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+4 trimmed”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagZIP+4 trimmedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-401083	CLM	Jimmy Bryant	2000-12-16	UHC-67105-34	7935418540	8331 Mesa Dr, Glendale, AZ, 85377	0.78	Name re-cased Phone reformatted City re-cased ZIP+4 trimmed+1 more
CLM-412522	CLM	Yuki Stevens	1989-02-04	UHC-99868-56	—	8690 Mesa Dr, Nashville, TN, 37273	0.78	Date of birth reformatted City re-cased ZIP+4 trimmed Whitespace trimmed+1 more
ENR-137131	ENR	Jacob Reed	1996-02-06	UHC-71000-01	9189158611	4162 Lincoln Way, Orlando, FL, 32804	0.78	Name re-cased Date of birth reformatted Phone reformatted ZIP+4 trimmed+1 more
ENR-109956	ENR	Yuki Campball	1970-04-08	UHC-79698-62	6752457915	3878 Ridge Rd, Eden Prairie, MN, 55302	0.78	Name re-cased Phone reformatted ZIP+4 trimmed Email lower-cased+1 more
ENR-111962	ENR	Ralph F Simpson	1938-03-20	UHC-13940-20	7717103832	4591 Park Pl, Phoenix, AZ, 85087	0.78	Date of birth reformatted Phone reformatted City re-cased ZIP+4 trimmed+1 more
ENR-118820	ENR	Christopher A Boyd	1972-04-20	UHC-26068-26	4836584612	5629 Indian School Rd, Eden Prairie, MN, 55397	0.78	Date of birth reformatted City re-cased ZIP+4 trimmed Whitespace trimmed+1 more
TPA-51901	TPA	Zachary Gibson	1951-08-11	—	—	4400 Church St, Atlanta, GA, 30373	0.78	Name re-cased Date of birth reformatted ZIP+4 trimmed Whitespace trimmed+1 more
ENR-124812	ENR	Donna C Kelley	1989-05-24	UHC-99118-77	7537095343	719 Highland Ave, Fresno, CA, 93716	0.78	Name re-cased Phone reformatted ZIP+4 trimmed Email lower-cased+1 more
ENR-140715	ENR	Judy D Olliver	1939-04-05	UHC-16714-15	6075564845	9763 Harbor Blvd, Plano, TX, 75089	0.78	Name re-cased Date of birth reformatted Phone reformatted City re-cased+1 more
ENR-125998	ENR	Joan K Fowler	2002-09-11	UHC-25204-87	9043215257	196 Cedar Ln, San Antonio, TX, 78273	0.78	Name re-cased Date of birth reformatted City re-cased ZIP+4 trimmed+1 more
CLM-412425	CLM	Brian Brooks	1959-10-13	UHC-10385-28	—	3457 Union St, Glendale, AZ, 85389	0.78	Name re-cased ZIP+4 trimmed Email lower-cased Whitespace trimmed+1 more
ENR-104146	ENR	Collins Scoott	1955-03-27	UHC-37851-09	2214332383	1477 Baseline Rd, Charlotte, NC, 28217	0.78	Name re-cased Date of birth reformatted ZIP+4 trimmed Whitespace trimmed+1 more
ENR-115721	ENR	Mary A Espinoza	2005-06-26	UHC-85055-37	9244930431	1673 Palm Dr, Tampa, FL, 33660	0.78	Phone reformatted ZIP+4 trimmed Email lower-cased Plan code upper-cased+1 more
CLM-417222	CLM	Barbara Garza	1988-06-23	UHC-50918-39	6615309669	3720 Mesa Dr, Dallas, TX, 75268	0.78	Phone reformatted Member ID reformatted ZIP+4 trimmed Whitespace trimmed+1 more
ENR-103614	ENR	Laura Harper	1945-08-11	UHC-81629-70	8494369446	7036 Lake View Rd, Los Angeles, CA, 90060	0.78	Name re-cased Phone reformatted ZIP+4 trimmed Email lower-cased+1 more
ENR-108919	ENR	Maria G Sanders	1986-12-25	UHC-61145-08	8147836511	6348 Oak St, Nashville, TN, 37213	0.78	Name re-cased Phone reformatted State code upper-cased ZIP+4 trimmed+1 more
