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-417413	CLM	Jean Reed	1949-09-15	UHC-11553-95	3579207839	5322 Sage Ct, Fresno, CA, 93714	0.80	Phone reformatted Gender normalised Whitespace trimmed Placeholder values cleared
CLM-418847	CLM	Amber Marquez	1957-08-13	UHC-63631-30	4654148527	4020 Meadow Ln, San Antonio, TX, 78256	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-417067	CLM	Kelly Torres	1947-09-25	UHC-99496-72	4958807345	4174 Ocean Ave, Eden Prairie, MN, 55304	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-401046	CLM	—Junk	1972-11-04	—	5147272912	—	0.80	Phone reformatted Whitespace trimmed Placeholder values cleared No usable name (quarantined)
CLM-425971	CLM	Natalie Johnston	1950-06-26	UHC-96613-08	5144223794	8028 Camelback Rd, Denver, CO	0.80	Date of birth reformatted Phone reformatted ZIP missing Placeholder values cleared
CLM-429121	CLM	Charlotte Sandoval	1965-09-28	UHC-46215-36	3118574377	—	0.80	Phone reformatted Gender normalised Plan code upper-cased Placeholder values cleared
CLM-410112	CLM	Jose Watkins	1970-10-12	—	4167743291	4524 Apache Blvd, Glendale, AZ, 85369	0.80	Name re-cased Phone reformatted ZIP+4 trimmed Placeholder values cleared
CLM-432407	CLM	Lori Luna	2005-04-02	UHC-97259-41	7614348248	6738 Mesa Dr, Atlanta, GA, 30328	0.80	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed
CLM-432406	CLM	Lori Luna	2005-04-02	UHC-97259-41	7614348248	6738 Mesa Dr, Atlanta, GA, 30328	0.80	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed
CLM-421597	CLM	Terry Li	1965-05-07	UHC-83597-11	4623377466	8628 Oak St, San Antonio, TX, 78245	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-417672	CLM	Andrea Patel	2008-04-01	UHC-55738-89	5377891810	—	0.80	Name split from “Last, First”Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-401709	CLM	Betty Young	1987-10-28	UHC-02259-50	7782485860	—	0.80	Name re-cased Two-digit birth year Phone reformatted Placeholder values cleared
CLM-420485	CLM	Harold Herrera	1987-04-10	UHC-36675-86	7807084926	—	0.80	Name split from “Last, First”Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-421569	CLM	Valentina Pattel	1943-04-05	UHC-58567-46	5195039657	9493 Canyon Rd, Seattle, WA, 98115	0.80	Date of birth reformatted Phone reformatted State name converted to code Placeholder values cleared
CLM-423546	CLM	Saarh Fuller	1955-02-01	UHC-33174-34	2763633844	3247 Elm St, Austin, TX, 78794	0.80	Name re-cased Phone reformatted Gender normalised Whitespace trimmed
CLM-423622	CLM	Cynthia Medina	2004-08-19	UHC-10029-27	8824176917	—	0.80	Phone reformatted SSN last four extracted Whitespace trimmed Placeholder values cleared
CLM-417339	CLM	Beth Gibson	1955-05-15	UHC-53210-52	3338331944	—	0.80	Name split from “Last, First”Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-403258	CLM	Adam Burke	1940-09-04	—	5924843277	—	0.80	Phone reformatted SSN last four extracted Whitespace trimmed Placeholder values cleared
CLM-408224	CLM	Sarah Spencer	2001-06-11	—	7296822004	—	0.80	Date of birth reformatted Phone reformatted Gender normalised Placeholder values cleared
CLM-405242	CLM	Hiroshi PJunk	1975-12-15	UHC-42657-99	5383151912	—	0.80	Phone reformatted Email lower-cased Whitespace trimmed No usable name (quarantined)
CLM-410280	CLM	Angela J Foster	—	—	6136855579	—	0.80	Date of birth unreadable Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-428906	CLM	Joyce Q Mendoza	1971-08-07	UHC-05355-82	7199040940	5218 Palm Dr, Mesa, AZ, 85241	0.80	Phone reformatted Gender normalised Whitespace trimmed Placeholder values cleared
CLM-407100	CLM	Russell Dunn	1949-05-22	UHC-94703-42	3372255124	7831 Baseline Rd, Dallas, TX, 75201	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-408091	CLM	Hiroshi P Burns	1958-03-23	—	4192530938	1047 Lake View Rd, Dallas, TX, 75232	0.80	Phone reformatted Street suffix standardised Address re-cased Plan code upper-cased
CLM-408090	CLM	Hiroshi P Burns	1958-03-23	—	4192530938	1047 Lake View Rd, Dallas, TX, 75232	0.80	Phone reformatted Street suffix standardised Address re-cased Plan code upper-cased
CLM-410761	CLM	Ahmed Wells	1988-02-11	UHC-76495-59	7094427702	—	0.80	Phone reformatted Gender normalised Whitespace trimmed Placeholder values cleared
