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 “ZIP missing”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagZIP missingClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-111601	ENR	Lindda L Moore	1961-12-17	UHC-65655-62	8206938727	1540 Market St, San Antonio, TX	0.62	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-124937	ENR	Judith G Burns	1978-04-16	UHC-74937-93	2458534053	8847 Pine Dr, Nashville, TN	0.62	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+3 more
ENR-130414	ENR	Denise T Vargas	1949-10-23	UHC-01600-93	6146730135	4158 Central Ave, Nashville, TN	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-115711	ENR	Keith Russell	1992-02-01	UHC-15398-69	9848661925	6957 Lake View Rd, Seattle, WA	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-125889	ENR	Samuel N Fields	1973-02-01	UHC-70900-77	6908229153	2094 Desert Sky Blvd, Fresno, CA	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-129532	ENR	Ralph A Mendoza	1977-11-03	UHC-00344-49	7793092735	1456 Palm Dr, Los Angeles, CA	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-51885	TPA	Madison Simmons	1964-01-08	—	6116740896	6893 Sage Ct, Denver, CO	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-408235	CLM	Willie Fox	1959-07-18	UHC-90861-56	—	6086 Harbor Blvd, Mesa, AZ	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-133751	ENR	Pamela Garza	1997-11-02	UHC-24284-08	7784506236	3571 Cedar Ln, Columbus, OH	0.62	Phone reformatted Street suffix standardised Address re-cased ZIP missing+3 more
ENR-113500	ENR	Debra E Mejia	2004-10-27	UHC-43299-12	4674659001	212 Sage Ct, Dallas, TX	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-128973	ENR	Maria P Dunn	1941-02-26	UHC-43773-50	6773488503	5593 Church St, Jacksonville, FL	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-427227	CLM	Michelle Soto	1948-06-18	—	4596715037	4713 Lincoln Way, Scottsdale, AZ	0.62	Name re-cased Phone reformatted City re-cased State name converted to code+3 more
ENR-121373	ENR	Gloria V Weber	1955-05-05	UHC-93543-01	7097026501	9287 Oak St, Dallas, TX	0.62	Name re-cased Phone reformatted Member ID reformatted City re-cased+3 more
CLM-426507	CLM	Jordan Walker	1988-02-19	—	2524509237	3465 Union St, Columbus, OH	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-424682	CLM	William Rivera	1971-03-13	UHC-47674-88	—	3566 Willow Ct, San Diego, CA	0.62	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+3 more
ENR-105466	ENR	Alexis Z Davis	1952-08-28	UHC-98113-37	2836132995	3470 Bayshore Dr, Los Angeles, CA	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-142283	ENR	Jeffey Bell	1972-05-09	UHC-87351-38	6087265591	5075 Lincoln Way, Charlotte, NC	0.62	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+3 more
TPA-60274	TPA	Madison Kelly	1952-05-25	UHC-20054-54	—	5238 Sage Ct, Nashville, TN	0.62	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
TPA-53872	TPA	Vincent Riz	1997-09-22	—	—	2484 Central Ave, Eden Prairie, MN	0.62	Name re-cased Street suffix standardised Address re-cased State code upper-cased+3 more
TPA-50847	TPA	Charlotte Alexander	2001-07-07	—	7703446462	903 Meadow Ln, Houston, TX	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-52820	TPA	Stephanie Burns	1963-07-07	—	5295353964	2406 Indian School Rd, Charlotte, NC	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-138439	ENR	Padilla Ann	2008-10-04	UHC-67047-34	7436905782	6081 Lake View Rd, Minneapolis, MN	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-119642	ENR	Alice Dunn	1951-08-31	UHC-54642-58	6624842981	1060 Ocean Ave, Tucson, AZ	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-408786	CLM	Jean Burton	2005-12-17	UHC-63224-77	9776738027	8348 Bayshore Dr, Orlando, FL	0.62	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+3 more
