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 “Date of birth reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagDate of birth reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
PRV-21725	PRV	Noah Pena	1977-02-21	—	7034408565	9475 Canyon Rd, Fresno, CA	0.44	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+6 more
PRV-21329	PRV	Rebecca Munoz	1958-09-21	—	3485736847	8264 Hillcrest Rd # 969, Charlotte, NC, 28260	0.44	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+6 more
PRV-21330	PRV	Rebecca Munoz	1958-09-21	—	3485736847	8264 Hillcrest Rd # 969, Charlotte, NC, 28260	0.44	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+6 more
PRV-27404	PRV	Wei Knight	2003-01-13	—	6565121326	5983 Harbor Blvd # 742, Minneapolis, MN, 55440	0.44	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+6 more
PRV-28219	PRV	Deborah Ray	1944-02-03	UHC-55168-60	7986907373	596 Indian School Rd, Sacramento, CA, 95884	0.44	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+6 more
PRV-22608	PRV	Barbara T Austin	1980-07-02	UHC-09800-59	2343011820	4185 Bayshore Dr, Tampa, FL	0.46	Middle initial moved out of first name Name re-cased Date of birth reformatted Phone reformatted+5 more
PRV-23062	PRV	Carol Hart	1945-05-28	—	3812420123	7981 Pine Dr Apt 13, Austin, TX, 78789	0.46	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+5 more
PRV-24390	PRV	Eric Cooper	1969-04-02	UHC-23594-28	—	282 Union St, Phoenix, AZ, 85008	0.46	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+5 more
PRV-28076	PRV	Anthony Oliver	1962-09-24	UHC-51791-98	5877572903	697 Meadow Ln, Phoenix, AZ	0.46	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
PRV-27976	PRV	Hudson K Alexander	1964-03-17	UHC-67582-64	4126394110	965 Hillcrest Rd, Gilbert, AZ, 85290	0.46	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+5 more
PRV-23494	PRV	Evelyn Gardner	1992-09-28	UHC-73149-18	9326350746	3445 Mountain View Dr Apt 14, Mesa, AZ, 85250	0.46	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+5 more
PRV-27875	PRV	Rebecca D Mendoza	2006-03-10	UHC-41468-60	8696390034	9585 Baseline Rd, Houston, TX, 77094	0.46	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
PRV-23741	PRV	Chapman Heather	1981-12-02	—	6795081731	7036 Park Pl, Minneapolis, MN	0.46	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
PRV-29234	PRV	Ruth F Mejia	1994-02-05	UHC-04349-37	5244507176	4936 Ocean Ave, Seattle, WA, 98130	0.46	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+5 more
PRV-27059	PRV	George B Gilbert	1990-12-21	UHC-16075-96	8126049356	5038 Ocean Ave, Seattle, WA, 98165	0.46	Middle initial moved out of first name Name re-cased Date of birth reformatted Phone reformatted+5 more
PRV-26078	PRV	Anthony Riley	1941-12-25	UHC-65454-36	9096795110	6638 Willow Ct, Charlotte, NC	0.46	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
PRV-24808	PRV	Aaron Willis	1992-01-26	UHC-69925-56	3095902243	446 Grand Ave, Fresno, CA, 93747	0.46	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+5 more
PRV-23537	PRV	Kathleen Hill	1999-03-18	UHC-13926-37	2953858485	8010 Oak St, Fresno, CA, 93746	0.46	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
PRV-26271	PRV	Victoria Estrada	1995-09-18	UHC-18975-43	—	1939 Park Pl Apt 19, Seattle, WA, 98124	0.46	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+5 more
PRV-26272	PRV	Victoria Estrada	1995-09-18	UHC-18975-43	—	1939 Park Pl Apt 19, Seattle, WA, 98124	0.46	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+5 more
PRV-27366	PRV	Sara Kelley	1984-12-26	UHC-19411-97	2666651923	1137 Meadow Ln, Glendale, AZ, 85353	0.46	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+5 more
PRV-24317	PRV	Jack A Chavez	1996-05-15	—	5316187191	3756 Sunset Blvd, Gilbert, AZ, 85275	0.46	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
PRV-22845	PRV	Abigail Jenkins	2005-12-11	UHC-73523-67	7217880087	5428 Apache Blvd, San Diego, CA, 92185	0.46	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
PRV-23411	PRV	Debra Lewis	1949-12-24	—	4348089398	9547 Meadow Ln # 330, Austin, TX	0.46	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+5 more
PRV-25087	PRV	—Junk	2005-01-27	—	8838963783	8651 Highland Ave, Nashville, TN, 37279	0.46	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+5 more
