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 “City re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagCity re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-129741	ENR	XJunk	1993-09-06	UHC-00455-39	5858741769	592 Jefferson Ave, Charlotte, NC, 28281	0.48	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-131586	ENR	Benjamin U Carpenter	—	UHC-86121-26	—	8555 Baseline Rd, Columbus, OH, 43243	0.48	Name re-cased Date of birth missing Phone missing area code Street suffix standardised+4 more
CLM-420126	CLM	Scott Clark	1946-04-12	UHC-35459-02	5078246419	4843 Bayshore Dr, Houston, TX, 77043	0.48	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-420127	CLM	Scott Clark	1946-04-12	UHC-35459-02	5078246419	4843 Bayshore Dr, Houston, TX, 77043	0.48	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+4 more
PRV-26562	PRV	Larry Lawrence	1962-08-16	—	2058113418	891 Indian School Rd, Glendale, AZ	0.48	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-402233	CLM	Stephanie Harvey	1990-03-05	UHC-11287-52	7583184520	6362 Union St, Eden Prairie, MN, 55338	0.48	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-127578	ENR	Linda O Hart	1952-12-22	UHC-14871-12	8969776870	8803 Canyon Rd, San Diego, CA	0.48	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+4 more
ENR-116981	ENR	Dorothy Bishop	1975-12-12	UHC-06383-25	7744583790	8850 Mesa Dr, Houston, TX, 77040	0.48	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-129077	ENR	Sharon E Rose	2004-02-27	UHC-55095-57	2703965719	99 Lake View Rd Apt 16, Orlando, FL, 32839	0.48	Phone reformatted Member ID reformatted Unit split from street Street suffix standardised+4 more
CLM-409716	CLM	Chheryl Grraham	1981-01-16	UHC-72022-38	9784971779	6905 Elm St Apt 25, Minneapolis, MN, 55411	0.48	Phone reformatted Member ID reformatted Unit split from street Street suffix standardised+4 more
PRV-25657	PRV	Kelly Gonzales	1965-12-21	—	8705262186	4772 Forest Ave, Plano, TX, 75014	0.48	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+4 more
PRV-27076	PRV	Karen N Harrison	1987-01-26	—	8458765434	718 Canyon Rd, Jacksonville, FL, 32207	0.48	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+4 more
ENR-117747	ENR	Valentina Q Baker	1998-03-24	UHC-81231-41	8666510899	1465 Apache Blvd, Scottsdale, AZ	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-423576	CLM	Peter Hernandez	1986-02-20	UHC-11079-43	—	7574 Baseline Rd # 842, Gilbert, AZ, 85204	0.48	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+4 more
ENR-120973	ENR	Julie R Rios	—	UHC-27625-41	8954299276	5635 Lincoln Way, Los Angeles, CA, 90002	0.48	Name re-cased Date of birth missing Phone reformatted Street suffix standardised+4 more
ENR-137893	ENR	Carl P Chapman	1972-03-02	UHC-14869-57	2303357304	7757 Hillcrest Rd, Columbus, OH	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-100362	ENR	Alice R Hudson	1997-06-04	UHC-39004-68	8112174753	5423 Bayshore Dr, Fresno, CA, 93714	0.48	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+4 more
TPA-61160	TPA	Michael Chapman	1980-02-27	UHC-12278-83	2157873890	9642 Washington St, Eden Prairie, MN, 55324	0.48	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+4 more
ENR-101107	ENR	Burke S Hannah	2008-11-14	UHC-00120-23	2619341416	7092 Canyon Rd, Chandler, AZ, 85257	0.48	Middle initial moved out of first name Name re-cased Phone reformatted Street suffix standardised+4 more
CLM-405740	CLM	Bobby Mason	2003-05-20	UHC-43823-71	—	2306 Mesa Dr Apt 12, Charlotte, NC, 28203	0.48	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+4 more
TPA-51621	TPA	Charles Bryant	1941-02-14	—	3836539595	5600 Baseline Rd, San Antonio, TX, 78237	0.48	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-125589	ENR	Arthur R Washington	1978-04-20	UHC-16202-78	8788071825	4585 Mesa Dr, San Antonio, TX, 78214	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+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-104451	ENR	Austin B Reid	1941-04-21	UHC-86036-53	4433651405	1361 Pine Dr, Tampa, FL, 33631	0.48	Name re-cased Two-digit birth year Phone reformatted SSN last four extracted+4 more
