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 “State code upper-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagState code upper-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-120372	ENR	Diana I Willis	1993-12-28	UHC-24003-43	4202627379	435 Washington St, Atlanta, GA, 30301	0.76	Middle initial moved out of first name Name re-cased Date of birth reformatted State code upper-cased+2 more
PRV-26266	PRV	Jordan Carroll	1963-04-26	UHC-34809-76	8036358972	7063 Sage Ct, Tucson, AZ, 85714	0.76	Member ID reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
ENR-126070	ENR	Ronald Q Fowler	2001-04-05	UHC-11532-40	8608026760	6612 Park Pl, San Diego, CA, 92110	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-403434	CLM	Anthony N Salazar	2004-01-25	UHC-22769-73	—	3940 Hillcrest Rd, Plano, TX, 75007	0.76	Name re-cased Street suffix standardised Address re-cased State code upper-cased+2 more
ENR-101037	ENR	Ahmed P Kennedy	2005-04-05	UHC-81675-19	9284610256	4961 Mountain View Dr, Tempe, AZ, 85235	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-106993	ENR	Luis W Hill	1942-10-27	UHC-27600-40	7519313390	7828 Meadow Ln, Gilbert, AZ, 85271	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-106994	ENR	Luis W Hill	1942-10-27	UHC-27600-40	7519313390	7828 Meadow Ln, Gilbert, AZ, 85271	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-112766	ENR	Douglas P Guerrero	1950-07-16	UHC-64405-71	—	2494 Spring St, Fresno, CA, 93782	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-63882	TPA	Waalter Munoz	2001-05-12	UHC-46892-79	—	6152 Sage Ct, Seattle, WA, 98156	0.76	Name re-cased Street suffix standardised Address re-cased State code upper-cased+2 more
ENR-101848	ENR	Sofia Padilla	2007-03-04	UHC-77527-78	2487623563	5934 Elm St, Gilbert, AZ, 85218	0.76	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
CLM-411155	CLM	Joyce Pierce	1945-02-01	UHC-17185-78	—	3413 Spring St, Scottsdale, AZ, 85262	0.76	Date of birth reformatted City re-cased State code upper-cased ZIP+4 trimmed+2 more
CLM-416945	CLM	Ralph Q Montgomery	1992-12-15	UHC-35654-55	—	4474 Sage Ct, Mesa, AZ, 85254	0.76	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
ENR-119358	ENR	Emily Matthews	1969-03-01	UHC-29986-98	8814758885	7506 Indian School Rd, Houston, TX, 77060	0.76	Name re-cased Two-digit birth year Phone reformatted State code upper-cased+2 more
ENR-137894	ENR	Joe R Stephens	1979-07-04	UHC-66206-52	4637402306	2551 Maple Ave, Tucson, AZ, 85745	0.76	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-119438	ENR	Eugene I Crawford	1980-09-21	UHC-23406-39	8894951061	2129 Indian School Rd, Scottsdale, AZ, 85202	0.76	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+2 more
TPA-56141	TPA	Sean Y Tucker	1984-10-08	—	—	4906 Sage Ct, Gilbert, AZ, 85263	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-63798	TPA	Sophia Daniels	1983-05-06	—	—	9788 Jefferson Ave, Denver, CO, 80275	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-431108	CLM	Jean McCoy	1936-12-09	—	5507371454	343 Maple Ave, Tampa, FL, 33600	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-408485	CLM	Ralph Johnston	1983-01-27	—	—	1083 Sage Ct, Minneapolis, MN, 55490	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
PRV-21264	PRV	Matthew White	1973-02-19	UHC-78331-45	—	8059 Valley View Dr, Gilbert, AZ, 85224	0.76	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
ENR-113912	ENR	Karen Munoz	1997-12-27	UHC-56123-62	2912065716	4891 Pine Dr, Tampa, FL, 33627	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-130654	ENR	Russell I Wallace	1958-10-21	UHC-92159-02	3772581200	7077 Washington St, Fresno, CA, 93778	0.76	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
TPA-55190	TPA	Frances Ford	1945-03-03	—	—	9796 Market St, Las Vegas, NV, 89161	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-108268	ENR	Judy Q Alexander	1990-09-12	UHC-75403-09	6615096490	6007 Grand Ave Apt 2, Dallas, TX, 75261	0.76	Member ID reformatted Unit split from street State code upper-cased Email lower-cased+2 more
ENR-106021	ENR	Kathryn Burns	2002-02-02	UHC-66794-95	—	933 Palm Dr, Glendale, AZ, 85340	0.76	Street suffix standardised Address re-cased City re-cased State code upper-cased+2 more
