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-28205	PRV	Beverly Williams	1987-03-25	—	3174966872	3490 Cedar Ln, Phoenix, AZ, 85066	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-21256	PRV	Sanchez V Dennis	1955-05-06	—	9878442270	5141 Mesa Dr, Orlando, FL, 32849	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-26532	PRV	Beverly R Vega	1973-12-09	UHC-03703-82	8205195728	1150 Pine Dr, Glendale, AZ, 85350	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-26446	PRV	Maria Delgado	1987-03-02	UHC-94171-32	3368181307	5393 Grand Ave, Los Angeles, CA, 90026	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
PRV-27180	PRV	Billy M Burns	1994-09-28	—	6327330132	1909 River Rd, Columbus, OH, 43251	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-29341	PRV	Alexis Reed	1955-03-05	UHC-79076-73	2516881975	5473 Canyon Rd, Minneapolis, MN, 55426	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
PRV-23042	PRV	Yuki Powell	1971-05-24	—	8512237099	402 Lincoln Way, Glendale, AZ, 85390	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-21767	PRV	Julie Obrien	1980-03-21	—	7799567668	4488 Washington St, Charlotte, NC, 28283	0.76	Name split from “Last, First”Name re-cased Date of birth reformatted Phone reformatted+2 more
PRV-28102	PRV	Raymnd Phillips	1995-01-28	—	4037341297	1479 Baseline Rd, Glendale, AZ, 85314	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
PRV-26725	PRV	Julie Banks	1988-03-13	UHC-67292-12	9616571052	2818 River Rd, Minneapolis, MN, 55419	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-27245	PRV	Dylan Welch	1956-07-05	UHC-40221-33	6029260546	5659 Ocean Ave, San Diego, CA, 92115	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
PRV-23530	PRV	Jushua Romero	1947-12-22	UHC-88354-80	6262412754	8508 Harbor Blvd, Sacramento, CA, 95878	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-27311	PRV	Ana Mendez	2008-07-28	UHC-82946-68	9752844269	5210 Jefferson Ave, Columbus, OH, 43294	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-25672	PRV	Arthur Morrison	1988-09-03	UHC-75672-61	3417974398	3735 Meadow Ln, Miami, FL, 33105	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
PRV-24993	PRV	Waltre Cole	1946-03-19	UHC-18104-33	2673831887	6107 Palm Dr, Atlanta, GA, 30382	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-24557	PRV	Aisha Q Henderon	1986-02-18	—	6573880632	563 Spring St, San Antonio, TX, 78287	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-23678	PRV	Eugene Richardson	1956-02-08	UHC-44774-84	6603350643	2383 Camelback Rd Apt 1, Tucson, AZ, 85770	0.76	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+2 more
PRV-22888	PRV	Scott S Hart	1962-04-02	UHC-39979-07	4126057459	7942 Oak St, Miami, FL, 33100	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
PRV-26518	PRV	Matthew Schmidt	1990-04-09	—	7876960213	3401 Pine Dr, Glendale, AZ, 85381	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-22787	PRV	Kevin W Stewart	1974-06-17	UHC-27292-56	8483260593	5356 Washington St, Phoenix, AZ, 85065	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
PRV-22786	PRV	Kevin W Stewart	1974-06-17	UHC-27292-56	8483260593	5356 Washington St, Phoenix, AZ, 85065	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
PRV-25869	PRV	Lauren McCoy	1946-01-06	—	5459437491	692 Spring St, Charlotte, NC, 28248	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-25074	PRV	Ashley Fields	1986-05-25	UHC-74750-45	—	—	0.76	Name re-cased Date of birth reformatted Member ID reformatted Gender normalised+2 more
PRV-22811	PRV	Brian Reid	1972-04-13	—	2792120513	7920 Valley View Dr, Orlando, FL, 32843	0.76	Name re-cased Phone reformatted State code upper-cased Gender normalised+2 more
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-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-26452	PRV	Betty Morales	1968-05-13	UHC-75997-35	4278558517	532 Palm Dr, Sacramento, CA, 95834	0.76	Name re-cased Date of birth reformatted Phone reformatted City 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-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-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-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-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-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-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-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-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

3,816 rows, page 38 of 77Previous Next