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 “Whitespace trimmed”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagWhitespace trimmedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
PRV-22772	PRV	Kathryn Y Chapman	2006-02-18	UHC-95395-25	7795028230	—	0.94	Name re-cased Whitespace trimmed Placeholder values cleared
PRV-28586	PRV	Nicholas Carr	1989-07-01	UHC-93074-69	9738314284	9452 Indian School Rd, Tucson, AZ, 85742	0.94	City re-cased Whitespace trimmed Placeholder values cleared
PRV-20797	PRV	Luis Wallace	1939-02-04	UHC-03439-03	4455931112	6713 Main St, Columbus, OH, 43232	0.94	Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-24551	PRV	Ahmed Hernandez	1942-04-15	—	8757447817	3347 Jefferson Ave, Sacramento, CA, 95805	0.94	Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-23104	PRV	Amed H Wells	1988-02-11	—	—	7072 Central Ave, Columbus, OH, 43298	0.94	Date of birth reformatted Whitespace trimmed Placeholder values cleared
PRV-21439	PRV	Kimberly Willis	1954-04-24	UHC-79191-29	2274340284	—	0.94	Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-29018	PRV	Diego P Montgomery	1950-06-08	—	9429118311	—	0.94	Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-20458	PRV	Adam Nunez	1950-10-11	—	3584579168	5131 Apache Blvd, Phoenix, AZ, 85044	0.94	Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-26861	PRV	Joshua Morris	2006-05-07	—	—	8949 Mesa Dr, Houston, TX, 77074	0.94	Name re-cased Whitespace trimmed Placeholder values cleared
PRV-27166	PRV	Bobby Schultz	1938-12-12	—	6334127789	4444 Broadway, Phoenix, AZ, 85037	0.94	Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-28496	PRV	Susan Barnes	1999-01-17	—	—	9887 Lincoln Way, Seattle, WA, 98149	0.94	City re-cased Whitespace trimmed Placeholder values cleared
PRV-23020	PRV	Olivia L Ruiz	1979-03-08	—	—	4821 Market St, Austin, TX, 78765	0.94	Date of birth reformatted Whitespace trimmed Placeholder values cleared
PRV-29278	PRV	Henry Rojas	1974-05-02	—	3472937102	7604 Hillcrest Rd, Tempe, AZ, 85216	0.94	City re-cased Whitespace trimmed Placeholder values cleared
PRV-27120	PRV	Russell P Hudson	1997-12-26	UHC-77582-79	8539230202	2756 Washington St, San Antonio, TX, 78297	0.94	Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-22153	PRV	Thomas V Fields	1966-08-23	—	5765380438	—	0.94	Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-20378	PRV	Donald Brown	2007-05-16	—	5009602474	—	0.94	Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-26048	PRV	Theresa Wagner	1942-07-27	UHC-18014-03	7304881951	8816 Valley View Dr, Eden Prairie, MN, 55387	0.94	Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-24287	PRV	Dennis Moreno	1958-04-11	UHC-72206-74	4107074996	—	0.94	Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-22872	PRV	Grace S Harper	1981-06-12	UHC-75926-22	7989784285	6965 Sunset Blvd, Mesa, AZ, 85251	0.94	Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-26541	PRV	Danielle Gutierrez	1939-05-01	UHC-79211-66	6052483731	487 Forest Ave, Tampa, FL, 33626	0.94	City re-cased Whitespace trimmed Placeholder values cleared
PRV-23949	PRV	Carlos Le	1944-10-15	—	5644707042	—	0.94	Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-25141	PRV	Shirley Young	1940-06-06	—	—	1087 Camelback Rd, Plano, TX, 75054	0.94	Email lower-cased Whitespace trimmed Placeholder values cleared
PRV-28820	PRV	Frank G Yang	1954-06-13	—	6147452696	4140 Jefferson Ave, Nashville, TN, 37272	0.94	Name re-cased Whitespace trimmed Placeholder values cleared
PRV-21564	PRV	Marilyn Nguyen	1982-03-21	UHC-42573-34	9505968736	—	0.94	Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-20020	PRV	Jessica Luna	2006-05-07	UHC-27513-91	3832553615	3156 Sage Ct, Glendale, AZ, 85329	0.94	Name re-cased Email lower-cased Whitespace trimmed
