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
ENR-105484	ENR	Dylan C Hawkins	2003-12-21	UHC-82949-45	3616235078	5395 Lincoln Way Apt 7, Tucson, AZ, 85799	0.50	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
ENR-133801	ENR	Joshua V Rios	1968-05-18	UHC-07268-37	5199577640	6349 Indian School Rd Apt 35, Charlotte, NC, 28263	0.50	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-139999	ENR	Stephen U Herrera	1950-05-18	UHC-99274-57	9304105875	1373 Park Pl Apt 33, Minneapolis, MN, 55449	0.50	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-132343	ENR	Bobby Riley	1960-03-26	UHC-22969-34	—	2284 Main St, Denver, CO, 80205	0.50	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+3 more
CLM-417588	CLM	Andrea Le	1957-02-16	UHC-70351-27	—	8785 Canyon Rd # 219, Sacramento, CA, 95854	0.50	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
CLM-408122	CLM	Jason Mason	1983-09-02	UHC-84953-50	5278808118	6011 Washington St Apt 11, Sacramento, CA, 95800	0.50	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
TPA-59679	TPA	Cynnthia Jenkins	1996-07-15	—	—	3297 Ridge Rd, San Antonio, TX	0.50	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-52078	TPA	Nicole Bowman	1978-12-16	—	8355351763	3795 Lincoln Way, Tampa, FL, 33683	0.50	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
ENR-104596	ENR	Jonathan T Hanson	—	UHC-12906-84	9384282903	5052 Washington St, Plano, TX, 75073	0.50	Name re-cased Date of birth missing Phone reformatted Street suffix standardised+3 more
TPA-57047	TPA	Ryan Elliott	1962-07-01	—	8323083910	5526 Sunset Blvd Apt 8, San Antonio, TX, 78260	0.50	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
ENR-126010	ENR	George Valdez	1998-11-25	UHC-34806-17	8909128333	3498 Church St # 539, Charlotte, NC, 28245	0.50	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
CLM-419332	CLM	Gregory F James	1971-03-22	UHC-64701-90	—	669 Desert Sky Blvd, San Antonio, TX, 78294	0.50	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-142627	ENR	Juan Snyder	1939-04-17	UHC-15581-31	—	7663 Spring St, Las Vegas, NV, 89164	0.50	Name re-cased Phone missing area code Street suffix standardised Address re-cased+3 more
TPA-51875	TPA	Naathan Greene	1974-10-10	—	—	277 Cedar Ln Apt 34, Columbus, OH, 43236	0.50	Name re-cased Date of birth reformatted SSN last four extracted Unit split from street+3 more
ENR-108009	ENR	Amber M Valdez	—	UHC-35139-26	7809788208	7773 Highland Ave, Miami, FL, 33103	0.50	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+3 more
ENR-113837	ENR	Danielle A Ford	2006-12-08	UHC-47400-49	8642154797	9012 Central Ave, Plano, TX, 75081	0.50	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
PRV-24020	PRV	Teresa L Castro	1974-07-06	UHC-25853-30	5968562151	324 Ridge Rd, Tampa, FL	0.50	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
PRV-24022	PRV	Marcus West	1999-09-26	—	2306747644	7751 Union St, Mesa, AZ, 85222	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-51383	TPA	Vincent Brooks	1946-11-09	—	—	1195 Ridge Rd, Eden Prairie, MN, 55300	0.50	Name re-cased Date of birth reformatted SSN last four extracted Street suffix standardised+3 more
ENR-120018	ENR	Susan Padilla	1965-01-07	UHC-62689-06	2208911043	8745 Cedar Ln, Glendale, AZ, 85368	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-57486	TPA	Joe Q Powell	—	—	—	5587 Harbor Blvd, Tampa, FL	0.50	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+3 more
ENR-141923	ENR	Tyler Fisher	1970-10-15	UHC-12257-40	5977242002	7191 Forest Ave, Fresno, CA, 93796	0.50	Name re-cased Two-digit birth year Phone reformatted SSN last four extracted+3 more
TPA-51344	TPA	Margaret James	1943-09-04	—	—	831 Grand Ave # 328, Tempe, AZ, 85240	0.50	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
CLM-418592	CLM	Catherine Coleman	2004-08-12	UHC-75249-39	5508284224	4690 Camelback Rd, San Antonio, TX, 78292	0.50	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
