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 “Name re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-402880	CLM	Diego A Valdez	1962-04-06	—	5768453658	315 Palm Dr, Tucson, AZ, 85799	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-120219	ENR	Natalie X Hughes	1940-07-03	UHC-87123-66	6842252901	4686 Sage Ct, Chandler, AZ, 85237	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-426329	CLM	Olivia Alvarado	1999-06-28	UHC-69185-07	3887701580	374 Forest Ave, Minneapolis, MN, 55417	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
ENR-111013	ENR	Maria Gonzales	2000-01-19	UHC-95621-18	—	1866 Ridge Rd, Nashville, TN, 37273	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-54375	TPA	Keith Garcia	1994-09-05	—	6957497893	2681 Bayshore Dr, Plano, TX, 75032	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-56308	TPA	Megan Andrews	1974-07-14	—	4377103717	9086 Palm Dr, Columbus, OH, 43274	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-409187	CLM	Alexander Pena	1965-11-10	UHC-14599-26	—	9573 Indian School Rd, Minneapolis, MN	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
CLM-405700	CLM	Michael Owens	1940-08-19	UHC-07421-16	4108483787	3292 Valley View Dr Apt 14, Austin, TX, 78773	0.62	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
TPA-55408	TPA	Charlotte Obrien	1984-03-14	—	3556449036	314 Washington St, San Diego, CA, 92168	0.62	Name split from “Last, First”Name re-cased Phone reformatted Street suffix standardised+3 more
CLM-409966	CLM	Henry Espinoza	1959-07-26	UHC-08632-94	3546701432	1745 Church St, Austin, TX	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-116173	ENR	Kevin Hernandez	1969-07-03	UHC-94068-18	—	7438 Ridge Rd, Minneapolis, MN, 55473	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
PRV-22335	PRV	Kathleen Powell	1958-08-22	—	3483706554	930 Forest Ave, San Diego, CA, 92199	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-51309	TPA	Jose Howell	1979-11-01	UHC-12973-72	—	6267 Camelback Rd, Nashville, TN, 37265	0.62	Name re-cased Two-digit birth year Member ID reformatted Street suffix standardised+3 more
ENR-103424	ENR	Yuki J Herrera	1996-01-20	UHC-52366-24	8004292011	301 Elm St Apt 4, San Diego, CA, 92148	0.62	Name re-cased Member ID reformatted Unit split from street Street suffix standardised+3 more
CLM-401733	CLM	Nichols Cynthia	1963-03-16	UHC-36208-79	—	7549 Main St, Mesa, AZ	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-431907	CLM	Melissa B Hudson	2007-09-06	—	5138367797	1746 Grand Ave, Gilbert, AZ, 85210	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-136897	ENR	Virginia Scott	2005-05-02	UHC-38514-70	9472393656	9105 Hillcrest Rd, Seattle, WA, 98194	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-402744	CLM	Diane Foster	2006-03-08	—	5245960882	4393 Jefferson Ave, Austin, TX, 78768	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
ENR-111101	ENR	Zachary E Weber	1945-01-21	UHC-61312-95	4636411510	1671 Elm St, Miami, FL, 33142	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-401977	CLM	Charles R Jackson	1947-09-05	—	3633231835	—	0.62	Middle initial moved out of first name Name re-cased Two-digit birth year Phone reformatted+3 more
PRV-28130	PRV	Melissa V Simmons	1993-10-05	UHC-31521-24	3114715238	3474 Sage Ct, Atlanta, GA, 30381	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-53668	TPA	Camila Lucas	1959-11-09	—	—	1620 Jefferson Ave, Dallas, TX, 75232	0.62	Name re-cased Street suffix standardised Address re-cased State code upper-cased+3 more
