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
CLM-407498	CLM	Peter Fowler	1972-04-02	—	—	646 Willow Ct, Tampa, FL, 33675	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-428775	CLM	Michael Duncan	2004-05-22	UHC-46296-78	—	1692 Central Ave, Charlotte, NC, 28285	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
ENR-112030	ENR	Albert Wilson	1948-09-04	UHC-98937-02	2526421147	143 Meadow Ln, Fresno, CA, 93764	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-130508	ENR	Wei Z Cruz	1987-08-12	UHC-90987-72	9696461837	677 Willow Ct, Scottsdale, AZ, 85282	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-121666	ENR	Paul Perez	1955-08-24	UHC-51272-52	2376183115	4842 Cedar Ln, Seattle, WA, 98159	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-22375	PRV	Samul P Wheeler	1959-09-23	—	5544616356	9508 Ridge Rd, Fresno, CA, 93758	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-23080	PRV	Nancy Valdez	1952-03-12	—	8833553974	963 Canyon Rd, Chandler, AZ, 85295	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-410950	CLM	Joseph A Estrada	1977-05-26	UHC-44142-50	4514839542	712 Washington St, Los Angeles, CA, 90025	0.62	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-407973	CLM	Danielle Reynolds	1999-12-27	UHC-46263-10	7819598479	3684 Willow Ct, Atlanta, GA, 30396	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-115198	ENR	Gabriel Nguyen	1949-04-25	—	4199368046	5009 Jefferson Ave, Chandler, AZ, 85212	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-112642	ENR	Debra Olson	1973-11-04	UHC-20571-53	6247223764	8781 Indian School Rd, Orlando, FL, 32828	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-401617	CLM	Sophia Fox	1973-06-20	UHC-96989-32	—	5249 Sage Ct, Houston, TX, 77012	0.62	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-127550	ENR	Vincent McDonald	1995-12-11	UHC-00519-76	9573672560	862 Ocean Ave, Las Vegas, NV, 89106	0.62	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-124513	ENR	Gary Y Taylor	1950-05-21	UHC-52191-10	9676200728	6786 Main St, Phoenix, AZ, 85016	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-413568	CLM	Brandon Peterson	1974-03-12	UHC-68516-24	5728424306	8586 Central Ave, Glendale, AZ, 85392	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-115940	ENR	Lawrence Rodriguez	1939-09-17	UHC-25245-14	7214647303	2258 Church St, Nashville, TN, 37277	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-119110	ENR	Mary U Park	1985-12-11	UHC-14312-13	9884300678	3217 Baseline Rd, Sacramento, CA, 95859	0.62	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
CLM-425295	CLM	Richard F Cruz	2008-02-16	UHC-30512-30	—	9194 Mesa Dr, Houston, TX, 77008	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
TPA-55188	TPA	Ethan Kennedy	2000-09-12	—	3559499214	2663 Hillcrest Rd, Mesa, AZ, 85297	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-407184	CLM	Helen N Kelley	1996-05-12	UHC-08411-81	—	9444 Valley View Dr, Columbus, OH, 43248	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
ENR-126862	ENR	Christian H Cruz	1992-06-03	UHC-81334-28	3976202117	5974 Central Ave, Tampa, FL, 33637	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
ENR-125187	ENR	Zachary E Grant	1965-07-14	UHC-82010-72	6386267663	7471 Jefferson Ave, Houston, TX, 77089	0.62	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
TPA-62873	TPA	Juan Murray	1960-12-26	UHC-76789-10	3922679400	9062 Park Pl, Gilbert, AZ, 85263	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-404585	CLM	Maria T Pierce	1999-11-23	—	9246010575	8608 Camelback Rd, Seattle, WA, 98103	0.62	Name re-cased Street suffix standardised Address re-cased Email lower-cased+3 more
CLM-404485	CLM	Natalie N King	1946-01-09	UHC-53620-37	4347836508	5353 Valley View Dr, Mesa, AZ, 85256	0.62	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+3 more
