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

Claims, flag “Date of birth reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagDate of birth reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-409221	CLM	Heather Rice	1947-09-12	UHC-90036-38	—	8115 Elm St, Scottsdale, AZ	0.80	Date of birth reformatted ZIP missing Whitespace trimmed Placeholder values cleared
CLM-409222	CLM	Heather Rice	1947-09-12	UHC-90036-38	—	8115 Elm St, Scottsdale, AZ	0.80	Date of birth reformatted ZIP missing Whitespace trimmed Placeholder values cleared
CLM-412077	CLM	Noah Ray	1949-02-28	UHC-19075-70	—	—	0.80	Date of birth reformatted Member ID reformatted Gender normalised Placeholder values cleared
CLM-414486	CLM	Sandra M Guzman	1941-03-22	—	—	—	0.80	Name split from “Last, First”Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-416943	CLM	Dorothy Padilla	1976-02-07	—	—	3193 Lake View Rd, Chandler, AZ, 85297	0.80	Date of birth reformatted Gender normalised Plan code upper-cased Placeholder values cleared
CLM-414127	CLM	George Augilar	1944-01-11	—	2772510291	—	0.80	Name re-cased Date of birth reformatted Phone reformatted Gender normalised
CLM-404309	CLM	Jacqueline T Jimenez	1950-09-07	UHC-16993-83	—	—	0.80	Name split from “Last, First”Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-403956	CLM	Eric Myers	1978-08-04	—	—	4858 Washington St, Glendale, AZ, 85394	0.80	Name re-cased Date of birth reformatted ZIP+4 trimmed Placeholder values cleared
CLM-407091	CLM	Jeremy K Mitchell	2003-04-22	UHC-39524-30	—	7007 Camelback Rd, Nashville, TN, 37206	0.80	Date of birth reformatted Gender normalised Whitespace trimmed Placeholder values cleared
CLM-414010	CLM	Gloria Sanchez	1977-08-26	UHC-28712-93	4554409378	3874 Church St, Columbus, OH, 43288	0.80	Date of birth reformatted ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
CLM-420548	CLM	Tyler Meyer	1949-04-04	—	—	1349 Lincoln Way, Jacksonville, FL, 32297	0.80	Name re-cased Date of birth reformatted ZIP+4 trimmed Placeholder values cleared
CLM-401875	CLM	Michael Harrison	1939-02-25	UHC-19556-29	—	—	0.80	Name re-cased Date of birth reformatted Gender normalised Placeholder values cleared
CLM-400306	CLM	John Brooks	1995-06-08	UHC-96259-40	8722882723	2490 Broadway, Mesa, AZ, 85275	0.80	Name split from “Last, First”Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-400286	CLM	Lauren Castro	1964-01-22	UHC-22462-88	—	2191 Pine Dr, Sacramento, CA, 95812	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-431583	CLM	Aaron Morris	1945-05-07	UHC-45541-40	—	6297 Lake View Rd, Scottsdale, AZ, 85276	0.80	Date of birth reformatted ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
CLM-409435	CLM	Evelyn Owens	1967-10-17	—	7478204284	9133 River Rd, Gilbert, AZ, 85224	0.80	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased
CLM-414548	CLM	Marilyn Martin	1996-11-28	UHC-53007-46	7485007791	2436 Indian School Rd, Eden Prairie, MN, 55376	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-415140	CLM	Duoglas Baker	1971-02-25	—	7637732073	—	0.80	Name re-cased Date of birth reformatted Gender normalised Whitespace trimmed
CLM-432467	CLM	Donald Simpson	1976-07-23	UHC-22050-94	—	2920 Central Ave, Denver, CO, 80253	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-412797	CLM	Amanda Aguilar	1999-07-14	UHC-57660-55	—	4164 Broadway, Tampa, FL	0.80	Name re-cased Date of birth reformatted ZIP missing Placeholder values cleared
CLM-422587	CLM	Bruce Clark	1990-05-02	UHC-63878-37	—	—	0.80	Name split from “Last, First”Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-430714	CLM	Julie George	1961-08-14	UHC-62078-43	—	5628 Mountain View Dr Apt 37, Seattle, WA, 98119	0.80	Date of birth reformatted Unit split from street Whitespace trimmed Placeholder values cleared
CLM-418299	CLM	Gloria Dean	2002-02-17	UHC-59777-51	—	3807 Meadow Ln, Plano, TX	0.80	Date of birth reformatted ZIP missing Whitespace trimmed Placeholder values cleared
CLM-425547	CLM	Douglas Welch	2003-09-27	UHC-49873-66	7764236423	—	0.80	Name split from “Last, First”Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-408560	CLM	Cynthia Chen	2008-03-08	UHC-28065-94	—	7374 Lake View Rd, Charlotte, NC, 28200	0.80	Date of birth reformatted Phone missing area code City re-cased Whitespace trimmed