PRV-25722	PRV	Lisa Hudson	1957-01-10	UHC-49171-42	7192763236	19 Broadway, Phoenix, AZ, 85068	0.94	Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-26400	PRV	Philip Q Schmidt	2000-12-08	UHC-62139-96	4006656162	5704 Bayshore Dr, Jacksonville, FL, 32280	0.94	Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-24540	PRV	Kathryn N Stephens	1977-02-28	—	—	9830 Sage Ct, Seattle, WA, 98147	0.94	Name re-cased Whitespace trimmed Placeholder values cleared
PRV-21632	PRV	Edward Robertson	1995-11-16	UHC-78337-86	9648396355	2821 Indian School Rd, Tampa, FL, 33618	0.94	Date of birth reformatted Whitespace trimmed Placeholder values cleared
PRV-25662	PRV	George Washington	1982-02-08	—	3433175279	3555 Grand Ave, Miami, FL, 33122	0.94	Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-29146	PRV	Stephanie Brown	1980-11-02	UHC-58523-40	6625605636	7753 Desert Sky Blvd, Jacksonville, FL, 32297	0.94	Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-24423	PRV	Henry Barnes	1982-11-18	UHC-94540-32	7015156130	—	0.94	Date of birth reformatted Whitespace trimmed Placeholder values cleared
PRV-29421	PRV	Harold Delgado	1989-07-19	—	7113132644	—	0.94	Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-28732	PRV	Madison Cook	1952-12-22	UHC-03108-13	6748098021	2377 Mesa Dr, Glendale, AZ, 85393	0.94	Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-24659	PRV	Heather O Nelson	1940-11-28	UHC-84664-95	—	5571 Oak St, Atlanta, GA, 30361	0.94	Date of birth reformatted Whitespace trimmed Placeholder values cleared
PRV-25178	PRV	Joyce Snyder	1961-01-07	—	6782539977	7991 Meadow Ln, Glendale, AZ, 85350	0.94	Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-25848	PRV	Roy Marshall	1942-10-15	UHC-12603-94	7468862063	266 Cedar Ln, Phoenix, AZ, 85008	0.94	Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-29244	PRV	Kathleen Duncan	1977-11-23	—	9808533434	—	0.94	Date of birth reformatted Whitespace trimmed Placeholder values cleared
PRV-23745	PRV	Billy X Herrera	1962-09-18	—	8506769542	4332 Grand Ave, San Diego, CA, 92140	0.94	Name re-cased Whitespace trimmed Placeholder values cleared
PRV-22176	PRV	Patrick C Carroll	1986-01-15	—	—	9191 Meadow Ln, San Antonio, TX, 78280	0.94	Email lower-cased Whitespace trimmed Placeholder values cleared
PRV-27112	PRV	Sarah Reed	1945-11-23	UHC-93227-26	4773336920	5662 Oak St, Los Angeles, CA, 90052	0.94	Name re-cased Whitespace trimmed Placeholder values cleared
PRV-28742	PRV	Alan Olson	1953-01-19	UHC-34288-51	—	9036 Ridge Rd, San Antonio, TX, 78201	0.94	Name re-cased Whitespace trimmed Placeholder values cleared
PRV-21992	PRV	Zachary Palmer	1947-02-28	UHC-29115-60	—	5230 Apache Blvd, Dallas, TX, 75225	0.94	Date of birth reformatted Whitespace trimmed Placeholder values cleared
PRV-27321	PRV	Willie Rivera	1997-04-28	UHC-34561-90	6753114765	3895 Meadow Ln, Los Angeles, CA, 90067	0.94	Name re-cased Whitespace trimmed Placeholder values cleared
PRV-20134	PRV	Sarah Patterson	2000-04-06	UHC-49912-64	6097536003	—	0.94	Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-20133	PRV	Sarah Patterson	2000-04-06	UHC-49912-64	6097536003	—	0.94	Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-22960	PRV	Teresa Yang	1939-07-03	UHC-95957-35	5948036884	—	0.94	Name re-cased Whitespace trimmed Placeholder values cleared
PRV-26278	PRV	Michelle Clark	1987-06-28	—	7186275243	4196 Union St, Miami, FL, 33116	0.94	Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-21931	PRV	Maria Y Dean	1956-04-23	UHC-74698-76	—	—	0.94	Name re-cased Whitespace trimmed Placeholder values cleared
PRV-24322	PRV	Sandra Y Obrien	1985-10-07	UHC-52659-90	—	7731 Spring St, Atlanta, GA, 30320	0.94	Name re-cased Whitespace trimmed Placeholder values cleared

5,467 rows, page 104 of 110Previous Next