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

Enrollment, flag “Name split from “Last, First””, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName split from “Last, First”Clear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-134873	ENR	Samuel W Fisher	1963-12-19	UHC-86502-09	2214006909	1226 Palm Dr, Denver, CO, 80298	0.48	Name split from “Last, First”Two-digit birth year Phone reformatted Member ID reformatted+4 more
ENR-112398	ENR	Bobby Harper	1991-12-14	UHC-24069-93	2702784382	516 Park Pl, Fresno, CA	0.48	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-101242	ENR	Roger D Clark	1985-04-20	UHC-11754-69	7485158732	1018 Grand Ave, Nashville, TN, 37221	0.48	Name split from “Last, First”Middle initial moved out of first name Date of birth reformatted Phone reformatted+4 more
ENR-103299	ENR	Anna Chapman	1947-10-17	—	3139061549	1007 Main St, Charlotte, NC, 28228	0.48	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-112697	ENR	Willie P Hoffman	1963-05-05	UHC-26483-10	3829388058	5145 Mesa Dr # 515, Denver, CO, 80241	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+4 more
ENR-104911	ENR	Dilan Arnold	1964-03-17	UHC-34868-16	2825056090	7544 Pine Dr, Jacksonville, FL	0.48	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-104860	ENR	Willie W Phillips	1991-11-15	UHC-87487-87	2262724213	7567 Grand Ave, Charlotte, NC, 28265	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-141081	ENR	Roy U Ortiz	1995-04-07	UHC-61154-15	7566682215	6507 Bayshore Dr, Austin, TX	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-131727	ENR	Edward Carr	1942-01-23	UHC-78994-20	9218258331	7910 Willow Ct, Fresno, CA, 93785	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-137987	ENR	Brandon J Castro	1980-01-22	UHC-80743-04	7972090464	6905 Camelback Rd, Phoenix, AZ	0.48	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-124590	ENR	Eric D McDonald	1977-06-16	UHC-28490-61	—	712 Elm St, Tempe, AZ, 85227	0.48	Name split from “Last, First”Middle initial moved out of first name Member ID reformatted Street suffix standardised+4 more
ENR-107968	ENR	Diego Q Kennedy	1976-01-23	UHC-25490-55	4373004671	4159 Valley View Dr, Eden Prairie, MN, 55397	0.48	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+4 more
ENR-123358	ENR	Doris Cole	1979-03-15	UHC-59466-15	—	4228 Canyon Rd, Charlotte, NC, 28209	0.48	Name split from “Last, First”Date of birth reformatted Member ID reformatted Street suffix standardised+4 more
ENR-132615	ENR	Carol D Ward	1967-07-14	UHC-25200-11	3118217243	8635 Palm Dr, Las Vegas, NV, 89159	0.48	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-114038	ENR	Valentina Nelson	1985-02-09	UHC-73808-52	4308895410	7819 Baseline Rd Apt 32, Columbus, OH, 43250	0.48	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+4 more
ENR-127109	ENR	Alice Mendoza	1973-07-01	UHC-85886-84	3163785373	4821 Cedar Ln, Atlanta, GA, 30336	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-107032	ENR	Nicole Hanson	2006-01-09	UHC-87068-62	5768526252	3984 River Rd, Jacksonville, FL, 32217	0.48	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-129439	ENR	Elijah Cerr	1980-02-25	UHC-17312-61	5356770932	8995 Sunset Blvd, Miami, FL, 33157	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted SSN last four extracted+4 more
ENR-124214	ENR	Helen Oliver	1978-08-26	UHC-84939-80	7446677328	7301 Church St, Columbus, OH, 43250	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-124527	ENR	Luis S Nichols	1972-03-13	UHC-68522-27	2518277999	3220 Apache Blvd, Nashville, TN, 37281	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-114247	ENR	Aisha Allen	1956-12-26	UHC-82372-26	8734271601	5681 Hillcrest Rd, Dallas, TX, 75288	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-111542	ENR	Austin X Bryant	1982-03-20	UHC-43474-78	5275559875	3056 Willow Ct, Houston, TX, 77008	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+4 more
ENR-127383	ENR	Thomas Lynch	1955-12-03	UHC-15368-92	4057663091	7119 Maple Ave, Atlanta, GA, 30364	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted SSN last four extracted+4 more
