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
ENR-128697	ENR	Kayla Rice	1997-11-11	UHC-34816-40	5106258098	3442 Church St, Gilbert, AZ, 85272	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-400536	CLM	Brian Vargas	1977-11-09	UHC-94455-80	—	5424 Lincoln Way, Tucson, AZ, 85717	0.64	Name re-cased Two-digit birth year Member ID reformatted Gender normalised+2 more
ENR-125941	ENR	Tyler O Cole	2004-09-07	UHC-10594-20	4453013486	1535 Jefferson Ave, Phoenix, AZ, 85051	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-111628	ENR	Ralph Graham	1945-03-21	UHC-93056-35	3472743902	3487 Maple Ave, Atlanta, GA, 30353	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-430687	CLM	Sharon V Bell	2006-07-20	UHC-77136-29	2289194915	6511 Sage Ct, Houston, TX, 77018	0.64	Name split from “Last, First”Date of birth reformatted State code upper-cased Gender normalised+2 more
ENR-105575	ENR	Mark Jimenez	1945-07-08	UHC-31118-02	8336902953	396 Elm St, Sacramento, CA, 95877	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
PRV-21688	PRV	Amanda Larson	1946-09-26	—	2384766490	1439 Desert Sky Blvd, Tempe, AZ, 85258	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
ENR-126547	ENR	Jose P Soto	2001-01-14	UHC-54396-76	8375356119	238 Harbor Blvd, Columbus, OH, 43256	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-126548	ENR	Jose P Soto	2001-01-14	UHC-54396-76	8375356119	238 Harbor Blvd, Columbus, OH, 43256	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
TPA-52952	TPA	Emma Snyder	1987-01-06	UHC-72226-83	—	9645 Washington St, Chandler, AZ, 85242	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
PRV-22761	PRV	Cynthia Castro	1981-10-06	—	—	1248 Sunset Blvd, Seattle, WA, 98189	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
PRV-20551	PRV	Pauul Lopez	—	UHC-40853-63	3739226087	4018 Ridge Rd, Scottsdale, AZ, 85290	0.64	Date of birth unreadable Phone reformatted Email lower-cased Gender normalised+2 more
TPA-59153	TPA	Julia McDonald	1990-11-24	—	—	7526 Hillcrest Rd, Plano, TX, 75052	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-420825	CLM	George Foster	1972-01-04	UHC-93150-43	6028437312	1130 Mesa Dr, Orlando, FL, 32826	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
TPA-55794	TPA	Kathlleen Simpson	1999-07-27	—	4099492267	9520 Central Ave, Columbus, OH, 43244	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
ENR-128690	ENR	Camila Z Crawford	1990-05-25	UHC-41134-86	4458628455	3268 Willow Ct, Atlanta, GA, 30307	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-418197	CLM	Diana Black	1988-01-22	UHC-32855-08	—	4681 Forest Ave, Phoenix, AZ, 85070	0.64	Member ID reformatted Street suffix standardised Address re-cased Gender normalised+2 more
PRV-22484	PRV	Wayne Ward	1966-08-17	—	6754164628	503 Ridge Rd, San Antonio, TX	0.64	Name re-cased Phone reformatted ZIP missing Gender normalised+2 more
CLM-406485	CLM	Ralph Schultz	1980-08-17	UHC-47566-06	—	8278 Elm St, Miami, FL, 33140	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
ENR-122805	ENR	Logan Russell	1958-11-22	UHC-41401-75	—	8117 Apache Blvd, Tampa, FL, 33682	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-424085	CLM	Jean Owenns	1956-07-14	UHC-67566-52	—	4511 Cedar Ln, San Diego, CA, 92156	0.64	Name re-cased City re-cased ZIP+4 trimmed Gender normalised+2 more
ENR-126629	ENR	Joe Moreno	1979-11-20	UHC-55158-75	—	8522 Main St, Austin, TX, 78796	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
ENR-113255	ENR	Peter A Myers	1968-11-17	UHC-88337-04	9058592669	5045 Church St, Glendale, AZ, 85310	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
PRV-23887	PRV	Ana Mills	1998-06-13	—	7822849623	7015 Union St, Las Vegas, NV, 89176	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Gender normalised+2 more