ENR-125620	ENR	Alice Delgado	1984-09-11	UHC-45437-56	6254210445	6296 Washington St Apt 18, Minneapolis, MN, 55489	0.50	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-132889	ENR	Brenda Cruz	2006-05-16	UHC-82459-61	6466985551	2625 Sunset Blvd, Plano, TX	0.50	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-134405	ENR	Jack Brooks	1981-01-26	UHC-28522-72	7917222951	391 Market St, Las Vegas, NV, 89194	0.50	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+3 more
CLM-407403	CLM	Peter Riley	1989-11-21	UHC-68971-82	5936759335	5137 Willow Ct, Phoenix, AZ, 85018	0.50	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-114940	ENR	Mary Fields	1941-09-09	UHC-14826-97	—	6672 Elm St, Denver, CO, 80238	0.50	Name re-cased Phone missing area code Street suffix standardised Address re-cased+3 more
PRV-21163	PRV	Aaron Larson	1996-05-07	—	6839919805	3534 Union St, Nashville, TN	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-114643	ENR	Maria G Kelly	1970-02-25	UHC-02887-02	7049041430	478 Spring St, Minneapolis, MN, 55456	0.50	Middle initial moved out of first name Name re-cased Phone reformatted Street suffix standardised+3 more
ENR-131200	ENR	Logan L Ward	1957-07-06	UHC-11133-92	8943911727	3076 Valley View Dr, San Antonio, TX, 78233	0.50	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-134391	ENR	Mark Z Vazquez	1992-11-10	UHC-54827-07	5148555400	2171 Hillcrest Rd # 959, Minneapolis, MN, 55476	0.50	Name re-cased Member ID reformatted Unit split from street Street suffix standardised+3 more
ENR-125681	ENR	Matthew K Kelley	1954-01-02	UHC-67263-62	2295604446	3283 Camelback Rd, Gilbert, AZ	0.50	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-137058	ENR	James Aguilar	1963-09-23	UHC-21148-68	6619012532	1987 Sage Ct # 638, Columbus, OH, 43278	0.50	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
TPA-63180	TPA	Aisha Salazar	1953-11-10	—	—	2129 Jefferson Ave, Nashville, TN, 37292	0.50	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+3 more
PRV-25976	PRV	Valentina Nguyen	1947-05-01	—	2429708424	8410 Sunset Blvd, Columbus, OH, 43270	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-122558	ENR	Christine F Davis	1968-04-16	UHC-61321-56	9487277411	5608 Lincoln Way # 143, Dallas, TX, 75252	0.50	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
CLM-400128	CLM	William Den	—	UHC-57472-02	2206901779	8983 Spring St, Austin, TX	0.50	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+3 more
CLM-423939	CLM	Gerald Foster	—	—	—	8689 Jefferson Ave # 482, Tucson, AZ, 85762	0.50	Name re-cased Date of birth unreadable Unit split from street Street suffix standardised+3 more
ENR-109970	ENR	Noah Martinez	1971-01-07	UHC-54843-07	5695071780	9722 Union St, Los Angeles, CA, 90097	0.50	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-415847	CLM	Fatima C Ruiz	1998-12-07	UHC-33575-16	9063576772	6908 Forest Ave, Tampa, FL, 33636	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-404324	CLM	James S Watson	—	UHC-27018-46	—	—	0.50	Middle initial moved out of first name Name re-cased Date of birth unreadable Email lower-cased+3 more
CLM-423402	CLM	Carolyn J Martin	1986-03-17	UHC-41069-52	4282790462	5919 Church St, Plano, TX	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-432596	CLM	Emily B Hamilton	—	—	7927784735	1869 Apache Blvd, San Antonio, TX, 78278	0.50	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+3 more
CLM-410708	CLM	Evelyn M Williams	2008-09-27	UHC-96663-83	—	8149 Bayshore Dr, Tempe, AZ, 85270	0.50	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-426033	CLM	Danielle K Palmer	—	UHC-01567-87	—	9568 Maple Ave # 156, San Diego, CA, 92162	0.50	Name re-cased Date of birth missing Unit split from street Street suffix standardised+3 more
ENR-136842	ENR	Deborah Fox	—	UHC-40257-90	—	3808 Highland Ave, Houston, TX, 77059	0.50	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+3 more
CLM-425852	CLM	Alexis Mitchell	1973-02-06	—	—	1919 Park Pl, Jacksonville, FL, 32209	0.50	Name re-cased Street suffix standardised Address re-cased State name converted to code+3 more
ENR-112917	ENR	Jerry L Nelson	2005-05-26	UHC-34021-91	8483190273	4180 Apache Blvd, Charlotte, NC, 28250	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more

39,996 rows, page 52 of 800Previous Next