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-401573	CLM	Stephanie Miller	1992-05-27	UHC-50204-08	6092039771	339 Central Ave, Jacksonville, FL, 32212	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-428837	CLM	Sandra Stewart	1955-07-25	UHC-38871-63	8257557553	—	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-423469	CLM	Dieog Fields	1958-05-17	—	8506646040	—	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-428118	CLM	Christopher Wells	1953-04-09	UHC-08027-82	8863304838	8935 Baseline Rd, Jacksonville, FL, 32233	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-423820	CLM	Nicholas Gonzalez	1964-04-11	UHC-41207-82	6436152977	6958 Lincoln Way, Los Angeles, CA, 90054	0.92	Name re-cased Date of birth reformatted Phone reformatted Placeholder values cleared
CLM-407098	CLM	Gerald Y Wagner	1982-02-05	—	6279468172	9744 River Rd, Charlotte, NC, 28269	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-403302	CLM	Dylan Stone	1961-03-05	UHC-00232-43	4332721170	1977 Market St, Denver, CO, 80248	0.92	Phone reformatted City re-cased Whitespace trimmed Placeholder values cleared
CLM-401852	CLM	Jacob Holmes	1993-04-12	UHC-21054-78	7557777721	—	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-420120	CLM	Steven Rios	1985-12-12	UHC-51797-42	3214859684	—	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-422898	CLM	Betty Gardner	1964-04-20	—	2823098523	7139 Lake View Rd, Fresno, CA, 93763	0.92	Date of birth reformatted Phone reformatted State code upper-cased Whitespace trimmed
CLM-416883	CLM	Julia X Powell	2005-04-04	UHC-59905-63	7674276461	6540 Sunset Blvd, Glendale, AZ, 85355	0.92	Phone reformatted City re-cased Whitespace trimmed Placeholder values cleared
CLM-409552	CLM	Carol R Lawson	1996-10-16	UHC-31365-89	4643618988	—	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-409553	CLM	Carol R Lawson	1996-10-16	UHC-31365-89	4643618988	—	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-428240	CLM	Luis Torres	1984-02-24	UHC-13129-49	9783835591	5075 River Rd, Miami, FL, 33138	0.92	Phone reformatted City re-cased Whitespace trimmed Placeholder values cleared
CLM-414139	CLM	Raymond X Banks	1966-04-28	UHC-72994-01	6528102518	—	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-400829	CLM	Raymond Walker	2005-07-26	UHC-50610-35	8033971914	1409 Washington St, Mesa, AZ, 85247	0.92	Phone reformatted State code upper-cased Whitespace trimmed Placeholder values cleared
CLM-420276	CLM	Bradley K Scott	1997-10-23	UHC-32362-04	5535728090	—	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-408533	CLM	Alan O Howell	1999-05-27	UHC-08358-08	7982510452	—	0.92	Name re-cased Date of birth reformatted Phone reformatted Placeholder values cleared
CLM-404115	CLM	Raymond Wood	1977-12-17	UHC-43430-18	4136458907	—	0.92	Name re-cased Phone reformatted Member ID reformatted Placeholder values cleared
CLM-416423	CLM	Melissa Anderson	1981-07-02	UHC-00123-95	3276035760	—	0.92	Name re-cased Date of birth reformatted Phone reformatted Placeholder values cleared
CLM-414590	CLM	Larry Franklin	1955-01-19	—	8945055515	—	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-407137	CLM	Jason Tucker	1985-09-22	—	3869232984	—	0.92	Name re-cased Date of birth reformatted Phone reformatted Placeholder values cleared
CLM-422744	CLM	Raymond Moore	1977-10-27	UHC-82903-49	7853494733	4565 Sunset Blvd, San Diego, CA, 92148	0.92	Phone reformatted Member ID reformatted Whitespace trimmed Placeholder values cleared
CLM-422745	CLM	Raymond Moore	1977-10-27	UHC-82903-49	7853494733	4565 Sunset Blvd, San Diego, CA, 92148	0.92	Phone reformatted Member ID reformatted Whitespace trimmed Placeholder values cleared
CLM-431737	CLM	Arthur Valdez	1996-08-18	—	4296674000	—	0.92	Phone reformatted Plan code upper-cased Whitespace trimmed Placeholder values cleared