ENR-139622	ENR	Matthew C Knight	1966-07-01	UHC-08868-88	9469283622	2609 Palm Dr, Jacksonville, FL, 32206	0.78	Name re-cased Phone reformatted ZIP+4 trimmed Email lower-cased+1 more
ENR-141537	ENR	Andrea Green	1957-10-02	UHC-43761-45	7708663024	7925 Baseline Rd, Tempe, AZ, 85210	0.78	Date of birth reformatted Phone reformatted Member ID reformatted ZIP+4 trimmed+1 more
CLM-420928	CLM	Theresa G Parker	1993-08-02	—	—	3084 Willow Ct, Plano, TX, 75087	0.78	City re-cased State code upper-cased ZIP+4 trimmed Whitespace trimmed+1 more
PRV-25431	PRV	Pamela Bryant	1960-03-17	—	6159289513	609 Lake View Rd, Los Angeles, CA, 90019	0.78	Phone reformatted ZIP+4 trimmed Email lower-cased Whitespace trimmed+1 more
PRV-29509	PRV	Michael Z Baker	1986-06-09	UHC-59475-73	6973352647	9543 Ocean Ave, Tempe, AZ, 85202	0.78	Date of birth reformatted State code upper-cased ZIP+4 trimmed Whitespace trimmed+1 more
CLM-430236	CLM	Ana Jensen	1943-03-18	—	—	4087 Apache Blvd, Minneapolis, MN, 55407	0.78	Name re-cased Date of birth reformatted ZIP+4 trimmed Whitespace trimmed+1 more
PRV-22495	PRV	Ralph Carpenter	1967-06-11	—	7894909266	9818 Baseline Rd, Jacksonville, FL, 32236	0.78	Name re-cased Phone reformatted ZIP+4 trimmed Whitespace trimmed+1 more
ENR-139144	ENR	Samuel L Daniels	1977-11-16	—	8727770271	8484 Meadow Ln, Tampa, FL, 33641	0.78	Name re-cased Date of birth reformatted Phone reformatted ZIP+4 trimmed+1 more
PRV-26443	PRV	Jose Weber	1983-03-07	—	5296399108	7632 Mesa Dr, Tempe, AZ, 85255	0.78	Name re-cased Phone reformatted ZIP+4 trimmed Whitespace trimmed+1 more
CLM-413745	CLM	Marcus Burke	1950-03-16	—	—	6174 Cedar Ln, Tucson, AZ, 85767	0.78	Name re-cased Date of birth reformatted ZIP+4 trimmed Whitespace trimmed+1 more
CLM-426440	CLM	Ryan Santos	1943-02-27	—	—	6112 Sunset Blvd, Glendale, AZ, 85366	0.78	Name re-cased Date of birth reformatted City re-cased ZIP+4 trimmed+1 more
CLM-412474	CLM	Cheryl Pierce	1939-01-25	UHC-79286-56	2996266409	7454 Union St, Charlotte, NC, 28247	0.78	Date of birth reformatted Phone reformatted State code upper-cased ZIP+4 trimmed+1 more
PRV-28953	PRV	Mateo K Patel	1961-03-05	UHC-36080-99	5076092351	8109 Canyon Rd, San Antonio, TX, 78253	0.78	Name re-cased Date of birth reformatted Phone reformatted ZIP+4 trimmed+1 more
ENR-140207	ENR	Jese Hanson	1956-05-19	UHC-23601-51	7014751587	712 Spring St, Nashville, TN, 37211	0.78	Name re-cased Date of birth reformatted Phone reformatted ZIP+4 trimmed+1 more
CLM-419036	CLM	Becky Williams	1980-04-20	UHC-32568-63	9349285863	1967 Union St, Charlotte, NC, 28278	0.78	Phone reformatted City re-cased ZIP+4 trimmed Whitespace trimmed+1 more
PRV-26343	PRV	Joe G Stewart	1953-02-11	UHC-21317-80	5262346068	286 Sage Ct, Los Angeles, CA, 90063	0.78	Name re-cased Date of birth reformatted Phone reformatted ZIP+4 trimmed+1 more
CLM-406418	CLM	Heather Singh	1948-01-09	—	—	6811 Elm St, Plano, TX, 75098	0.78	Name re-cased State code upper-cased ZIP+4 trimmed Whitespace trimmed+1 more
