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

Provider network, flag “Phone reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPhone reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
PRV-28385	PRV	Keith O Tran	1998-05-08	—	8122763352	8577 Highland Ave, Fresno, CA, 93722	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
PRV-23951	PRV	Sandra Williamson	1981-10-08	UHC-46877-79	4939425136	—	0.80	Phone reformatted Gender normalised Whitespace trimmed Placeholder values cleared
PRV-22116	PRV	Logan Lane	1953-01-13	UHC-29585-43	2334738561	9736 Sunset Blvd, Tampa, FL, 33664	0.80	Phone reformatted ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
PRV-28649	PRV	Gloria Lopez	1942-12-10	UHC-27080-04	6634113864	1893 Central Ave, Tempe, AZ, 85223	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
PRV-28378	PRV	Jordan Moore	1991-03-02	UHC-88341-37	8302500727	8323 Union St, Tampa, FL	0.80	Phone reformatted ZIP missing Email lower-cased Placeholder values cleared
PRV-25322	PRV	Kvein Cunningham	1962-09-09	—	2608973093	—	0.80	Name split from “Last, First”Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-26658	PRV	Timothy Phillips	2005-07-25	UHC-10844-40	3038615081	—	0.80	Phone reformatted Gender normalised Whitespace trimmed Placeholder values cleared
PRV-22254	PRV	Logan R Burton	—	—	3522731320	9374 Canyon Rd, Houston, TX, 77017	0.80	Date of birth missing Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-22253	PRV	Logan R Burton	—	—	3522731320	9374 Canyon Rd, Houston, TX, 77017	0.80	Date of birth missing Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-26760	PRV	Peter Johnson	1978-09-24	—	2335824895	1545 Spring St, San Diego, CA	0.80	Phone reformatted ZIP missing Whitespace trimmed Placeholder values cleared
PRV-26706	PRV	Christina Graham	1948-09-14	UHC-81316-40	2953714632	—	0.80	Name re-cased Phone reformatted Gender normalised Placeholder values cleared
PRV-20289	PRV	Andrew Morgan	1987-12-08	UHC-78457-24	8403931682	—	0.80	Name re-cased Phone reformatted Gender normalised Placeholder values cleared
PRV-21392	PRV	Shirley Harris	1973-06-03	—	4574226987	7248 Broadway, Chandler, AZ, 85269	0.80	Phone reformatted City re-cased State name converted to code Placeholder values cleared
PRV-20098	PRV	Eric Sims	1947-06-04	UHC-69655-07	2535772240	—	0.80	Name split from “Last, First”Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-28607	PRV	Jose Day	2004-10-04	UHC-65678-01	3284162887	3940 Desert Sky Blvd, Plano, TX, 75035	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
PRV-20996	PRV	Pamela Fuller	1946-11-06	UHC-53055-98	7728959546	3164 Hillcrest Rd, Gilbert, AZ, 85248	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
PRV-28159	PRV	Cheryl Ward	1988-01-06	UHC-07157-64	3439568671	1620 Lake View Rd, Denver, CO, 80204	0.80	Date of birth reformatted Phone reformatted State name converted to code Placeholder values cleared
PRV-24638	PRV	Diego Jimenez	1957-09-14	—	7204520066	—	0.80	Phone reformatted Gender normalised Whitespace trimmed Placeholder values cleared
PRV-24639	PRV	Diego Jimenez	1957-09-14	—	7204520066	—	0.80	Phone reformatted Gender normalised Whitespace trimmed Placeholder values cleared
PRV-24713	PRV	Timothy Robertson	1952-01-06	UHC-04478-97	4249515029	2331 Valley View Dr, Orlando, FL, 32820	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
PRV-28799	PRV	Denise Pena	1998-08-10	—	9747975952	8859 Lake View Rd, Tucson, AZ, 85711	0.80	Date of birth reformatted Phone reformatted Gender normalised Placeholder values cleared
PRV-22014	PRV	Arjun Martinez	1971-11-27	—	8075108929	1250 Union St, Scottsdale, AZ, 85272	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
PRV-22869	PRV	Tyler Bradley	1984-12-11	—	5572847149	3905 Cedar Ln, Seattle, WA, 98178	0.80	Name split from “Last, First”Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-27045	PRV	Betty C Rose	1945-03-03	UHC-74182-23	6003562475	8135 Central Ave, Columbus, OH, 43210	0.80	Phone reformatted Gender normalised Whitespace trimmed Placeholder values cleared
PRV-23652	PRV	Justin Rodriguez	1981-01-25	—	2034768363	5750 Desert Sky Blvd, Dallas, TX, 75286	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