CLM-417408	CLM	Shirley Larson	2002-03-01	UHC-40728-43	—	—	0.80	Date of birth reformatted Phone missing area code Whitespace trimmed Placeholder values cleared
CLM-412126	CLM	Fatima Y Roertson	1941-11-02	—	—	—	0.80	Middle initial moved out of first name Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-421754	CLM	Linda Johnson	1993-09-18	—	—	—	0.80	Date of birth reformatted Gender normalised Whitespace trimmed Placeholder values cleared
CLM-426671	CLM	Sean Blaack	2000-04-23	UHC-29465-84	—	—	0.80	Name split from “Last, First”Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-406582	CLM	Nancy G Wright	1957-08-22	UHC-99348-62	—	4434 Canyon Rd, Tempe, AZ, 85241	0.80	Date of birth reformatted Member ID reformatted Gender normalised Placeholder values cleared
CLM-418595	CLM	Jessica N Adams	1961-07-22	UHC-97802-47	—	1007 Oak St, Columbus, OH, 43251	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-410573	CLM	Harold P Rojas	1972-04-17	—	4998740265	—	0.80	Name split from “Last, First”Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-407571	CLM	Elizabeth Hawkins	1978-04-17	UHC-09375-66	—	8066 Palm Dr, Gilbert, AZ, 85229	0.80	Date of birth reformatted State name converted to code Whitespace trimmed Placeholder values cleared
CLM-426956	CLM	Nicholas Diaz	2004-04-09	UHC-37468-77	—	9304 Elm St, Seattle, WA, 98139	0.80	Date of birth reformatted ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
CLM-401899	CLM	Samuel Burns	2001-12-03	UHC-39209-26	—	3883 Canyon Rd, Seattle, WA, 98162	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-408272	CLM	Matthew I Hamilton	1992-09-05	UHC-62583-91	—	7984 Main St, Columbus, OH, 43274	0.80	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed
CLM-428347	CLM	Christian A Mejia	1997-12-24	UHC-16395-85	—	—	0.80	Name re-cased Date of birth reformatted Gender normalised Placeholder values cleared
CLM-430405	CLM	Daniel Davis	2004-12-08	UHC-43463-17	—	8632 Camelback Rd, Dallas, TX, 75272	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-424964	CLM	Mary Li	1962-12-14	UHC-75835-27	—	3250 Canyon Rd, Austin, TX, 78755	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-404665	CLM	Shirley Gomez	1997-05-20	UHC-68219-95	—	4826 Bayshore Dr, Glendale, AZ, 85383	0.80	Name re-cased Date of birth reformatted ZIP+4 trimmed Placeholder values cleared
CLM-413609	CLM	Lucia Castillo	2001-02-21	UHC-19719-99	2087322734	769 Hillcrest Rd, Minneapolis, MN, 55443	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-402706	CLM	Russell Berry	1984-01-22	—	—	7812 Lincoln Way, Las Vegas, NV, 89130	0.80	Date of birth reformatted State name converted to code Whitespace trimmed Placeholder values cleared
CLM-414107	CLM	Waltr L Estrada	1990-03-23	—	—	4182 Main St, San Antonio, TX, 78217	0.80	Date of birth reformatted Gender normalised Whitespace trimmed Placeholder values cleared
CLM-425795	CLM	Deebra E Spencer	2002-07-17	UHC-12027-17	—	1364 Willow Ct, Plano, TX, 75023	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-422167	CLM	Harold E Castillo	1949-05-28	UHC-59339-91	—	1101 Church St, Dallas, TX, 75244	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-410000	CLM	Priya McDonald	2007-08-25	UHC-04817-13	—	5470 Market St, Tucson, AZ, 85708	0.80	Name split from “Last, First”Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-406745	CLM	Patricia Mendez	2004-07-01	—	—	7575 Union St, Minneapolis, MN, 55404	0.80	Date of birth reformatted Gender normalised Whitespace trimmed Placeholder values cleared
CLM-401239	CLM	Charlotte Ruiz	1938-02-14	—	—	7208 Camelback Rd, Las Vegas, NV	0.80	Date of birth reformatted ZIP missing Whitespace trimmed Placeholder values cleared
CLM-404332	CLM	Sharon Miller	1960-03-24	UHC-41797-44	8019652436	—	0.80	Name split from “Last, First”Date of birth reformatted Phone reformatted Placeholder values cleared
CLM-413858	CLM	Justin Montgomery	1981-06-01	—	9682228172	6366 Pine Dr, Seattle, WA, 98137	0.80	Name re-cased Date of birth reformatted Phone reformatted Gender normalised

10,559 rows, page 129 of 212Previous Next