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 “Gender normalised”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagGender normalisedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-404577	CLM	Scott D Richardson	1980-05-06	—	9834541600	9172 Canyon Rd, Chandler, AZ, 85243	0.50	Phone reformatted Street suffix standardised Address re-cased State name converted to code+3 more
ENR-134669	ENR	Stephen K Garza	1982-04-22	UHC-48291-25	9456965287	1800 Central Ave, Minneapolis, MN, 55417	0.50	Name re-cased Two-digit birth year Phone reformatted State code upper-cased+3 more
CLM-413974	CLM	Margaret Gardner	1978-11-20	UHC-83781-04	—	9118 Cedar Ln, Orlando, FL, 32864	0.50	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
ENR-121748	ENR	Ronald Rojas	1943-10-01	UHC-59380-90	8083965518	6395 Valley View Dr, Miami, FL, 33199	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-20248	PRV	Grace D Rodriguez	1994-03-14	—	—	4481 Sage Ct, San Antonio, TX, 78217	0.50	Date of birth reformatted SSN last four extracted Street suffix standardised Address re-cased+3 more
ENR-138781	ENR	Alexis Elliott	1987-05-15	UHC-17159-14	2089979146	1711 Canyon Rd, Tempe, AZ, 85260	0.50	Phone reformatted Street suffix standardised Address re-cased State name converted to code+3 more
TPA-63555	TPA	Sarah Evans	—	—	7863518033	834 Cedar Ln, Eden Prairie, MN, 55356	0.50	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-130682	ENR	Martha Ellis	1946-03-14	UHC-51149-93	8437670606	3183 Grand Ave, San Antonio, TX, 78256	0.50	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-429344	CLM	Gloria A Howard	2000-02-07	UHC-86207-58	—	3701 Ridge Rd, Mesa, AZ, 85206	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-107937	ENR	Mason M King	—	UHC-51740-50	2037032899	3044 Ridge Rd, Eden Prairie, MN, 55356	0.50	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+3 more
ENR-103455	ENR	Ronald G Vazzquez	1988-04-12	UHC-64583-35	—	8925 Meadow Ln, Los Angeles, CA, 90001	0.50	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+3 more
ENR-118131	ENR	Kimberly Q Jordan	—	UHC-39395-07	5847385899	6477 Palm Dr, Charlotte, NC, 28207	0.50	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-132317	ENR	Mei Miller	1991-09-01	UHC-81458-82	6059998900	7675 Central Ave, Atlanta, GA, 30331	0.50	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-125785	ENR	Hannah Morales	2008-03-17	UHC-26431-55	6363160943	3620 Main St, Atlanta, GA, 30316	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-62339	TPA	Elliott Barbara	1941-02-08	—	9367911877	6512 Canyon Rd, Columbus, OH, 43251	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-402814	CLM	Brandon Y Obrien	1985-10-23	—	—	2492 Forest Ave, Las Vegas, NV, 89131	0.50	Name split from “Last, First”Name re-cased Street suffix standardised Address re-cased+3 more
CLM-423328	CLM	Omar Ortiz	1956-02-23	—	—	2029 Ridge Rd, Nashville, TN, 37239	0.50	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+3 more
ENR-123188	ENR	David Andrews	1950-09-02	UHC-01919-18	6954009348	3567 Sunset Blvd, Jacksonville, FL	0.50	Name re-cased Phone reformatted City re-cased State name converted to code+3 more
ENR-134293	ENR	Helen G Simmons	1950-06-12	UHC-26724-97	—	8767 Grand Ave, Charlotte, NC, 28297	0.50	Member ID reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
CLM-432638	CLM	Nicole Stewart	1966-03-23	UHC-66328-57	—	4480 Desert Sky Blvd, San Antonio, TX, 78243	0.50	Name re-cased City re-cased State name converted to code ZIP+4 trimmed+3 more
ENR-134525	ENR	Nicole U Lopez	1973-08-28	UHC-36882-50	4587507035	4900 Mountain View Dr, Eden Prairie, MN, 55366	0.50	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
TPA-58396	TPA	Judith Burns	1978-04-16	—	—	8847 Pine Dr, Nashville, TN, 37258	0.50	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+3 more
ENR-108433	ENR	Yuki B Stephens	1996-12-08	UHC-92550-71	7389308406	5123 Baseline Rd, Las Vegas, NV, 89163	0.50	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+3 more
ENR-109318	ENR	Laaura S Stone	1984-10-19	UHC-63188-72	—	7846 Willow Ct, Seattle, WA, 98190	0.50	Name re-cased Street suffix standardised Address re-cased State name converted to code+3 more
ENR-112195	ENR	Vincent Griffin	1956-01-01	UHC-47620-31	7414986730	2128 River Rd # 430, Scottsdale, AZ, 85204	0.50	Member ID reformatted Unit split from street Street suffix standardised Address re-cased+3 more
