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

All sources, 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
ENR-107952	ENR	Zachary G Morales	1978-06-05	UHC-64775-14	6055927662	2616 Lincoln Way, Seattle, WA, 98123	0.58	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+5 more
PRV-24451	PRV	Philip Luna	1999-12-08	UHC-82234-73	4016399901	3718 Camelback Rd, Minneapolis, MN, 55498	0.58	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+5 more
ENR-103837	ENR	Rebecca S Warren	1997-04-06	UHC-69309-05	—	7385 Market St, San Diego, CA, 92189	0.58	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+5 more
ENR-120291	ENR	Anglea Willis	1984-11-27	UHC-64489-28	3892245136	4786 Hillcrest Rd, Seattle, WA, 98195	0.58	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+5 more
CLM-416993	CLM	Meyer Ana	1985-10-10	UHC-60179-69	—	1364 Mountain View Dr, Atlanta, GA	0.58	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+5 more
CLM-405327	CLM	Ryan Espinoza	1953-10-13	UHC-91480-48	9252795110	6100 Desert Sky Blvd, Austin, TX, 78740	0.58	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+5 more
CLM-405326	CLM	Ryan Espinoza	1953-10-13	UHC-91480-48	9252795110	6100 Desert Sky Blvd, Austin, TX, 78740	0.58	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+5 more
ENR-140682	ENR	Diane Olson	1981-07-11	—	6385690935	4637 Lake View Rd, Jacksonville, FL, 32257	0.58	Name re-cased Phone reformatted Street suffix standardised Address re-cased+5 more
ENR-141996	ENR	Dan H Davis	1954-12-06	UHC-79577-81	4957667645	7703 Central Ave, San Diego, CA, 92173	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
TPA-62398	TPA	Deborah Johnston	1963-05-04	—	3265342461	1122 Central Ave, Los Angeles, CA, 90011	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-130063	ENR	Aisha N Miller	1988-01-27	UHC-69383-42	8519861649	4292 Valley View Dr, Jacksonville, FL, 32204	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
CLM-424092	CLM	Kahterine Warren	1975-08-08	UHC-61644-88	5057801963	8205 Willow Ct, Mesa, AZ, 85201	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
PRV-28864	PRV	Jennifer M Webb	2007-03-07	UHC-32803-28	3437145056	2087 Mesa Dr # 893, Fresno, CA, 93716	0.58	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+5 more
ENR-123312	ENR	Carlos G Thomas	1955-02-15	UHC-95358-09	5856435143	4110 Camelback Rd Apt 17, Mesa, AZ, 85267	0.58	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+5 more
CLM-425174	CLM	James Richardsno	—	UHC-80635-16	3658397185	4127 Highland Ave, Gilbert, AZ, 85229	0.58	Name re-cased Date of birth reformatted Date of birth unreadable Phone reformatted+5 more
ENR-133419	ENR	Steven G Spencer	1948-07-11	UHC-81845-88	4979342500	2764 Apache Blvd Apt 31, Tampa, FL, 33685	0.58	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+5 more
CLM-412850	CLM	Kathleen Butler	1997-07-03	—	5743413084	7271 Jefferson Ave, Jacksonville, FL, 32263	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
CLM-416886	CLM	Gregory Young	1988-10-01	—	6574684359	7653 Baseline Rd, Houston, TX, 77022	0.58	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+5 more
ENR-104480	ENR	Martha V Sandoval	1971-07-21	UHC-24262-06	7379957354	2698 Cedar Ln, Gilbert, AZ	0.58	Name re-cased Phone reformatted Street suffix standardised Address re-cased+5 more
ENR-120378	ENR	Frank J Hamilton	1980-02-22	UHC-91957-14	9309203985	1346 Church St, Seattle, WA, 98184	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
PRV-28364	PRV	Nicole Nunez	1991-08-12	—	4878063447	1464 Cedar Ln, Austin, TX, 78747	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
PRV-20161	PRV	Santiago Bennett	—	—	4837690416	5393 Palm Dr, San Diego, CA, 92142	0.58	Date of birth reformatted Date of birth unreadable Phone reformatted Street suffix standardised+5 more
PRV-22429	PRV	Juila Estrada	1999-12-16	—	8419428442	9472 Bayshore Dr, San Diego, CA, 92173	0.58	Name re-cased Phone reformatted Street suffix standardised Address re-cased+5 more
ENR-141559	ENR	Joe S Chen	1950-06-26	UHC-82668-02	5497188998	6167 Lincoln Way, Mesa, AZ, 85210	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-134018	ENR	Ethan Stone	1989-12-27	UHC-37228-60	4862281810	5814 Grand Ave, Fresno, CA, 93776	0.58	Name re-cased Phone reformatted Street suffix standardised Address re-cased+5 more
