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 “Placeholder values cleared”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPlaceholder values clearedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-133527	ENR	Denise Boyd	1965-06-22	UHC-82486-15	3556837644	2451 Canyon Rd # 578, San Diego, CA, 92159	0.62	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-132491	ENR	Nancy Mills	1950-02-27	UHC-50104-81	7874679968	4406 Sunset Blvd, Chandler, AZ, 85251	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-53748	TPA	Kelly Stewart	1997-10-28	—	—	5781 Jefferson Ave, San Antonio, TX, 78263	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-141852	ENR	Victoria Singh	1941-04-18	UHC-82237-08	4874165697	3955 Grand Ave, Chandler, AZ, 85255	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-27629	PRV	Eric Robertson	2008-07-10	UHC-01745-78	2186271767	3096 Union St, Fresno, CA, 93766	0.62	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-412855	CLM	Danielle Z Phillips	1992-06-04	UHC-60897-94	7368254868	8140 Canyon Rd, Scottsdale, AZ, 85256	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-120583	ENR	Logan Lawson	1992-11-11	UHC-11101-95	2836807393	9216 Mesa Dr, Atlanta, GA, 30313	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-140345	ENR	Amanda Guerrero	2007-07-09	UHC-02982-66	4982625552	3110 Jefferson Ave # 184, Denver, CO, 80208	0.62	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
CLM-405583	CLM	George Sanchez	1978-02-18	UHC-41321-44	—	2945 Elm St, Miami, FL, 33182	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-105704	ENR	Madison L Armstrong	1973-10-11	UHC-95183-75	9595884632	466 Highland Ave, San Diego, CA	0.62	Date of birth reformatted Phone reformatted ZIP missing Email lower-cased+3 more
ENR-131251	ENR	Frances L Day	1987-05-23	UHC-68525-02	5056444164	1944 Park Pl Apt 12, Atlanta, GA, 30300	0.62	Name re-cased Phone reformatted Unit split from street ZIP+4 trimmed+3 more
ENR-127973	ENR	Heather Guzman	1982-02-05	UHC-72023-79	5382624135	2294 Mesa Dr, Mesa, AZ, 85212	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-403388	CLM	Joseph Martin	1948-01-18	UHC-05158-85	5115572616	4130 Washington St, Gilbert, AZ, 85285	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-427384	CLM	Lori Armstrong	1939-08-17	UHC-85173-78	2402251345	319 River Rd, Charlotte, NC, 28225	0.62	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-21395	PRV	Michelle I Fowler	1981-09-08	—	5003646441	2988 Central Ave, Phoenix, AZ, 85015	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
TPA-61545	TPA	Eric M Andrews	1969-06-10	—	8457893306	2279 Park Pl, Austin, TX, 78750	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-28080	PRV	Isabella Reed	1987-08-24	UHC-76255-44	7686605539	8519 Main St # 811, Gilbert, AZ, 85250	0.62	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-137399	ENR	Emma Y Alvarez	—	UHC-46560-03	6956728941	1553 Bayshore Dr, Houston, TX, 77098	0.62	Date of birth missing Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-403764	CLM	Alice Robinson	1955-12-26	UHC-97366-44	—	8625 Spring St, Eden Prairie, MN, 55365	0.62	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-59953	TPA	Betty Cox	1944-01-01	—	2833629998	3527 Central Ave, Jacksonville, FL, 32275	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
PRV-20385	PRV	Greg Lawson	1983-02-02	—	—	3957 Grand Ave, Denver, CO, 80261	0.62	Date of birth reformatted Street suffix standardised Address re-cased Email lower-cased+3 more
PRV-29287	PRV	Anna Guzman	1968-06-28	UHC-10311-67	7833335104	8017 Washington St, Scottsdale, AZ, 85252	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
PRV-27933	PRV	Terry Lane	2004-07-22	UHC-64702-47	6907025122	5422 Canyon Rd, Sacramento, CA, 95833	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-53939	TPA	Betty Fields	2006-08-24	—	5478738985	2940 Cedar Ln, Scottsdale, AZ, 85273	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
CLM-423606	CLM	Brandon Delgado	—	—	7115510942	2505 Hillcrest Rd, Tempe, AZ, 85267	0.62	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+3 more
