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

Enrollment, flag “Two-digit birth year”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagTwo-digit birth yearClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-142866	ENR	Alice Y Hanson	1952-11-06	UHC-82049-78	9247695065	6900 Spring St, Scottsdale, AZ, 85264	0.80	Two-digit birth year Phone reformatted Whitespace trimmed Placeholder values cleared
ENR-137851	ENR	Andrea Espinoza	1975-04-26	UHC-67937-38	3258427741	1525 Canyon Rd, Glendale, AZ, 85359	0.80	Two-digit birth year Phone reformatted Plan code upper-cased Whitespace trimmed
ENR-140132	ENR	Debra Jensen	1962-11-12	UHC-66581-10	8067969657	8626 Lincoln Way, Fresno, CA, 93754	0.80	Name re-cased Two-digit birth year Phone reformatted Placeholder values cleared
ENR-111367	ENR	Diego X Campbell	1975-01-09	UHC-87112-20	6608087742	7400 Main St, Fresno, CA, 93796	0.80	Two-digit birth year Phone reformatted Whitespace trimmed Placeholder values cleared
ENR-111310	ENR	Susan Murphy	1996-06-03	UHC-71234-34	7576674321	1234 Broadway, Tempe, AZ, 85231	0.80	Two-digit birth year Phone reformatted Member ID reformatted Email lower-cased
ENR-132211	ENR	Sophia James	1976-10-18	—	5205066222	6933 Camelback Rd, Fresno, CA, 93793	0.80	Two-digit birth year Phone reformatted Whitespace trimmed Placeholder values cleared
ENR-105001	ENR	Deborah Jacobs	2005-02-05	UHC-75354-55	7373546839	3198 Apache Blvd, Orlando, FL, 32809	0.80	Two-digit birth year Phone reformatted Whitespace trimmed Placeholder values cleared
ENR-105002	ENR	Deborah Jacobs	2005-02-05	UHC-75354-55	7373546839	3198 Apache Blvd, Orlando, FL, 32809	0.80	Two-digit birth year Phone reformatted Whitespace trimmed Placeholder values cleared
ENR-120411	ENR	Richhard Arnold	1962-02-24	UHC-51649-45	3209859054	2227 Park Pl, Tampa, FL, 33618	0.80	Name re-cased Two-digit birth year Phone reformatted Whitespace trimmed
ENR-119038	ENR	Walter Y Murphy	1962-03-01	UHC-07820-82	5626842251	3903 Palm Dr, Glendale, AZ, 85315	0.80	Name re-cased Two-digit birth year Phone reformatted Placeholder values cleared
ENR-125747	ENR	Zachary Evans	1988-09-27	UHC-63508-30	4344142493	724 Forest Ave, Scottsdale, AZ, 85265	0.80	Name re-cased Two-digit birth year Phone reformatted Whitespace trimmed
ENR-129999	ENR	Mariana Walsh	1999-03-09	UHC-09302-71	3435206070	4472 Park Pl, Los Angeles, CA, 90060	0.80	Two-digit birth year City re-cased Whitespace trimmed Placeholder values cleared
ENR-101005	ENR	Randy G Franklin	1957-04-08	UHC-63777-51	4274155600	5375 Union St, Austin, TX, 78747	0.80	Name re-cased Two-digit birth year Phone reformatted Whitespace trimmed
ENR-123337	ENR	Diane Meyer	1984-01-08	UHC-37316-71	8974579450	6924 Apache Blvd, Las Vegas, NV, 89182	0.80	Two-digit birth year Member ID reformatted Email lower-cased Whitespace trimmed
ENR-106689	ENR	Judith Lopez	2002-05-16	UHC-84948-25	3307270584	9047 Broadway, Glendale, AZ, 85316	0.80	Two-digit birth year Phone reformatted Plan code upper-cased Whitespace trimmed
ENR-100248	ENR	Bryan O Webb	1961-10-09	UHC-61894-96	2515226792	5836 Central Ave, Charlotte, NC, 28269	0.80	Name re-cased Two-digit birth year Email lower-cased Whitespace trimmed