ENR-141881	ENR	Marilyn R Bradley	1966-09-13	UHC-97072-12	7474024779	901 Forest Ave, Seattle, WA, 98166	0.58	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+5 more
ENR-134067	ENR	Cheryl T Reed	1984-06-12	UHC-67483-06	6153693348	984 Meadow Ln # 979, Nashville, TN, 37207	0.58	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+5 more
CLM-412821	CLM	Teresa Reynolds	1957-06-02	UHC-27736-33	2096971136	6445 Park Pl, Plano, TX, 75029	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
TPA-51057	TPA	Mary Allen	1974-10-02	—	9436077668	4111 Grand Ave, Eden Prairie, MN, 55368	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
CLM-431416	CLM	Zachary L Jenkins	1986-03-05	UHC-48075-09	7163638531	911 Apache Blvd, Austin, TX, 78752	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-137025	ENR	Dorothy Ortega	—	UHC-76525-44	5639145188	3937 Cedar Ln, Chandler, AZ, 85261	0.58	Name re-cased Date of birth reformatted Date of birth unreadable Phone reformatted+5 more
ENR-127407	ENR	Isabella L Yang	1991-12-21	UHC-46102-05	3569097220	6288 Highland Ave, Tempe, AZ, 85230	0.58	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+5 more
TPA-54736	TPA	Fatima Baker	1982-12-22	—	—	7973 Apache Blvd, Chandler, AZ, 85289	0.58	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+5 more
PRV-24549	PRV	Bryttany Long	1978-06-02	—	6657478820	6125 Forest Ave, Tempe, AZ, 85245	0.58	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-134317	ENR	Roy Q Wilson	1988-06-24	UHC-47553-11	3968326745	8944 Hillcrest Rd, Los Angeles, CA, 90008	0.58	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+5 more
PRV-24901	PRV	Yuki Chapman	2002-02-19	—	7269576631	5584 Desert Sky Blvd, Minneapolis, MN, 55416	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
CLM-419125	CLM	Harold Marquez	1987-02-02	UHC-77141-58	9349833759	7215 Highland Ave, Charlotte, NC	0.58	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+5 more
ENR-140651	ENR	Kelly Chapman	1970-01-12	UHC-53409-78	3194442943	3677 Apache Blvd, Tampa, FL, 33634	0.58	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+5 more
TPA-55288	TPA	Adam Jacobs	1956-07-03	UHC-06104-59	7529918001	2921 Mesa Dr # 424, Phoenix, AZ, 85010	0.58	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+5 more
CLM-403603	CLM	Peter Rose	1939-04-16	—	7494000201	7632 Maple Ave, Sacramento, CA, 95884	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
TPA-52492	TPA	Brenda Marquez	1974-03-24	—	7079907062	5518 Grand Ave, Las Vegas, NV	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-111952	ENR	Dnna Z Schmidt	1983-02-23	UHC-88832-04	2117605790	6092 Meadow Ln, San Antonio, TX, 78250	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
PRV-21311	PRV	Jacob Simpson	2000-01-24	UHC-02926-18	—	4452 Maple Ave, Charlotte, NC, 28267	0.58	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+5 more
ENR-141080	ENR	Nicholas B Perkins	1956-11-05	UHC-71520-80	4993429935	1304 Meadow Ln, Plano, TX, 75099	0.58	Middle initial moved out of first name Name re-cased Date of birth reformatted Phone reformatted+5 more
PRV-24852	PRV	Theresa Little	1983-02-08	UHC-38411-98	3165928045	5346 Sunset Blvd, Denver, CO, 80283	0.58	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+5 more
PRV-21453	PRV	Arthur Contreras	1943-10-20	UHC-78188-71	3339948394	3294 Baseline Rd Apt 34, Jacksonville, FL, 32277	0.58	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+5 more
ENR-119576	ENR	Edward L Hoffman	1955-06-26	UHC-40660-95	5806293986	972 Market St, Las Vegas, NV, 89113	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
CLM-416032	CLM	Marc J Tucker	2000-11-21	—	6069159266	6343 Palm Dr, Austin, TX, 78799	0.58	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+5 more
ENR-114031	ENR	Ashley T Ford	2003-12-13	—	5383125194	7109 Forest Ave, Sacramento, CA, 95846	0.58	Middle initial moved out of first name Name re-cased Phone reformatted Street suffix standardised+5 more
ENR-112661	ENR	Bradley Williams	1983-10-13	UHC-17279-10	8704529068	6914 Desert Sky Blvd, Columbus, OH, 43232	0.58	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+5 more

71,257 rows, page 147 of 1,426Previous Next