CLM-425512	CLM	Arthur Contreras	1948-04-08	UHC-49476-50	3034521490	1470 Canyon Rd, Charlotte, NC, 28299	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-401687	CLM	Bryan Walsh	1980-07-19	UHC-16393-73	7556900912	5966 Central Ave, Phoenix, AZ, 85035	0.64	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-128757	ENR	Hannah Carlson	1975-11-20	UHC-14893-54	7082454469	2563 Forest Ave, Charlotte, NC, 28277	0.64	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-128758	ENR	Hannah Carlson	1975-11-20	UHC-14893-54	7082454469	2563 Forest Ave, Charlotte, NC, 28277	0.64	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-430344	CLM	Margaret Fowler	1959-12-03	UHC-04517-23	5435551132	3661 Main St, Austin, TX, 78721	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-414657	CLM	Elijah Murphy	1978-04-02	UHC-76725-58	—	409 Harbor Blvd, Charlotte, NC, 28228	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-139892	ENR	Douglas B Phillips	1976-03-27	UHC-74719-65	2856625725	4302 Sage Ct, Glendale, AZ, 85309	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-411536	CLM	Kenneth Santos	1944-04-09	UHC-35521-44	5226564984	—	0.64	Name re-cased Two-digit birth year Phone reformatted Gender normalised+2 more
CLM-419486	CLM	Raymond Sullivan	1989-08-22	—	4874231313	—	0.64	Name re-cased Two-digit birth year Phone reformatted Gender normalised+2 more
ENR-137231	ENR	Patrick Rios	1953-12-16	UHC-79098-93	9878355631	7584 Union St, Charlotte, NC, 28298	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+2 more
ENR-116513	ENR	Wayne Z Rojas	1965-02-06	UHC-29225-61	3337667105	5328 Pine Dr, Fresno, CA, 93773	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
ENR-130562	ENR	Carol Nunez	1974-11-08	UHC-30090-98	6975916085	3632 Hillcrest Rd, Plano, TX, 75076	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-412022	CLM	Patricia G Munoz	1947-10-21	—	9294153586	3866 Union St, Tucson, AZ, 85757	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
ENR-116728	ENR	Jeffrey L Carlson	1997-09-21	UHC-10902-45	7542742574	6708 Market St, Fresno, CA, 93724	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-415056	CLM	Raymond Kim	2002-05-10	—	7678130137	1535 Main St, Tempe, AZ, 85297	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-424981	CLM	Olivia King	1954-02-21	UHC-33741-51	4013725209	6000 Cedar Ln, Scottsdale, AZ, 85281	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-422227	CLM	Patrick Ortega	2001-07-02	UHC-45462-68	8212622405	348 Cedar Ln, Atlanta, GA, 30305	0.64	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
TPA-52479	TPA	Helen Hasen	1959-09-19	UHC-38525-44	6343361127	—	0.64	Name split from “Last, First”Phone reformatted Member ID reformatted Gender normalised+2 more
PRV-23921	PRV	Stephen Hansen	1939-05-11	—	7543598589	8089 Pine Dr, Fresno, CA, 93739	0.64	Phone reformatted City re-cased State name converted to code Gender normalised+2 more
ENR-128530	ENR	Anthony B Mendoza	1990-10-27	UHC-61241-32	—	205 Church St, Tucson, AZ, 85768	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-124451	ENR	Keith U Hicks	1951-08-22	UHC-44307-53	6464051005	3052 Canyon Rd, Minneapolis, MN, 55469	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-415064	CLM	Jackson I Marilyn	1975-03-27	—	5614313140	5334 Hillcrest Rd, Nashville, TN, 37237	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-406875	CLM	Jonathan Ferguson	1945-06-13	UHC-93124-89	—	8474 River Rd, San Diego, CA, 92190	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
TPA-53698	TPA	Jacqueline Adams	1996-06-09	—	—	5404 Spring St, Houston, TX, 77067	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
ENR-102409	ENR	Samuel Myers	1979-04-02	UHC-50709-05	5849545491	2560 Baseline Rd, Fresno, CA, 93772	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
PRV-24584	PRV	Cheryl Hoffman	1996-11-26	UHC-27166-87	5624021989	7863 Forest Ave, Las Vegas, NV, 89173	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more

16,828 rows, page 152 of 337Previous Next