PRV-28677	PRV	Austin O Gordon	1964-09-27	UHC-50210-62	3875910563	9313 Highland Ave # 505, Jacksonville, FL, 32240	0.46	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+5 more
PRV-20652	PRV	Harold G Singh	1949-12-22	—	5817802635	7435 Lake View Rd, San Antonio, TX, 78285	0.46	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
PRV-23521	PRV	Beverly Z Harrison	1962-03-11	UHC-76087-44	4336407608	8994 Cedar Ln, Sacramento, CA, 95836	0.46	Middle initial moved out of first name Date of birth reformatted Phone reformatted Member ID reformatted+5 more
PRV-21944	PRV	Amy Daniels	2007-04-08	—	7568022992	1993 Main St, San Antonio, TX	0.46	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+5 more
PRV-21538	PRV	Scott AJunk	1991-10-09	UHC-85790-90	—	3667 River Rd, Gilbert, AZ, 85216	0.46	Date of birth reformatted Phone missing area code Member ID reformatted Street suffix standardised+5 more
PRV-25727	PRV	Maria J Oliver	1982-04-02	UHC-92965-78	9488159669	8314 Willow Ct # 843, Miami, FL	0.46	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+5 more
PRV-23446	PRV	Janet Sullivan	1964-11-13	—	3934903035	1756 Lake View Rd, Phoenix, AZ, 85039	0.46	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
PRV-21420	PRV	Amber Robinson	2006-08-07	UHC-29861-86	6432545330	3458 Highland Ave, Mesa, AZ, 85293	0.46	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
PRV-27672	PRV	Lisa Harrison	1953-06-05	—	5116878355	6571 Ocean Ave, Dallas, TX, 75266	0.46	Name re-cased Date of birth reformatted Phone reformatted City re-cased+5 more
PRV-28062	PRV	Douglas T Hawkins	1949-10-14	UHC-29754-96	—	9435 Harbor Blvd, Nashville, TN, 37274	0.46	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+5 more
PRV-28257	PRV	Grace Phillips	1971-09-14	—	3805608428	1782 Valley View Dr, Fresno, CA, 93704	0.46	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+5 more
PRV-25440	PRV	Bobby Wright	1995-04-03	—	4846556424	8097 Central Ave, Eden Prairie, MN	0.46	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+5 more
PRV-27104	PRV	Ann E Grant	2000-11-02	UHC-64263-73	6185009961	3438 Hillcrest Rd, Los Angeles, CA, 90038	0.46	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
PRV-21934	PRV	Christina Fox	1991-04-09	UHC-46991-39	5979043437	873 Spring St # 537, Tempe, AZ, 85245	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+4 more
PRV-25257	PRV	Debra Andesron	1963-10-07	UHC-15730-68	—	4484 River Rd, Atlanta, GA	0.48	Name re-cased Date of birth reformatted Member ID reformatted City re-cased+4 more
PRV-21580	PRV	Jesse J Hughes	1956-06-22	UHC-62926-91	2996991175	4783 Valley View Dr, Phoenix, AZ, 85059	0.48	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
PRV-28994	PRV	Mateo Salazar	1965-05-19	UHC-62782-53	—	4525 Highland Ave # 743, Mesa, AZ, 85215	0.48	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+4 more
PRV-27964	PRV	Margaret Foster	1950-06-28	—	2879218901	9550 Highland Ave, Phoenix, AZ	0.48	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
PRV-25543	PRV	Alexis Jimenez	1971-09-20	—	4924128214	1687 Desert Sky Blvd, Miami, FL, 33106	0.48	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+4 more
PRV-24200	PRV	Jennifer Vazquez	1946-07-25	—	7714455658	1445 Market St, Los Angeles, CA, 90048	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-20348	PRV	Sophia Munoz	1977-05-22	UHC-32629-21	8549995737	6455 Ridge Rd, Scottsdale, AZ, 85256	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-26967	PRV	Soto Randy	1943-12-07	UHC-23233-32	8336914874	8000 Pine Dr, Dallas, TX, 75231	0.48	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
PRV-26722	PRV	Terry A Turner	1971-11-01	—	2737798336	1573 Park Pl Apt 38, Eden Prairie, MN, 55331	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+4 more
PRV-21291	PRV	Dan Q Allen	1944-11-27	—	2332238726	9804 Camelback Rd, Houston, TX	0.48	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
PRV-26611	PRV	David G Hicks	1957-12-18	UHC-45736-97	—	3403 Sage Ct # 724, San Diego, CA, 92159	0.48	Middle initial moved out of first name Name re-cased Date of birth reformatted Unit split from street+4 more

3,124 rows, page 2 of 63Previous Next