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 “Date of birth reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagDate of birth reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-54538	TPA	Jeffrey Mendez	1967-05-03	—	—	5599 Sage Ct, Denver, CO, 80246	0.62	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+3 more
TPA-54537	TPA	Jeffrey Mendez	1967-05-03	—	—	5599 Sage Ct, Denver, CO, 80246	0.62	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+3 more
TPA-50378	TPA	Kathleen Soto	1939-10-26	—	—	7986 Oak St, San Antonio, TX, 78293	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-432532	CLM	Donald Wallace	1966-05-22	UHC-15888-67	—	3382 Main St, Austin, TX, 78763	0.62	Name re-cased Date of birth reformatted SSN last four extracted Street suffix standardised+3 more
CLM-402436	CLM	Denise Perkins	1971-11-25	UHC-55403-36	—	5125 Oak St, Glendale, AZ, 85309	0.62	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-412622	CLM	Vincent George	1996-04-01	UHC-05005-65	—	1886 Market St, Miami, FL, 33147	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
PRV-25493	PRV	Wayne Bishop	1999-10-26	UHC-11867-64	7338562727	8020 Spring St, Scottsdale, AZ, 85252	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-400738	CLM	Shirley Bell	1971-11-04	—	7685891733	8891 Washington St, Houston, TX	0.62	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+3 more
ENR-115775	ENR	Christian R Fuller	1993-07-18	UHC-09907-73	6809133970	1377 Desert Sky Blvd, Eden Prairie, MN, 55305	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-416198	CLM	Justin Jenkins	1957-12-15	UHC-35967-43	—	9632 Palm Dr, Scottsdale, AZ, 85250	0.62	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-425894	CLM	Samantha Murphy	1977-09-03	—	—	2756 Hillcrest Rd, Las Vegas, NV, 89195	0.62	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+3 more
CLM-427170	CLM	Bryan Black	1940-01-26	—	—	985 Apache Blvd, Minneapolis, MN, 55412	0.62	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-124423	ENR	Eric U Bailey	1989-07-10	UHC-12608-31	6162170791	9184 Highland Ave, Tampa, FL, 33676	0.62	Middle initial moved out of first name Name re-cased Date of birth reformatted Phone reformatted+3 more
ENR-131265	ENR	Brenda Perez	1983-01-14	UHC-39508-63	3047050832	6158 Camelback Rd, Houston, TX, 77070	0.62	Date of birth reformatted Phone reformatted City re-cased State name converted to code+3 more
ENR-111846	ENR	Theresa Morales	1961-04-10	UHC-68801-63	7969035923	3846 Willow Ct, Orlando, FL	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-104016	ENR	Cynthia Carter	2006-05-23	UHC-48864-12	4412839282	1973 Broadway Apt 19, Plano, TX, 75081	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+3 more
ENR-105672	ENR	Camila Delgado	1975-06-05	UHC-77210-26	8896251986	4527 Desert Sky Blvd, Glendale, AZ, 85301	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-141631	ENR	Edward W Delgado	1986-04-06	UHC-03441-65	2056213545	7159 Washington St, San Diego, CA	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-141632	ENR	Edward W Delgado	1986-04-06	UHC-03441-65	2056213545	7159 Washington St, San Diego, CA	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-404174	CLM	Steevn Little	1956-12-22	UHC-14266-65	—	5404 Market St, Houston, TX, 77069	0.62	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+3 more
PRV-25635	PRV	Joe Sullivan	1976-08-10	UHC-21823-12	5595949883	6632 Baseline Rd, Miami, FL, 33142	0.62	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+3 more
PRV-23622	PRV	Carlos Guerrero	1960-03-11	—	6975859369	53 Grand Ave, Gilbert, AZ, 85241	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-102003	ENR	Sophia Knight	1952-06-02	UHC-81254-07	7772446323	6841 Bayshore Dr, Tampa, FL, 33637	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-102004	ENR	Sophia Knight	1952-06-02	UHC-81254-07	7772446323	6841 Bayshore Dr, Tampa, FL, 33637	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-403016	CLM	Nancy Vazquez	1967-08-27	UHC-61543-39	—	1015 Meadow Ln, Seattle, WA, 98115	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-112451	ENR	Harold Weest	1962-03-24	UHC-71442-08	9652886532	2674 Spring St, Atlanta, GA, 30353	0.62	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-421538	CLM	Charles Payne	1954-10-06	UHC-44575-47	2646873784	4594 Ocean Ave Apt 3, Atlanta, GA, 30368	0.62	Date of birth reformatted Phone reformatted Member ID reformatted Unit split from street+3 more
