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 “Placeholder values cleared”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPlaceholder values clearedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-142674	ENR	Bobby Butler	1974-09-27	UHC-92800-68	—	9720 Central Ave # 524, Columbus, OH	0.52	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
ENR-124705	ENR	Michael F Aguilar	—	UHC-84748-08	—	9087 Apache Blvd, Las Vegas, NV, 89144	0.52	Date of birth unreadable Street suffix standardised Address re-cased Gender normalised+2 more
CLM-412378	CLM	Lauren H Lyncch	1993-07-24	UHC-13897-33	—	1657 Ocean Ave, San Antonio, TX	0.52	Street suffix standardised Address re-cased ZIP missing Gender normalised+2 more
CLM-421638	CLM	Willie Wang	1997-12-05	UHC-59116-79	—	4236 Washington St, Eden Prairie, MN, 55390	0.52	Two-digit birth year City re-cased ZIP+4 trimmed Gender normalised+2 more
TPA-61037	TPA	Mark Johnson	1989-09-14	—	—	3957 Willow Ct, Scottsdale, AZ, 85265	0.52	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+2 more
TPA-58244	TPA	Maia B Gonzales	—	—	4833381608	6725 Bayshore Dr, Glendale, AZ, 85330	0.52	Date of birth unreadable Phone reformatted SSN last four extracted Street suffix standardised+2 more
CLM-425164	CLM	Kayla W Le	2002-03-09	UHC-50548-50	—	2921 Market St, Miami, FL, 33180	0.52	Name split from “Last, First”SSN last four extracted Street suffix standardised Address re-cased+2 more
CLM-414678	CLM	John Austin	2004-08-01	UHC-48708-13	4538059715	9557 Forest Ave, Nashville, TN, 37289	0.52	Street suffix standardised Address re-cased ZIP+4 trimmed Gender normalised+2 more
ENR-111629	ENR	Justin N Carr	1979-02-16	UHC-13351-15	—	7691 Forest Ave, Gilbert, AZ, 85275	0.52	Name split from “Last, First”Phone missing area code Street suffix standardised Address re-cased+2 more
CLM-426449	CLM	Evelyn Palmer	—	—	6092390924	8011 Church St, Tucson, AZ, 85758	0.52	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-129055	ENR	Harold E Casillo	1949-05-28	UHC-59339-91	—	1101 Church St, Dallas, TX, 75244	0.52	Two-digit birth year Street suffix standardised Address re-cased State name converted to code+2 more
CLM-429845	CLM	Diane Huwell	1970-06-20	—	3286141470	7422 Market St, Charlotte, NC, 28219	0.52	Name split from “Last, First”Phone reformatted State name converted to code Gender normalised+2 more
CLM-411722	CLM	William Brooks	—	—	9387325918	2965 Oak St, San Diego, CA, 92101	0.52	Name re-cased Date of birth missing Street suffix standardised Address re-cased+2 more
CLM-426413	CLM	Rachel Kennedy	1975-07-09	UHC-76272-44	9426240881	8703 Park Pl, Phoenix, AZ, 85029	0.52	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-128800	ENR	Elijah X Greene	1988-08-10	UHC-82662-56	—	8413 Church St, Phoenix, AZ, 85050	0.52	Name split from “Last, First”Two-digit birth year City re-cased Gender normalised+2 more
CLM-402592	CLM	Olivia Hughes	1985-02-19	UHC-11245-96	—	6459 Lake View Rd, Denver, CO, 80228	0.52	Street suffix standardised Address re-cased ZIP+4 trimmed Gender normalised+2 more
CLM-426169	CLM	Joan Long	—	UHC-83158-92	—	6094 Apache Blvd, Atlanta, GA, 30390	0.52	Date of birth unreadable Street suffix standardised Address re-cased Gender normalised+2 more
PRV-28254	PRV	Logan J Larson	1945-04-19	—	9866887457	6157 Forest Ave, Phoenix, AZ, 85053	0.52	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-50457	TPA	Beverly Dominguez	1963-06-01	—	9233500104	2507 Cedar Ln, San Diego, CA	0.52	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-404967	CLM	Sam Miller	1940-11-09	—	—	5308 Grand Ave, Tucson, AZ	0.52	Street suffix standardised Address re-cased ZIP missing Gender normalised+2 more
CLM-404968	CLM	Sam Miller	1940-11-09	—	—	5308 Grand Ave, Tucson, AZ	0.52	Street suffix standardised Address re-cased ZIP missing Gender normalised+2 more
TPA-61502	TPA	Carl Gibson	2005-10-02	—	—	8206 Willow Ct, Dallas, TX, 75218	0.52	Name split from “Last, First”Street suffix standardised Address re-cased State name converted to code+2 more
ENR-104352	ENR	Jamas M Espinoza	1998-01-19	UHC-93856-60	—	5887 Central Ave, San Antonio, TX, 78268	0.52	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
CLM-431602	CLM	Bradley U Carpenter	1948-08-08	UHC-06430-16	—	9271 Mountain View Dr, Fresno, CA, 93739	0.52	Street suffix standardised Address re-cased State name converted to code ZIP+4 trimmed+2 more
CLM-432484	CLM	Wei Marshall	1979-11-21	UHC-81522-17	—	9172 Sunset Blvd, Tempe, AZ	0.52	SSN last four extracted Street suffix standardised Address re-cased ZIP missing+2 more
