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 “Phone missing area code”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPhone missing area codeClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-133871	ENR	Betty E Morris	1960-12-10	UHC-99383-58	—	3269 Grand Ave, Eden Prairie, MN, 55342	0.36	Name split from “Last, First”Date of birth reformatted Phone missing area code Street suffix standardised+4 more
ENR-113483	ENR	Lisa F Morales	1946-10-19	UHC-21468-84	—	2095 Washington St Apt 1, San Diego, CA, 92193	0.36	Name re-cased Two-digit birth year Phone missing area code Unit split from street+4 more
ENR-108533	ENR	Barbara Lynch	1958-02-01	—	—	8824 Maple Ave # 395, Austin, TX, 78742	0.36	Date of birth reformatted Phone missing area code Unit split from street Street suffix standardised+4 more
ENR-125459	ENR	Willie F Harrison	—	UHC-17637-88	—	7270 Harbor Blvd, Dallas, TX, 75203	0.36	Name re-cased Date of birth unreadable Phone missing area code Street suffix standardised+4 more
ENR-141986	ENR	Arthur Q Oliver	1972-07-19	UHC-81066-86	—	3820 Mountain View Dr, Minneapolis, MN, 55472	0.36	Name re-cased Phone missing area code Street suffix standardised Address re-cased+4 more
CLM-420725	CLM	Jean L Scott	1974-06-25	UHC-25460-52	—	4107 Park Pl, Los Angeles, CA, 90029	0.36	Name re-cased Phone missing area code Street suffix standardised Address re-cased+4 more
CLM-407576	CLM	Jack Robertson	1971-02-17	UHC-88651-91	—	883 Ocean Ave # 406, Tucson, AZ, 85755	0.36	Name split from “Last, First”Phone missing area code Member ID reformatted Unit split from street+4 more
ENR-120704	ENR	Benjamin Z Harper	1965-07-26	UHC-31896-42	—	493 Spring St, Mesa, AZ, 85224	0.36	Two-digit birth year Phone missing area code Street suffix standardised Address re-cased+4 more
CLM-400639	CLM	Russell Cox	1996-09-22	—	—	4322 Market St, Jacksonville, FL, 32256	0.36	Name split from “Last, First”Phone missing area code Street suffix standardised Address re-cased+4 more
ENR-119971	ENR	Jack X Robinson	1984-07-02	UHC-95924-51	—	3371 Pine Dr, Glendale, AZ, 85385	0.36	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+4 more
CLM-421510	CLM	Anna Greene	1986-02-14	UHC-19124-93	—	9359 Lake View Rd, Denver, CO, 80222	0.36	Date of birth reformatted Phone missing area code SSN last four extracted Street suffix standardised+4 more
ENR-112615	ENR	HaroldJunk	1940-11-11	UHC-33464-88	—	1481 Hillcrest Rd, Gilbert, AZ, 85238	0.36	Date of birth reformatted Phone missing area code Member ID reformatted Street suffix standardised+4 more
CLM-414601	CLM	Samuel Ortiz	—	UHC-72440-13	—	691 Mesa Dr, Orlando, FL, 32878	0.36	Name re-cased Date of birth unreadable Phone missing area code Street suffix standardised+4 more
ENR-104129	ENR	Natalie L James	1972-03-18	UHC-44696-09	—	5951 Desert Sky Blvd Apt 18, Scottsdale, AZ, 85237	0.36	Name split from “Last, First”Phone missing area code Unit split from street City re-cased+4 more
ENR-104631	ENR	ArjunJunk	1987-02-05	UHC-85265-58	—	3720 Indian School Rd # 596, Miami, FL, 33165	0.36	Date of birth reformatted Phone missing area code Unit split from street Street suffix standardised+4 more
ENR-136882	ENR	Jack L Wheeler	1946-03-14	UHC-27972-26	—	1276 Central Ave, Tempe, AZ, 85227	0.36	Name split from “Last, First”Date of birth reformatted Phone missing area code Street suffix standardised+4 more
