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

Enrollment, flag “SSN last four extracted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagSSN last four extractedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-119505	ENR	Nicholas Sanders	1969-05-21	UHC-97380-06	3324088907	1501 River Rd, Tampa, FL, 33670	0.62	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+3 more
ENR-104493	ENR	Arthur W Gibson	1996-10-28	UHC-76549-19	7305264347	8100 Maple Ave, San Antonio, TX, 78220	0.62	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+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
ENR-108204	ENR	Martha C Rodriguez	1977-06-11	UHC-02773-73	8246313228	5909 Elm St, Denver, CO, 80232	0.62	Name re-cased Phone reformatted SSN last four extracted 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
ENR-132690	ENR	Aisha Medina	1999-02-06	UHC-78384-87	3888891822	7802 Ocean Ave, San Antonio, TX, 78270	0.64	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+2 more
ENR-131842	ENR	Betty I Scott	1987-07-27	UHC-50628-36	2746697839	3319 Washington St, Plano, TX, 75006	0.64	Date of birth reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-141843	ENR	Dorothy Fulelr	1970-03-20	UHC-32368-14	—	5100 Grand Ave, Charlotte, NC, 28272	0.64	Date of birth reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-138078	ENR	Marc X Walsh	1997-07-05	UHC-37839-21	9878415044	—	0.64	Phone reformatted SSN last four extracted Gender normalised Plan code upper-cased+2 more
ENR-125472	ENR	Vicky O Ellis	1988-06-14	UHC-96694-67	4129193721	2315 Market St, Las Vegas, NV, 89118	0.64	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-124280	ENR	Bruce S Dunn	1962-11-25	UHC-09543-24	6733786713	805 Grand Ave, Gilbert, AZ, 85235	0.64	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-121379	ENR	Kathy C Richards	1974-12-08	UHC-29224-92	9369082945	2156 Park Pl, Tempe, AZ, 85236	0.64	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-121697	ENR	Steven Jordan	1952-07-11	UHC-75588-91	—	1330 Bayshore Dr, Miami, FL, 33177	0.64	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-130563	ENR	Amber N Lawrence	1978-04-18	UHC-53728-11	—	1461 Bayshore Dr, Fresno, CA, 93794	0.64	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-122450	ENR	Steven S Powell	1961-12-11	UHC-96214-99	7046218707	2384 Mountain View Dr, Atlanta, GA, 30336	0.64	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+2 more
ENR-133559	ENR	Frank O Anderson	1985-02-13	UHC-16477-05	2455658832	9725 Desert Sky Blvd, Tempe, AZ, 85250	0.64	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-117631	ENR	Helen L Luna	1977-05-07	UHC-77657-84	7149681118	2528 Pine Dr, Tempe, AZ, 85226	0.64	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+2 more
ENR-118328	ENR	Chris M Stevens	1994-08-02	UHC-11824-83	5947959374	167 Hillcrest Rd, Austin, TX, 78749	0.64	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+2 more
ENR-133722	ENR	Danielle Bradley	1998-02-18	UHC-78142-72	8034620336	670 Pine Dr, Denver, CO, 80201	0.64	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+2 more
ENR-141902	ENR	Ann Perez	1993-08-11	UHC-58834-40	4377496926	2559 Baseline Rd, Phoenix, AZ, 85046	0.64	Date of birth reformatted Phone reformatted SSN last four extracted City re-cased+2 more
ENR-121043	ENR	Peter Padilla	1985-05-25	UHC-83367-14	7584433280	3373 Mountain View Dr, Phoenix, AZ, 85063	0.64	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+2 more
ENR-140860	ENR	Harold U Taylor	1982-01-11	UHC-64554-72	7907711894	3021 Oak St, Fresno, CA, 93789	0.64	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+2 more
ENR-140810	ENR	Janet Lewis	1970-10-07	UHC-35740-35	6164624999	3583 River Rd, Phoenix, AZ, 85055	0.64	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-110673	ENR	Joan D Morris	2007-12-21	UHC-13242-98	6462704805	7097 Pine Dr, San Diego, CA, 92140	0.64	Name re-cased Date of birth reformatted SSN last four extracted Street suffix standardised+2 more
ENR-123473	ENR	Sandra Mejia	1979-10-05	UHC-74654-96	2867128633	9759 Church St, Tampa, FL, 33647	0.64	Name re-cased Date of birth reformatted SSN last four extracted Street suffix standardised+2 more
