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
PRV-20186	PRV	Emily Lewis	1993-11-02	UHC-88929-09	4795943555	8519 Willow Ct, Glendale, AZ, 85337	0.76	Name re-cased Date of birth reformatted Phone reformatted Email lower-cased+2 more
CLM-419952	CLM	Sofia Williams	1970-02-20	—	2563565103	3918 Pine Dr, Austin, TX, 78796	0.76	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+2 more
ENR-125725	ENR	Vincent M Guerrero	1965-09-01	UHC-79757-63	2012751580	—	0.76	Name re-cased Date of birth reformatted Member ID reformatted Gender normalised+2 more
ENR-108162	ENR	Mariana F Delgado	1968-03-12	UHC-65759-31	7203950672	1906 Elm St, Nashville, TN, 37262	0.76	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+2 more
CLM-418311	CLM	Rebecca R Young	1958-07-26	UHC-29880-99	—	—	0.76	Name re-cased Date of birth reformatted Member ID reformatted Gender normalised+2 more
ENR-130146	ENR	Kelly P Martinez	1990-06-13	UHC-07938-36	8199160639	8023 Canyon Rd, Glendale, AZ, 85311	0.76	Name re-cased Phone reformatted Member ID reformatted City re-cased+2 more
CLM-407028	CLM	Christian Yang	2002-05-05	—	9187197387	—	0.76	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+2 more
CLM-401372	CLM	Arjun Gardneer	1987-08-28	UHC-24635-15	4878303467	—	0.76	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+2 more
CLM-403239	CLM	Valentina Duncan	1974-12-22	—	—	5898 Sunset Blvd, San Antonio, TX, 78219	0.76	Name re-cased Date of birth reformatted Email lower-cased Gender normalised+2 more
TPA-63415	TPA	Gregory Bowman	1982-04-16	—	2076868116	—	0.76	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+2 more
ENR-103043	ENR	Harolld E Jenkins	1990-12-27	UHC-71606-50	6582452923	971 Oak St, Minneapolis, MN, 55467	0.76	Name re-cased Phone reformatted City re-cased Email lower-cased+2 more
CLM-403513	CLM	Ronald Alvarado	1971-07-17	UHC-24064-83	5806000138	431 Lake View Rd, Mesa, AZ, 85294	0.76	Phone reformatted Member ID reformatted City re-cased State code upper-cased+2 more
CLM-406869	CLM	Virginia Carr	1959-09-19	—	3254451452	9085 Church St, Dallas, TX, 75283	0.76	Name re-cased Phone reformatted City re-cased Gender normalised+2 more
PRV-23487	PRV	Ralph Cox	2006-05-21	UHC-01981-81	9835644071	7355 Cedar Ln, Phoenix, AZ, 85038	0.76	Name re-cased Phone reformatted City re-cased Gender normalised+2 more
CLM-420066	CLM	Brian Reed	1946-07-11	UHC-20399-40	9316226585	5389 Jefferson Ave, Eden Prairie, MN, 55383	0.76	Name re-cased Phone reformatted City re-cased Gender normalised+2 more
ENR-115564	ENR	Donald Soto	1959-11-02	UHC-45288-97	6379378398	5142 Union St, Atlanta, GA, 30385	0.76	Name re-cased City re-cased State code upper-cased Gender normalised+2 more
CLM-411772	CLM	Natalie Fernandez	1950-09-17	—	4152030125	—	0.76	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+2 more
PRV-20411	PRV	Joan Nunez	2001-10-23	—	6507798099	6137 Mountain View Dr, Las Vegas, NV, 89168	0.76	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+2 more
CLM-416112	CLM	Roger B Reyes	1951-02-02	—	7935032803	1755 Valley View Dr, Mesa, AZ, 85287	0.76	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+2 more
CLM-403182	CLM	Tim Arold	1943-09-15	UHC-84821-07	—	3789 Desert Sky Blvd, Orlando, FL, 32882	0.76	Date of birth reformatted Member ID reformatted City re-cased Gender normalised+2 more
CLM-408071	CLM	James Rodriguez	2001-03-20	UHC-66449-14	2049632593	—	0.76	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+2 more
ENR-114890	ENR	Ann Alvarado	2008-10-07	UHC-66118-84	2808854764	2696 Cedar Ln, Sacramento, CA, 95837	0.76	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+2 more
TPA-52597	TPA	Deborah Baker	1994-06-22	—	—	—	0.76	Name re-cased Date of birth reformatted Email lower-cased Gender normalised+2 more
CLM-429257	CLM	Isabella Jordan	1988-09-27	UHC-55243-09	—	4855 Spring St, Phoenix, AZ, 85093	0.76	Date of birth reformatted City re-cased State code upper-cased Gender normalised+2 more
CLM-424903	CLM	Susan T Lane	1960-03-01	UHC-73756-54	—	2400 Hillcrest Rd, San Diego, CA, 92144	0.76	Name re-cased Member ID reformatted Gender normalised Plan code upper-cased+2 more
CLM-413752	CLM	Carlos Stevens	1984-12-03	—	5474245943	2200 Union St, Tucson, AZ, 85795	0.76	Date of birth reformatted Phone reformatted City re-cased Gender normalised+2 more
