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 “Placeholder values cleared”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPlaceholder values clearedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
PRV-22303	PRV	Bryan Lopez	1952-11-09	—	—	7665 Elm St, Denver, CO, 80287	0.76	Name re-cased Street suffix standardised Address re-cased State code upper-cased+2 more
PRV-24006	PRV	Sean Andrews	1961-10-20	UHC-41599-44	5742116430	6743 Highland Ave, Denver, CO, 80239	0.76	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+2 more
PRV-25117	PRV	Danielle Jordan	1973-12-20	UHC-72650-33	—	2275 Hillcrest Rd, Sacramento, CA, 95836	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
PRV-21049	PRV	Jessica G Rios	1950-07-04	—	6348221949	552 Spring St, Charlotte, NC, 28238	0.76	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
PRV-21722	PRV	Andrea Washington	1981-01-01	UHC-84724-16	6508071942	912 Palm Dr, Charlotte, NC, 28285	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-27653	PRV	Kevin H Ortega	1950-11-09	—	—	7358 Oak St, Houston, TX, 77057	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
PRV-26145	PRV	Gary Jenkins	1989-05-08	—	2377162164	5509 Palm Dr, Jacksonville, FL, 32273	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-26146	PRV	Gary Jenkins	1989-05-08	—	2377162164	5509 Palm Dr, Jacksonville, FL, 32273	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-25840	PRV	Olivya Z Arnold	1940-05-23	UHC-48489-95	8006046003	5441 Willow Ct, Scottsdale, AZ, 85216	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
PRV-27354	PRV	Frances Weaver	1999-12-23	—	8169184825	9050 Camelback Rd, Seattle, WA, 98143	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
PRV-25901	PRV	Bryan Banks	1985-07-06	—	4117616199	1805 Palm Dr, Phoenix, AZ, 85090	0.76	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
PRV-28900	PRV	Christina V Mills	1968-09-02	UHC-64877-91	7227301526	2856 Grand Ave, Fresno, CA, 93737	0.76	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
PRV-24888	PRV	Catherine Robinson	1952-06-07	—	5067668750	—	0.76	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+2 more
PRV-21573	PRV	Walter X Espinoza	1976-05-06	—	5095932183	9590 Bayshore Dr, Gilbert, AZ, 85229	0.76	Name re-cased Date of birth reformatted Email lower-cased Gender normalised+2 more
PRV-24398	PRV	Alex Welch	1986-01-05	UHC-67317-69	7666300088	2046 Palm Dr, Fresno, CA, 93727	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-28598	PRV	Raymond Richards	1962-10-21	UHC-30938-76	5183840984	4610 Union St, Charlotte, NC, 28270	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-23168	PRV	Fatima Harris	1993-07-21	—	8727874024	9585 Oak St, Tampa, FL, 33629	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-27420	PRV	Day Catherine	1943-07-04	UHC-08875-72	6987277846	5538 Grand Ave, Plano, TX	0.76	Name re-cased Phone reformatted Member ID reformatted ZIP missing+2 more
PRV-21883	PRV	Angela King	1998-07-19	UHC-52357-03	8092970983	5763 River Rd, Eden Prairie, MN, 55354	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-26227	PRV	Dick Lawrence	1950-10-16	—	6272118276	6026 Church St, Gilbert, AZ, 85225	0.76	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
PRV-27883	PRV	Larry Stephens	1941-12-13	—	7573856113	6390 Camelback Rd, Las Vegas, NV, 89126	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-27364	PRV	Nick Arnold	1980-06-27	—	6539570181	9623 Forest Ave, Chandler, AZ, 85259	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
PRV-20350	PRV	Martha Padilla	1940-01-26	UHC-51567-53	3902255298	3228 River Rd, Tempe, AZ, 85202	0.76	Name re-cased Date of birth reformatted Phone reformatted ZIP+4 trimmed+2 more
PRV-23847	PRV	Susan Wong	1939-04-05	—	4805225549	730 Desert Sky Blvd, Sacramento, CA, 95826	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