ENR-112240	ENR	Nataliie N Wells	1985-11-10	UHC-53249-64	5587023048	2363 Sage Ct, Dallas, TX, 75210	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-112239	ENR	Nataliie N Wells	1985-11-10	UHC-53249-64	5587023048	2363 Sage Ct, Dallas, TX, 75210	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-138030	ENR	Peter F Garrett	1989-03-09	UHC-36432-76	6724364168	6303 Church St, Orlando, FL, 32831	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-406805	CLM	Ahmed Davis	2003-01-10	UHC-86559-68	—	9045 Mesa Dr, Eden Prairie, MN, 55300	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-400872	CLM	Fatima E Nguyen	1984-03-14	UHC-77642-95	—	2819 Palm Dr, Houston, TX, 77080	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-114192	ENR	Kevin Hill	1984-11-28	UHC-54389-99	—	5466 Lincoln Way, Nashville, TN, 37215	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-429418	CLM	Diana J Clark	1992-05-04	UHC-38721-43	9195697883	8490 Lincoln Way, Las Vegas, NV, 89114	0.62	Name re-cased Phone reformatted City re-cased ZIP+4 trimmed+3 more
ENR-113559	ENR	Gabriel Padilla	2007-08-22	UHC-42797-52	4564186944	7856 Ocean Ave, Fresno, CA, 93786	0.62	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-113560	ENR	Kelly H Austin	1968-02-12	UHC-69850-74	6125634758	5716 Baseline Rd Apt 2, Mesa, AZ, 85214	0.62	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-117294	ENR	Susan C Thompson	1978-07-14	UHC-86388-83	5223831255	3690 Cedar Ln, Mesa, AZ, 85291	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
PRV-21671	PRV	Anthony Fox	1958-07-09	—	9792049229	3622 Desert Sky Blvd, Eden Prairie, MN	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-122233	ENR	Joe Z Harvey	1996-02-27	UHC-44826-03	5083898079	8728 Indian School Rd Apt 37, Columbus, OH, 43296	0.62	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+3 more
CLM-411756	CLM	Sofia Weaaver	1968-01-17	UHC-57114-29	9573490682	8340 Spring St, Glendale, AZ, 85310	0.62	Name re-cased Phone reformatted Member ID reformatted ZIP+4 trimmed+3 more
ENR-110747	ENR	Amy Freeman	1944-10-01	—	4677603920	2009 Elm St, Mesa, AZ, 85237	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-103206	ENR	Evelyn P Fisher	2005-10-08	UHC-52353-84	—	489 Highland Ave, Sacramento, CA	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-108204	ENR	Martha C Rodriguez	1977-06-11	UHC-02773-73	8246313228	5909 Elm St, Denver, CO, 80232	0.62	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+3 more
CLM-407669	CLM	Kevin Scott	1977-09-05	UHC-95333-52	—	6262 Apache Blvd, Columbus, OH, 43216	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
ENR-137263	ENR	Richard Rice	1977-10-05	UHC-29214-90	5268844805	2371 Mesa Dr, Plano, TX, 75010	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-62888	TPA	Susan Hanson	1982-10-01	—	2715230271	4755 Maple Ave, Minneapolis, MN, 55488	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-403025	CLM	Jordan F Gardner	1969-10-17	UHC-58120-60	5216098775	9683 Forest Ave Apt 7, Fresno, CA, 93741	0.62	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
PRV-25835	PRV	Sharon Weber	2006-09-08	UHC-02965-50	4403387593	6745 Apache Blvd, San Diego, CA, 92173	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-25834	PRV	Sharon Weber	2006-09-08	UHC-02965-50	4403387593	6745 Apache Blvd, San Diego, CA, 92173	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-101349	ENR	Mateo Mendoza	1960-04-22	UHC-72923-14	9196595706	4100 Main St, Fresno, CA	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-115945	ENR	Austin Menoza	1981-06-10	UHC-84847-46	7504889876	7071 Indian School Rd, Fresno, CA, 93734	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-125727	ENR	Abigali O Stewart	—	UHC-23233-80	2465601392	4773 Ridge Rd, Austin, TX, 78732	0.62	Name re-cased Date of birth missing Member ID reformatted Street suffix standardised+3 more
CLM-429507	CLM	Douglas Alvarado	2000-03-27	UHC-27382-79	—	1453 Indian School Rd Apt 2, Jacksonville, FL, 32253	0.62	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
ENR-111778	ENR	Jsaon Z Cruz	1978-12-25	UHC-52777-98	9426643947	3700 Baseline Rd, Nashville, TN, 37278	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
PRV-22880	PRV	Jessica Fox	1991-05-08	UHC-31731-49	4932291787	2148 Apache Blvd, Jacksonville, FL, 32241	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more

39,996 rows, page 161 of 800Previous Next