TPA-52288	TPA	Thomas Boyd	1984-09-28	—	—	7546 Sunset Blvd, Sacramento, CA, 95883	0.50	Name re-cased Street suffix standardised Address re-cased State name converted to code+3 more
ENR-141929	ENR	Angela Kelly	2003-11-26	UHC-38102-92	9774250532	2483 Willow Ct, Nashville, TN, 37297	0.50	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-132929	ENR	Jerry Morales	1965-11-19	—	3575506338	4882 Union St, Mesa, AZ, 85264	0.50	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+3 more
ENR-142787	ENR	Michelle Watkins	1978-01-23	UHC-31728-55	3268177544	9395 Willow Ct, Chandler, AZ, 85268	0.50	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-416270	CLM	Emyly Brown	1943-12-10	UHC-53245-33	—	8526 Valley View Dr, Eden Prairie, MN, 55332	0.50	Name re-cased Street suffix standardised Address re-cased State name converted to code+3 more
ENR-128644	ENR	Austin Y Porter	1973-04-05	UHC-87313-40	6196484977	690 Valley View Dr, Orlando, FL, 32894	0.50	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+3 more
ENR-108906	ENR	Sara F Aguilar	1949-01-09	UHC-97394-26	3194025434	8640 Forest Ave, Las Vegas, NV, 89192	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-125274	ENR	Judy Gutierrez	1944-10-11	UHC-68949-79	7269228240	893 Market St, Houston, TX, 77041	0.50	Name re-cased Street suffix standardised Address re-cased State name converted to code+3 more
PRV-22993	PRV	Megan Olson	1945-10-28	UHC-31741-46	6704101226	3348 Ridge Rd, Los Angeles, CA, 90097	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-135818	ENR	Sara L Frreeman	1986-06-22	UHC-04806-77	8309973647	2306 Cedar Ln, Dallas, TX, 75256	0.50	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
ENR-120329	ENR	Daniel O Myers	1991-01-22	UHC-26791-70	3248792863	2242 Camelback Rd, Gilbert, AZ, 85258	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-401067	CLM	Nathan Delgado	1947-12-17	UHC-06879-35	2056078663	425 Desert Sky Blvd, Dallas, TX, 75287	0.50	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
PRV-24958	PRV	Kelly V Espinoza	1999-11-27	—	—	2936 Canyon Rd, Sacramento, CA, 95858	0.50	Middle initial moved out of first name Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-415916	CLM	Julie Rios	1994-08-06	UHC-27625-41	8954299276	5635 Lincoln Way, Los Angeles, CA, 90002	0.50	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-401200	CLM	Katherine Fields	1960-04-02	UHC-27585-35	—	7998 Spring St, Mesa, AZ, 85205	0.50	Member ID reformatted Street suffix standardised Address re-cased State name converted to code+3 more
PRV-27429	PRV	Andraa Sanders	1942-07-25	—	—	1519 Harbor Blvd, Houston, TX, 77051	0.50	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+3 more
ENR-140931	ENR	Theresa Bradley	1954-11-05	UHC-33427-48	2894178886	8604 Forest Ave, Sacramento, CA, 95810	0.50	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-405570	CLM	Judy Guerrero	2000-09-26	—	3689052278	7102 Oak St, Tucson, AZ, 85749	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-61159	TPA	Ahmed Hoffman	1979-12-22	—	—	1307 Pine Dr, Dallas, TX, 75200	0.50	Name split from “Last, First”Street suffix standardised Address re-cased Email lower-cased+3 more
ENR-113834	ENR	Jozeph S Petters	1983-04-21	UHC-59958-44	7539151072	5660 Mountain View Dr, Glendale, AZ, 85384	0.50	Phone reformatted Street suffix standardised Address re-cased State name converted to code+3 more
ENR-103316	ENR	Eric W Wright	1939-06-11	UHC-72315-78	9046175509	5338 Main St Apt 14, Mesa, AZ, 85239	0.50	Unit split from street City re-cased State name converted to code Email lower-cased+3 more
CLM-402302	CLM	Emma Castillo	1966-01-03	UHC-15311-16	—	6915 Oak St, Los Angeles, CA, 90015	0.50	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+3 more
CLM-430638	CLM	Beverly Davis	1975-07-12	UHC-26050-17	4556980357	3508 Grand Ave, Dallas, TX, 75295	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-140659	ENR	Amber Diaz	1955-11-26	UHC-29467-25	9489264444	5873 Central Ave, Dallas, TX, 75273	0.50	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-50673	TPA	Heather Kelly	1971-01-25	—	—	6489 Central Ave, Nashville, TN	0.50	Name re-cased Street suffix standardised Address re-cased ZIP missing+3 more

16,828 rows, page 47 of 337Previous Next