased Phone reformatted ZIP missing Email lower-cased+1 more
ENR-103831	ENR	Kayla G Romero	1997-06-11	UHC-53695-41	5576177259	18 Central Ave, Glendale, AZ	0.78	Name re-cased Phone reformatted State code upper-cased ZIP missing+1 more
ENR-140739	ENR	Sarah S Dunn	1966-04-16	UHC-26514-98	—	4136 Grand Ave, Dallas, TX	0.78	Date of birth reformatted ZIP missing Plan code upper-cased Whitespace trimmed+1 more
CLM-424857	CLM	Valentina Roberts	1941-02-27	—	3484015934	4518 Canyon Rd, Charlotte, NC	0.78	Date of birth reformatted Phone reformatted ZIP missing Whitespace trimmed+1 more
ENR-123763	ENR	Ana E Morgan	1970-12-11	UHC-89767-67	9302634432	8899 Broadway, Scottsdale, AZ	0.78	Phone reformatted Member ID reformatted City re-cased ZIP missing+1 more
ENR-112637	ENR	Russell V Dean	1981-07-23	UHC-69426-13	7348393066	772 Central Ave, Houston, TX	0.78	Name re-cased Phone reformatted City re-cased ZIP missing+1 more
CLM-428857	CLM	Edward Henry	1990-12-09	UHC-97702-67	7486464760	3721 Washington St, Columbus, OH	0.78	Phone reformatted City re-cased ZIP missing Whitespace trimmed+1 more
CLM-417795	CLM	Jacob Schmidt	1969-03-25	—	5413923289	7946 Oak St, Columbus, OH	0.78	Phone reformatted City re-cased ZIP missing Whitespace trimmed+1 more
CLM-418177	CLM	Wei Obrien	1984-07-20	UHC-75656-22	6076294776	9069 Lincoln Way, Fresno, CA	0.78	Name re-cased Phone reformatted City re-cased ZIP missing+1 more
ENR-129058	ENR	Doris Peters	1977-03-26	UHC-46134-11	6796962488	2727 Lincoln Way, Dallas, TX	0.78	Name re-cased Phone reformatted City re-cased ZIP missing+1 more
ENR-131623	ENR	Bryan Welch	1951-12-16	UHC-90499-68	8484550065	9202 Palm Dr, Seattle, WA	0.78	Phone reformatted Member ID reformatted ZIP missing Whitespace trimmed+1 more
CLM-403737	CLM	Virginia B Carr	1943-12-05	UHC-61445-77	7792452388	8771 Union St, Houston, TX	0.78	Date of birth reformatted Member ID reformatted ZIP missing Whitespace trimmed+1 more
CLM-410269	CLM	Rebecca Elliott	1951-07-04	UHC-15131-53	—	1001 Lincoln Way, Columbus, OH	0.78	Name re-cased Date of birth reformatted ZIP missing Whitespace trimmed+1 more
TPA-58854	TPA	Victoria Salazar	1970-06-13	—	—	9172 Lake View Rd, Los Angeles, CA	0.78	Name re-cased Date of birth reformatted ZIP missing Whitespace trimmed+1 more
PRV-21888	PRV	Joseph Carpenter	1962-01-19	—	7323945307	611 Church St, Las Vegas, NV	0.78	Name re-cased Phone reformatted City re-cased ZIP missing+1 more
ENR-104292	ENR	Christina V Schultz	2005-11-18	UHC-83971-71	8647330096	4760 Desert Sky Blvd, Denver, CO	0.78	Name re-cased Date of birth reformatted City re-cased ZIP missing+1 more
ENR-105683	ENR	Roger Ross	1972-07-05	UHC-58460-53	8012659489	4206 Highland Ave, Orlando, FL	0.78	Name re-cased Phone reformatted ZIP missing Email lower-cased+1 more
PRV-29500	PRV	Arjun Hanson	1962-01-24	UHC-47578-88	6287326931	7609 Spring St, Seattle, WA	0.78	Name re-cased Phone reformatted ZIP missing Whitespace trimmed+1 more
PRV-21783	PRV	Richard Duncna	1965-12-24	—	5126635512	573 Oak St, Houston, TX	0.78	Date of birth reformatted Phone reformatted ZIP missing Whitespace trimmed+1 more
ENR-114706	ENR	Kaaren H Schultz	1984-02-10	UHC-53569-48	8582969659	2567 Cedar Ln, Dallas, TX	0.78	Date of birth reformatted Phone reformatted ZIP missing Plan code upper-cased+1 more
TPA-55348	TPA	Eugene B Ortiz	1992-06-02	UHC-22443-97	7517879983	8364 Broadway, Tucson, AZ	0.78	Phone reformatted City re-cased ZIP missing Whitespace trimmed+1 more
ENR-123570	ENR	Emily Luna	1939-09-28	UHC-69720-51	8089212340	4489 Market St, Denver, CO	0.78	Name re-cased Date of birth reformatted Phone reformatted ZIP missing+1 more
CLM-418196	CLM	Jake Little	1952-04-05	UHC-83659-74	3375392416	6539 Broadway, Phoenix, AZ	0.78	Name re-cased Phone reformatted Address re-cased ZIP missing+1 more
ENR-106674	ENR	Hannah L Andrews	1966-05-25	UHC-23068-61	8975895438	8163 Bayshore Dr, Orlando, FL	0.78	Name re-cased Phone reformatted ZIP missing Email lower-cased+1 more
PRV-25584	PRV	Joe Fox	1969-04-05	UHC-72012-65	5587681049	62 Broadway, Mesa, AZ	0.78	Phone reformatted Address re-cased ZIP missing Whitespace trimmed+1 more
ENR-121728	ENR	Linda Wagner	2002-03-03	UHC-24139-33	9868242447	3443 Broadway, Phoenix, AZ	0.78	Name re-cased Date of birth reformatted Address re-cased ZIP missing+1 more
PRV-24775	PRV	Danielle Foster	1954-06-27	UHC-72462-66	8375395481	4979 Sage Ct, Orlando, FL	0.78	Name re-cased Phone reformatted ZIP missing Whitespace trimmed+1 more
ENR-134114	ENR	Alan N Arnold	2005-02-15	UHC-23832-16	7132314456	5063 Grand Ave, Chandler, AZ	0.78	Name re-cased Phone reformatted ZIP missing Whitespace trimmed+1 more

7,146 rows, page 121 of 143Previous Next