CLM-418805	CLM	Heather Z Williamson	1954-09-11	UHC-16635-25	9093592363	3052 Valley View Dr, Chandler, AZ, 85241	0.78	Phone reformatted Member ID reformatted ZIP+4 trimmed Whitespace trimmed+1 more
CLM-418806	CLM	Heather Z Williamson	1954-09-11	UHC-16635-25	9093592363	3052 Valley View Dr, Chandler, AZ, 85241	0.78	Phone reformatted Member ID reformatted ZIP+4 trimmed Whitespace trimmed+1 more
ENR-127856	ENR	Gloria N Fuller	2001-09-16	UHC-18531-90	7196890905	5722 Grand Ave, Los Angeles, CA, 90004	0.78	Name re-cased Phone reformatted State code upper-cased ZIP+4 trimmed+1 more
CLM-425449	CLM	Judy Snyder	2001-04-21	—	9553458882	4775 Baseline Rd, Austin, TX, 78741	0.78	Date of birth reformatted Phone reformatted City re-cased ZIP+4 trimmed+1 more
TPA-51335	TPA	Sean Howard	2003-03-02	—	7965650732	1024 Lincoln Way, Gilbert, AZ, 85274	0.78	Phone reformatted City re-cased ZIP+4 trimmed Whitespace trimmed+1 more
TPA-61734	TPA	Russell Jenkins	1965-02-11	—	—	7939 Park Pl, Tempe, AZ, 85257	0.78	Name re-cased Date of birth reformatted City re-cased ZIP+4 trimmed+1 more
ENR-139725	ENR	Hannah O Arnold	1989-06-16	UHC-81185-17	3699562370	4860 Desert Sky Blvd, Charlotte, NC, 28277	0.78	Date of birth reformatted Phone reformatted Member ID reformatted ZIP+4 trimmed+1 more
CLM-421268	CLM	Dylan Scott	1939-01-17	UHC-87615-04	2607352085	4556 Ridge Rd, Miami, FL, 33148	0.78	Name re-cased Phone reformatted ZIP+4 trimmed Email lower-cased+1 more
TPA-60076	TPA	Douglas Kim	1940-07-09	—	6217564649	5295 Market St, Fresno, CA, 93711	0.78	Name re-cased Phone reformatted ZIP+4 trimmed Whitespace trimmed+1 more
TPA-56016	TPA	Kelly Perez	1990-08-15	—	2277078162	1759 Mountain View Dr, Los Angeles, CA, 90000	0.78	Name re-cased Date of birth reformatted Phone reformatted ZIP+4 trimmed+1 more
ENR-109248	ENR	Ken G Reid	1959-05-06	UHC-25501-79	4228872882	1057 Main St, Jacksonville, FL, 32202	0.78	Date of birth reformatted Phone reformatted ZIP+4 trimmed Email lower-cased+1 more
ENR-131425	ENR	Laura Jordan	1961-07-06	UHC-59863-10	9824877437	7326 Elm St, Phoenix, AZ, 85020	0.78	Name re-cased Phone reformatted ZIP+4 trimmed Email lower-cased+1 more
CLM-403144	CLM	Ryan Rios	1988-09-13	UHC-93367-89	8335460505	635 Union St, Tucson, AZ, 85798	0.78	Phone reformatted Member ID reformatted City re-cased ZIP+4 trimmed+1 more
ENR-123586	ENR	Ethan Shaw	1948-02-27	UHC-85376-59	8244254775	556 Spring St, Atlanta, GA, 30388	0.78	Name re-cased Phone reformatted ZIP+4 trimmed Email lower-cased+1 more
ENR-108413	ENR	Alexander Z Evans	2004-08-25	UHC-74290-44	9762337460	8764 Lincoln Way, Columbus, OH, 43272	0.78	Name re-cased Date of birth reformatted City re-cased ZIP+4 trimmed+1 more
ENR-108414	ENR	Alexander Z Evans	2004-08-25	UHC-74290-44	9762337460	8764 Lincoln Way, Columbus, OH, 43272	0.78	Name re-cased Date of birth reformatted City re-cased ZIP+4 trimmed+1 more
PRV-20918	PRV	Nancy N Brooks	2002-03-20	—	8553099739	4433 Ocean Ave, San Diego, CA, 92148	0.78	Date of birth reformatted Phone reformatted State code upper-cased ZIP+4 trimmed+1 more

8,263 rows, page 143 of 166Previous Next