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 name converted to code”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagState name converted to codeClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-124350	ENR	—Junk	1941-04-09	UHC-96615-50	7256009301	7589 Mountain View Dr, Charlotte, NC, 28247	0.70	Phone reformatted State name converted to code No usable name (quarantined)
CLM-407996	CLM	Stephen Herrera	1949-10-11	UHC-09183-29	7542809782	3354 Grand Ave, Nashville, TN, 37254	0.70	Phone reformatted State name converted to code Gender normalised
ENR-128255	ENR	Gary F Rodriguez	2008-10-26	UHC-38044-13	6567775399	3031 Bayshore Dr, Tucson, AZ, 85773	0.70	Street suffix standardised Address re-cased State name converted to code
CLM-428695	CLM	Laura Silva	1951-08-26	UHC-72934-78	—	9641 Valley View Dr, Austin, TX, 78743	0.70	State name converted to code ZIP+4 trimmed Placeholder values cleared
ENR-103613	ENR	Cynthia F George	1991-08-22	UHC-29724-43	—	5169 Spring St, Orlando, FL, 32800	0.70	Two-digit birth year State name converted to code Placeholder values cleared
ENR-114556	ENR	Karen Z Walsh	1941-06-25	UHC-64777-55	5258124263	6232 Ridge Rd, Austin, TX, 78702	0.70	Phone reformatted State name converted to code Gender normalised
CLM-404301	CLM	Eugene Delgado	1970-03-25	—	—	4758 Main St # 529, Tampa, FL, 33684	0.70	Unit split from street State name converted to code Placeholder values cleared
ENR-104004	ENR	Fatima Ryan	1959-08-24	UHC-77743-69	3654063399	9612 Ridge Rd, Austin, TX, 78767	0.70	Phone reformatted State name converted to code ZIP+4 trimmed
TPA-60892	TPA	Patricia L Gibson	1979-12-07	—	—	7601 Hillcrest Rd, Atlanta, GA, 30327	0.70	State name converted to code Gender normalised Placeholder values cleared
ENR-140608	ENR	Barbara R Guerrero	1968-05-23	UHC-21791-45	3894558954	2245 Hillcrest Rd, Eden Prairie, MN, 55384	0.70	Name split from “Last, First”State name converted to code Whitespace trimmed
TPA-60563	TPA	Denise Jackson	1949-03-07	—	—	3077 Valley View Dr, Tampa, FL, 33626	0.70	State name converted to code Gender normalised Placeholder values cleared
CLM-418976	CLM	Sharon Ortega	1972-05-08	UHC-75713-53	9366390348	9011 Willow Ct, Atlanta, GA, 30306	0.70	Phone reformatted State name converted to code Gender normalised
PRV-27948	PRV	Mary T Gibson	2003-10-10	UHC-23222-22	2763901042	4420 Desert Sky Blvd, Atlanta, GA, 30339	0.70	Street suffix standardised Address re-cased State name converted to code
CLM-405400	CLM	Marilyn W Nguyen	1982-03-21	—	9505968736	6415 Broadway Apt 31, Tempe, AZ, 85256	0.70	Unit split from street State name converted to code Placeholder values cleared
ENR-130370	ENR	Sharon O Dean	2005-09-11	UHC-69328-22	7155095899	5774 Elm St, Nashville, TN, 37268	0.70	Street suffix standardised Address re-cased State name converted to code
ENR-122180	ENR	Charlotte X James	1991-08-17	UHC-14077-28	9467053438	372 Market St Apt 11, Tampa, FL, 33607	0.70	Phone reformatted Unit split from street State name converted to code
ENR-122179	ENR	Charlotte X James	1991-08-17	UHC-14077-28	9467053438	372 Market St Apt 11, Tampa, FL, 33607	0.70	Phone reformatted Unit split from street State name converted to code
ENR-111607	ENR	Mary Y Stephens	—	UHC-92975-55	8759095517	2369 Hillcrest Rd, Houston, TX, 77010	0.70	Name re-cased Date of birth missing State name converted to code
ENR-108882	ENR	Elizabeth Q Wilson	1968-08-26	UHC-87328-16	5207546570	7193 Harbor Blvd, Austin, TX, 78790	0.70	Two-digit birth year Phone reformatted State name converted to code
CLM-428529	CLM	Marai Wagner	1975-03-09	—	—	5713 Indian School Rd, Columbus, OH	0.70	State name converted to code ZIP missing Placeholder values cleared
ENR-101564	ENR	Gregory W Lawson	1983-02-02	UHC-71079-08	7327798790	3957 Grand Ave Apt 7, Denver, CO, 80261	0.70	Unit split from street City re-cased State name converted to code
ENR-124251	ENR	Katherine Wells	1960-06-09	UHC-87823-78	7545484572	2093 Hillcrest Rd, Gilbert, AZ, 85254	0.70	Two-digit birth year Phone reformatted State name converted to code
TPA-60520	TPA	John Hamilton	1939-02-07	—	6365820436	3945 Main St, Tucson, AZ, 85749	0.70	Name split from “Last, First”State name converted to code Placeholder values cleared
ENR-122033	ENR	Sarah Chapman	—	UHC-93677-08	5957811650	263 Ridge Rd, Austin, TX, 78779	0.70	Date of birth unreadable Phone reformatted State name converted to code
