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 “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
ENR-139015	ENR	Lauren Harrison	1939-06-04	UHC-42762-07	5346917206	3981 Grand Ave, Tempe, AZ, 85253	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-133351	ENR	Aaron Palmer	2005-08-20	UHC-08236-22	3215976906	9580 Indian School Rd, Scottsdale, AZ, 85208	0.60	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+4 more
TPA-50898	TPA	Daniel Lawrence	—	—	8726698499	8162 Spring St, Plano, TX, 75004	0.60	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+4 more
ENR-104283	ENR	Diego U Willis	1976-12-04	UHC-87330-63	3998853867	5065 Ocean Ave, Chandler, AZ, 85274	0.60	Middle initial moved out of first name Name re-cased Date of birth reformatted Phone reformatted+4 more
ENR-104284	ENR	Diego U Willis	1976-12-04	UHC-87330-63	3998853867	5065 Ocean Ave, Chandler, AZ, 85274	0.60	Middle initial moved out of first name Name re-cased Date of birth reformatted Phone reformatted+4 more
ENR-133287	ENR	Megan Ferguson	1988-08-10	UHC-02328-78	—	3570 Grand Ave, Seattle, WA, 98152	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
PRV-26259	PRV	Brittany Mendez	1946-05-27	UHC-75234-10	9825017689	5701 Baseline Rd, Columbus, OH, 43234	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-126669	ENR	Sarah Hall	1963-09-18	UHC-42069-39	7335977930	7399 Park Pl, Gilbert, AZ, 85205	0.60	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+4 more
ENR-126668	ENR	Sarah Hall	1963-09-18	UHC-42069-39	7335977930	7399 Park Pl, Gilbert, AZ, 85205	0.60	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+4 more
ENR-120338	ENR	Helen X Bradley	1983-08-18	UHC-31370-36	7649095307	4064 Mesa Dr, Scottsdale, AZ, 85223	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-115928	ENR	Judith Q Stephens	1965-01-01	UHC-37396-05	7492547758	250 Lincoln Way, Phoenix, AZ, 85034	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
TPA-59254	TPA	Jessica Carter	1977-08-02	UHC-74848-26	8954134479	2230 Hillcrest Rd, Phoenix, AZ, 85044	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-408212	CLM	Blily Olson	1974-06-21	—	7064463924	8096 River Rd, Mesa, AZ, 85259	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-137839	ENR	Lucia B Watkins	1984-02-13	UHC-64281-09	3277331491	952 Bayshore Dr, Scottsdale, AZ	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-129807	ENR	Joan Cunningham	2006-11-14	UHC-78634-64	3887130492	4473 Union St # 203, Tampa, FL, 33627	0.60	Name re-cased Unit split from street Street suffix standardised Address re-cased+4 more
ENR-139885	ENR	Maria R Greene	1981-03-10	UHC-79831-39	—	2309 Market St, Las Vegas, NV, 89167	0.60	Name re-cased Street suffix standardised Address re-cased City re-cased+4 more
ENR-106195	ENR	Joseph R Obrien	1978-10-10	UHC-03406-45	6749279236	1682 Sage Ct, Orlando, FL, 32897	0.60	Name split from “Last, First”Name re-cased Phone reformatted Street suffix standardised+4 more
CLM-429697	CLM	Gabriel Howell	1943-02-05	UHC-87332-44	5866676679	2866 Harbor Blvd, Seattle, WA, 98157	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-137128	ENR	Mari Little	1941-06-21	UHC-24075-34	4209178852	1334 Harbor Blvd, Phoenix, AZ	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-141418	ENR	Amanda O Li	1967-03-22	UHC-98440-07	4057045202	8177 Ridge Rd, Gilbert, AZ, 85282	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-125005	ENR	Douglas Scott	1972-11-23	UHC-87164-66	5747645660	4134 Jefferson Ave, Las Vegas, NV, 89168	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-419335	CLM	Gregory F James	1971-03-22	UHC-64701-90	2062741907	8867 Hillcrest Rd, Charlotte, NC, 28249	0.60	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
ENR-103501	ENR	Lucia L Gonzales	1955-04-17	UHC-58807-87	3995271271	2783 Sage Ct, San Antonio, TX, 78241	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
