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 “Date of birth reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagDate of birth reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-112239	ENR	Nataliie N Wells	1985-11-10	UHC-53249-64	5587023048	2363 Sage Ct, Dallas, TX, 75210	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-140671	ENR	Heather F Riichardson	1969-03-25	UHC-54395-94	8869454716	9049 Church St, Glendale, AZ, 85303	0.62	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+3 more
CLM-406805	CLM	Ahmed Davis	2003-01-10	UHC-86559-68	—	9045 Mesa Dr, Eden Prairie, MN, 55300	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-400872	CLM	Fatima E Nguyen	1984-03-14	UHC-77642-95	—	2819 Palm Dr, Houston, TX, 77080	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-141448	ENR	Diego Y Sanchez	1990-08-07	UHC-73735-25	6954819169	6419 Camelback Rd, Denver, CO, 80202	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-130620	ENR	Ralph U Montgomery	—	UHC-96182-31	5347781514	887 Washington St, Minneapolis, MN, 55430	0.62	Date of birth reformatted Date of birth unreadable Phone reformatted Street suffix standardised+3 more
ENR-114192	ENR	Kevin Hill	1984-11-28	UHC-54389-99	—	5466 Lincoln Way, Nashville, TN, 37215	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-425426	CLM	Barbara Park	1982-05-01	UHC-16638-84	—	4177 Pine Dr, Scottsdale, AZ, 85224	0.62	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-100438	ENR	Christtine V Salazar	1973-11-05	UHC-75118-47	9447804785	7127 Sunset Blvd, Plano, TX, 75020	0.62	Date of birth reformatted Phone reformatted Member ID reformatted State name converted to code+3 more
CLM-429880	CLM	Juile Pena	1994-12-14	UHC-64751-19	8296431839	9289 Ridge Rd, Atlanta, GA, 30309	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-413440	CLM	Bruce Garza	1971-02-23	—	2108312845	2756 Ocean Ave, Miami, FL, 33113	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-134704	ENR	Susan V Bradley	1938-04-27	UHC-85039-25	3188670480	7748 Forest Ave, Scottsdale, AZ, 85241	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-117294	ENR	Susan C Thompson	1978-07-14	UHC-86388-83	5223831255	3690 Cedar Ln, Mesa, AZ, 85291	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-122233	ENR	Joe Z Harvey	1996-02-27	UHC-44826-03	5083898079	8728 Indian School Rd Apt 37, Columbus, OH, 43296	0.62	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+3 more
CLM-419566	CLM	Gerald Willis	1957-08-12	UHC-23329-03	—	7465 Church St, Houston, TX, 77008	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-103206	ENR	Evelyn P Fisher	2005-10-08	UHC-52353-84	—	489 Highland Ave, Sacramento, CA	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-137263	ENR	Richard Rice	1977-10-05	UHC-29214-90	5268844805	2371 Mesa Dr, Plano, TX, 75010	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-120733	ENR	Aisha F Gordon	1975-06-12	UHC-01782-66	5228365004	1950 Canyon Rd, Chandler, AZ, 85283	0.62	Date of birth reformatted Phone reformatted SSN last four extracted City re-cased+3 more
CLM-403025	CLM	Jordan F Gardner	1969-10-17	UHC-58120-60	5216098775	9683 Forest Ave Apt 7, Fresno, CA, 93741	0.62	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
ENR-142257	ENR	Logan M Morrison	1992-11-08	UHC-83355-82	8263121989	7541 Canyon Rd, Phoenix, AZ, 85043	0.62	Date of birth reformatted Phone reformatted City re-cased ZIP+4 trimmed+3 more
PRV-23208	PRV	Alan Morgan	1976-06-02	UHC-68605-81	2845116754	9755 Elm St, Glendale, AZ, 85398	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-59431	TPA	Ana Valdez	1946-07-18	—	4264673262	7974 Elm St, Columbus, OH	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-107387	ENR	Jeremy Gibson	1985-04-20	UHC-48164-51	4723551739	6980 Valley View Dr, Nashville, TN, 37205	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-133928	ENR	Stephanie Hayes	1946-07-03	UHC-97533-26	3083783244	2981 Park Pl, Charlotte, NC, 28247	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-402676	CLM	WJunk	1993-02-22	UHC-11771-60	—	3287 Bayshore Dr, Orlando, FL, 32887	0.62	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-119857	ENR	James Franklin	1944-05-27	UHC-76216-09	—	4677 Harbor Blvd, Eden Prairie, MN, 55342	0.62	Date of birth reformatted Phone missing area code Member ID reformatted Street suffix standardised+3 more
