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
ENR-134298	ENR	Sean Crawford	1993-12-28	UHC-87115-68	7178395461	3979 River Rd, Charlotte, NC, 28276	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-131842	ENR	Betty I Scott	1987-07-27	UHC-50628-36	2746697839	3319 Washington St, Plano, TX, 75006	0.64	Date of birth reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
CLM-426424	CLM	Beverly Reed	—	UHC-18578-72	—	5652 Desert Sky Blvd, Tampa, FL, 33624	0.64	Name re-cased Date of birth reformatted Date of birth unreadable ZIP+4 trimmed+2 more
TPA-52760	TPA	Jessica Mendez	1958-11-24	—	—	1455 Meadow Ln, Phoenix, AZ, 85016	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-117238	ENR	Tyler U Campbell	1970-04-02	UHC-99970-10	—	438 Meadow Ln, Las Vegas, NV, 89153	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
PRV-20592	PRV	Santiago Banks	1956-06-22	—	—	3079 Highland Ave, Scottsdale, AZ, 85224	0.64	Date of birth reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
CLM-400620	CLM	Gary J Gutierrez	1992-12-06	—	—	3140 Canyon Rd, Sacramento, CA, 95894	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-113816	ENR	Amber Mitchell	1943-11-14	UHC-14221-60	5199944051	8182 Ridge Rd, Sacramento, CA, 95855	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-141843	ENR	Dorothy Fulelr	1970-03-20	UHC-32368-14	—	5100 Grand Ave, Charlotte, NC, 28272	0.64	Date of birth reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
CLM-404015	CLM	Terry Cartar	2003-06-11	UHC-90297-29	—	721 Apache Blvd, Austin, TX, 78764	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-123758	ENR	Zachary Maldonado	1987-02-22	UHC-14103-56	—	3999 Union St, Houston, TX, 77083	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
TPA-56573	TPA	Omar J Obrien	—	—	—	8082 Highland Ave, Tucson, AZ, 85760	0.64	Name re-cased Date of birth reformatted Date of birth unreadable State name converted to code+2 more
TPA-51258	TPA	James Reid	2008-10-13	UHC-04022-72	—	5685 Sage Ct # 446, Scottsdale, AZ, 85269	0.64	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-422055	CLM	Greg Bishop	1962-08-05	—	9844591436	8093 Canyon Rd, Atlanta, GA, 30366	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-127287	ENR	Joe T Medina	1977-02-16	—	4587412569	5333 Lincoln Way, Los Angeles, CA, 90059	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-421822	CLM	Jeffrey Martin	1952-12-20	—	—	4549 Harbor Blvd, Austin, TX	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+2 more
TPA-57503	TPA	Valentina B Riley	1955-07-28	—	—	5027 Meadow Ln, Orlando, FL	0.64	Name re-cased Date of birth reformatted ZIP missing Gender normalised+2 more
ENR-103736	ENR	Bradley Q Hayes	1934-07-10	UHC-38901-87	2463906813	8430 Forest Ave, Las Vegas, NV, 89118	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-116233	ENR	Robert G Valdez	2000-10-21	UHC-32586-14	8906295975	1002 Elm St, Seattle, WA, 98111	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-132494	ENR	Dorohy Armstrong	1997-02-04	UHC-63392-55	2203887138	5801 Mesa Dr, Sacramento, CA	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
PRV-24278	PRV	Donald Luna	1971-01-26	—	—	9766 Washington St, San Diego, CA, 92137	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-127168	ENR	Scott K Thoas	1970-07-24	UHC-17753-40	7134747562	2385 Park Pl, Eden Prairie, MN, 55374	0.64	Middle initial moved out of first name Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-414752	CLM	Amber P Meyer	1970-04-13	UHC-41600-72	—	3676 Spring St, Glendale, AZ, 85356	0.64	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-110344	ENR	Ronald Espinoza	1981-09-20	UHC-88715-46	3695381020	763 Oak St, Atlanta, GA, 30355	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-402974	CLM	Fatima Webb	1964-11-20	—	—	2690 Desert Sky Blvd, Los Angeles, CA	0.64	Name re-cased Date of birth reformatted City re-cased ZIP missing+2 more
CLM-406427	CLM	Jean Peters	1980-07-14	UHC-92982-01	4444915682	5944 Apache Blvd, Miami, FL	0.64	Date of birth reformatted Phone reformatted State name converted to code ZIP missing+2 more