CLM-413753	CLM	Carlos Stevens	1984-12-03	—	5474245943	2200 Union St, Tucson, AZ, 85795	0.76	Date of birth reformatted Phone reformatted City re-cased Gender normalised+2 more
ENR-124282	ENR	Michelle Dominguez	1991-02-15	UHC-10153-41	6547692431	1652 Willow Ct, Jacksonville, FL, 32208	0.76	Name re-cased Phone reformatted Gender normalised Plan code upper-cased+2 more
CLM-431709	CLM	Arjun Miller	1987-05-08	UHC-81052-83	—	2069 Washington St, Gilbert, AZ, 85222	0.76	Name re-cased Date of birth reformatted Member ID reformatted Gender normalised+2 more
ENR-107920	ENR	Kevin T Burns	1945-01-23	UHC-26556-29	4058201460	9716 Union St, Columbus, OH, 43206	0.76	Name re-cased Phone reformatted State code upper-cased Email lower-cased+2 more
CLM-432433	CLM	Yuki Dominguez	1975-05-28	UHC-43448-72	7019235765	6273 Bayshore Dr, Charlotte, NC, 28262	0.76	Date of birth reformatted Phone reformatted Member ID reformatted Gender normalised+2 more
CLM-402248	CLM	Chris U Mendoza	1940-07-08	UHC-01903-53	7615025764	9673 Bayshore Dr, Gilbert, AZ, 85297	0.76	Name re-cased Date of birth reformatted Phone reformatted City re-cased+2 more
CLM-401336	CLM	Mateo Weaver	1952-04-01	UHC-06209-31	—	8866 Ocean Ave, San Diego, CA, 92161	0.76	Name re-cased Date of birth reformatted Member ID reformatted City re-cased+2 more
ENR-125683	ENR	Mason I Bowman	1979-05-22	UHC-07066-33	4417486036	5011 Spring St, Fresno, CA, 93724	0.76	Name re-cased Date of birth reformatted Phone reformatted State code upper-cased+2 more
ENR-125684	ENR	Mason I Bowman	1979-05-22	UHC-07066-33	4417486036	5011 Spring St, Fresno, CA, 93724	0.76	Name re-cased Date of birth reformatted Phone reformatted State code upper-cased+2 more
CLM-407116	CLM	Jesse Spencer	1943-11-24	—	5777704546	5080 Harbor Blvd, Seattle, WA, 98107	0.76	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+2 more
TPA-50576	TPA	Andrew Fields	1995-03-23	—	8035777942	3129 Main St, Jacksonville, FL, 32261	0.76	Name re-cased Phone reformatted City re-cased Gender normalised+2 more
TPA-59045	TPA	Wei Stephens	1953-07-07	—	4442442440	—	0.76	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+2 more
CLM-410191	CLM	Melissa Jimenez	2005-11-28	UHC-05217-65	8877741046	—	0.76	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+2 more
CLM-409052	CLM	Paul Delgado	2002-01-15	UHC-31052-20	2923862524	7157 Grand Ave, Scottsdale, AZ, 85264	0.76	Name re-cased Date of birth reformatted Phone reformatted City re-cased+2 more
ENR-132759	ENR	Kyle Miller	1972-10-17	UHC-06290-50	2157418181	436 Union St, Minneapolis, MN, 55458	0.76	Date of birth reformatted Phone reformatted City re-cased Email lower-cased+2 more
ENR-136563	ENR	Mei V Barnes	1983-09-01	UHC-41645-34	7215193332	9240 Baseline Rd, Phoenix, AZ, 85012	0.76	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+2 more
ENR-139229	ENR	Melissa O Soto	1979-06-25	UHC-47899-58	2323469411	4356 Jefferson Ave, Fresno, CA, 93723	0.76	Name re-cased Date of birth reformatted City re-cased Email lower-cased+2 more
PRV-25006	PRV	Kayla Ellis	1953-06-22	—	6007909574	3107 Union St, Atlanta, GA, 30353	0.76	Date of birth reformatted Phone reformatted City re-cased Gender normalised+2 more
PRV-28599	PRV	Raymond Richards	1962-10-21	UHC-30938-76	5183840984	4610 Union St, Charlotte, NC, 28270	0.76	Date of birth reformatted Phone reformatted Email lower-cased Gender normalised+2 more
ENR-119700	ENR	Christina I Wang	1979-11-10	UHC-22481-21	2495648545	8351 Pine Dr, Gilbert, AZ, 85228	0.76	Name re-cased Date of birth reformatted Phone reformatted Email lower-cased+2 more
TPA-52194	TPA	Alan Wagner	1970-03-01	—	5055128445	6466 Broadway, Los Angeles, CA, 90063	0.76	Name re-cased Phone reformatted Address re-cased Gender normalised+2 more
CLM-403070	CLM	Diego West	1962-07-26	UHC-45695-22	—	3822 Baseline Rd, Dallas, TX, 75235	0.76	Name re-cased Date of birth reformatted City re-cased Gender normalised+2 more
TPA-57450	TPA	Elijah Myers	1989-12-09	—	5506243373	3062 Highland Ave, Dallas, TX, 75233	0.76	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+2 more
CLM-410858	CLM	Susan Burke	1985-02-25	UHC-70463-11	2824228292	—	0.76	Name re-cased Phone reformatted Email lower-cased Gender normalised+2 more

16,828 rows, page 256 of 337Previous Next