CLM-414261	CLM	Amber Wright	1939-02-25	UHC-22849-60	9256935730	5715 Palm Dr, Tucson, AZ, 85718	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-430993	CLM	Sofia Webb	1960-12-02	UHC-18146-96	7298200070	265 Ridge Rd, Tampa, FL, 33645	0.80	Phone reformatted Gender normalised Whitespace trimmed Placeholder values cleared
CLM-402022	CLM	Diana Thomas	1990-11-12	UHC-72609-55	7242769111	785 Indian School Rd, Tucson, AZ, 85741	0.80	Name split from “Last, First”Date of birth reformatted Phone reformatted Placeholder values cleared
CLM-418594	CLM	Jessica Adams	1961-07-22	—	4369550598	1007 Oak St, Columbus, OH, 43251	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-418962	CLM	Yuki Boyd	1947-07-04	UHC-23434-82	8843187022	4553 Oak St, Eden Prairie, MN, 55367	0.80	Name re-cased Phone reformatted ZIP+4 trimmed Placeholder values cleared
CLM-418961	CLM	Yuki Boyd	1947-07-04	UHC-23434-82	8843187022	4553 Oak St, Eden Prairie, MN, 55367	0.80	Name re-cased Phone reformatted ZIP+4 trimmed Placeholder values cleared
CLM-413530	CLM	Brian Parker	1983-03-04	UHC-69055-38	4525864470	2214 Grand Ave, Charlotte, NC, 28240	0.80	Name re-cased Two-digit birth year Phone reformatted Placeholder values cleared
CLM-429301	CLM	Ronald Jimenez	1942-10-25	UHC-03548-71	6127797056	—	0.80	Date of birth reformatted Phone reformatted Gender normalised Placeholder values cleared
CLM-424988	CLM	Hiroshi NJunk	1979-04-09	UHC-91468-21	5297206074	9087 Harbor Blvd, Chandler, AZ, 85228	0.80	Phone reformatted State code upper-cased Placeholder values cleared No usable name (quarantined)
CLM-403958	CLM	Mark Carroll	1980-07-26	UHC-63939-24	6204108335	1141 Highland Ave, Seattle, WA, 98157	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-429568	CLM	Christopher Wilson	1945-12-07	—	6795956001	5634 Washington St, Tucson, AZ, 85776	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-408296	CLM	Teresa R Edwards	1978-03-13	—	9169341461	2881 Lincoln Way, Charlotte, NC, 28270	0.80	Name split from “Last, First”Date of birth reformatted Phone reformatted Placeholder values cleared
CLM-418251	CLM	Sharon K Mendoza	1971-11-23	UHC-45600-90	7394275559	8627 Willow Ct, Jacksonville, FL, 32294	0.80	Phone reformatted Street suffix standardised Address re-cased Email lower-cased
CLM-404113	CLM	Nancy Palmer	1975-12-11	UHC-18015-69	8348821792	4573 Elm St, Dallas, TX, 75273	0.80	Name re-cased Phone reformatted Gender normalised Whitespace trimmed
CLM-417485	CLM	Judy E Vega	1996-03-15	UHC-22098-42	9157390906	6161 Sage Ct, Houston, TX, 77009	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-412887	CLM	Russell G Smith	2002-07-05	UHC-62805-28	8945056635	8088 Ridge Rd, Eden Prairie, MN, 55377	0.80	Name re-cased Phone reformatted Member ID reformatted Gender normalised
CLM-416810	CLM	Peter Gray	1985-08-23	—	4647764297	—	0.80	Name split from “Last, First”Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-405307	CLM	Jesse Tucker	—	UHC-78551-20	9777003172	8484 Lincoln Way, Mesa, AZ, 85208	0.80	Date of birth missing Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-406786	CLM	Edward Delgado	1986-01-16	UHC-98565-10	4453176477	—	0.80	Two-digit birth year Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-407076	CLM	Anngela Sanders	1975-04-10	UHC-47771-45	6852814160	—	0.80	Two-digit birth year Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-412789	CLM	Jack P Wells	1996-07-24	UHC-04105-55	3412874488	3646 Sunset Blvd, Tempe, AZ, 85249	0.80	Phone reformatted Gender normalised Whitespace trimmed Placeholder values cleared
CLM-427815	CLM	William Walsh	1952-05-27	UHC-61186-88	9045408996	—	0.80	Phone reformatted Gender normalised Whitespace trimmed Placeholder values cleared
CLM-404889	CLM	Zachary S Simpson	1941-12-20	—	2206057706	4120 Lake View Rd, Mesa, AZ, 85243	0.80	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed
CLM-408967	CLM	Bradley Megan	1967-01-09	UHC-27109-52	3104679452	251 Grand Ave, Fresno, CA, 93769	0.80	Name split from “Last, First”Phone reformatted Whitespace trimmed Placeholder values cleared

11,960 rows, page 150 of 240Previous Next