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 “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
CLM-405172	CLM	Janice Q Robertson	2007-08-28	UHC-69570-52	5358439513	—	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-426832	CLM	Anthony L Nguyen	1975-01-21	UHC-17522-25	4299488608	9455 Jefferson Ave, Tucson, AZ, 85762	0.92	Phone reformatted Member ID reformatted Whitespace trimmed Placeholder values cleared
CLM-400711	CLM	Larry Contreras	1982-04-15	UHC-12711-13	5988309403	5780 Lincoln Way, Tempe, AZ, 85211	0.92	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed
CLM-411555	CLM	Alexander Schultz	1967-11-05	UHC-44327-61	2416952655	7629 Desert Sky Blvd, Tucson, AZ, 85748	0.92	Name re-cased Phone reformatted City re-cased Placeholder values cleared
CLM-411556	CLM	Alexander Schultz	1967-11-05	UHC-44327-61	2416952655	7629 Desert Sky Blvd, Tucson, AZ, 85748	0.92	Name re-cased Phone reformatted City re-cased Placeholder values cleared
CLM-429906	CLM	John Carlson	1965-03-06	UHC-21868-51	5657975753	—	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-431852	CLM	Zachary Garrett	1996-08-22	UHC-02768-76	7132247544	5888 Valley View Dr, Charlotte, NC, 28292	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-406081	CLM	George R Fernandez	1959-03-23	—	8189960415	—	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-430797	CLM	Jacqueline Reyes	1961-02-08	UHC-83183-03	3416776370	—	0.92	Name re-cased Phone reformatted Plan code upper-cased Placeholder values cleared
CLM-412568	CLM	Gregory X Perez	1972-05-25	UHC-27476-32	7954659941	7630 Broadway, Tucson, AZ, 85735	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-423392	CLM	Eric Bowman	1972-09-14	UHC-39720-70	2386125890	6475 Pine Dr, Orlando, FL, 32845	0.92	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed
CLM-419399	CLM	Doris K Fernandez	2003-02-04	UHC-98369-55	2485091224	5596 Bayshore Dr, Jacksonville, FL, 32268	0.92	Phone reformatted City re-cased Whitespace trimmed Placeholder values cleared
CLM-408097	CLM	Ryna Richards	1980-05-09	UHC-91216-27	7378308796	—	0.92	Date of birth reformatted Phone reformatted Member ID reformatted Placeholder values cleared
CLM-418005	CLM	Dorothy Griiffin	1942-08-16	UHC-61670-28	2052660153	968 Camelback Rd, Austin, TX, 78770	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-418004	CLM	Dorothy Griiffin	1942-08-16	UHC-61670-28	2052660153	968 Camelback Rd, Austin, TX, 78770	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-416493	CLM	Ryan Lee	1954-10-11	—	7399597825	—	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-413976	CLM	Christina Owesn	1984-12-01	—	5113212085	—	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-431706	CLM	Christine Wallace	1962-08-25	—	2527295340	8665 Camelback Rd, Eden Prairie, MN, 55309	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-412666	CLM	Sharon Jordan	1940-10-09	UHC-95905-11	4188870161	9743 Ridge Rd, Jacksonville, FL, 32207	0.92	Phone reformatted State code upper-cased Whitespace trimmed Placeholder values cleared
CLM-429288	CLM	Debra Kennedy	1964-01-18	UHC-17931-97	3367354783	—	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-408386	CLM	Elizabeth Morris	1966-08-03	—	8759632202	9750 Sage Ct, Nashville, TN, 37259	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-417153	CLM	Danielle Peterson	1949-01-25	UHC-54962-64	2584846687	—	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-420224	CLM	Diego Lawrence	2005-03-13	—	4465048557	1001 Hillcrest Rd, Tempe, AZ, 85203	0.92	Phone reformatted City re-cased Whitespace trimmed Placeholder values cleared