ENR-130881	ENR	Sophia J Russell	1970-04-28	UHC-29048-90	9594629207	2789 Lincoln Way, Orlando, FL, 32891	0.70	Two-digit birth year State name converted to code Placeholder values cleared
TPA-56415	TPA	Joyce A Tran	1939-04-24	—	5446290568	3124 Grand Ave, Miami, FL, 33162	0.70	State name converted to code ZIP+4 trimmed Placeholder values cleared
CLM-430899	CLM	Richardson Grace	1979-11-01	UHC-05731-22	—	489 Ocean Ave, Scottsdale, AZ	0.70	State name converted to code ZIP missing Placeholder values cleared
CLM-416224	CLM	Amy D Mason	1974-07-27	UHC-63861-38	—	5602 Camelback Rd, Las Vegas, NV, 89113	0.70	Name split from “Last, First”State name converted to code Placeholder values cleared
CLM-423926	CLM	Ethan Wood	1961-04-06	UHC-73564-91	—	5108 Lincoln Way, Nashville, TN, 37258	0.70	State name converted to code Gender normalised Placeholder values cleared
TPA-60174	TPA	Jeremy A Wong	1939-09-08	UHC-88270-98	—	4708 Grand Ave Apt 26, Seattle, WA, 98141	0.70	Unit split from street State name converted to code Placeholder values cleared
ENR-129915	ENR	Eugene Anderson	1963-08-20	UHC-70469-53	—	7952 Union St, Chandler, AZ, 85251	0.70	Date of birth reformatted Phone missing area code State name converted to code
ENR-129414	ENR	Alice Mason	1941-06-14	UHC-11626-04	9595243522	1773 Park Pl, Charlotte, NC, 28262	0.70	Phone reformatted State name converted to code Gender normalised
ENR-140630	ENR	Kimberly Y Wright	—	UHC-39402-30	9296241168	4002 Market St, Nashville, TN, 37271	0.70	Date of birth unreadable Phone reformatted State name converted to code
ENR-122278	ENR	Michael I Fisher	2008-03-22	UHC-99907-59	8183022977	1291 Bayshore Dr, Miami, FL, 33109	0.70	Name split from “Last, First”Phone reformatted State name converted to code
ENR-122211	ENR	Douglas Q Tucker	1971-11-13	UHC-69945-91	6739321900	7086 Cedar Ln, San Antonio, TX, 78281	0.70	Name split from “Last, First”State name converted to code Whitespace trimmed
ENR-109358	ENR	Isabella L Davis	1976-08-21	UHC-86806-72	4998355063	3286 Bayshore Dr, Atlanta, GA, 30333	0.70	Name split from “Last, First”State name converted to code Email lower-cased
CLM-429379	CLM	Morgan Denny	1955-03-02	—	—	7311 Washington St # 540, Glendale, AZ, 85386	0.70	Unit split from street State name converted to code Placeholder values cleared
CLM-429378	CLM	Morgan Denny	1955-03-02	—	—	7311 Washington St # 540, Glendale, AZ, 85386	0.70	Unit split from street State name converted to code Placeholder values cleared
ENR-142824	ENR	Evelyn Carroll	1952-11-01	UHC-18887-72	—	6526 Baseline Rd, Los Angeles, CA, 90038	0.70	Two-digit birth year State name converted to code Placeholder values cleared
ENR-119600	ENR	Richard Sanchez	1953-12-23	UHC-22704-81	8506094050	349 Spring St, Minneapolis, MN, 55448	0.70	Phone reformatted State name converted to code ZIP+4 trimmed
TPA-57822	TPA	Joseph Wheeler	1991-05-12	—	—	3173 Willow Ct, Sacramento, CA, 95892	0.70	State name converted to code Gender normalised Placeholder values cleared
CLM-431888	CLM	Diiego Evans	1964-06-28	—	4486606449	5946 Mountain View Dr, Eden Prairie, MN, 55392	0.70	State name converted to code ZIP+4 trimmed Placeholder values cleared
ENR-105157	ENR	Virginia F Howard	—	UHC-72367-06	7043075351	9844 Sunset Blvd, Glendale, AZ, 85383	0.70	Name re-cased Date of birth unreadable State name converted to code
CLM-430806	CLM	Omar Peters	1952-12-22	—	—	6842 Cedar Ln, Gilbert, AZ	0.70	State name converted to code ZIP missing Placeholder values cleared
PRV-24538	PRV	Mariana R Valdez	1982-11-22	UHC-75813-69	—	1961 Apache Blvd, Dallas, TX	0.70	State name converted to code ZIP missing Placeholder values cleared
ENR-139176	ENR	Kaith Rogers	1974-06-19	UHC-49630-51	2807122168	4103 Elm St, Tempe, AZ	0.70	State name converted to code ZIP missing Whitespace trimmed
ENR-131936	ENR	Carlos Santos	2002-10-11	UHC-61500-50	2836004760	5866 Main St, Tempe, AZ, 85262	0.70	Name split from “Last, First”Phone reformatted State name converted to code
CLM-421667	CLM	Richard Hamillton	2001-10-03	UHC-08968-49	2156053528	4119 Highland Ave, Columbus, OH	0.70	State name converted to code ZIP missing Placeholder values cleared
TPA-62481	TPA	Gerald L Parker	1970-07-24	—	—	7751 Mesa Dr, Chandler, AZ, 85228	0.70	State name converted to code Gender normalised Placeholder values cleared
ENR-120792	ENR	Janice Q Watson	2006-11-26	UHC-25304-74	4083645128	3024 Pine Dr, Austin, TX	0.70	State name converted to code ZIP missing Whitespace trimmed

9,084 rows, page 147 of 182Previous Next