PRV-29174	PRV	William Collins	—	—	4868085700	6271 Cedar Ln, San Antonio, TX, 78218	0.62	Name re-cased Date of birth reformatted Date of birth unreadable City re-cased+3 more
ENR-138327	ENR	Sara K Williams	1973-12-22	UHC-98807-33	6887004716	5037 Washington St, Seattle, WA, 98101	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-112792	ENR	Dvaid C King	1939-03-05	UHC-67658-10	6575108015	3308 Elm St, Columbus, OH, 43260	0.62	Middle initial moved out of first name Name re-cased Phone reformatted Street suffix standardised+3 more
ENR-119689	ENR	Wei Obrien	1995-04-14	UHC-10895-13	4725068553	6735 Central Ave, Austin, TX, 78744	0.62	Name split from “Last, First”Name re-cased Phone reformatted Street suffix standardised+3 more
ENR-134631	ENR	Bradley E Wells	1969-03-22	UHC-90993-50	—	3903 Elm St, Miami, FL, 33149	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
PRV-28662	PRV	Olivia Shaw	1957-04-28	—	2169564424	6872 Jefferson Ave, Dallas, TX, 75259	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-417797	CLM	Justin Gordon	1958-09-10	—	3437828464	8913 Mountain View Dr, Phoenix, AZ, 85069	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
CLM-404226	CLM	Marcus Little	2001-03-28	—	—	9687 Ridge Rd # 951, Gilbert, AZ, 85266	0.62	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+3 more
CLM-407452	CLM	Ann Sullivan	1992-08-26	UHC-58187-57	9422849100	4276 Desert Sky Blvd, Glendale, AZ, 85391	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-60648	TPA	Teresa Murphy	1967-10-09	—	—	4268 Broadway Apt 19, Mesa, AZ, 85269	0.62	Name re-cased Date of birth reformatted Unit split from street City re-cased+3 more
PRV-25268	PRV	Jose I Scott	1979-05-02	—	7915452789	1716 Ridge Rd, Nashville, TN, 37283	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-402251	CLM	Nancy Bennett	1940-03-16	—	—	7655 Bayshore Dr, Denver, CO	0.62	Name re-cased Street suffix standardised Address re-cased State code upper-cased+3 more
TPA-62843	TPA	Frnak Sanchez	1993-06-22	—	—	3489 Ridge Rd, Miami, FL, 33153	0.62	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
CLM-424036	CLM	Jerry Martin	1994-11-16	UHC-95865-44	—	9420 Baseline Rd Apt 19, Houston, TX, 77025	0.62	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
PRV-26531	PRV	Santiago James	1945-09-07	UHC-43373-39	7292509542	6714 Church St, Denver, CO	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-136427	ENR	Julia Carr	1997-07-07	UHC-71120-58	3085241374	9694 Pine Dr, Mesa, AZ, 85284	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-135413	ENR	Terry V Le	1984-03-25	UHC-38720-12	—	825 Union St, Denver, CO, 80279	0.62	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+3 more
TPA-64401	TPA	Stephen B Watkins	1966-10-20	—	3607863037	5875 Harbor Blvd, Gilbert, AZ, 85240	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-118386	ENR	Sara V Simmoons	1954-08-21	UHC-20159-13	5439171418	5499 Grand Ave, Plano, TX, 75073	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-416395	CLM	Jesse George	1973-07-25	UHC-45885-26	5073395219	2028 River Rd, Tempe, AZ, 85270	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-129697	ENR	Cheryl G Day	1946-05-02	UHC-05228-53	5052501867	7628 Lake View Rd, Glendale, AZ, 85368	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-129344	ENR	Valentina G Hicks	1951-08-06	—	8808488420	137 Canyon Rd, Denver, CO, 80245	0.62	Date of birth reformatted Phone reformatted State name converted to code Email lower-cased+3 more
CLM-405741	CLM	Bobby Mason	2003-05-20	—	7065716092	2306 Mesa Dr # 785, Charlotte, NC, 28203	0.62	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+3 more
ENR-141687	ENR	Marcus Coleman	1994-10-28	UHC-81728-73	3907759461	304 Pine Dr, Plano, TX, 75045	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-127355	ENR	Mariana Jackson	1992-11-20	UHC-36939-96	4996310529	8346 Palm Dr, Austin, TX, 78738	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more

71,257 rows, page 216 of 1,426Previous Next