ENR-130496	ENR	Carol Ross	1945-10-13	UHC-09181-59	4348566004	4820 Cedar Ln, Tucson, AZ, 85724	0.80	Two-digit birth year Phone reformatted Whitespace trimmed Placeholder values cleared
ENR-124680	ENR	Robert B Washington	1969-04-03	UHC-52616-95	9322149169	8721 Apache Blvd, Miami, FL, 33146	0.80	Two-digit birth year Phone reformatted Whitespace trimmed Placeholder values cleared
ENR-101524	ENR	Nicholas E Adams	1980-04-14	UHC-38857-60	2779975250	1537 Market St, Charlotte, NC, 28221	0.80	Two-digit birth year Phone reformatted Email lower-cased Whitespace trimmed
ENR-138727	ENR	Diane N Lane	2007-12-27	UHC-68017-23	4257327743	5326 Lincoln Way, Denver, CO, 80218	0.80	Two-digit birth year Phone reformatted State code upper-cased Placeholder values cleared
ENR-124235	ENR	Joshua H Lynch	1958-06-06	UHC-88384-01	4394353332	1095 Camelback Rd, Austin, TX, 78725	0.80	Two-digit birth year Phone reformatted Member ID reformatted Whitespace trimmed
ENR-124564	ENR	Ken I Stephens	2000-10-23	UHC-04652-94	6348161951	2225 Willow Ct, Miami, FL, 33147	0.80	Two-digit birth year Phone reformatted Email lower-cased Whitespace trimmed
ENR-112579	ENR	Diego Lawson	1996-12-19	UHC-33103-05	5064475014	—	0.80	Two-digit birth year Phone reformatted Member ID reformatted Placeholder values cleared
ENR-135857	ENR	Ray M Hunt	1952-02-20	UHC-16489-15	5158047771	5972 Lake View Rd, Charlotte, NC, 28267	0.80	Two-digit birth year Phone reformatted Whitespace trimmed Placeholder values cleared
ENR-136410	ENR	Harold Morlaes	1967-11-19	UHC-96424-71	3496873951	6059 Bayshore Dr, Miami, FL, 33186	0.80	Name re-cased Two-digit birth year Phone reformatted Whitespace trimmed
ENR-121924	ENR	Brian Morales	1956-07-09	UHC-33115-57	9572511042	2056 Lincoln Way, Columbus, OH, 43288	0.80	Name re-cased Two-digit birth year Phone reformatted Placeholder values cleared
ENR-106810	ENR	Victoria T Santiago	1952-09-07	UHC-11021-88	3582205834	—	0.80	Two-digit birth year Phone reformatted Whitespace trimmed Placeholder values cleared
ENR-126527	ENR	Jose X Dean	2007-07-09	UHC-55923-79	5033489285	6550 Lincoln Way, Seattle, WA, 98168	0.80	Name re-cased Two-digit birth year Member ID reformatted Whitespace trimmed
ENR-139966	ENR	Andrew S Vega	1962-12-13	UHC-45507-37	3397085029	5060 Church St, Phoenix, AZ, 85052	0.80	Name re-cased Two-digit birth year City re-cased Whitespace trimmed
ENR-128431	ENR	Donald Lawson	1970-10-23	UHC-72187-47	6865535177	4184 Elm St, Gilbert, AZ, 85271	0.80	Two-digit birth year Phone reformatted Member ID reformatted Email lower-cased
ENR-111547	ENR	Joshua K Estrada	2006-05-19	UHC-87588-36	—	474 Washington St, San Diego, CA, 92126	0.80	Two-digit birth year City re-cased Email lower-cased Placeholder values cleared
ENR-132943	ENR	Gary Carpenter	1950-07-22	UHC-66833-11	7587773404	4629 Highland Ave, Gilbert, AZ, 85217	0.80	Two-digit birth year Phone reformatted Whitespace trimmed Placeholder values cleared
ENR-140365	ENR	Jason Mejia	1996-10-19	UHC-94749-48	5869352046	211 Market St, Seattle, WA, 98168	0.80	Name re-cased Two-digit birth year Phone reformatted City re-cased