PRV-22565	PRV	Willie Webb	2006-09-24	—	3536897247	7251 Willow Ct, Miami, FL, 33199	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-134159	ENR	Carol Jordan	1984-07-07	UHC-99700-18	2044010024	8464 Baseline Rd, Mesa, AZ, 85275	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-422912	CLM	Steve McDonald	2000-11-28	—	3519482263	1739 Canyon Rd, San Diego, CA, 92188	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
PRV-25366	PRV	Brian Price	1958-10-20	UHC-78316-88	7703849318	2834 Broadway, Las Vegas, NV, 89171	0.60	Name re-cased Date of birth reformatted Phone reformatted City re-cased+4 more
TPA-58062	TPA	Jacob Vazquez	1972-07-14	—	5598648846	2247 Park Pl Apt 30, Glendale, AZ, 85351	0.60	Name re-cased Phone reformatted Unit split from street Street suffix standardised+4 more
ENR-106445	ENR	Kayla A Williamson	2008-07-14	UHC-28782-70	4432446373	9478 Jefferson Ave, Columbus, OH, 43221	0.60	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
CLM-405884	CLM	Ethan Robertson	1965-10-29	UHC-07705-11	5363302824	4600 Canyon Rd, Seattle, WA, 98106	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-20440	PRV	Larry Ortega	1970-10-10	UHC-13292-28	3102216691	6320 Baseline Rd, Eden Prairie, MN, 55358	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-417890	CLM	Ryan Wright	1953-03-20	UHC-72160-97	7902801373	2436 Maple Ave, San Diego, CA, 92120	0.60	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+4 more
CLM-418112	CLM	Arthur Oliver	1995-04-22	—	5062102612	8600 Union St, Houston, TX	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-418113	CLM	Arthur Oliver	1995-04-22	—	5062102612	8600 Union St, Houston, TX	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-28048	PRV	Martha Campbell	1970-12-14	UHC-78455-90	4176077919	3970 Harbor Blvd, Gilbert, AZ	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-102396	ENR	Lucia Turner	2001-01-12	UHC-13056-72	5704951378	7359 Willow Ct, Charlotte, NC, 28240	0.60	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
PRV-24114	PRV	Jon I Estrada	2004-11-27	—	—	1699 Hillcrest Rd, Miami, FL, 33123	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
CLM-412125	CLM	Janice Davis	1974-01-24	UHC-78960-88	9632876901	6350 Grand Ave, Gilbert, AZ, 85293	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-120086	ENR	Jackie Hanen	1978-12-04	—	—	9569 Desert Sky Blvd, Nashville, TN, 37294	0.60	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+4 more
CLM-414906	CLM	Jose Edwards	1994-08-22	—	9314941398	6240 Elm St, Mesa, AZ, 85249	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-407480	CLM	William Harrison	1956-07-19	UHC-32299-78	7804022643	586 River Rd, Glendale, AZ	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-123267	ENR	Jack Meyer	1996-06-12	UHC-47355-03	—	8203 Mesa Dr, San Diego, CA, 92140	0.60	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+4 more
ENR-110517	ENR	Beverly W Gonzales	1944-03-03	UHC-28012-85	3879371789	2540 Grand Ave, San Antonio, TX, 78225	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-115632	ENR	Nathan Fox	1968-01-26	UHC-69999-99	6797759415	4909 Mountain View Dr, Fresno, CA, 93763	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-115608	ENR	Beverly O Sanchez	—	UHC-57625-59	3632999023	8609 Forest Ave, Chandler, AZ, 85295	0.60	Name re-cased Date of birth missing Phone reformatted Member ID reformatted+4 more
ENR-128083	ENR	Peter R Ferguson	1948-03-25	UHC-45310-05	4004185678	1560 Central Ave, Houston, TX, 77066	0.60	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+4 more
ENR-121447	ENR	Willie Li	—	UHC-81208-23	7986394227	8736 Jefferson Ave, Los Angeles, CA, 90075	0.60	Name re-cased Date of birth unreadable Phone reformatted Member ID reformatted+4 more
CLM-406877	CLM	Eugene Fisher	1969-09-25	UHC-45550-42	4097157953	8143 Baseline Rd, Chandler, AZ, 85258	0.60	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+4 more
ENR-106863	ENR	Jason Duncan	1996-06-16	UHC-47431-54	2323134848	783 Washington St, Houston, TX, 77091	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-101392	ENR	Christian Marshall	1949-12-23	UHC-23971-08	2994479169	8663 Desert Sky Blvd, San Diego, CA, 92108	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more

39,996 rows, page 92 of 800Previous Next