ENR-137596	ENR	Doris I Miller	1998-09-08	UHC-16373-92	—	940 Hillcrest Rd, Glendale, AZ	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
ENR-123150	ENR	Tim O Lewis	1971-11-25	UHC-64916-92	9272053777	9046 Pine Dr, Tucson, AZ	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-123748	ENR	Alan Taylor	1989-01-21	UHC-11805-29	2647281586	8147 Forest Ave, Columbus, OH	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-409459	CLM	Justin Shaw	1985-07-27	UHC-22694-54	—	861 Ridge Rd, Dallas, TX	0.62	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
PRV-26332	PRV	Gloria Stewart	1979-03-28	—	4772561517	7869 Indian School Rd, Jacksonville, FL	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-105203	ENR	Andrea D Alvarado	2001-04-04	UHC-47319-34	8396574728	5259 Pine Dr, Mesa, AZ	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-140677	ENR	Ommar Chen	1995-12-06	UHC-49844-02	6446785403	3734 River Rd, Las Vegas, NV	0.62	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
TPA-52703	TPA	Steve W Maldonado	1941-06-16	UHC-08829-69	6146437845	5247 Hillcrest Rd, Sacramento, CA	0.62	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+3 more
PRV-20581	PRV	Omar Dixon	1973-07-09	UHC-94376-27	5108418557	636 Meadow Ln, Tempe, AZ	0.62	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+3 more
CLM-421278	CLM	Elizabeth Santiago	1974-02-24	UHC-79914-44	4634165665	1713 Ridge Rd, Mesa, AZ	0.62	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+3 more
TPA-59640	TPA	Kenneth Ryan	1991-07-24	—	—	2520 Sunset Blvd, Tampa, FL	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-109869	ENR	Carlos James	1965-03-09	UHC-97252-40	—	9833 Sunset Blvd, Charlotte, NC	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
ENR-130084	ENR	Bobby T Powell	1941-09-10	UHC-35845-09	5786488115	4683 Camelback Rd, Sacramento, CA	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-61329	TPA	Zachary Dixon	1989-11-18	UHC-53939-56	—	6095 Sage Ct, Chandler, AZ	0.62	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-411682	CLM	Barbara Robinson	1958-02-05	—	2662218485	1109 Hillcrest Rd, Los Angeles, CA	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-432076	CLM	Emily Z Shaw	1992-02-13	UHC-67683-28	—	1137 Washington St # 546, Gilbert, AZ	0.62	Name re-cased Date of birth reformatted Member ID reformatted Unit split from street+3 more
ENR-135667	ENR	Kevin Wilson	1960-09-02	UHC-38865-86	3382769328	2872 Willow Ct, Phoenix, AZ	0.62	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-424114	CLM	Janice Ortega	1989-12-12	UHC-16709-37	2542846424	7739 Canyon Rd, Orlando, FL	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-113659	ENR	Jacqueline V Olson	1977-12-11	UHC-32704-29	6016536648	908 Forest Ave, Denver, CO	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-103871	ENR	Gregory Lee	1972-11-13	UHC-72345-25	7274827948	3487 Ocean Ave, Atlanta, GA	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-114889	ENR	Noah Rice	1947-02-23	UHC-93860-84	4424630031	9386 Oak St, Denver, CO	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-55893	TPA	Samuel Obrien	2000-10-08	UHC-78534-34	6003705917	8778 Oak St, Tampa, FL	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-54444	TPA	William Contreras	2002-04-08	—	—	3013 Grand Ave, Seattle, WA	0.62	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+3 more
CLM-401423	CLM	Maria Singgh	1983-05-20	UHC-69979-70	5963582387	8998 Jefferson Ave, Las Vegas, NV	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-413765	CLM	Virginia Park	1957-02-18	UHC-36087-66	9038891474	8609 Canyon Rd, Tampa, FL	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-26680	PRV	Megan Carter	1953-09-14	UHC-16129-53	4674071961	2354 Canyon Rd, Tucson, AZ	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more

7,146 rows, page 58 of 143Previous Next