ENR-102097	ENR	Douglas Carr	1967-01-03	UHC-34967-07	6544442330	8779 Highland Ave, Phoenix, AZ, 85020	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-123665	ENR	Jennifer F West	1962-05-28	UHC-32000-97	—	9635 Camelback Rd, Austin, TX	0.48	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-107747	ENR	Larry L Herrera	1954-02-16	UHC-34195-55	2547296438	3663 Mountain View Dr, Austin, TX, 78779	0.48	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-101263	ENR	Andrew Harper	1978-03-24	UHC-15603-56	9438400787	340 Lake View Rd, Los Angeles, CA, 90001	0.48	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-117986	ENR	Ann L Morgan	2001-12-12	UHC-18409-32	7677201619	6424 Cedar Ln, San Diego, CA, 92107	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+4 more
ENR-130871	ENR	Wayne Nelson	2003-08-18	UHC-16289-79	6403276604	4213 Spring St, Charlotte, NC, 28293	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-102066	ENR	Ronald R Howard	2000-04-14	UHC-79531-36	2446930748	4968 Valley View Dr, Jacksonville, FL	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-102285	ENR	Anna K King	1941-01-11	UHC-76044-90	5507012262	251 Main St # 202, Eden Prairie, MN, 55323	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+4 more
ENR-130047	ENR	Kathy J Fisher	1940-06-22	UHC-76265-13	4052561273	8461 Harbor Blvd, San Diego, CA, 92108	0.48	Name split from “Last, First”Member ID reformatted Street suffix standardised Address re-cased+4 more
ENR-128807	ENR	Rebecca Fox	2000-04-23	UHC-17190-79	—	9718 Main St, Fresno, CA, 93789	0.48	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-100794	ENR	Brandon R Bryant	1980-12-13	UHC-78047-95	9533400231	2086 Maple Ave, Atlanta, GA, 30342	0.48	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+4 more
ENR-110118	ENR	Lynch Q Timothy	1944-09-12	UHC-82887-94	9687898570	689 Main St # 568, Columbus, OH, 43234	0.48	Name split from “Last, First”Middle initial moved out of first name Date of birth reformatted Phone reformatted+4 more
ENR-133524	ENR	Fatima A Yang	1960-09-27	UHC-58698-13	7903176000	4261 Washington St Apt 2, Dallas, TX, 75251	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+4 more
ENR-139853	ENR	Mariana Garrett	2003-11-15	UHC-39140-72	8297356353	6949 Sunset Blvd, Mesa, AZ, 85258	0.48	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-117854	ENR	Vincent A Wilson	1981-02-24	UHC-67482-99	2318412337	3708 Jefferson Ave Apt 27, Eden Prairie, MN, 55367	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+4 more
ENR-105180	ENR	Albert V Meyer	1986-10-17	UHC-06373-47	2633590486	7078 Cedar Ln, Orlando, FL, 32856	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-132086	ENR	Douglas Grant	2005-04-15	UHC-69967-87	7452703908	4836 Spring St, Gilbert, AZ, 85268	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-136912	ENR	Aisha Moreno	1979-05-12	UHC-22386-72	—	8472 Mesa Dr, Phoenix, AZ, 85040	0.48	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-140092	ENR	Sandra Q White	2005-05-03	UHC-13421-40	9485449274	2142 Indian School Rd, Atlanta, GA, 30380	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted SSN last four extracted+4 more
ENR-114362	ENR	Christine H Black	1998-05-15	UHC-98661-87	3202571623	6515 Central Ave, Gilbert, AZ, 85223	0.48	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-139180	ENR	Julie Pena	1994-12-14	UHC-64751-19	8296431839	9289 Ridge Rd, Atlanta, GA, 30309	0.48	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-128134	ENR	Frances O Rojas	1985-05-01	UHC-82208-39	7203371205	270 Willow Ct, Orlando, FL	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-141811	ENR	Arthur I Simpson	1989-03-06	UHC-42939-64	9104017402	7971 Indian School Rd, Dallas, TX, 75222	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+4 more
ENR-122950	ENR	Kimberly X Mejia	1985-02-21	UHC-36570-17	6294855846	5419 Park Pl # 913, Seattle, WA, 98113	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+4 more
ENR-128912	ENR	Terry N Lawson	1974-04-04	UHC-03302-69	4487968474	3688 Hillcrest Rd, Eden Prairie, MN, 55383	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-108342	ENR	Doris Perry	1995-06-20	UHC-81544-25	5294842209	9693 Lincoln Way, Atlanta, GA, 30330	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-125049	ENR	Jack Mills	1971-05-18	UHC-22367-74	9017854312	9097 Pine Dr, Dallas, TX, 75276	0.48	Name split from “Last, First”Phone reformatted Member ID reformatted SSN last four extracted+4 more

4,309 rows, page 12 of 87Previous Next