CLM-417169	CLM	Nicholas Rodriguez	1983-03-28	—	4154727804	—	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-407781	CLM	William W Vasquez	1951-02-18	—	6076055968	—	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-408788	CLM	Paul R Patel	1969-07-13	UHC-67044-34	5283493801	9164 Union St, Sacramento, CA, 95802	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-406420	CLM	Samuel Ford	1993-08-17	UHC-57373-99	3986976535	—	0.92	Name re-cased Date of birth reformatted Phone reformatted Placeholder values cleared
CLM-423930	CLM	Lori Yang	1974-08-09	UHC-40678-20	7174754465	—	0.92	Date of birth reformatted Phone reformatted Member ID reformatted Placeholder values cleared
CLM-431377	CLM	Arjun Burton	1938-05-13	UHC-81734-92	4486057871	—	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-423876	CLM	Joshua O Burke	2005-02-17	UHC-01003-36	4428791389	—	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-423875	CLM	Joshua O Burke	2005-02-17	UHC-01003-36	4428791389	—	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-412526	CLM	Jonathan Parker	1952-09-07	—	6466498212	8769 Lincoln Way, Seattle, WA, 98174	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-403576	CLM	Bradley J Gilbert	2005-03-24	UHC-38201-09	8854311016	600 Maple Ave, Las Vegas, NV, 89123	0.92	Name re-cased Date of birth reformatted Phone reformatted Placeholder values cleared
CLM-426655	CLM	Julie Hunter	1961-07-12	UHC-32840-20	4372304228	—	0.92	Name re-cased Date of birth reformatted Phone reformatted Placeholder values cleared
CLM-421007	CLM	Adam McDonald	1986-08-22	UHC-42579-42	6815230456	—	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-419426	CLM	Roy Q Day	1991-03-06	—	5967007206	6292 Church St, Los Angeles, CA, 90075	0.92	Name re-cased Phone reformatted City re-cased Placeholder values cleared
CLM-425155	CLM	Brittany F Rose	2003-08-03	—	2459038367	—	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-406884	CLM	Emily Carlson	1981-03-26	UHC-28564-35	6585376021	—	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-401528	CLM	Danny Wright	1970-12-24	UHC-24840-66	6022577663	1934 Valley View Dr, Orlando, FL, 32856	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-406105	CLM	Vincent Welch	1993-09-10	—	7144877326	6269 Central Ave, Denver, CO, 80211	0.92	Phone reformatted State code upper-cased Email lower-cased Placeholder values cleared
CLM-419673	CLM	Jack Wallace	1997-11-15	UHC-74691-10	8824500777	1134 Grand Ave, Glendale, AZ, 85323	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-414968	CLM	Stevens Henry	1970-10-26	—	8138942341	9556 Sunset Blvd, Eden Prairie, MN, 55343	0.92	Name re-cased Phone reformatted City re-cased Placeholder values cleared
CLM-425493	CLM	Roger Grant	1976-09-03	UHC-53202-79	9586470976	—	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-423670	CLM	Sharon U Romero	2008-11-02	—	4672269397	—	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-414941	CLM	Benjamin I Contreras	1980-06-23	—	9464555695	—	0.92	Phone reformatted Plan code upper-cased Whitespace trimmed Placeholder values cleared
CLM-411603	CLM	Valentina Ortiiz	1958-09-28	—	3432619680	—	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-431047	CLM	Brittany Taylor	1941-05-07	UHC-11983-40	9403299157	3835 Ridge Rd, Tempe, AZ, 85298	0.92	Phone reformatted City re-cased Whitespace trimmed Placeholder values cleared
CLM-421787	CLM	James Rice	1971-06-19	UHC-34084-45	2452263434	4780 Mountain View Dr, Charlotte, NC, 28209	0.92	Name re-cased Date of birth reformatted Phone reformatted Placeholder values cleared
CLM-423474	CLM	Walter Hudson	1939-11-17	UHC-10004-82	9547087269	7989 Lake View Rd, Houston, TX, 77053	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-410853	CLM	Kayla Thompson	1963-09-26	UHC-24551-29	7119538739	—	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared

11,960 rows, page 189 of 240Previous Next