ENR-123889	ENR	Ronald Hoffman	1979-03-11	UHC-79889-87	8652159800	4022 Park Pl, Austin, TX, 78792	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-28032	PRV	Roger Davis	1994-04-28	UHC-30457-09	2114195514	4491 Elm St # 863, Miami, FL, 33168	0.62	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
PRV-22183	PRV	Bobby Lee	1939-06-16	—	8902297657	7975 Lincoln Way, Scottsdale, AZ, 85201	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-28704	PRV	Betty Burke	1966-02-08	—	3842806656	4250 Mountain View Dr, Phoenix, AZ, 85086	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-422204	CLM	Aaron Coleman	1950-11-02	—	4684716438	5871 Forest Ave, Las Vegas, NV, 89192	0.62	Name re-cased Date of birth reformatted Phone reformatted City re-cased+3 more
ENR-115760	ENR	Nicole I Vasquez	1951-02-03	UHC-78209-60	7984068344	1687 Mesa Dr, Scottsdale, AZ, 85258	0.62	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-142989	ENR	Brenda X Graham	1982-08-16	UHC-82376-53	4212948431	8593 Sunset Blvd, Eden Prairie, MN, 55373	0.62	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+3 more
ENR-100552	ENR	Helen S Ross	1947-12-15	UHC-24200-16	7619693583	6394 Park Pl, Sacramento, CA, 95878	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-425694	CLM	Aaron Reyes	1946-09-11	UHC-03623-38	2406106259	7541 Canyon Rd, Charlotte, NC, 28228	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-402051	CLM	Nancy Munoz	1947-05-03	UHC-50527-20	—	3307 Elm St, Plano, TX, 75094	0.62	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
TPA-54838	TPA	Barbara Espinoza	2001-10-25	—	—	4396 Valley View Dr, Tempe, AZ, 85224	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-425745	CLM	Jamees Li	2003-12-03	—	—	823 Bayshore Dr, Houston, TX, 77063	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-134613	ENR	Kennedy E Rachel	1975-07-09	UHC-76272-44	9426240881	8703 Park Pl, Phoenix, AZ, 85029	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-28705	PRV	Joseph Brooks	1949-02-20	UHC-78973-47	4986566407	4944 Lake View Rd, Tampa, FL, 33658	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
ENR-135799	ENR	Samantha Harrison	1998-10-12	—	4908403443	8319 Central Ave, Fresno, CA, 93789	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-108248	ENR	Maria R Hughes	1976-12-07	UHC-91327-17	9753456432	2693 Market St, Austin, TX, 78791	0.62	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+3 more
ENR-131951	ENR	Kenneth Daniels	—	UHC-47030-79	3872567309	3524 Central Ave, Orlando, FL, 32837	0.62	Name re-cased Date of birth missing Member ID reformatted Gender normalised+3 more
TPA-56646	TPA	Daniel Jacckson	1951-11-21	—	8817343579	9136 Baseline Rd, Denver, CO, 80242	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-432346	CLM	Michael A Weber	1950-11-17	UHC-80019-73	2665201176	3529 Washington St, Columbus, OH, 43270	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+3 more
TPA-63299	TPA	Jennifer George	1999-11-04	—	—	2137 Sage Ct, Seattle, WA, 98192	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
PRV-28166	PRV	Jacqueline Young	1991-01-01	—	4195696266	5721 Valley View Dr, Gilbert, AZ, 85223	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-130836	ENR	Arjun S Harris	1944-08-24	UHC-48317-60	4666667035	6324 Lake View Rd # 971, Gilbert, AZ, 85238	0.62	Date of birth reformatted Phone reformatted Unit split from street City re-cased+3 more
TPA-50676	TPA	Samuel Z Mejia	2003-07-13	—	—	8131 Broadway, Tucson, AZ, 85768	0.62	Name re-cased Date of birth reformatted City re-cased State name converted to code+3 more
PRV-27210	PRV	Wei H Sanders	1961-05-27	UHC-34725-21	8345113721	1824 Broadway, Jacksonville, FL	0.62	Date of birth reformatted City re-cased ZIP missing Gender normalised+3 more
CLM-413398	CLM	Samuel Obrien	2000-10-08	UHC-78534-34	6003705917	8778 Oak St, Tampa, FL, 33693	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more

16,828 rows, page 139 of 337Previous Next