ENR-140350	ENR	Dylan A Le	1998-06-17	UHC-41743-14	—	4150 Bayshore Dr, Nashville, TN, 37247	0.76	Name re-cased City re-cased State code upper-cased Email lower-cased+2 more
ENR-127699	ENR	Omar T Davis	1980-11-19	UHC-09305-15	7883665174	2400 Mountain View Dr, Nashville, TN, 37241	0.76	Date of birth reformatted City re-cased State code upper-cased Gender normalised+2 more
ENR-140563	ENR	Diana K Cruz	1984-05-15	UHC-19574-09	—	2273 Main St, Orlando, FL, 32808	0.76	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
CLM-409684	CLM	Terry Hollmes	1973-09-04	UHC-16727-88	6245921610	7082 Bayshore Dr, Austin, TX, 78721	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-421916	CLM	Vincent Q Hart	1959-07-15	UHC-21987-76	4755130697	2540 Meadow Ln, Nashville, TN, 37236	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-138246	ENR	Nathan U Peters	1984-03-14	UHC-70952-79	4543880965	7611 Spring St, Gilbert, AZ, 85263	0.76	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
ENR-138247	ENR	Nathan U Peters	1984-03-14	UHC-70952-79	4543880965	7611 Spring St, Gilbert, AZ, 85263	0.76	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
ENR-109623	ENR	Aisha D Sims	1946-09-12	UHC-46665-12	7217420187	7274 Market St, Eden Prairie, MN, 55336	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-419525	CLM	Jose Yang	1939-04-03	UHC-63980-93	—	3298 River Rd, Tucson, AZ, 85737	0.76	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
ENR-135637	ENR	Samantha N Spencer	1998-11-24	UHC-00058-48	6109724442	6140 Grand Ave, Eden Prairie, MN, 55307	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-128955	ENR	Judith Maldonado	2007-01-02	UHC-57528-29	6129373179	2777 Bayshore Dr, Fresno, CA, 93746	0.76	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+2 more
CLM-420835	CLM	Jonathan Vega	1952-03-24	UHC-70582-68	—	6552 Jefferson Ave, San Diego, CA, 92194	0.76	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
TPA-51549	TPA	Arjn Dunn	1987-02-05	—	9872607355	3720 Indian School Rd, Miami, FL, 33165	0.76	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
TPA-61971	TPA	Kyle Taylor	1943-03-04	—	—	8402 Grand Ave, Eden Prairie, MN, 55389	0.76	Street suffix standardised Address re-cased State code upper-cased Email lower-cased+2 more
ENR-141832	ENR	Lauren Jackson	2004-04-04	UHC-07467-12	8903456751	4793 Church St, Minneapolis, MN, 55420	0.76	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
CLM-414872	CLM	Elizabeth George	1960-05-24	—	6874665661	2879 Sunset Blvd, Chandler, AZ, 85210	0.76	Street suffix standardised Address re-cased City re-cased State code upper-cased+2 more
ENR-134858	ENR	Vincent Moore	1979-05-25	—	5623219512	7776 Market St, Miami, FL, 33145	0.76	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
CLM-400879	CLM	Janet Wright	1966-09-20	UHC-45348-02	—	4019 Maple Ave, Minneapolis, MN, 55415	0.76	Name re-cased Street suffix standardised Address re-cased State code upper-cased+2 more
CLM-402775	CLM	Timothy Vargas	1956-09-02	UHC-91471-01	7125048752	3414 Elm St, Fresno, CA, 93770	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-62806	TPA	Amber Henderson	1970-08-09	—	—	7298 Broadway, Sacramento, CA	0.76	Name re-cased Address re-cased State code upper-cased ZIP missing+2 more
CLM-416129	CLM	Jerry Salazra	1990-01-10	UHC-41927-80	—	6001 Ridge Rd, San Antonio, TX, 78219	0.76	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
CLM-403513	CLM	Ronald Alvarado	1971-07-17	UHC-24064-83	5806000138	431 Lake View Rd, Mesa, AZ, 85294	0.76	Phone reformatted Member ID reformatted City re-cased State code upper-cased+2 more
CLM-415356	CLM	William H Thomas	1950-10-27	UHC-66305-24	—	8887 Palm Dr, Miami, FL, 33102	0.76	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
CLM-423541	CLM	Rachel J Wallace	1957-10-01	UHC-75491-56	—	6492 Lincoln Way, Houston, TX, 77002	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-133475	ENR	Willie D James	1944-08-28	UHC-58960-36	8412927550	3802 Lincoln Way, Denver, CO, 80279	0.76	Date of birth reformatted Phone reformatted Member ID reformatted SSN last four extracted+2 more

4,010 rows, page 43 of 81Previous Next