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-111134	ENR	Judy Duncan	1948-02-27	UHC-42260-42	—	8799 Palm Dr, San Antonio, TX, 78217	0.62	Name re-cased Phone missing area code City re-cased State name converted to code+3 more
CLM-410333	CLM	Ryan Howard	1982-12-13	UHC-83733-33	6914418373	6856 Oak St # 707, Jacksonville, FL, 32262	0.62	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-140684	ENR	Michael Alexander	1989-04-27	UHC-07738-35	8776182850	3873 Market St # 862, Dallas, TX, 75298	0.62	Name re-cased Phone reformatted Member ID reformatted Unit split from street+3 more
PRV-21918	PRV	Kevvin A Rice	1953-10-12	—	7408127885	7401 Pine Dr, Fresno, CA, 93756	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-120696	ENR	John F Poorter	1993-06-22	UHC-39257-53	7939670501	2936 Camelback Rd # 595, San Diego, CA, 92107	0.62	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
PRV-27192	PRV	Mark Schultz	1984-04-08	—	6925889993	3302 Palm Dr Apt 25, Denver, CO, 80239	0.62	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
PRV-22131	PRV	Henry Roberts	1969-10-21	—	6856078523	7955 Sage Ct # 199, Chandler, AZ, 85285	0.62	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
CLM-431296	CLM	Vasquez S David	1976-04-28	UHC-87418-32	—	414 Sage Ct, Scottsdale, AZ, 85231	0.62	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-137639	ENR	Cynthia V Fuller	1974-01-03	UHC-17057-28	2178250135	2479 Park Pl, Charlotte, NC, 28299	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
CLM-428107	CLM	Bruce Harvey	2004-03-21	UHC-68683-37	—	9486 Indian School Rd, Orlando, FL, 32876	0.62	Name re-cased Date of birth reformatted SSN last four extracted Street suffix standardised+3 more
TPA-64305	TPA	Teresa A Roberts	1955-11-12	—	5032847223	7920 Main St, Glendale, AZ, 85321	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-59808	TPA	Ryn Reed	1955-01-18	—	—	7022 Elm St, Charlotte, NC, 28289	0.62	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
TPA-51069	TPA	Wei W Ruiz	1994-04-06	—	9357213360	5871 Church St, Columbus, OH, 43224	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-21478	PRV	Justin Wong	1960-01-10	—	5583050718	4253 Forest Ave, Tucson, AZ, 85741	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-24535	PRV	Ruth West	1976-01-09	UHC-47531-91	7219560400	8654 Lake View Rd, Glendale, AZ, 85342	0.62	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
PRV-28105	PRV	Hiroshi Nichols	1940-10-19	—	2245412449	3716 Camelback Rd, Denver, CO, 80219	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-22360	PRV	Ryan Howell	1982-04-25	UHC-91148-66	—	4377 Forest Ave, Miami, FL, 33176	0.62	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-101295	ENR	Amber N Greene	1942-05-19	UHC-79174-43	2484631948	7738 Market St, Denver, CO, 80286	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-114256	ENR	Hiroshi R Elliott	1970-05-26	UHC-09860-18	2019379785	9492 Maple Ave, Chandler, AZ, 85239	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-140507	ENR	Julie Walsh	1980-09-08	UHC-41401-24	7853136471	4721 Meadow Ln, Fresno, CA, 93756	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
TPA-53524	TPA	Christine X Chen	1943-01-02	—	9012937786	7525 Apache Blvd, Atlanta, GA, 30397	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
ENR-137955	ENR	Cheryl R Harvey	1954-09-11	UHC-06347-28	4122967564	1249 Hillcrest Rd Apt 13, Plano, TX, 75028	0.62	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
TPA-60062	TPA	William Reyes	1940-08-06	—	2314369033	6141 Union St, Jacksonville, FL, 32256	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-421193	CLM	Alice Gonzalez	1968-02-14	UHC-10661-45	9108248546	8376 Ridge Rd, Seattle, WA, 98132	0.62	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+3 more
TPA-50839	TPA	Kyle Phillips	1964-08-19	—	—	4114 Cedar Ln, Chandler, AZ, 85235	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
