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-430233	CLM	Cynthai E Ross	1940-07-22	UHC-77621-70	9115534062	4921 Meadow Ln, Glendale, AZ, 85393	0.90	Date of birth reformatted Phone reformatted City re-cased Whitespace trimmed+1 more
CLM-428766	CLM	Kyle Delgado	1997-02-18	UHC-21688-31	6677743819	—	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-412405	CLM	Kathleeen Ryan	1941-07-27	UHC-93566-19	5773461486	5311 Washington St, Las Vegas, NV, 89102	0.90	Name re-cased Phone reformatted Member ID reformatted Whitespace trimmed+1 more
CLM-403074	CLM	Jean Santiago	1943-08-12	UHC-49960-87	5786613242	—	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-432402	CLM	Peter Marshall	1968-10-23	—	3417412237	6560 Camelback Rd, Tampa, FL, 33646	0.90	Name re-cased Phone reformatted City re-cased Whitespace trimmed+1 more
CLM-400209	CLM	Maria Martin	1991-05-20	—	8536854230	5568 Indian School Rd, Phoenix, AZ, 85006	0.90	Name re-cased Phone reformatted State code upper-cased Whitespace trimmed+1 more
CLM-410439	CLM	Martha Chapman	1938-04-06	—	9643721814	—	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-430045	CLM	Sophia Long	1941-02-07	UHC-32948-05	9332536532	4154 Mesa Dr, Eden Prairie, MN, 55324	0.90	Date of birth reformatted Phone reformatted Member ID reformatted Whitespace trimmed+1 more
CLM-430046	CLM	Sophia Long	1941-02-07	UHC-32948-05	9332536532	4154 Mesa Dr, Eden Prairie, MN, 55324	0.90	Date of birth reformatted Phone reformatted Member ID reformatted Whitespace trimmed+1 more
CLM-408419	CLM	Zachary Weber	1945-01-21	—	4636411510	1671 Elm St, Miami, FL, 33142	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-401614	CLM	Ralph Harper	1950-06-14	—	8224266008	712 Elm St, Plano, TX, 75055	0.90	Date of birth reformatted Phone reformatted City re-cased Whitespace trimmed+1 more
CLM-426962	CLM	Ana Pyane	1942-08-03	UHC-71106-34	3847713900	—	0.90	Date of birth reformatted Phone reformatted Member ID reformatted Whitespace trimmed+1 more
CLM-426068	CLM	Alex N Marquez	1978-08-01	UHC-84217-49	6996762498	—	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-405369	CLM	Magan Freeman	1953-06-23	UHC-27040-47	3409422879	9379 Central Ave, Houston, TX, 77091	0.90	Name re-cased Phone reformatted Plan code upper-cased Whitespace trimmed+1 more
CLM-403946	CLM	Ralph W Garza	1947-08-28	UHC-69417-14	9834411893	—	0.90	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+1 more
CLM-412659	CLM	George Vasquez	2008-11-14	—	2568951862	7870 River Rd, Plano, TX, 75085	0.90	Name re-cased Date of birth reformatted Phone reformatted City re-cased+1 more
CLM-423365	CLM	Hannah Yang	1960-11-12	UHC-38205-90	8628563844	—	0.90	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+1 more
CLM-412066	CLM	Ruth Dunn	2002-12-22	—	2749477649	1310 Apache Blvd, Tampa, FL, 33623	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-410043	CLM	Sharon Ellis	1983-09-20	UHC-00360-38	9364427562	—	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-406624	CLM	Kathleen G Graham	2000-12-23	UHC-53630-10	7855585868	8422 Union St, Fresno, CA, 93788	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-431200	CLM	Russell Williamson	1990-12-09	UHC-62850-78	4565571369	8828 Ocean Ave, Eden Prairie, MN, 55385	0.90	Date of birth reformatted Phone reformatted State code upper-cased Whitespace trimmed+1 more
CLM-404767	CLM	Eric Ross	1989-03-20	UHC-65059-83	3503746694	2705 Broadway, Gilbert, AZ, 85237	0.90	Date of birth reformatted Phone reformatted Member ID reformatted Whitespace trimmed+1 more
CLM-422986	CLM	Bobby Powell	1941-09-10	UHC-35845-09	5786488115	—	0.90	Date of birth reformatted Phone reformatted Plan code upper-cased Whitespace trimmed+1 more
CLM-429251	CLM	Lucia Ellis	1972-09-15	UHC-81593-46	9297806190	1316 Sage Ct, Chandler, AZ, 85252	0.90	Date of birth reformatted Phone reformatted City re-cased Whitespace trimmed+1 more