PRV-21198	PRV	James Cunningham	1949-02-15	—	5092376050	7014 Desert Sky Blvd, Denver, CO, 80253	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-27890	PRV	Joe Harvey	1970-03-07	—	6054023698	7400 Spring St, Orlando, FL, 32890	0.76	Name re-cased Street suffix standardised Address re-cased Email lower-cased+2 more
PRV-25656	PRV	Russell Parker	1970-08-10	UHC-91285-73	6027276902	3317 Oak St, Las Vegas, NV, 89180	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
PRV-28555	PRV	Melissa Vega	1973-10-25	—	6497958231	5150 Park Pl, Tempe, AZ	0.76	Name re-cased Date of birth reformatted Phone reformatted ZIP missing+2 more
PRV-29077	PRV	Mark Gardner	1966-02-12	—	3145760286	607 Harbor Blvd, Charlotte, NC, 28207	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
PRV-23813	PRV	Zachary P Morales	1995-08-08	UHC-95210-09	5612126194	9060 Washington St, Tampa, FL, 33656	0.76	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+2 more
PRV-25603	PRV	Carolyn Pierce	1990-11-13	UHC-31172-20	8409420975	2381 Mountain View Dr, Jacksonville, FL, 32296	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
PRV-21714	PRV	Larry I Bradley	1979-01-15	—	4323159224	1967 Meadow Ln, Tucson, AZ, 85756	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
PRV-25685	PRV	Judy Hoffman	1949-11-07	UHC-63831-15	—	9408 Valley View Dr, Phoenix, AZ, 85016	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
PRV-26268	PRV	Diana P Lane	1990-09-25	—	8243077412	3391 Indian School Rd, Mesa, AZ, 85265	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-20671	PRV	Camila Snydre	1953-12-15	UHC-87849-68	3419919078	5462 Union St, Austin, TX, 78776	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
PRV-26435	PRV	Sandra Franklin	2007-06-07	—	5514941927	8987 Palm Dr, Jacksonville, FL, 32257	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
PRV-21906	PRV	Aaron J Obrien	1967-10-21	—	—	2467 Central Ave, Chandler, AZ, 85277	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
PRV-26556	PRV	Aaron Coleman	1950-11-02	—	4684716438	5871 Forest Ave, Las Vegas, NV, 89192	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
PRV-22670	PRV	Theresa Cunningham	2004-01-18	—	9613903662	8763 Washington St, Tempe, AZ, 85277	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-24495	PRV	Aisha Owens	2002-06-26	—	2317075318	7806 Main St, Orlando, FL, 32868	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-20557	PRV	Ethan T Fuller	1964-02-12	UHC-06353-04	6324719102	975 Mountain View Dr, Nashville, TN, 37216	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
PRV-24294	PRV	Rebecca Bennett	1948-04-27	UHC-21274-89	8297418145	5990 Camelback Rd, Gilbert, AZ, 85268	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-26812	PRV	Diego Ferguson	1984-06-08	UHC-07762-22	9706859537	1523 Union St, San Antonio, TX, 78229	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
PRV-24948	PRV	Luis Delgado	1999-05-08	—	5032223372	6453 Grand Ave Apt 30, Las Vegas, NV, 89193	0.76	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+2 more
PRV-29102	PRV	Dorothy Spencer	1947-06-15	—	4604176622	8114 Sage Ct, Gilbert, AZ, 85247	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
PRV-24225	PRV	Mei B Bradley	1999-03-09	UHC-98883-33	9696536131	3322 Palm Dr, Denver, CO, 80277	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-21410	PRV	Gabriel Robinson	1952-09-09	—	9824779733	9720 Desert Sky Blvd, Nashville, TN, 37202	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-28769	PRV	Rachel M Fowler	1983-05-20	—	2438832716	8542 Forest Ave, Minneapolis, MN, 55405	0.76	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
PRV-20531	PRV	Anna K King	1941-01-11	UHC-76044-90	5507012262	251 Main St, Eden Prairie, MN, 55323	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
PRV-29100	PRV	Lawrence Berry	1995-06-24	—	4672041352	4585 Canyon Rd, Miami, FL, 33162	0.76	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+2 more

9,344 rows, page 90 of 187Previous Next