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 “Name re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
PRV-22244	PRV	Albbert Murray	1998-02-28	—	—	—	0.96	Name re-cased Placeholder values cleared
PRV-27568	PRV	Ronald Morales	1948-01-28	—	5609962582	2228 Church St, Phoenix, AZ, 85044	0.96	Name re-cased Placeholder values cleared
PRV-24468	PRV	Aisha Bishop	1978-02-27	UHC-96052-20	2872082209	7086 Oak St, Glendale, AZ, 85305	0.96	Name re-cased Placeholder values cleared
PRV-26012	PRV	Shirley Arnold	1994-10-28	—	8925602942	—	0.96	Name re-cased Placeholder values cleared
PRV-29369	PRV	Jacqueline Mitchell	1952-08-19	—	9025108443	4556 Grand Ave, Atlanta, GA, 30384	0.96	Name re-cased Placeholder values cleared
PRV-21787	PRV	Teresa Reid	1988-07-24	—	6166325139	—	0.96	Name re-cased Placeholder values cleared
PRV-27412	PRV	Benjamin Martin	1967-09-19	—	—	6483 Union St, Tempe, AZ, 85253	0.96	Name re-cased Placeholder values cleared
PRV-24344	PRV	Badley Weber	1989-10-06	—	—	—	0.96	Name re-cased Placeholder values cleared
PRV-26242	PRV	Carolyn Z James	1987-01-25	—	—	—	0.96	Name re-cased Placeholder values cleared
PRV-28629	PRV	Linda Le	2006-02-15	—	—	9480 Hillcrest Rd, San Diego, CA, 92178	0.96	Name re-cased Placeholder values cleared
PRV-23737	PRV	Lucia Little	2008-01-04	—	9542185645	—	0.96	Name re-cased Placeholder values cleared
PRV-23203	PRV	Pamela Jacobs	1988-02-02	UHC-33484-83	—	3967 Highland Ave, Atlanta, GA, 30382	0.96	Name re-cased Placeholder values cleared
PRV-25038	PRV	Jacqueline Walker	1999-08-16	—	7758403384	7619 Oak St, Mesa, AZ, 85255	0.96	Name re-cased Placeholder values cleared
PRV-29410	PRV	Jordan Thomas	1948-03-05	UHC-00688-86	8933660562	5317 Jefferson Ave, Sacramento, CA, 95895	0.96	Name re-cased Placeholder values cleared
PRV-20847	PRV	Madison Rose	1970-12-15	UHC-87593-49	5759296150	8668 Desert Sky Blvd, Chandler, AZ, 85292	0.96	Name re-cased Placeholder values cleared
PRV-27911	PRV	Theresa E Washington	1957-04-11	UHC-57051-33	—	3875 Washington St, Scottsdale, AZ, 85265	0.96	Name re-cased Placeholder values cleared
PRV-24414	PRV	Aamnda Carter	2008-02-14	UHC-73912-48	—	4036 Valley View Dr, Chandler, AZ, 85274	0.96	Name re-cased Placeholder values cleared
PRV-20937	PRV	Gary Palmer	1948-08-24	UHC-85894-33	7318882464	342 Washington St, Eden Prairie, MN, 55395	0.96	Name re-cased Phone reformatted
PRV-22147	PRV	Bob Garrett	1963-04-16	—	—	6221 Canyon Rd, Mesa, AZ, 85219	0.96	Name re-cased Placeholder values cleared
PRV-27620	PRV	Matthew Bowman	1992-11-25	—	3075231472	—	0.96	Name re-cased Placeholder values cleared
PRV-24606	PRV	Lri Foster	1993-05-17	UHC-94326-05	4796326521	8427 River Rd, Eden Prairie, MN, 55339	0.96	Name re-cased Placeholder values cleared
PRV-25569	PRV	Dylan Perry	1991-11-12	UHC-04699-13	—	1794 Cedar Ln, Denver, CO, 80244	0.96	Name re-cased Placeholder values cleared
PRV-20302	PRV	Joseph Lucas	1997-08-08	UHC-25670-12	2542346012	—	0.96	Name re-cased Placeholder values cleared
PRV-20593	PRV	Natalie H Morgan	1939-06-07	UHC-30565-43	2799938126	902 Broadway, Tucson, AZ, 85721	0.96	Name re-cased Placeholder values cleared
PRV-20259	PRV	Alexis Y Carlson	1947-08-07	UHC-56124-47	—	—	0.96	Name re-cased Placeholder values cleared