TPA-52820	TPA	Stephanie Burns	1963-07-07	—	5295353964	2406 Indian School Rd, Charlotte, NC	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-400334	CLM	Terry Edwards	—	UHC-82887-97	9146355492	1429 Desert Sky Blvd, Miami, FL, 33169	0.62	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+3 more
ENR-128374	ENR	Justin X Barnes	1994-06-25	UHC-81905-48	—	2955 Elm St, Mesa, AZ, 85228	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-128375	ENR	Justin X Barnes	1994-06-25	UHC-81905-48	—	2955 Elm St, Mesa, AZ, 85228	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-100834	ENR	Dense L Thomas	1973-08-10	UHC-85521-23	6464396033	4469 Union St, Seattle, WA, 98191	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-64154	TPA	Jonathan Bisohp	1998-06-24	UHC-27890-40	7253008403	5797 Desert Sky Blvd, Mesa, AZ, 85215	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-138439	ENR	Padilla Ann	2008-10-04	UHC-67047-34	7436905782	6081 Lake View Rd, Minneapolis, MN	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-27693	PRV	Donald O Washinggton	1999-02-07	—	7537451819	732 Church St, Glendale, AZ, 85315	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-60720	TPA	Diane D Dominguez	1946-08-06	—	—	9605 Union St, Sacramento, CA, 95862	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-430271	CLM	Aarn Murphy	1990-05-14	UHC-37198-49	8926196294	8259 Pine Dr, Phoenix, AZ, 85042	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-101820	ENR	LarryJunk	1970-10-10	UHC-13292-28	3102216691	6320 Baseline Rd, Eden Prairie, MN, 55358	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-111751	ENR	Sofia U Vazquez	1971-05-03	UHC-95246-52	4575405160	6152 Apache Blvd, Seattle, WA, 98197	0.62	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+3 more
CLM-421578	CLM	Michael Hanson	1983-07-01	UHC-75772-33	—	3342 Sage Ct, Fresno, CA, 93738	0.62	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
CLM-412241	CLM	Victoria O Ross	1978-06-16	—	3806805912	8429 Camelback Rd, Dallas, TX, 75251	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-419092	CLM	Vincent Gilbert	2005-03-11	UHC-99716-09	—	5120 Cedar Ln, San Diego, CA, 92158	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
ENR-119642	ENR	Alice Dunn	1951-08-31	UHC-54642-58	6624842981	1060 Ocean Ave, Tucson, AZ	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-137644	ENR	Brian G Lawson	1971-05-27	UHC-35027-61	3247113726	5362 Central Ave # 719, Seattle, WA, 98158	0.62	Name re-cased Date of birth reformatted Member ID reformatted Unit split from street+3 more
CLM-408786	CLM	Jean Burton	2005-12-17	UHC-63224-77	9776738027	8348 Bayshore Dr, Orlando, FL	0.62	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+3 more
ENR-112096	ENR	Juan M Murphy	1973-10-03	UHC-80089-58	6846278951	147 Canyon Rd, Tampa, FL, 33668	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-137596	ENR	Doris I Miller	1998-09-08	UHC-16373-92	—	940 Hillcrest Rd, Glendale, AZ	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
ENR-120898	ENR	Robart Fox	1996-04-01	UHC-32636-14	5627367957	2975 Willow Ct, Plano, TX, 75049	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-114519	ENR	Ana H Delgado	1953-02-25	UHC-67015-12	5876338278	1797 Oak St, Las Vegas, NV, 89167	0.62	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
PRV-25534	PRV	Marilyn Reyes	1975-10-22	—	3649536284	6140 Baseline Rd, Eden Prairie, MN, 55365	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-400150	CLM	Katherine James	1979-08-09	UHC-89876-40	8555580302	8854 Highland Ave, Tempe, AZ, 85251	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-400430	CLM	Bradley Carroll	2004-12-02	—	6947620897	1790 Highland Ave Apt 26, Columbus, OH, 43233	0.62	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more

39,996 rows, page 114 of 800Previous Next