ENR-129467	ENR	Tyler M Mason	1961-07-24	UHC-65746-05	7276199688	4287 Union St, San Diego, CA, 92134	0.80	Two-digit birth year Phone reformatted Plan code upper-cased Whitespace trimmed
ENR-137905	ENR	Jenniifer Rice	1960-08-11	UHC-97823-79	8837954816	4784 Park Pl, Denver, CO, 80256	0.80	Name re-cased Two-digit birth year Phone reformatted Whitespace trimmed
ENR-117067	ENR	Bryan C Soto	1986-10-28	UHC-66405-44	—	1605 Lincoln Way, San Antonio, TX, 78221	0.80	Two-digit birth year City re-cased Whitespace trimmed Placeholder values cleared
ENR-133750	ENR	Gary Kelly	1969-12-25	UHC-44852-79	9005910574	9565 Valley View Dr, San Antonio, TX, 78237	0.80	Name re-cased Two-digit birth year Phone reformatted Email lower-cased
ENR-128730	ENR	Ryan Meyer	1988-09-15	UHC-90886-08	2287602967	7415 Ocean Ave, Atlanta, GA, 30301	0.80	Name re-cased Two-digit birth year Phone reformatted Email lower-cased
ENR-133015	ENR	Carol Y Weber	1988-09-28	UHC-25986-60	5617471574	21 Indian School Rd, Columbus, OH, 43229	0.80	Two-digit birth year Phone reformatted Whitespace trimmed Placeholder values cleared
ENR-118955	ENR	Joshua I Young	1976-07-01	UHC-12060-06	2962464303	228 Meadow Ln, Houston, TX, 77055	0.80	Two-digit birth year Phone reformatted City re-cased Email lower-cased
ENR-117758	ENR	Jesse Pierce	1947-07-27	UHC-13009-43	9144228848	—	0.80	Two-digit birth year Phone reformatted Whitespace trimmed Placeholder values cleared
ENR-134934	ENR	Jesse P Moreno	1941-07-17	UHC-10876-97	7536730803	2244 Harbor Blvd, San Diego, CA, 92172	0.80	Two-digit birth year Phone reformatted Whitespace trimmed Placeholder values cleared
ENR-130834	ENR	Albert Lynch	1960-04-25	UHC-64593-13	3438871475	1108 Maple Ave, Seattle, WA, 98143	0.80	Name re-cased Two-digit birth year Phone reformatted Plan code upper-cased
ENR-126928	ENR	Janet Mendoza	1998-11-26	UHC-13188-27	4483651439	5780 Mountain View Dr, San Diego, CA, 92101	0.80	Two-digit birth year Phone reformatted City re-cased Whitespace trimmed
ENR-109955	ENR	Ashley Brooks	1991-03-10	UHC-93298-79	7187793598	1256 Canyon Rd, Phoenix, AZ, 85069	0.80	Two-digit birth year Phone reformatted State code upper-cased Whitespace trimmed
ENR-109121	ENR	Emily Cooper	1987-04-08	UHC-31685-70	2086620488	246 Mountain View Dr, Los Angeles, CA, 90087	0.80	Name re-cased Two-digit birth year Phone reformatted City re-cased
ENR-105255	ENR	Elijah J Reyolds	1951-07-24	UHC-25944-12	—	2737 Baseline Rd, Chandler, AZ, 85285	0.80	Name re-cased Two-digit birth year City re-cased Email lower-cased
ENR-140480	ENR	Patrick Gutierrez	2002-12-23	UHC-45340-01	7509116181	7049 Grand Ave, Houston, TX, 77060	0.80	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted
ENR-135858	ENR	Sophia Rivera	1983-06-15	UHC-90624-07	6449329611	8091 Broadway, Gilbert, AZ, 85228	0.80	Name re-cased Two-digit birth year Phone reformatted City re-cased
ENR-132304	ENR	Dana A Reed	1967-02-06	UHC-08594-60	4999994450	689 Central Ave, Plano, TX, 75013	0.80	Two-digit birth year Phone reformatted Email lower-cased Placeholder values cleared

2,874 rows, page 52 of 58Previous Next