CLM-431102	CLM	Alexis Murray	1990-12-15	UHC-07375-77	—	5747 Camelback Rd, San Diego, CA, 92131	0.38	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+3 more
CLM-429997	CLM	Daniel U Russell	—	UHC-04417-79	—	6057 Apache Blvd, Sacramento, CA, 95842	0.38	Date of birth unreadable Phone missing area code Street suffix standardised Address re-cased+3 more
ENR-140734	ENR	Joshua X Diaz	1953-03-05	UHC-25720-29	—	1005 Market St, Columbus, OH, 43276	0.38	Name re-cased Phone missing area code SSN last four extracted Street suffix standardised+3 more
PRV-20095	PRV	Kyle Mason	2008-03-16	—	—	9092 Park Pl, Orlando, FL, 32888	0.38	Phone missing area code Street suffix standardised Address re-cased State name converted to code+3 more
TPA-54840	TPA	Willie Ross	2004-05-19	—	—	896 Lake View Rd, Fresno, CA, 93720	0.38	Name re-cased Phone missing area code Street suffix standardised Address re-cased+3 more
ENR-115095	ENR	Martha I Ellis	1950-12-09	UHC-43659-49	—	2887 Highland Ave, Charlotte, NC, 28292	0.38	Phone missing area code Street suffix standardised Address re-cased State name converted to code+3 more
ENR-115621	ENR	Christina D Carroll	1990-07-10	UHC-18251-33	—	1480 Main St, Eden Prairie, MN, 55331	0.38	Name split from “Last, First”Phone missing area code Street suffix standardised Address re-cased+3 more
TPA-63603	TPA	Douglas Sanders	—	UHC-15375-20	—	7638 Bayshore Dr, Atlanta, GA, 30371	0.38	Name re-cased Date of birth unreadable Phone missing area code Street suffix standardised+3 more
ENR-119036	ENR	Lucia C Russell	1969-01-23	UHC-13987-43	—	8135 Jefferson Ave, Fresno, CA, 93767	0.38	Name re-cased Two-digit birth year Phone missing area code Street suffix standardised+3 more
ENR-113221	ENR	Marilyn Russell	1985-11-07	UHC-30013-20	—	879 Main St, Plano, TX, 75055	0.38	Name split from “Last, First”Phone missing area code SSN last four extracted Street suffix standardised+3 more
ENR-114005	ENR	Amanda B Hunt	1946-08-22	UHC-44646-26	—	88 Broadway, Jacksonville, FL, 32228	0.38	Name re-cased Two-digit birth year Phone missing area code Address re-cased+3 more
ENR-101803	ENR	Wei Davis	1986-01-07	UHC-37408-64	—	5765 Grand Ave, Los Angeles, CA, 90006	0.38	Name re-cased Two-digit birth year Phone missing area code Street suffix standardised+3 more
ENR-129730	ENR	Janet Delgado	1962-11-11	UHC-86657-86	—	886 River Rd, Denver, CO, 80206	0.38	Name re-cased Two-digit birth year Phone missing area code SSN last four extracted+3 more
ENR-103528	ENR	Emily Roberts	2006-06-27	UHC-37593-70	—	2034 Hillcrest Rd, Phoenix, AZ, 85017	0.38	Name split from “Last, First”Phone missing area code Street suffix standardised Address re-cased+3 more
TPA-54483	TPA	Mateo T Harrsi	1943-12-06	—	—	7925 Lincoln Way, Tucson, AZ, 85782	0.38	Name re-cased Phone missing area code Street suffix standardised Address re-cased+3 more
ENR-127273	ENR	Jennifer M Schmidt	1992-10-05	UHC-36303-02	—	9425 Desert Sky Blvd, Gilbert, AZ, 85255	0.38	Date of birth reformatted Phone missing area code SSN last four extracted Street suffix standardised+3 more
TPA-62619	TPA	Nathan Bryant	1962-12-05	—	—	6883 Main St, Jacksonville, FL, 32216	0.38	Two-digit birth year Phone missing area code Street suffix standardised Address re-cased+3 more
