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-431344	CLM	Dorothy Sandvoal	1994-05-25	UHC-73203-21	—	1738 Mountain View Dr, Seattle, WA, 98108	0.92	Date of birth reformatted City re-cased Whitespace trimmed Placeholder values cleared
CLM-414031	CLM	Theresa Y Kelly	1950-01-02	UHC-26103-49	—	—	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-411604	CLM	Noah Burtno	1952-04-05	—	—	7202 Apache Blvd, San Diego, CA, 92129	0.92	Date of birth reformatted City re-cased Whitespace trimmed Placeholder values cleared
CLM-431622	CLM	Diego Parker	2001-04-22	—	—	7998 Cedar Ln, Miami, FL, 33122	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-430431	CLM	Joan G Medina	1968-02-10	UHC-51846-88	4538790854	—	0.92	Name re-cased Date of birth reformatted Phone reformatted Placeholder values cleared
CLM-405013	CLM	Arthur Contreras	1943-10-20	—	—	3294 Baseline Rd, Jacksonville, FL, 32277	0.92	Name re-cased Date of birth reformatted State code upper-cased Placeholder values cleared
CLM-424839	CLM	Sharon Davis	2006-06-20	UHC-51717-75	—	—	0.92	Date of birth reformatted Email lower-cased Whitespace trimmed Placeholder values cleared
CLM-423396	CLM	Victoria Cook	1987-07-25	—	8377569564	2012 Ridge Rd, San Antonio, TX, 78240	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-425527	CLM	Scott Johnston	1965-08-10	UHC-34433-48	3599750648	—	0.92	Name re-cased Date of birth reformatted Phone reformatted Placeholder values cleared
CLM-424985	CLM	Grace Lane	1966-07-05	—	4458626076	7022 Lincoln Way, Dallas, TX, 75290	0.92	Date of birth reformatted City re-cased Whitespace trimmed Placeholder values cleared
CLM-409051	CLM	Thomas Welch	2007-02-15	UHC-45658-13	—	—	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-402265	CLM	Camila Snyder	1953-12-15	UHC-87849-68	3419919078	5462 Union St, Austin, TX, 78776	0.92	Date of birth reformatted Phone reformatted Member ID reformatted Placeholder values cleared
CLM-412135	CLM	Roger Rodriguez	1956-03-28	—	8667400237	7531 Valley View Dr, Fresno, CA, 93740	0.92	Name re-cased Date of birth reformatted Phone reformatted Placeholder values cleared
CLM-400385	CLM	Alice Hall	1966-02-09	—	4513227980	—	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-415188	CLM	Dennis G Carteer	1993-05-11	UHC-04709-16	—	—	0.92	Date of birth reformatted Member ID reformatted Whitespace trimmed Placeholder values cleared
CLM-430754	CLM	Wayne Roberts	1976-04-16	UHC-40291-13	7748769308	—	0.92	Name re-cased Date of birth reformatted Phone reformatted Placeholder values cleared
CLM-424389	CLM	Sofia K Montogmery	1943-11-05	—	3275451987	9440 Canyon Rd, Glendale, AZ, 85329	0.92	Date of birth reformatted Phone reformatted City re-cased Whitespace trimmed
CLM-418651	CLM	Omar Morales	1965-06-15	UHC-01149-88	8075311364	—	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-405731	CLM	Randy Franklin	1939-02-21	UHC-11089-40	6919244328	—	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-422525	CLM	Jack Lynch	2002-02-23	—	5496253261	9804 Indian School Rd, Tucson, AZ, 85740	0.92	Date of birth reformatted City re-cased Whitespace trimmed Placeholder values cleared
CLM-432298	CLM	Daniel X Pena	1971-01-08	UHC-54987-16	5478946677	9716 Maple Ave, Houston, TX, 77037	0.92	Name re-cased Date of birth reformatted Phone reformatted Placeholder values cleared
CLM-420090	CLM	David Pteerson	1982-03-16	UHC-64170-21	3687919880	6452 Highland Ave, Eden Prairie, MN, 55363	0.92	Date of birth reformatted City re-cased Whitespace trimmed Placeholder values cleared