CLM-424442	CLM	Lawrence Ortiz	1977-03-25	—	3708535280	3355 Highland Ave, Dallas, TX, 75249	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-417394	CLM	Aaorn M Flores	—	UHC-86224-78	5563133262	6857 Valley View Dr, Glendale, AZ, 85365	0.62	Date of birth reformatted Date of birth unreadable Phone reformatted Street suffix standardised+3 more
ENR-102589	ENR	Janice T Adams	1960-10-20	UHC-49605-18	2598933633	6917 Forest Ave, Gilbert, AZ, 85242	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+3 more
ENR-135398	ENR	George T Estrada	2008-02-27	UHC-75585-02	7505009020	5649 Harbor Blvd, San Antonio, TX	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-124368	ENR	Cheryl Park	1987-10-12	UHC-30174-71	7484064542	3087 Park Pl, Dallas, TX, 75228	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-400261	CLM	Larry Wilson	1953-11-08	UHC-26116-50	7694205801	9437 Valley View Dr, Denver, CO, 80280	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-106032	ENR	Frank E Dunn	1977-06-21	UHC-10912-05	4874379073	4244 Meadow Ln Apt 20, Denver, CO, 80224	0.62	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
CLM-405390	CLM	Timothy D Rice	1984-10-08	UHC-04382-44	3037588355	3691 Grand Ave, Eden Prairie, MN, 55384	0.62	Middle initial moved out of first name Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-419959	CLM	Doris W Gilbert	1969-12-25	UHC-87880-23	7443170146	5809 Forest Ave, Columbus, OH, 43263	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-412772	CLM	Henry U Alexander	1942-11-02	—	8962300334	6897 Indian School Rd, Gilbert, AZ, 85263	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-416033	CLM	Marcus J Tukker	2000-11-21	—	6069159266	6343 Palm Dr, Austin, TX, 78799	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-401511	CLM	Anna M Sanchez	1964-01-06	UHC-55023-31	—	879 Palm Dr, Austin, TX	0.62	Name re-cased Date of birth reformatted City re-cased State name converted to code+3 more
ENR-106208	ENR	Nancy Bailey	1983-09-05	UHC-79532-70	—	4842 Lincoln Way, Tampa, FL	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-137899	ENR	Maria Freeman	1980-08-07	UHC-85291-03	8626164292	7301 Central Ave, Gilbert, AZ, 85203	0.62	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+3 more
CLM-428479	CLM	Linda Boyd	1993-03-26	—	9213191642	3073 Highland Ave, Jacksonville, FL, 32282	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-425158	CLM	Victoria Patel	1938-09-08	UHC-56400-53	2186374578	4249 Maple Ave, Orlando, FL, 32819	0.62	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-100566	ENR	Janet Robinson	1949-05-14	UHC-84144-35	5108846379	4133 Spring St, Tampa, FL, 33628	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-59610	TPA	Emily A Ross	1951-05-12	—	7544431760	8776 Main St, Tampa, FL, 33684	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-417391	CLM	Matt Anderson	1982-11-25	UHC-67789-26	—	3229 Pine Dr, Scottsdale, AZ, 85215	0.62	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+3 more
ENR-116738	ENR	Juan N Spencer	1975-01-13	UHC-44450-92	—	8430 Highland Ave, Miami, FL, 33136	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
PRV-20752	PRV	Teresa C McCoy	1976-08-20	UHC-16722-55	2045096146	5413 Market St, Los Angeles, CA, 90000	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-136150	ENR	Santiago Willis	2005-07-22	UHC-49113-42	3459769221	6570 Mesa Dr, Scottsdale, AZ, 85293	0.62	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+3 more
TPA-62297	TPA	Sean Patel	1995-06-09	—	—	4719 Camelback Rd, Glendale, AZ, 85365	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more

32,400 rows, page 118 of 648Previous Next