PRV-20686	PRV	Sean K Jenkins	1946-04-18	—	—	2326 Desert Sky Blvd, Chandler, AZ	0.38	Phone missing area code Street suffix standardised Address re-cased City re-cased+3 more
PRV-24507	PRV	Kathryn Contreras	1952-04-19	UHC-21639-91	—	6059 Ridge Rd, Columbus, OH, 43252	0.38	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+3 more
ENR-105123	ENR	Sofia H Oliver	1982-08-21	UHC-82300-20	—	3300 Meadow Ln Apt 23, Las Vegas, NV, 89149	0.38	Name re-cased Phone missing area code Unit split from street Street suffix standardised+3 more
TPA-62742	TPA	Grace Rios	1940-12-04	UHC-55558-64	—	2070 Ridge Rd, Seattle, WA	0.38	Two-digit birth year Phone missing area code Street suffix standardised Address re-cased+3 more
PRV-25412	PRV	Bruce Olson	1938-06-21	UHC-09197-07	—	2751 Ridge Rd, Seattle, WA, 98165	0.38	Name split from “Last, First”Phone missing area code State code upper-cased ZIP+4 trimmed+3 more
ENR-116934	ENR	Joyce Martin	1989-03-11	UHC-35985-56	—	4978 Mountain View Dr, Eden Prairie, MN, 55366	0.38	Name re-cased Phone missing area code Street suffix standardised Address re-cased+3 more
ENR-125372	ENR	Danielle I Brooks	2006-01-25	UHC-25272-64	—	533 Maple Ave, Scottsdale, AZ, 85253	0.38	Name split from “Last, First”Phone missing area code Member ID reformatted Street suffix standardised+3 more
ENR-131757	ENR	Emma G Santtos	—	UHC-89792-57	—	8719 Union St, Las Vegas, NV, 89134	0.38	Name split from “Last, First”Date of birth unreadable Phone missing area code Street suffix standardised+3 more
TPA-51073	TPA	Bruce Myers	1997-07-10	—	—	162 Ridge Rd Apt 4, San Antonio, TX, 78202	0.38	Phone missing area code Unit split from street Street suffix standardised Address re-cased+3 more
ENR-119093	ENR	Melisssa G Gardner	1973-10-22	UHC-62350-59	—	3643 Main St, Charlotte, NC, 28299	0.38	Name split from “Last, First”Phone missing area code Street suffix standardised Address re-cased+3 more
PRV-24293	PRV	Mason Ellis	—	UHC-64618-74	—	5237 Indian School Rd, Glendale, AZ, 85388	0.38	Date of birth missing Phone missing area code Member ID reformatted Street suffix standardised+3 more
ENR-138635	ENR	Priya T Reyes	—	UHC-83218-83	—	3597 Meadow Ln, Sacramento, CA, 95847	0.38	Date of birth unreadable Phone missing area code Street suffix standardised Address re-cased+3 more
CLM-425179	CLM	AmyJunk	1968-11-16	UHC-55275-97	—	9165 Maple Ave, Chandler, AZ, 85267	0.38	Two-digit birth year Phone missing area code Street suffix standardised Address re-cased+3 more
CLM-428911	CLM	Billy Q Lewis	1942-04-19	UHC-32201-16	—	1864 Main St, Eden Prairie, MN, 55369	0.38	Name split from “Last, First”Phone missing area code Member ID reformatted Street suffix standardised+3 more
ENR-134672	ENR	Raymond Richarsd	1989-11-09	UHC-49021-65	—	4499 Hillcrest Rd, Columbus, OH	0.38	Name re-cased Two-digit birth year Phone missing area code Street suffix standardised+3 more
ENR-105580	ENR	Joan Robertson	—	UHC-80182-89	—	8274 Jefferson Ave, Los Angeles, CA, 90023	0.38	Name re-cased Date of birth missing Phone missing area code Street suffix standardised+3 more
ENR-102171	ENR	Martha Harrison	1980-03-26	UHC-15211-78	—	7138 Lincoln Way, Denver, CO, 80288	0.38	Name re-cased Two-digit birth year Phone missing area code Street suffix standardised+3 more

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