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 “Middle initial moved out of first name”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagMiddle initial moved out of first nameClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-122063	ENR	Michelle P Reed	1962-08-23	UHC-33270-80	6506369202	8956 Central Ave, San Diego, CA, 92173	0.48	Middle initial moved out of first name Name re-cased Two-digit birth year Phone reformatted+4 more
PRV-23939	PRV	Heather S Ramirez	1985-09-07	—	6756695687	3843 Main St, Plano, TX	0.48	Middle initial moved out of first name Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-133958	ENR	Brandon U Hart	1982-04-10	UHC-55080-97	6422779496	2303 Indian School Rd Apt 33, Columbus, OH, 43218	0.48	Name split from “Last, First”Middle initial moved out of first name Date of birth reformatted Phone reformatted+4 more
CLM-416040	CLM	Kathryn A Hayes	1971-09-11	UHC-11060-89	5584057733	9284 Cedar Ln, Jacksonville, FL, 32261	0.48	Name split from “Last, First”Middle initial moved out of first name Date of birth reformatted Phone reformatted+4 more
ENR-116829	ENR	Sentiago A Wong	1969-01-19	UHC-35346-77	—	4049 Washington St, Houston, TX	0.48	Middle initial moved out of first name Street suffix standardised Address re-cased City re-cased+4 more
PRV-26611	PRV	David G Hicks	1957-12-18	UHC-45736-97	—	3403 Sage Ct # 724, San Diego, CA, 92159	0.48	Middle initial moved out of first name Name re-cased Date of birth reformatted Unit split from street+4 more
ENR-119040	ENR	Patricia K Obrien	1968-08-18	UHC-18106-84	—	5502 Valley View Dr, Orlando, FL, 32851	0.48	Name split from “Last, First”Middle initial moved out of first name Name re-cased Date of birth reformatted+4 more
ENR-114090	ENR	Keith B Olson	2006-03-05	UHC-20417-55	9494048924	500 Highland Ave, Sacramento, CA, 95828	0.48	Middle initial moved out of first name Name re-cased Two-digit birth year Phone reformatted+4 more
ENR-109258	ENR	Jeremy K Mitchell	2003-04-22	UHC-39524-30	2295039534	7007 Camelback Rd, Nashville, TN, 37206	0.48	Middle initial moved out of first name Name re-cased Phone reformatted Street suffix standardised+4 more
PRV-28585	PRV	Pihlip T Wheeler	—	UHC-39692-40	4937138697	4805 Union St, Eden Prairie, MN, 55318	0.48	Middle initial moved out of first name Name re-cased Date of birth unreadable Member ID reformatted+4 more
ENR-126523	ENR	Grace O Santos	2004-10-28	UHC-49448-46	6764433817	5620 Jefferson Ave, Gilbert, AZ	0.48	Middle initial moved out of first name Date of birth reformatted Member ID reformatted Street suffix standardised+4 more
ENR-110932	ENR	Alan A Wilson	2001-03-06	—	—	9375 Camelback Rd # 912, Columbus, OH, 43279	0.48	Middle initial moved out of first name Name re-cased Unit split from street Street suffix standardised+4 more
ENR-108954	ENR	Mark T Johnston	1981-04-13	UHC-91112-59	6915183756	9121 Ridge Rd, Atlanta, GA, 30338	0.48	Middle initial moved out of first name Date of birth reformatted Phone reformatted Member ID reformatted+4 more
PRV-23139	PRV	Carolyn H Wong	1977-01-09	—	9184250815	2259 Highland Ave, Sacramento, CA, 95840	0.48	Middle initial moved out of first name Name re-cased Two-digit birth year Street suffix standardised+4 more
ENR-122166	ENR	Albert L Santtos	1956-12-07	UHC-81733-66	—	8286 Harbor Blvd, Mesa, AZ, 85246	0.48	Middle initial moved out of first name Name re-cased Date of birth reformatted Phone missing area code+4 more
