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
PRV-21796	PRV	Emyly U Lopez	2004-08-12	UHC-26356-08	4127016275	3277 Forest Ave, Seattle, WA, 98153	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-125914	ENR	Isabella Li	1948-04-28	UHC-87212-80	9009209380	5783 Lake View Rd # 669, Scottsdale, AZ, 85228	0.64	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-111434	ENR	Logan Ford	1989-11-18	—	6797258774	1144 Meadow Ln Apt 9, Miami, FL, 33133	0.64	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+2 more
CLM-401252	CLM	Carlos Scott	1943-08-20	—	3766814639	—	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted SSN last four extracted+2 more
ENR-112041	ENR	Julie Alvarez	1976-09-24	UHC-08988-72	5042120143	8968 Oak St, Tucson, AZ, 85762	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-123194	ENR	Eugene O Henderson	1993-09-17	UHC-33659-08	8499047436	4184 Jefferson Ave, Chandler, AZ, 85202	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-123446	ENR	Michael S Lynch	1940-03-05	UHC-82219-84	8325494410	4883 Park Pl # 848, Tempe, AZ, 85202	0.64	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+2 more
ENR-134133	ENR	Joshua Aguilar	1959-08-24	UHC-27301-63	9344950086	6369 Oak St, San Antonio, TX, 78201	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-423834	CLM	Alan Schmidt	1992-10-27	UHC-55876-27	—	5248 Canyon Rd, Minneapolis, MN, 55441	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
ENR-100427	ENR	Anthony V Kennedy	1987-07-09	UHC-63039-18	9278025789	1802 Washington St Apt 17, Glendale, AZ, 85377	0.64	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+2 more
CLM-403024	CLM	Alice Wallace	1939-07-04	—	—	1501 Main St, Orlando, FL, 32875	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-54282	TPA	Lauren Campbell	1955-08-07	—	—	6268 Main St, Tucson, AZ, 85718	0.64	Date of birth reformatted City re-cased ZIP+4 trimmed Gender normalised+2 more
CLM-424853	CLM	Theresa A Padilla	1944-12-07	UHC-76628-92	—	5793 Hillcrest Rd, Columbus, OH, 43210	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-430353	CLM	Daniel Castillo	1949-05-16	UHC-74193-54	—	6991 Main St, Seattle, WA, 98171	0.64	Name re-cased Date of birth reformatted State name converted to code Gender normalised+2 more
ENR-111538	ENR	Patricia O Gomez	1940-10-24	UHC-71807-52	2928418674	3964 Highland Ave # 973, Scottsdale, AZ, 85299	0.64	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+2 more
CLM-424118	CLM	Judy Watkins	1973-04-08	UHC-12017-24	7947686283	—	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Gender normalised+2 more
TPA-53507	TPA	Emily Peters	1998-01-04	—	—	8187 Market St Apt 17, Tucson, AZ, 85767	0.64	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-138418	ENR	Christine Hughes	1964-05-10	UHC-27448-55	—	3921 Bayshore Dr, Orlando, FL, 32893	0.64	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-115623	ENR	Steven H Ball	1993-04-22	UHC-14759-22	6572732518	3247 Elm St, Eden Prairie, MN, 55366	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-115876	ENR	Daniel Palmer	1976-01-03	UHC-83334-25	—	5385 Broadway, Eden Prairie, MN	0.64	Name split from “Last, First”Date of birth reformatted ZIP missing Email lower-cased+2 more
PRV-27626	PRV	Billy Hudson	1996-07-06	—	2773051095	7901 Market St, Chandler, AZ, 85249	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-421380	CLM	Alexis Hilll	1952-02-12	—	6143904329	4089 River Rd, Tucson, AZ, 85788	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted State name converted to code+2 more
PRV-20195	PRV	Henry Ramos	1958-10-28	—	7957983532	2976 Camelback Rd, Houston, TX	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-26019	PRV	Daniel Q Soto	1985-08-17	—	5748152457	1606 Broadway, Seattle, WA, 98175	0.64	Date of birth reformatted Phone reformatted ZIP+4 trimmed Gender normalised+2 more
TPA-55886	TPA	Natalie Reid	1961-02-05	—	—	9381 Hillcrest Rd Apt 38, Chandler, AZ, 85209	0.64	Name split from “Last, First”Date of birth reformatted Unit split from street City re-cased+2 more
