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 “Date of birth reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagDate of birth reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-129336	ENR	Joyce J Gutierrez	1982-05-03	—	3207446204	1976 Sunset Blvd, Scottsdale, AZ, 85270	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-138558	ENR	Katherine S Johnson	1949-10-11	UHC-23464-25	5793579735	4537 Maple Ave, Denver, CO, 80212	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-20624	PRV	Justin Carr	1939-05-17	—	7478188871	2297 Church St, Houston, TX, 77093	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-123517	ENR	—Junk	1988-10-04	UHC-99904-77	9892123872	7873 Union St, Las Vegas, NV, 89162	0.62	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-139397	ENR	Long U Sophia	1941-02-07	UHC-32948-05	9332536532	4154 Mesa Dr, Eden Prairie, MN	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-128709	ENR	Kevin O Valdez	1944-06-02	UHC-74950-66	—	2357 Mountain View Dr, Jacksonville, FL, 32232	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-112494	ENR	Abigail Peterson	1999-01-23	UHC-63835-69	3913021561	2967 Highland Ave, Miami, FL	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-134558	ENR	Priya Valdez	1977-12-20	UHC-88450-50	9829299460	6896 Canyon Rd, Plano, TX, 75033	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-21372	PRV	Brandon Garrett	1991-01-28	—	7403791532	1797 Park Pl, Houston, TX, 77087	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-106260	ENR	Diane A Butler	1939-10-08	UHC-86242-56	—	2945 Ridge Rd, Los Angeles, CA, 90082	0.62	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
PRV-20253	PRV	Brandon W Russell	1944-07-24	UHC-21934-36	—	7081 Main St, Jacksonville, FL, 32262	0.62	Date of birth reformatted SSN last four extracted Street suffix standardised Address re-cased+3 more
ENR-126350	ENR	Keith Meyer	1964-07-02	UHC-67314-03	3083837927	3607 Desert Sky Blvd, Mesa, AZ, 85222	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-413001	CLM	Jean Graham	1961-08-15	UHC-91965-70	—	1653 Ridge Rd Apt 1, Tampa, FL, 33658	0.62	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+3 more
CLM-415962	CLM	Kelly L Contreras	1992-03-23	UHC-65136-03	6797463100	9844 Valley View Dr, Las Vegas, NV	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-111158	ENR	Amber G Perez	1969-03-01	UHC-63575-65	9643637206	2888 Mesa Dr, Mesa, AZ, 85218	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+3 more
CLM-401510	CLM	Andrea Payne	1981-11-17	UHC-53890-52	3597406326	6213 Ridge Rd, Columbus, OH, 43283	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-427273	CLM	Walter Murray	1990-02-28	—	—	2846 Ridge Rd, San Diego, CA, 92150	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-119346	ENR	Santiago Tran	1948-11-04	UHC-92618-69	—	2331 Cedar Ln, Fresno, CA, 93757	0.62	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+3 more
CLM-420021	CLM	Hiroshi Guerrero	1959-10-27	—	9214336320	3471 Baseline Rd, Atlanta, GA, 30352	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-138132	ENR	Marcus Jacobs	1952-11-09	UHC-18072-93	—	5145 Oak St, Tucson, AZ, 85775	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+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
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-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
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
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
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
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-114420	ENR	David S Rose	1970-11-27	UHC-95771-06	8742522938	703 Palm Dr, Minneapolis, MN, 55433	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address 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-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
ENR-132689	ENR	Aisha Medina	1999-02-06	UHC-78384-87	3888891822	7802 Ocean Ave, San Antonio, TX, 78270	0.62	Name re-cased Date of birth reformatted City re-cased ZIP+4 trimmed+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
ENR-129951	ENR	Mary Long	1999-04-20	UHC-34570-63	2525528324	6921 Sunset Blvd, Glendale, AZ	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+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-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

32,400 rows, page 108 of 648Previous Next