ENR-128258	ENR	Judy H Holmes	1956-02-24	UHC-57040-55	4867030099	5051 Mesa Dr, Orlando, FL, 32822	0.48	Middle initial moved out of first name Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-22493	PRV	Mateo C Fuller	1997-07-09	UHC-83792-60	4945434855	8580 Indian School Rd, Tampa, FL, 33645	0.48	Middle initial moved out of first name Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-136561	ENR	Charlotte B Riley	2007-01-23	UHC-92624-92	6864994338	355 Valley View Dr, Tucson, AZ, 85782	0.48	Middle initial moved out of first name Name re-cased Member ID reformatted Street suffix standardised+4 more
ENR-112905	ENR	Charlotte P Parker	1998-09-07	UHC-15367-54	6489424426	15 Highland Ave # 871, Gilbert, AZ, 85272	0.48	Middle initial moved out of first name Date of birth reformatted Phone reformatted Member ID reformatted+4 more
ENR-112904	ENR	Charlotte P Parker	1998-09-07	UHC-15367-54	6489424426	15 Highland Ave # 871, Gilbert, AZ, 85272	0.48	Middle initial moved out of first name Date of birth reformatted Phone reformatted Member ID reformatted+4 more
ENR-138449	ENR	Dorothy H Fowler	2003-08-04	UHC-66322-93	4797761106	1971 Ridge Rd, Los Angeles, CA, 90002	0.48	Name split from “Last, First”Middle initial moved out of first name Phone reformatted Street suffix standardised+4 more
ENR-138450	ENR	Dorothy H Fowler	2003-08-04	UHC-66322-93	4797761106	1971 Ridge Rd, Los Angeles, CA, 90002	0.48	Name split from “Last, First”Middle initial moved out of first name Phone reformatted Street suffix standardised+4 more
TPA-56246	TPA	Stephen Q Evans	1941-07-16	—	5667832046	539 Indian School Rd, Houston, TX, 77016	0.48	Name split from “Last, First”Middle initial moved out of first name Date of birth reformatted Phone reformatted+4 more
ENR-141053	ENR	Thomas M Luna	1997-10-20	UHC-95083-87	8886275690	4011 Main St, Orlando, FL, 32803	0.48	Middle initial moved out of first name Name re-cased Phone reformatted City re-cased+4 more
ENR-116553	ENR	Jeremy J Vega	1950-08-16	UHC-56071-65	6758185989	1820 Park Pl, Sacramento, CA, 95869	0.48	Name split from “Last, First”Middle initial moved out of first name Date of birth reformatted Phone reformatted+4 more
ENR-112201	ENR	Daniel T Pena	1978-06-28	UHC-03725-43	2566990956	9596 Meadow Ln, Los Angeles, CA, 90035	0.48	Middle initial moved out of first name Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-106247	ENR	Rebecca E Mitchell	1966-11-10	UHC-40679-64	9823155216	2829 Central Ave # 788, Phoenix, AZ, 85045	0.48	Middle initial moved out of first name Date of birth reformatted Phone reformatted Unit split from street+4 more
ENR-141129	ENR	Michelle A Lynch	1967-09-11	UHC-07856-55	6046847334	3435 Meadow Ln, Plano, TX, 75021	0.48	Middle initial moved out of first name Name re-cased Date of birth reformatted Phone reformatted+4 more
CLM-409487	CLM	Priya K Weber	1977-01-08	UHC-74953-20	—	7071 Forest Ave, Glendale, AZ, 85398	0.48	Middle initial moved out of first name Name re-cased Member ID reformatted Street suffix standardised+4 more
ENR-115025	ENR	Ana I Mendoza	1996-01-08	UHC-49984-10	9188206065	2269 Bayshore Dr, Seattle, WA, 98162	0.48	Middle initial moved out of first name Name re-cased Phone reformatted Member ID reformatted+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-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-422792	CLM	Julie M Guzman	1963-02-20	UHC-93993-35	2596593030	885 Church St, Glendale, AZ, 85371	0.48	Name split from “Last, First”Middle initial moved out of first name Phone reformatted Member ID reformatted+4 more