CLM-411300	CLM	Kathryn Parker	1945-08-28	UHC-62847-12	2812101713	6159 Broadway, Orlando, FL	0.64	Date of birth reformatted Member ID reformatted Address re-cased ZIP missing+2 more
ENR-117133	ENR	Jeremy L Dean	1952-12-02	UHC-08912-03	6474030656	6029 Central Ave, Eden Prairie, MN	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+2 more
CLM-407655	CLM	Rebecca Hernandez	1991-06-24	UHC-72721-98	6463540178	8063 Market St Apt 38, Denver, CO, 80257	0.64	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+2 more
CLM-408200	CLM	Theresa Trores	1990-03-18	—	3989496320	4431 Highland Ave, San Antonio, TX, 78202	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
TPA-51139	TPA	Philip C McCoy	1991-08-25	—	—	7432 Camelback Rd, Denver, CO, 80242	0.64	Name re-cased Date of birth reformatted ZIP+4 trimmed Gender normalised+2 more
ENR-128035	ENR	Mason C Armstrong	1957-06-27	UHC-42671-76	4399471705	6875 Palm Dr, San Antonio, TX, 78292	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-133599	ENR	Jeffrey Howard	1986-12-07	UHC-77025-69	6842821472	4279 Palm Dr, Columbus, OH, 43287	0.64	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-115869	ENR	Laryr Lawson	1976-03-23	UHC-59354-09	4535314055	4261 Apache Blvd, Phoenix, AZ, 85063	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-410015	CLM	Noah Estrada	2005-04-15	—	7749860165	6764 Hillcrest Rd, Scottsdale, AZ, 85266	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
TPA-51313	TPA	Sharon Tran	1968-07-21	—	—	1198 Central Ave, Gilbert, AZ, 85215	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-133033	ENR	Noah G Morales	1979-04-27	UHC-87924-44	9875050061	8687 Cedar Ln, Austin, TX, 78759	0.64	Middle initial moved out of first name Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-400717	CLM	Andrea Collins	1997-07-26	UHC-59606-22	—	7314 Mountain View Dr, Houston, TX, 77074	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
ENR-135670	ENR	Linda Carroll	1967-04-15	UHC-43840-07	4806575735	6679 Canyon Rd, San Antonio, TX, 78221	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-135671	ENR	Linda Carroll	1967-04-15	UHC-43840-07	4806575735	6679 Canyon Rd, San Antonio, TX, 78221	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
PRV-23478	PRV	Yuki E Hunter	1998-10-08	—	8896057324	730 Forest Ave, Fresno, CA, 93780	0.64	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
PRV-23234	PRV	Beverly Wilson	1994-07-13	UHC-95133-67	6424395390	554 Pine Dr, Atlanta, GA, 30349	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-428230	CLM	Bryan Foster	2001-12-01	UHC-42145-76	4513496968	636 Ocean Ave, Fresno, CA, 93709	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-417581	CLM	Henry Graham	1969-04-04	UHC-16030-05	8152633479	46 Grand Ave Apt 17, Plano, TX, 75023	0.64	Date of birth reformatted Phone reformatted Unit split from street Gender normalised+2 more
ENR-132272	ENR	Sarah P Guzman	1958-02-16	UHC-06472-19	5944517613	2816 Sage Ct, San Antonio, TX, 78282	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
PRV-20943	PRV	Brenda Robertson	1943-11-07	—	—	8721 River Rd, Minneapolis, MN, 55402	0.64	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+2 more
ENR-109657	ENR	Christina Tran	1991-08-21	UHC-49795-43	4045231229	8794 Cedar Ln Apt 32, Fresno, CA, 93777	0.64	Date of birth reformatted Phone reformatted Unit split from street ZIP+4 trimmed+2 more
ENR-108618	ENR	Watler Y Matthews	1978-05-04	UHC-58063-11	2606754924	6009 Spring St Apt 28, San Antonio, TX, 78215	0.64	Name re-cased Date of birth reformatted Unit split from street City re-cased+2 more
ENR-101989	ENR	Lauren Walsh	1959-03-17	UHC-01740-24	7089813352	6029 Highland Ave, Sacramento, CA, 95827	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
TPA-51437	TPA	Beverly H Flores	1948-09-02	—	4573299529	107 Pine Dr, Las Vegas, NV, 89148	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more

32,400 rows, page 137 of 648Previous Next