ENR-131201	ENR	Omar Nunez	1982-10-16	UHC-16297-37	—	518 Baseline Rd, Mesa, AZ, 85227	0.64	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-134731	ENR	Julie Fox	1939-08-04	UHC-79877-01	6922946043	5009 Willow Ct, Minneapolis, MN, 55460	0.64	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+2 more
ENR-120024	ENR	Janet Ferguson	1995-11-02	UHC-23654-46	7042083543	8247 Bayshore Dr, Tucson, AZ, 85718	0.64	Phone reformatted Member ID reformatted SSN last four extracted Street suffix standardised+2 more
ENR-108589	ENR	Maria Z Sandoval	1938-05-09	UHC-69641-21	4848918726	7066 Sunset Blvd, Jacksonville, FL, 32219	0.64	Phone reformatted Member ID reformatted SSN last four extracted Street suffix standardised+2 more
ENR-106702	ENR	Logan Berry	1997-01-25	UHC-56468-55	9342747598	979 Valley View Dr, Eden Prairie, MN, 55393	0.64	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+2 more
ENR-122880	ENR	Zachary Nelsn	2000-07-12	UHC-64332-58	2539836843	4937 Mesa Dr, Orlando, FL, 32855	0.64	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-111650	ENR	Roy F Baker	1988-08-17	UHC-30265-04	6099120916	3050 Elm St, Phoenix, AZ, 85061	0.64	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-132179	ENR	Diana Martinez	1964-05-19	UHC-43768-55	6254853713	8091 Highland Ave, Houston, TX, 77018	0.64	Date of birth reformatted Phone reformatted Member ID reformatted SSN last four extracted+2 more
ENR-108514	ENR	Shirley R Marshall	1980-07-26	UHC-92812-35	7649503732	8918 Park Pl Apt 34, Denver, CO, 80272	0.64	Name re-cased Phone reformatted Member ID reformatted SSN last four extracted+2 more
ENR-123285	ENR	Donald Rose	1965-07-28	UHC-31390-71	9668596663	8105 Ridge Rd, Houston, TX, 77043	0.64	Name re-cased Date of birth reformatted SSN last four extracted Street suffix standardised+2 more
ENR-105762	ENR	Jyoce Cunnningham	1996-05-08	UHC-00031-41	—	3225 Pine Dr, Minneapolis, MN, 55480	0.64	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-116100	ENR	Gregory A Wong	1977-01-08	UHC-99271-52	7806775100	1380 Pine Dr, Houston, TX, 77051	0.64	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+2 more
ENR-119918	ENR	Scott Marshall	2006-04-02	UHC-64439-72	5498864722	728 Grand Ave, Chandler, AZ, 85223	0.64	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+2 more
ENR-124568	ENR	Kyle Wallace	1979-06-21	UHC-43398-94	2492159970	4635 Indian School Rd, Tempe, AZ, 85290	0.64	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+2 more
ENR-113285	ENR	Mary Padilla	1975-11-16	UHC-05792-98	6515913831	7828 Cedar Ln, Gilbert, AZ, 85233	0.64	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-142218	ENR	Harrison U Katherine	1970-04-13	UHC-60204-56	6159054082	2321 Apache Blvd, Nashville, TN, 37212	0.64	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+2 more
ENR-101890	ENR	Kayla Sims	1987-05-14	UHC-89313-41	3276288051	7655 Washington St, Atlanta, GA, 30371	0.64	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+2 more
ENR-110096	ENR	Doris R Contreras	1962-05-19	UHC-02950-74	6987518369	3497 Willow Ct, Glendale, AZ, 85328	0.64	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+2 more
ENR-141136	ENR	Harold Nichols	1968-04-05	UHC-60495-13	3885170909	4690 Cedar Ln, Mesa, AZ, 85289	0.64	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+2 more
ENR-110616	ENR	Gary Diaz	2002-06-22	UHC-02826-83	6362226164	8326 Mountain View Dr, Dallas, TX, 75218	0.64	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+2 more
ENR-125525	ENR	Christine X Duncan	2004-09-21	UHC-74318-39	4579378079	6340 Market St, Las Vegas, NV, 89146	0.64	Name re-cased Phone reformatted SSN last four extracted Email lower-cased+2 more
ENR-110902	ENR	Nathan S Olson	1979-05-03	UHC-76259-79	3906745015	4560 Oak St, Mesa, AZ, 85218	0.64	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+2 more
ENR-128567	ENR	Larry N Hanson	1959-07-28	UHC-36825-92	2132822422	5391 Mountain View Dr, Seattle, WA, 98133	0.64	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+2 more
ENR-125778	ENR	Gerald Willis	1957-08-12	UHC-23329-03	8152517130	7465 Church St, Houston, TX	0.64	Name re-cased Phone reformatted SSN last four extracted ZIP missing+2 more
ENR-141380	ENR	George W Myers	1970-10-13	UHC-78519-89	2065219426	—	0.64	Two-digit birth year Phone reformatted Member ID reformatted SSN last four extracted+2 more

1,767 rows, page 19 of 36Previous Next