TPA-62249	TPA	Gary Z Burns	1984-11-19	—	7963136037	5738 Meadow Ln, Mesa, AZ, 85253	0.48	Middle initial moved out of first name Name re-cased Two-digit birth year Phone reformatted+4 more
CLM-401732	CLM	Priya M Bryant	1995-09-20	—	9698744362	2965 Lake View Rd, Chandler, AZ, 85288	0.48	Middle initial moved out of first name Name re-cased Phone reformatted Street suffix standardised+4 more
ENR-102690	ENR	Brittany J Reyes	2005-12-07	UHC-09394-82	6403240460	2192 Maple Ave, Austin, TX, 78737	0.48	Middle initial moved out of first name Date of birth reformatted Phone reformatted Member ID reformatted+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-101772	ENR	Anna X Anderson	1992-10-03	UHC-58405-22	—	7973 Ocean Ave, Phoenix, AZ, 85094	0.48	Middle initial moved out of first name Name re-cased Phone missing area code Street suffix standardised+4 more
CLM-414018	CLM	Mariana R Snatiago	2006-11-22	UHC-36282-56	5317807023	4386 Jefferson Ave Apt 23, Tucson, AZ, 85737	0.48	Middle initial moved out of first name Phone reformatted Unit split from street Street suffix standardised+4 more
ENR-129277	ENR	Samantha F Peters	1997-12-01	UHC-59150-84	6303396349	4730 Mountain View Dr, Miami, FL, 33142	0.48	Middle initial moved out of first name Name re-cased Phone reformatted Street suffix standardised+4 more
ENR-111680	ENR	Berb S Weaver	1958-06-24	UHC-62451-86	5819129100	4612 Cedar Ln, Phoenix, AZ, 85009	0.48	Middle initial moved out of first name SSN last four extracted Street suffix standardised Address re-cased+4 more
ENR-119224	ENR	Frances Z Luna	2001-12-16	UHC-25455-90	3867086336	2882 Canyon Rd, Gilbert, AZ, 85271	0.48	Middle initial moved out of first name Name re-cased Two-digit birth year Phone reformatted+4 more
ENR-107280	ENR	Judith P Rilay	1985-11-28	UHC-59294-39	8332537016	2484 Valley View Dr, Columbus, OH, 43247	0.48	Middle initial moved out of first name Name re-cased Date of birth reformatted Phone reformatted+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
PRV-23539	PRV	Ralph K Guerrero	1991-04-08	—	8915989226	3786 Palm Dr, Plano, TX, 75010	0.48	Name split from “Last, First”Middle initial moved out of first name Date of birth reformatted Phone reformatted+4 more
ENR-121156	ENR	Danielle G Fosetr	1954-06-27	UHC-72462-66	8375395481	4979 Sage Ct, Orlando, FL, 32804	0.48	Middle initial moved out of first name Name re-cased Date of birth reformatted Phone reformatted+4 more
ENR-122405	ENR	Patrick W Patel	—	UHC-39683-22	3963954550	2331 Apache Blvd, Houston, TX, 77099	0.48	Middle initial moved out of first name Date of birth missing Phone reformatted Street suffix standardised+4 more
CLM-409460	CLM	Christian X Rojas	2002-10-10	—	7739920381	2152 Oak St, Phoenix, AZ, 85074	0.48	Middle initial moved out of first name Name re-cased Phone reformatted Street suffix standardised+4 more
ENR-131083	ENR	Brittany H Robertson	1974-04-20	UHC-97321-73	2553497492	4828 Union St, Sacramento, CA, 95893	0.48	Middle initial moved out of first name Member ID reformatted SSN last four extracted Street suffix standardised+4 more
ENR-100033	ENR	Vincent L Oliver	1973-05-14	UHC-16577-40	7476422564	6938 Apache Blvd, San Diego, CA, 92161	0.48	Name split from “Last, First”Middle initial moved out of first name Date of birth reformatted Phone reformatted+4 more

1,125 rows, page 4 of 23Previous Next