CLM-430656	CLM	Valentina White	1958-10-18	—	7442007947	7046 Hillcrest Rd, Minneapolis, MN, 55412	0.90	Date of birth reformatted Phone reformatted City re-cased Whitespace trimmed+1 more
CLM-404384	CLM	Charlotte Hayes	1980-05-14	—	2837016658	—	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-406863	CLM	Erc Bryant	1977-10-18	UHC-08448-62	9859244520	69 Broadway, Los Angeles, CA, 90004	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-400500	CLM	Arthur Wryght	1943-12-18	UHC-32304-69	7375308335	7348 Baseline Rd, Las Vegas, NV, 89112	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-421316	CLM	Abigail Soto	1975-12-20	—	4533030412	—	0.90	Name re-cased Phone reformatted Plan code upper-cased Whitespace trimmed+1 more
CLM-408328	CLM	Carol U Vazquez	1949-01-12	UHC-72645-15	9268387556	—	0.90	Name re-cased Phone reformatted Member ID reformatted Whitespace trimmed+1 more
CLM-426668	CLM	Ana Lee	1945-12-22	—	5949592135	8520 Washington St, Fresno, CA, 93791	0.90	Date of birth reformatted Phone reformatted City re-cased Whitespace trimmed+1 more
CLM-405936	CLM	Peter X Simpson	1980-02-20	UHC-03143-62	4088907483	2473 Lincoln Way, Fresno, CA, 93748	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-413535	CLM	Roy H Wright	2005-01-27	UHC-76478-99	9244098673	—	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-429072	CLM	Sean Payne	1996-10-08	UHC-09440-80	7037863702	5135 Sage Ct, Tempe, AZ, 85211	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-411872	CLM	Roy Park	1962-04-11	UHC-92516-92	7488587988	675 Church St, Las Vegas, NV, 89128	0.90	Name re-cased Phone reformatted City re-cased Whitespace trimmed+1 more
CLM-421672	CLM	Scott Henerson	1987-01-24	UHC-26275-22	5385003477	—	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-417070	CLM	Sara Wagner	1987-08-20	—	3826546186	841 Broadway, Orlando, FL, 32886	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-413814	CLM	Sara B Butler	1957-12-03	—	2283393807	7267 Grand Ave, Columbus, OH, 43206	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-404782	CLM	Mateo Jensen	1951-05-24	—	5768673999	—	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-418717	CLM	Jason Watson	1999-06-27	—	4322193804	—	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-406268	CLM	Fatima K Nguyen	1965-07-25	—	2286079747	8557 Camelback Rd, Miami, FL, 33104	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-416806	CLM	Carlos Yang	1943-12-09	UHC-74210-27	3883967231	3892 Lake View Rd, Scottsdale, AZ, 85207	0.90	Date of birth reformatted Phone reformatted Member ID reformatted Plan code upper-cased+1 more
CLM-408669	CLM	Ruth Fisher	1968-10-20	—	8752567430	5096 Broadway, Los Angeles, CA, 90091	0.90	Name re-cased Phone reformatted Address re-cased Whitespace trimmed+1 more
CLM-402476	CLM	Karen Simpson	1987-05-19	UHC-89737-33	8737022189	—	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-415707	CLM	Amy Bell	1952-11-17	UHC-13517-15	8357067795	588 Church St, Plano, TX, 75054	0.90	Date of birth reformatted Phone reformatted Member ID reformatted Whitespace trimmed+1 more
CLM-425844	CLM	Noah Watkins	2001-02-05	—	7946783671	—	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-409258	CLM	Mary Ross	1970-03-28	UHC-16737-05	3073488670	7635 Harbor Blvd, Las Vegas, NV, 89116	0.90	Name re-cased Phone reformatted City re-cased Whitespace trimmed+1 more
CLM-402462	CLM	Helen Rios	1964-12-02	UHC-06308-99	4718544729	—	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-420961	CLM	Will Freeman	1954-03-22	UHC-52307-49	8858555367	—	0.90	Date of birth reformatted Phone reformatted Plan code upper-cased Whitespace trimmed+1 more
CLM-424970	CLM	Jacob Kelly	1987-12-10	—	6147302300	—	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more

11,960 rows, page 184 of 240Previous Next