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 “City re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagCity re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-404909	CLM	Kathryn Carpenter	1943-01-12	—	—	9041 Palm Dr, Gilbert, AZ, 85216	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
ENR-139341	ENR	Larry Garcia	1952-09-11	UHC-62291-99	2833899872	3651 Harbor Blvd, Fresno, CA, 93741	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
ENR-132375	ENR	Camila Q Coleman	—	UHC-30287-02	—	2961 Cedar Ln, Tampa, FL, 33609	0.64	Middle initial moved out of first name Name re-cased Date of birth unreadable City re-cased+2 more
ENR-132374	ENR	Camila Q Coleman	—	UHC-30287-02	—	2961 Cedar Ln, Tampa, FL, 33609	0.64	Middle initial moved out of first name Name re-cased Date of birth unreadable City re-cased+2 more
CLM-411213	CLM	Stephanie Z Torres	2006-11-14	UHC-99975-09	—	3934 Forest Ave, Mesa, AZ, 85295	0.64	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
CLM-405734	CLM	Beverly Hughes	1988-06-28	—	—	3148 Cedar Ln, Plano, TX, 75003	0.64	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-112054	ENR	Nicole Wells	2008-03-11	UHC-66998-22	3504818198	3543 Central Ave Apt 19, Atlanta, GA	0.64	Date of birth reformatted Phone reformatted Unit split from street City re-cased+2 more
CLM-429959	CLM	Jerry Dean	1977-11-14	—	—	5719 Lincoln Way, Charlotte, NC	0.64	Name re-cased Phone missing area code City re-cased ZIP missing+2 more
CLM-421841	CLM	Philip Owens	2004-08-19	—	—	391 Sunset Blvd, Fresno, CA, 93797	0.64	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
ENR-101361	ENR	Carolyn L Collins	2001-07-24	UHC-87961-21	8929038071	7280 Palm Dr, Gilbert, AZ, 85261	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-400393	CLM	Ethan Lewis	1948-02-25	UHC-22221-92	—	5473 Lincoln Way, Houston, TX, 77041	0.64	Name split from “Last, First”City re-cased Gender normalised Plan code upper-cased+2 more
ENR-121868	ENR	Kenneth T Wheeler	1968-10-04	UHC-94963-83	—	3005 Sunset Blvd, Tampa, FL, 33679	0.64	Phone missing area code Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-419473	CLM	Margaret Bryant	1978-09-05	UHC-57103-48	9366816704	9466 Church St, Gilbert, AZ, 85227	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-52906	TPA	Ralph F Torrees	1945-09-17	—	—	7823 Lincoln Way, Phoenix, AZ, 85014	0.64	Street suffix standardised Address re-cased City re-cased Gender normalised+2 more
CLM-431831	CLM	Maria Hart	1957-06-22	—	—	6164 Oak St, Tempe, AZ, 85263	0.64	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
ENR-113345	ENR	Amy Wallace	1983-03-27	UHC-57852-57	7844691245	4996 Union St, Mesa, AZ, 85264	0.64	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-423230	CLM	Judith Hicks	1972-05-26	UHC-95621-67	—	7709 Desert Sky Blvd, Sacramento, CA, 95801	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
TPA-60293	TPA	Maria Stephens	1986-09-24	—	8617633911	1827 Canyon Rd, San Diego, CA, 92119	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-62670	TPA	Jacqueline Reid	2004-11-04	—	—	8207 Cedar Ln, Sacramento, CA, 95880	0.64	Two-digit birth year Street suffix standardised Address re-cased City re-cased+2 more
ENR-133664	ENR	Amanda Rose	1963-07-24	UHC-45485-86	6102987277	216 Forest Ave, Atlanta, GA	0.64	Phone reformatted City re-cased ZIP missing Email lower-cased+2 more
ENR-129405	ENR	Stephen Dominguez	1997-02-23	UHC-14104-16	5108078448	2598 Jefferson Ave, Phoenix, AZ	0.64	Date of birth reformatted Phone reformatted City re-cased ZIP missing+2 more
ENR-137554	ENR	Camila Peters	1965-05-28	UHC-84326-75	2217111069	4941 Mountain View Dr, Sacramento, CA, 95837	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-430851	CLM	Gabriel Snyder	1939-07-15	—	—	3508 Broadway, Miami, FL	0.64	Name re-cased Date of birth reformatted Phone missing area code City re-cased+2 more
ENR-135974	ENR	Kathryn M Hart	1947-01-10	UHC-34576-96	4636167714	1306 Pine Dr Apt 24, Atlanta, GA	0.64	Date of birth reformatted Phone reformatted Member ID reformatted Unit split from street+2 more
