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 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
CLM-418954	CLM	Peter Washington	1952-06-03	UHC-58356-44	—	9079 Meadow Ln, Glendale, AZ, 85387	0.48	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+4 more
CLM-401235	CLM	Amanda G Sullivan	1941-09-23	—	9464907836	3262 Lake View Rd, Jacksonville, FL, 32241	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-20347	PRV	Mark Fox	1974-07-18	UHC-99909-59	2946619352	2492 Ridge Rd, Minneapolis, MN, 55422	0.48	Name split from “Last, First”Date of birth reformatted Member ID 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
TPA-60078	TPA	Barbara Collins	—	—	9139945612	647 Market St, Minneapolis, MN, 55468	0.48	Name split from “Last, First”Date of birth reformatted Date of birth unreadable Phone reformatted+4 more
CLM-403225	CLM	Michael Campbell	2005-09-05	UHC-94863-84	—	1057 Maple Ave Apt 29, Austin, TX, 78731	0.48	Name split from “Last, First”Date of birth 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
PRV-27957	PRV	Jesse Russell	1983-04-14	UHC-39788-24	5045675582	8446 Camelback Rd, Phoenix, AZ, 85088	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
TPA-56597	TPA	Willie Butler	1959-10-24	—	—	1562 Central Ave Apt 17, Mesa, AZ, 85215	0.48	Name split from “Last, First”Date of birth reformatted Unit split from street Street suffix standardised+4 more
CLM-407340	CLM	Joshua Hanson	1960-08-22	—	7238151215	967 Oak St, Eden Prairie, MN, 55334	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-428452	CLM	Mateo Park	2002-04-13	UHC-21681-06	8743547087	5295 River Rd, Denver, CO	0.48	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+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
PRV-25556	PRV	Wei Schultz	1995-09-03	—	6143618318	552 Indian School Rd, Eden Prairie, MN, 55383	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-404954	CLM	Stephen Peterson	1980-01-06	UHC-33520-06	8478960624	9687 Central Ave, Dallas, TX, 75221	0.48	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+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
CLM-403618	CLM	Eugene Patel	1989-11-06	UHC-40110-14	—	7309 Spring St, Charlotte, NC, 28220	0.48	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+4 more
TPA-56209	TPA	Madison Lopez	1945-02-18	UHC-54424-31	2767735983	673 Grand Ave, Las Vegas, NV, 89177	0.48	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+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
CLM-402888	CLM	Mark Cole	1958-09-01	UHC-08276-88	—	9515 Sunset Blvd, Nashville, TN, 37286	0.48	Name split from “Last, First”Member ID reformatted Street suffix standardised Address re-cased+4 more
CLM-420405	CLM	Sara Harvey	1984-02-18	UHC-26372-60	6245431462	8811 Church St, Denver, CO	0.48	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-415767	CLM	Mazon Castro	1957-09-28	UHC-01653-72	7644039675	4926 Main St, Austin, TX, 78768	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-431403	CLM	Gary Matthews	1945-11-13	UHC-27209-51	6818665792	4842 Pine Dr, Charlotte, NC, 28266	0.48	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+4 more
CLM-400543	CLM	Bryan Valdez	1986-09-17	—	5189839214	5624 Canyon Rd, Columbus, OH, 43273	0.48	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+4 more
PRV-20830	PRV	Tyler U Crawford	1968-08-07	UHC-49693-64	7255015011	9252 Ridge Rd, Plano, TX, 75095	0.48	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+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
PRV-26703	PRV	Charlotte Oliver	1975-02-24	UHC-36496-49	9538699888	5885 Highland Ave, Phoenix, AZ, 85036	0.48	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+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
CLM-430512	CLM	Ruth Schutz	2007-02-04	UHC-03534-70	7465280856	1937 Bayshore Dr, San Antonio, TX	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-20820	PRV	Noah Chapman	2002-04-15	UHC-65294-57	9799046434	397 Palm Dr, Phoenix, AZ, 85078	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-427586	CLM	Carl Gardner	2004-02-12	UHC-45737-62	6933180651	3562 Hillcrest Rd, Glendale, AZ	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+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
PRV-21627	PRV	Kimberly Alexander	1955-06-01	—	6808536998	8543 Forest Ave, Chandler, AZ, 85243	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
TPA-61018	TPA	Carol Meyer	1979-07-21	—	2429489581	3897 Camelback Rd Apt 35, Nashville, TN, 37265	0.48	Name split from “Last, First”Date of birth reformatted Unit split from street 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
PRV-25165	PRV	Maria Baker	1972-02-28	—	6509038382	5242 Hillcrest Rd, Nashville, TN, 37262	0.48	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+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
CLM-409043	CLM	Logan Hart	2000-06-10	UHC-52400-48	6157647073	9697 Sage Ct, Sacramento, CA, 95822	0.48	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+4 more
PRV-25333	PRV	Luis Sandoval	1971-07-04	UHC-78529-45	6944229068	6877 Mountain View Dr, Jacksonville, FL, 32234	0.48	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+4 more
TPA-52756	TPA	Bill Stewart	—	—	2198079607	7629 Ridge Rd, Tampa, FL, 33650	0.48	Name split from “Last, First”Date of birth unreadable Phone reformatted Street suffix standardised+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

9,980 rows, page 23 of 200Previous Next