ENR-122084	ENR	Sara Ramos	2008-11-19	UHC-62520-52	—	2967 Highland Ave, San Diego, CA, 92123	0.52	Name re-cased Phone missing area code State name converted to code Gender normalised+2 more
PRV-20084	PRV	Christine Salazar	1973-11-05	UHC-75118-47	—	7127 Sunset Blvd, Plano, TX, 75020	0.52	Name re-cased Date of birth reformatted Phone missing area code State name converted to code+2 more
CLM-409990	CLM	Timothy O Lucas	1939-02-26	UHC-65767-08	7953580222	6117 Grand Ave, Las Vegas, NV	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-26511	PRV	Madison H Ramos	1994-04-06	—	2939788894	2845 Market St, Columbus, OH	0.52	Name re-cased Phone reformatted State name converted to code ZIP missing+2 more
CLM-416957	CLM	Santiago Lynch	1998-06-15	UHC-94650-08	3253173092	2281 River Rd # 188, Las Vegas, NV, 89117	0.52	Two-digit birth year Unit split from street Street suffix standardised Address re-cased+2 more
CLM-418274	CLM	Jacob Vazquez	1971-07-14	—	5598648846	2247 Park Pl, Glendale, AZ, 85351	0.52	Name split from “Last, First”Phone reformatted ZIP+4 trimmed Gender normalised+2 more
CLM-404670	CLM	Margaret Smith	1976-01-15	UHC-25071-63	—	1446 Ridge Rd, Chandler, AZ	0.52	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
CLM-404669	CLM	Margaret Smith	1976-01-15	UHC-25071-63	—	1446 Ridge Rd, Chandler, AZ	0.52	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
CLM-411548	CLM	Martha Washington	1951-06-12	—	—	8382 Palm Dr Apt 19, Glendale, AZ, 85394	0.52	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
ENR-140613	ENR	Raymond Q Alvarado	1940-05-14	UHC-63639-31	2114911603	1325 Market St, Dallas, TX, 75230	0.52	Name split from “Last, First”Middle initial moved out of first name Phone reformatted Street suffix standardised+2 more
ENR-112085	ENR	Emily T Rose	1981-08-12	UHC-79044-52	9749847204	7724 Grand Ave # 881, Nashville, TN, 37229	0.52	Middle initial moved out of first name Name re-cased Unit split from street State name converted to code+2 more
TPA-56736	TPA	Bobby J Daniels	1959-10-15	UHC-88164-37	8419843081	2303 Desert Sky Blvd, Chandler, AZ, 85256	0.52	Street suffix standardised Address re-cased ZIP+4 trimmed Gender normalised+2 more
TPA-51512	TPA	Samuel Evans	2003-06-19	—	—	4995 Maple Ave, Phoenix, AZ, 85021	0.52	Name re-cased Phone missing area code Street suffix standardised Address re-cased+2 more
TPA-51185	TPA	Maria Kim	1998-12-22	—	—	322 Mountain View Dr, Columbus, OH, 43202	0.52	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
PRV-21302	PRV	Patricia T Gonzales	2002-07-18	UHC-73800-42	—	5925 Cedar Ln, Minneapolis, MN	0.52	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
ENR-109506	ENR	Laura B Vasquez	—	UHC-24014-44	5645558912	5673 Harbor Blvd, Glendale, AZ, 85344	0.52	Name split from “Last, First”Date of birth unreadable Street suffix standardised Address re-cased+2 more
TPA-54378	TPA	Roy Carlson	1981-10-05	—	—	1263 Harbor Blvd, Gilbert, AZ, 85277	0.52	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
TPA-52084	TPA	Helen Cruz	1988-11-02	—	—	756 Central Ave, Orlando, FL, 32889	0.52	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+2 more
PRV-20886	PRV	Jonathan L Sullivan	1976-01-10	UHC-13997-31	2694871564	7212 Mesa Dr # 208, Gilbert, AZ, 85231	0.52	Two-digit birth year Phone reformatted Unit split from street City re-cased+2 more
CLM-407897	CLM	Alexis B Burton	1975-10-05	UHC-80754-22	—	6768 Oak St, Dallas, TX, 75278	0.52	Name split from “Last, First”Street suffix standardised Address re-cased State name converted to code+2 more
ENR-129141	ENR	Patrick Ortega	2001-07-20	UHC-45462-68	—	348 Cedar Ln, Atlanta, GA, 30305	0.52	Name re-cased Date of birth reformatted Phone missing area code State name converted to code+2 more
CLM-403593	CLM	Marilyn Hart	1953-09-01	—	7133791846	689 Spring St, Denver, CO, 80212	0.52	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-114134	ENR	Lawrence P Romero	1947-12-28	UHC-11868-35	3973857667	4907 Apache Blvd # 703, Eden Prairie, MN, 55395	0.52	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-417104	CLM	West Jacqueline	2001-11-06	UHC-85592-57	—	6379 Cedar Ln, Orlando, FL, 32838	0.52	Two-digit birth year Street suffix standardised Address re-cased Gender normalised+2 more
CLM-420468	CLM	Janet T Hicks	1980-06-24	UHC-23608-84	4283226184	8500 Apache Blvd, Tucson, AZ, 85711	0.52	Name split from “Last, First”Two-digit birth year Phone reformatted Gender normalised+2 more

71,257 rows, page 127 of 1,426Previous Next