ENR-124895	ENR	Austin K Bryat	1970-09-14	UHC-53540-32	9434142190	7242 Camelback Rd, Eden Prairie, MN, 55312	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-419823	CLM	Randy J Guzman	1967-11-04	UHC-25385-67	—	5574 Elm St, Houston, TX, 77011	0.64	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
ENR-136979	ENR	Christina Hawkins	1999-03-20	UHC-88607-22	4485262978	4653 Lincoln Way, Las Vegas, NV, 89117	0.64	Date of birth reformatted Phone reformatted City re-cased State name converted to code+2 more
ENR-120167	ENR	Hannah Carr	1943-07-10	UHC-05494-43	7297882463	8041 Cedar Ln, Sacramento, CA, 95860	0.64	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-107995	ENR	Katherine Z Oliver	1946-05-24	UHC-76825-62	6787616686	348 Jefferson Ave, Denver, CO, 80297	0.64	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-130868	ENR	Olivia F Day	1963-05-16	UHC-80025-41	9422536990	364 Spring St, Dallas, TX, 75295	0.64	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+2 more
PRV-23490	PRV	Andrew Lee	1991-10-06	—	—	9648 Grand Ave, Eden Prairie, MN, 55342	0.64	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-116550	ENR	Angela S Medina	2002-01-11	UHC-15519-91	6363529545	7100 Main St, Tampa, FL, 33627	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
ENR-118648	ENR	Charlotte F Wright	1966-03-23	UHC-07440-61	5456061020	9865 Baseline Rd, Chandler, AZ, 85266	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-126006	ENR	Mark Fields	2003-02-14	UHC-10940-32	—	3478 Sage Ct, Tucson, AZ, 85703	0.64	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-112698	ENR	Grace Hanesn	1950-10-13	UHC-18693-71	3876468345	5330 Harbor Blvd, Houston, TX, 77056	0.64	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
CLM-414294	CLM	Camila I Ortiz	2008-06-21	—	—	8674 Cedar Ln, Houston, TX	0.64	Date of birth reformatted Phone missing area code City re-cased ZIP missing+2 more
ENR-105622	ENR	Virginia H Ross	1944-06-04	UHC-66259-56	4014827608	8604 Maple Ave, Tempe, AZ	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-427457	CLM	Stephen Wallace	1940-10-19	—	4376485714	8935 Willow Ct, Fresno, CA, 93741	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
TPA-64198	TPA	Karen Porter	2006-01-11	—	—	973 Desert Sky Blvd, Las Vegas, NV, 89137	0.64	Street suffix standardised Address re-cased City re-cased State name converted to code+2 more
ENR-112645	ENR	Evelyn R Hamilton	1996-05-27	UHC-19691-51	9292051446	5460 Cedar Ln, Denver, CO, 80268	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-103001	ENR	Frank D Soto	2007-11-14	UHC-53783-50	8065527556	4673 Bayshore Dr, Miami, FL, 33121	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted City re-cased+2 more
ENR-103185	ENR	Sara T Wber	2000-05-06	UHC-98824-97	7399993431	6301 Central Ave # 181, San Diego, CA, 92184	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-408460	CLM	Brenda Garrett	1985-09-28	—	—	3668 Ridge Rd, Phoenix, AZ, 85018	0.64	Name re-cased Phone missing area code Street suffix standardised Address re-cased+2 more
CLM-407764	CLM	Kim Robinson	—	UHC-32138-49	8852559584	1348 Mountain View Dr, Minneapolis, MN, 55428	0.64	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-133208	ENR	Victoria G Wallace	1984-12-10	UHC-87769-83	6806108558	2975 Cedar Ln Apt 26, Denver, CO, 80204	0.64	Unit split from street Street suffix standardised Address re-cased City re-cased+2 more
CLM-421901	CLM	Alexis Price	1958-09-09	UHC-80433-48	—	1324 Main St # 244, Scottsdale, AZ, 85248	0.64	Unit split from street Street suffix standardised Address re-cased City re-cased+2 more
PRV-20436	PRV	Mark Gomez	1959-12-09	UHC-95727-77	5138700456	5174 Meadow Ln, Seattle, WA, 98159	0.64	Name split from “Last, First”Phone reformatted City re-cased State name converted to code+2 more
ENR-112871	ENR	Angela F Andrews	1965-06-22	UHC-91199-12	5328592317	3605 Mesa Dr, Denver, CO	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-408908	CLM	Jose D Crafword	1991-06-13	—	—	2181 Willow Ct # 513, Chandler, AZ, 85241	0.64	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-137383	ENR	Abgail Hanson	1989-08-08	UHC-48519-93	8327799402	9129 Canyon Rd, Fresno, CA	0.64	Name re-cased Phone reformatted City re-cased ZIP missing+2 more

17,850 rows, page 126 of 357Previous Next