CLM-410032	CLM	Ambar Hamilton	1974-09-16	UHC-67162-01	8722277065	6618 Maple Ave, San Diego, CA, 92172	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-405758	CLM	Kathleen Taylor	2004-01-06	—	3412996523	—	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-418101	CLM	Brandon Fishr	1948-11-15	UHC-96270-11	3036773211	—	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-418471	CLM	Madison McCoy	1979-04-23	—	7418068186	—	0.92	Name re-cased Phone reformatted Plan code upper-cased Placeholder values cleared
CLM-410516	CLM	James Burke	1984-04-13	UHC-15512-71	4768982074	—	0.92	Name re-cased Date of birth reformatted Phone reformatted Placeholder values cleared
CLM-412457	CLM	Cynthia X Dunn	1973-06-23	—	7412417191	5109 River Rd, Nashville, TN, 37230	0.92	Phone reformatted Plan code upper-cased Whitespace trimmed Placeholder values cleared
CLM-411585	CLM	Bruce Stone	2006-02-06	UHC-02412-43	7777630224	—	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-410408	CLM	Sue Young	1995-06-02	UHC-38795-15	6983284700	—	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-416740	CLM	Jasse Shaw	1948-02-21	—	7107126433	—	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-432136	CLM	Daniel Richardson	1970-04-25	UHC-32106-19	4479772512	10 Ridge Rd, Tampa, FL, 33688	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-416255	CLM	Cheryl Torres	2005-12-27	UHC-89837-37	9882253583	7429 Harbor Blvd, Tucson, AZ, 85713	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-431291	CLM	Megan Carlson	1986-09-17	UHC-52900-15	8049442516	3937 Maple Ave, Miami, FL, 33123	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-416289	CLM	Philip Brown	2003-03-10	UHC-75306-06	6717400471	429 Mesa Dr, Jacksonville, FL, 32286	0.92	Date of birth reformatted Phone reformatted City re-cased Placeholder values cleared
CLM-424080	CLM	Lucia E Padilla	1998-10-19	UHC-90643-40	7774201493	1051 Maple Ave, Columbus, OH, 43298	0.92	Phone reformatted Member ID reformatted City re-cased Placeholder values cleared
CLM-406013	CLM	Donald Luna	1955-01-09	UHC-18639-83	2685572026	8713 Main St, Scottsdale, AZ, 85205	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-419219	CLM	Alice Gordon	1961-02-17	—	2206721411	9363 Lincoln Way, Seattle, WA, 98122	0.92	Date of birth reformatted Phone reformatted City re-cased Placeholder values cleared
CLM-419218	CLM	Alice Gordon	1961-02-17	—	2206721411	9363 Lincoln Way, Seattle, WA, 98122	0.92	Date of birth reformatted Phone reformatted City re-cased Placeholder values cleared
CLM-413269	CLM	Laura Gonzalez	2003-10-20	—	8575461907	—	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-409635	CLM	Samuel Hernandez	1966-10-18	UHC-55752-85	3487980865	7940 Broadway, Sacramento, CA, 95831	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-416210	CLM	Barbara Harris	1995-02-21	UHC-90213-48	2605834906	5369 Bayshore Dr, Gilbert, AZ, 85294	0.92	Phone reformatted Member ID reformatted City re-cased Placeholder values cleared
CLM-420130	CLM	Lawrence H Buutler	1997-01-19	—	5236510574	—	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-403637	CLM	Betty Johnson	1991-01-24	UHC-60892-14	4397933926	9343 Jefferson Ave, Atlanta, GA, 30356	0.92	Name re-cased Date of birth reformatted Phone reformatted Placeholder values cleared
CLM-431134	CLM	Nancy Rios	1977-12-11	UHC-76965-35	4717473991	9570 Broadway, Scottsdale, AZ, 85294	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-412053	CLM	Stephen Espinoza	1979-08-17	UHC-47877-57	5983320920	3946 Pine Dr, Tucson, AZ, 85748	0.92	Phone reformatted Member ID reformatted Whitespace trimmed Placeholder values cleared
CLM-407327	CLM	Ana Burns	1979-01-27	—	8255969663	226 Ocean Ave, Orlando, FL, 32861	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared

11,960 rows, page 192 of 240Previous Next