CLM-430420	CLM	Dennis Nelson	1992-09-02	UHC-45196-98	—	8076 Valley View Dr, Scottsdale, AZ	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-421877	CLM	Maria Simpson	2008-12-22	UHC-29411-66	3439494307	6926 Union St, Tempe, AZ, 85228	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-125558	ENR	Edward Ward	1954-05-07	UHC-30556-03	2575013625	3932 Canyon Rd Apt 14, Sacramento, CA, 95831	0.62	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
TPA-61761	TPA	Charlotte Rogers	1996-03-20	—	9723574202	7069 Cedar Ln, Houston, TX, 77038	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-424192	CLM	Rebecca T Aguilar	1952-05-09	—	7694767515	8664 Cedar Ln, Seattle, WA, 98167	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-135179	ENR	Lori R Guzman	1957-01-14	UHC-40801-21	9249716506	8493 Washington St, San Diego, CA, 92122	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-424545	CLM	Michael Gutierrez	1953-06-19	UHC-45944-04	6264609907	5232 Willow Ct, Sacramento, CA, 95827	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-117161	ENR	Sofia A Wong	1978-03-15	UHC-38789-39	4207815854	2750 Spring St, Miami, FL	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-106475	ENR	Kathryn Carpenter	1943-01-12	UHC-20206-20	—	9041 Palm Dr, Gilbert, AZ, 85216	0.62	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+3 more
TPA-50595	TPA	Cynthia Hensen	1971-01-22	—	—	3524 Ridge Rd # 711, Jacksonville, FL, 32222	0.62	Name re-cased Date of birth reformatted Unit split from street City re-cased+3 more
ENR-102940	ENR	Julie Fernandez	1978-03-03	UHC-84577-80	—	1216 Desert Sky Blvd, Atlanta, GA, 30382	0.62	Name re-cased Date of birth reformatted City re-cased State name converted to code+3 more
ENR-107273	ENR	Cherly N Munoz	1946-05-05	UHC-39247-46	8498714888	5559 Sage Ct, Mesa, AZ, 85276	0.62	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-429182	CLM	Megan Richardson	1959-05-13	—	9409138587	2569 Indian School Rd, Orlando, FL, 32855	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-118969	ENR	Philip U Rivera	1993-06-03	UHC-89285-29	7729574457	9740 Sunset Blvd, Charlotte, NC, 28252	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-62989	TPA	Eric Harper	2002-10-26	—	—	8687 Ocean Ave Apt 20, San Diego, CA, 92145	0.62	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+3 more
TPA-62299	TPA	Henry Nguyen	2002-03-18	—	4843109592	5080 Canyon Rd, Columbus, OH, 43273	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-50238	TPA	Maria Chavez	1999-10-15	—	—	3624 Union St, Las Vegas, NV, 89105	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-104872	ENR	Elijah Hunt	1948-08-06	UHC-81346-28	5638914106	8491 Union St, Phoenix, AZ, 85058	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-122492	ENR	Carolyn G Sanchez	2006-03-21	UHC-29227-75	2173085050	7679 Meadow Ln, Las Vegas, NV, 89145	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-123281	ENR	Andrea Y Patel	2008-04-01	UHC-55738-89	5377891810	9262 Hillcrest Rd, Columbus, OH, 43201	0.62	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-426315	CLM	Alex Young	1952-05-28	UHC-08174-22	4902003656	5866 Main St, Plano, TX	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-136407	ENR	Barb Kim	2001-11-12	UHC-55893-69	9732999256	1784 Central Ave, Miami, FL, 33189	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-430267	CLM	Anna Knight	1952-02-05	UHC-17139-80	4494658264	523 Valley View Dr, Sacramento, CA, 95866	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-100469	ENR	Angela A Wheeler	1952-05-13	UHC-42376-23	9164665774	8966 Elm St, Phoenix, AZ, 85097	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more

32,400 rows, page 135 of 648Previous Next