ENR-104450	ENR	Austin B Reid	1941-04-21	UHC-86036-53	4433651405	1361 Pine Dr, Tampa, FL, 33631	0.48	Name re-cased Two-digit birth year Phone reformatted SSN last four extracted+4 more
TPA-53415	TPA	Karen Y Dean	—	—	—	8850 Ocean Ave, Denver, CO, 80204	0.48	Name re-cased Date of birth missing City re-cased ZIP+4 trimmed+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
CLM-420317	CLM	Lori Black	1953-07-21	UHC-24306-35	4089533436	4320 River Rd, Fresno, CA, 93743	0.48	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+4 more
CLM-406359	CLM	Lucia Lynch	1968-04-09	UHC-33985-39	5604861546	8941 Forest Ave, Atlanta, GA	0.48	Two-digit birth year Street suffix standardised Address re-cased City re-cased+4 more
ENR-111925	ENR	Samantha Ward	1944-06-01	UHC-62356-35	4934563545	6034 Ridge Rd, Miami, FL, 33186	0.48	Street suffix standardised Address re-cased City re-cased ZIP+4 trimmed+4 more
CLM-415950	CLM	Juan Butler	1952-03-08	UHC-52359-45	—	4309 Willow Ct, Plano, TX	0.48	Name re-cased Street suffix standardised Address re-cased City re-cased+4 more
ENR-130634	ENR	Mariana I Campbell	1992-06-07	UHC-52447-06	4639530818	3807 Hillcrest Rd, Seattle, WA, 98193	0.48	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-133540	ENR	Samantha L Bryant	1996-10-03	UHC-70891-58	8625351356	7358 Indian School Rd, Seattle, WA, 98163	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-425528	CLM	Scott Johnston	1965-08-10	UHC-34433-48	—	7864 Oak St, Nashville, TN, 37209	0.48	Phone missing area code Street suffix standardised Address re-cased City re-cased+4 more
ENR-123599	ENR	Cox Mary	1974-07-26	UHC-49025-41	5476980395	8749 Indian School Rd, Seattle, WA, 98151	0.48	Phone reformatted Street suffix standardised Address re-cased City re-cased+4 more
CLM-422114	CLM	Gloria Brooks	1946-03-27	—	—	9448 Cedar Ln Apt 27, Orlando, FL, 32813	0.48	Unit split from street Street suffix standardised Address re-cased City re-cased+4 more
ENR-106896	ENR	Viirginia W Gibson	—	UHC-99575-20	4347781662	7772 Baseline Rd, Nashville, TN, 37296	0.48	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+4 more
TPA-52672	TPA	Janice Roberts	1981-08-28	—	9005793777	1097 Mountain View Dr, Eden Prairie, MN	0.48	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-405111	CLM	Terry Peterson	1964-12-22	—	5813042921	298 Desert Sky Blvd, Glendale, AZ	0.48	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
PRV-20160	PRV	Madison F Cook	1960-01-25	—	4014081478	8386 Spring St, Tucson, AZ, 85738	0.48	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+4 more
PRV-25574	PRV	Gary K Burns	1967-01-03	—	9867391788	3058 Church St, Mesa, AZ, 85212	0.48	Name split from “Last, First”Two-digit birth year Phone reformatted City 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
PRV-29222	PRV	Melissa Dominguez	1955-10-15	—	9855304738	953 Baseline Rd, Sacramento, CA	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+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
TPA-59909	TPA	Gloria Dean	—	—	—	7637 Bayshore Dr, Glendale, AZ, 85395	0.48	Name re-cased Date of birth reformatted Date of birth unreadable Street suffix standardised+4 more
CLM-425668	CLM	Angela Gonzalez	1964-02-05	—	2923059509	1263 Meadow Ln, Tempe, AZ	0.48	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+4 more
ENR-108019	ENR	Linda Y Goemz	2002-12-22	UHC-79026-95	8369190647	2234 Mesa Dr Apt 7, Gilbert, AZ	0.48	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
CLM-425463	CLM	Teresa T Powell	1981-09-23	—	8253675625	6134 Cedar Ln Apt 22, Orlando, FL, 32863	0.48	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+4 more
CLM-405637	CLM	Brandon Snydre	1968-12-04	UHC-55662-93	—	8063 Pine Dr # 281, Nashville, TN, 37248	0.48	Name re-cased Unit split from street Street suffix standardised Address re-cased+4 more
CLM-409705	CLM	Brian Reid	1972-04-13	UHC-22030-18	2792120513	7920 Valley View Dr, Orlando, FL	0.48	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+4 more

17,850 rows, page 22 of 357Previous Next