CLM-407841	CLM	Gloria U Kim	1953-04-03	UHC-38778-99	4409054905	—	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-416840	CLM	Megan Harison	1987-12-25	UHC-84396-20	3183064248	—	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-414739	CLM	Sandra Obrien	1985-10-07	—	—	—	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-421073	CLM	Richard W Lucas	1962-05-16	UHC-76193-77	9489632123	2788 Mesa Dr, Tampa, FL, 33651	0.92	Name re-cased Date of birth reformatted Phone reformatted Placeholder values cleared
CLM-417648	CLM	Olivia S Gilbert	1944-05-17	—	—	3145 Willow Ct, Gilbert, AZ, 85229	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-409141	CLM	Kelly Freguson	1984-08-11	—	7312536825	—	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-422372	CLM	Jessica Sanchez	1948-10-19	UHC-54681-25	—	—	0.92	Date of birth reformatted Plan code upper-cased Whitespace trimmed Placeholder values cleared
CLM-402829	CLM	Bruce Marshall	1955-08-22	—	3266026105	14 Meadow Ln, Charlotte, NC, 28202	0.92	Name re-cased Date of birth reformatted Phone reformatted Placeholder values cleared
CLM-417720	CLM	Joseph Wheeler	1991-05-12	UHC-73218-61	—	—	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-410153	CLM	Ann Lawson	1968-10-16	UHC-56133-10	5737014616	9722 Camelback Rd, Charlotte, NC, 28260	0.92	Date of birth reformatted Phone reformatted City re-cased Placeholder values cleared
CLM-429819	CLM	Donald Chapman	2003-08-09	UHC-60622-70	4353948718	—	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-425143	CLM	Michael Jimenez	1996-05-15	—	8208949504	9534 Canyon Rd, Gilbert, AZ, 85298	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-426220	CLM	Walter Reyes	1992-04-13	UHC-60664-75	8688771886	—	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-430094	CLM	Jean Nelson	1987-09-12	UHC-20738-64	4947311148	—	0.92	Name re-cased Date of birth reformatted Phone reformatted Placeholder values cleared
CLM-400420	CLM	Jeremy Young	2002-05-20	UHC-98919-85	7785889325	—	0.92	Name re-cased Date of birth reformatted Phone reformatted Placeholder values cleared
CLM-419303	CLM	Shirley Gibson	2007-07-14	—	—	7125 Pine Dr, Miami, FL, 33149	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-405689	CLM	Ruth Z Hanson	1985-06-06	UHC-73022-03	—	—	0.92	Date of birth reformatted Member ID reformatted Whitespace trimmed Placeholder values cleared
CLM-407575	CLM	Heather Collins	2000-11-25	UHC-81912-14	3933072402	7770 Meadow Ln, Eden Prairie, MN, 55357	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-406747	CLM	Kelly Ellis	1950-09-14	UHC-35241-11	—	—	0.92	Name re-cased Date of birth reformatted Member ID reformatted Placeholder values cleared
CLM-406748	CLM	Kelly Ellis	1950-09-14	UHC-35241-11	—	—	0.92	Name re-cased Date of birth reformatted Member ID reformatted Placeholder values cleared
CLM-430463	CLM	Emmily T Gonzalez	1985-09-26	UHC-10003-89	—	—	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-428021	CLM	Ann J Aguilar	1957-11-12	UHC-61527-57	—	7239 Broadway, Columbus, OH, 43226	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-425316	CLM	Julia Ryan	1988-04-08	UHC-57990-23	7123874597	2161 Hillcrest Rd, Sacramento, CA, 95881	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-425317	CLM	Julia Ryan	1988-04-08	UHC-57990-23	7123874597	2161 Hillcrest Rd, Sacramento, CA, 95881	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-423554	CLM	Sarah Franklin	1979-02-19	UHC-19757-48	—	—	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-421921	CLM	Theresa Henry	1991-12-11	UHC-34912-88	—	8184 Meadow Ln, San Diego, CA, 92175	0.92	Name re-cased Date of birth reformatted City re-cased Placeholder values cleared
CLM-407581	CLM	Alice Murphy	1967-09-28	UHC-19582-46	3518854451	—	0.92	Date of birth reformatted Phone reformatted Plan code upper-cased Placeholder values cleared
CLM-415899	CLM	Ronald Vargas	2001-06-27	UHC-34390-87	—	—	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared

10,559 rows, page 170 of 212Previous Next