PRV-29281	PRV	Denise Robertson	1947-09-05	UHC-42523-92	8068744904	6834 Market St, Tucson, AZ, 85763	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
PRV-24833	PRV	Luis B Simmons	2003-04-13	UHC-91105-47	9167153948	—	0.80	Name split from “Last, First”Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-29448	PRV	Benjamin Walker	1995-12-12	UHC-70830-99	5879180816	4431 Union St, Jacksonville, FL, 32254	0.80	Two-digit birth year Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-29543	PRV	Catherine L Bennett	1980-01-12	UHC-58898-70	2587124462	939 Ocean Ave, Austin, TX, 78790	0.80	Two-digit birth year Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-26011	PRV	Paul Rilye	1973-02-14	—	2275951424	—	0.80	Phone reformatted Gender normalised Whitespace trimmed Placeholder values cleared
PRV-22980	PRV	Kelley Samuel	1960-10-20	UHC-79157-57	5766972179	3674 Meadow Ln, Tempe, AZ, 85209	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
PRV-21385	PRV	Albert Griffin	1953-03-15	—	9378180044	2971 Canyon Rd, Minneapolis, MN, 55498	0.80	Phone reformatted Gender normalised Whitespace trimmed Placeholder values cleared
PRV-25631	PRV	Kathy C Salazar	1961-02-05	UHC-01997-43	4529954335	9016 Ocean Ave, Fresno, CA, 93733	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
PRV-28958	PRV	Edward A Hunt	1999-06-24	UHC-76455-82	9463364219	—	0.80	Phone reformatted Gender normalised Whitespace trimmed Placeholder values cleared
PRV-26745	PRV	Kyle V Butler	1991-11-28	UHC-96998-42	5079532266	1483 Canyon Rd, Charlotte, NC, 28268	0.80	Two-digit birth year Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-25500	PRV	Ryna L Hernandez	1959-01-19	—	5727094583	—	0.80	Name split from “Last, First”Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-28213	PRV	Jesse Q Chapman	1968-06-27	—	6225244840	2417 Willow Ct, Denver, CO, 80227	0.80	Name split from “Last, First”Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-21760	PRV	Ryan Le	1979-11-28	—	2245858486	9613 Broadway, Seattle, WA, 98100	0.80	Two-digit birth year Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-27083	PRV	Timothy O Griffin	1977-11-03	UHC-74484-31	6443016484	3387 Hillcrest Rd, Austin, TX, 78761	0.80	Name re-cased Two-digit birth year Phone reformatted Placeholder values cleared
PRV-20827	PRV	Dennis Gutierrez	1984-04-08	UHC-41524-39	9526327283	9635 Mountain View Dr, Seattle, WA, 98132	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
PRV-23369	PRV	Grace Guzman	1982-12-19	UHC-39682-17	7566431855	3690 Central Ave Apt 11, San Diego, CA, 92192	0.80	Phone reformatted Unit split from street Whitespace trimmed Placeholder values cleared
PRV-22382	PRV	Diana X Richards	2006-11-08	—	5577482727	3735 Cedar Ln, Mesa, AZ, 85296	0.80	Date of birth reformatted Phone reformatted Gender normalised Placeholder values cleared
PRV-28427	PRV	Virginia Bowman	1957-09-20	—	3187669881	5826 Hillcrest Rd, Atlanta, GA, 30346	0.80	Phone reformatted Gender normalised Whitespace trimmed Placeholder values cleared
PRV-26803	PRV	Keith Dominguez	1941-02-08	UHC-93982-60	3457970629	—	0.80	Name split from “Last, First”Date of birth reformatted Phone reformatted Placeholder values cleared
PRV-26024	PRV	Jeffrey K Carter	1957-01-25	UHC-22659-67	6895492969	4976 Church St, Mesa, AZ, 85247	0.80	Date of birth reformatted Phone reformatted Gender normalised Placeholder values cleared
PRV-28453	PRV	Joan T Coleman	2002-05-25	—	5514246119	6592 Willow Ct Apt 32, Tampa, FL, 33636	0.80	Name re-cased Phone reformatted Unit split from street Placeholder values cleared
PRV-25310	PRV	Jonathan Wang	1997-08-12	—	6589890069	5706 Indian School Rd, Jacksonville, FL, 32238	0.80	Date of birth reformatted Phone reformatted ZIP+4 trimmed Placeholder values cleared
PRV-20779	PRV	Robert I Hicks	1987-12-14	UHC-88936-39	7525024330	9867 Park Pl, Houston, TX	0.80	Phone reformatted ZIP missing Whitespace trimmed Placeholder values cleared
PRV-28644	PRV	Harold Barnes	1995-04-05	UHC-11839-77	8725208417	683 Hillcrest Rd, Jacksonville, FL, 32299	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
PRV-23282	PRV	Jacob Kelly	1990-05-14	—	2818663241	—	0.82	Name split from “Last, First”Phone reformatted Placeholder values cleared

5,906 rows, page 90 of 119Previous Next