ENR-109058	ENR	Matthew T Castro	1999-02-28	UHC-06484-78	9388114111	3320 Willow Ct Apt 19, Houston, TX, 77062	0.64	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+2 more
TPA-50432	TPA	Theresa Santiago	1976-03-28	—	—	9056 Bayshore Dr, Phoenix, AZ, 85029	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
ENR-110335	ENR	Aelxander Perry	1975-08-25	UHC-24848-99	3988230383	2228 Valley View Dr Apt 6, Eden Prairie, MN, 55396	0.64	Date of birth reformatted Phone reformatted Unit split from street City re-cased+2 more
CLM-423621	CLM	Bobby Cole	1989-06-10	UHC-51664-05	8076249165	231 Desert Sky Blvd, Columbus, OH	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-60844	TPA	Carol B Stone	1953-09-17	UHC-11495-79	6042875545	1957 Lake View Rd, Los Angeles, CA, 90011	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-412634	CLM	Mateo Estrada	1981-01-25	—	9019565774	3838 Mountain View Dr, Glendale, AZ, 85344	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-117673	ENR	Melissa G Palmer	1959-06-18	UHC-34264-24	7266902587	1888 Cedar Ln, Denver, CO, 80267	0.64	Date of birth reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
PRV-22923	PRV	Melissa Reyes	1989-06-10	UHC-62424-65	2579676112	8766 Hillcrest Rd, Los Angeles, CA, 90034	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted City re-cased+2 more
ENR-125212	ENR	Jonathan W McDonald	1975-02-01	UHC-49847-15	4472045718	8333 Canyon Rd # 675, Gilbert, AZ, 85275	0.64	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+2 more
CLM-403500	CLM	John Contreras	1980-02-28	UHC-95942-06	—	2831 Baseline Rd, Miami, FL, 33140	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
ENR-130947	ENR	Carlos Z Ortega	1985-05-15	UHC-86655-27	—	8554 Harbor Blvd, Sacramento, CA, 95837	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-53434	TPA	Gloria Guerrero	1981-09-15	—	—	8067 Apache Blvd, Tucson, AZ, 85791	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-132492	ENR	Raymond Torrees	1938-10-14	UHC-47228-86	—	3104 Desert Sky Blvd, Los Angeles, CA	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-402919	CLM	Ben M Greene	1994-06-08	UHC-36280-57	—	1364 Oak St, Dallas, TX	0.64	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-113991	ENR	Mateo Gordon	2000-03-20	UHC-32351-59	5628462515	9341 Ocean Ave, Scottsdale, AZ, 85240	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-124914	ENR	Roger McCoy	1956-03-28	UHC-70811-25	7232984610	8213 Ocean Ave, San Antonio, TX	0.64	Name re-cased Date of birth reformatted Phone reformatted State code upper-cased+2 more
CLM-426461	CLM	Heather X Long	1969-11-19	—	8105821362	1715 Camelback Rd, San Antonio, TX, 78264	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-429811	CLM	Liz Ryan	1990-03-12	—	9104977778	9835 Park Pl, Eden Prairie, MN, 55370	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
TPA-53233	TPA	Marilyn West	1965-09-17	UHC-51771-85	—	5435 Apache Blvd, San Diego, CA, 92156	0.64	Date of birth reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
TPA-57133	TPA	Carl Wang	1944-04-05	—	—	8827 River Rd, Orlando, FL, 32800	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-128268	ENR	Terry L Li	1965-05-07	UHC-83597-11	4623377466	8628 Oak St, San Antonio, TX, 78245	0.64	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
PRV-20676	PRV	Olivia Hart	1976-10-26	—	—	9622 Highland Ave Apt 18, Houston, TX, 77017	0.64	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-104546	ENR	Emma Q Stewart	1964-11-26	UHC-29859-33	4797112391	1300 Central Ave, Eden Prairie, MN, 55346	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-55618	TPA	Christina Herrera	—	—	—	6995 Pine Dr, Plano, TX, 75052	0.64	Date of birth reformatted Date of birth unreadable Street suffix standardised Address re-cased+2 more
TPA-59144	TPA	Raymond Munoz	1976-05-13	UHC-91631-69	6806992699	8454 Apache Blvd, Scottsdale, AZ, 85248	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more

32,400 rows, page 152 of 648Previous Next