PRV-27570	PRV	Kathleen Day	1966-11-21	UHC-04206-33	4146753098	3932 Meadow Ln, Tampa, FL, 33660	0.96	Name re-cased Placeholder values cleared
PRV-27571	PRV	Kathleen Day	1966-11-21	UHC-04206-33	4146753098	3932 Meadow Ln, Tampa, FL, 33660	0.96	Name re-cased Placeholder values cleared
PRV-23498	PRV	Roy Bowman	1952-07-07	UHC-76053-45	—	1638 Pine Dr, Eden Prairie, MN, 55364	0.96	Name re-cased Placeholder values cleared
PRV-25752	PRV	Gloria Stone	1945-12-08	UHC-35804-59	4897976147	2470 Indian School Rd, Fresno, CA, 93724	0.96	Name re-cased Placeholder values cleared
PRV-23919	PRV	Richard Greene	1997-02-19	—	—	1273 Spring St, Miami, FL, 33191	0.96	Name re-cased Placeholder values cleared
PRV-28123	PRV	Amy Fernandez	1948-03-16	UHC-54769-51	2897204760	3078 Lake View Rd, Los Angeles, CA, 90029	0.96	Name re-cased Placeholder values cleared
PRV-20966	PRV	Emma E Castillo	1949-12-25	UHC-27180-71	4919581776	382 Highland Ave, San Diego, CA, 92131	0.96	Name re-cased Placeholder values cleared
PRV-20812	PRV	Juan Martin	1963-07-17	—	6396137275	5914 Apache Blvd, Scottsdale, AZ, 85222	0.96	Name re-cased Placeholder values cleared
PRV-26370	PRV	Ethan Morgan	1964-08-18	—	—	—	0.96	Name re-cased Placeholder values cleared
PRV-26776	PRV	Diego Tucker	1968-05-21	—	—	6327 Elm St, Jacksonville, FL, 32278	0.96	Name re-cased Placeholder values cleared
PRV-26317	PRV	Katherine Hughes	1964-08-18	UHC-58411-53	9573748697	—	0.96	Name re-cased Placeholder values cleared
PRV-26316	PRV	Katherine Hughes	1964-08-18	UHC-58411-53	9573748697	—	0.96	Name re-cased Placeholder values cleared
PRV-21218	PRV	Lawrence M Clark	1996-12-10	UHC-09797-27	—	—	0.96	Name re-cased Placeholder values cleared
PRV-27048	PRV	Julie Cunningham	1995-02-07	UHC-66087-50	7614043718	—	0.96	Name re-cased Placeholder values cleared
PRV-21579	PRV	Charlotte H Berry	1943-02-28	—	—	—	0.96	Name re-cased Placeholder values cleared
PRV-26379	PRV	James M Maldonado	1954-08-19	UHC-48927-65	2759874401	9382 Mountain View Dr, Mesa, AZ, 85272	0.96	Name re-cased Placeholder values cleared
PRV-21696	PRV	Lauren Rivera	1962-11-07	—	—	—	0.96	Name re-cased Placeholder values cleared
PRV-23154	PRV	Betty Y Wilson	2001-09-19	UHC-90824-27	8086429491	4772 Desert Sky Blvd, Tampa, FL, 33684	0.96	Name re-cased Placeholder values cleared
PRV-24394	PRV	Greg Garza	1941-12-23	—	—	6168 Broadway, Jacksonville, FL, 32258	0.96	Name re-cased Placeholder values cleared
PRV-25682	PRV	Gary Ortiz	2006-09-25	UHC-32126-66	3104012418	9373 Pine Dr, Sacramento, CA, 95801	0.96	Name re-cased Date of birth reformatted
PRV-23607	PRV	Cynthia X Dunn	1973-06-23	—	—	5109 River Rd, Nashville, TN, 37230	0.96	Name re-cased Placeholder values cleared
PRV-22561	PRV	Debra S Chvez	1977-11-01	UHC-26552-93	8766771832	1967 Highland Ave, Sacramento, CA, 95831	0.96	Name re-cased Placeholder values cleared
PRV-24789	PRV	Harold Greane	1994-12-16	—	—	—	0.96	Name re-cased Placeholder values cleared
PRV-23901	PRV	Bobby Miller	1995-01-10	—	—	—	0.96	Name re-cased Placeholder values cleared
PRV-25319	PRV	Mary Cox	1974-07-26	—	—	8749 Indian School Rd, Seattle, WA, 98151	0.96	Name re-cased Placeholder values cleared

3,816 rows, page 76 of 77Previous Next