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 “ZIP missing”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagZIP missingClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-111973	ENR	Mateo Robinson	1970-01-27	UHC-87958-23	8625687633	9276 River Rd, Tucson, AZ	0.66	Name split from “Last, First”Phone reformatted ZIP missing Whitespace trimmed+1 more
ENR-129691	ENR	Sean I Watkins	1968-09-15	UHC-94342-84	—	3719 Lake View Rd # 288, Plano, TX	0.66	Name re-cased Unit split from street ZIP missing Whitespace trimmed+1 more
CLM-403530	CLM	Megan Davis	1994-06-27	UHC-00007-16	—	5918 Union St, Nashville, TN	0.66	Name re-cased ZIP missing Gender normalised Whitespace trimmed+1 more
TPA-50144	TPA	Elizabeth Munoz	1982-02-13	—	4976882099	4165 Willow Ct, Columbus, OH	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP missing+1 more
ENR-134705	ENR	Peter G Johnson	1977-12-09	UHC-58303-89	8343939346	6608 Elm St, Fresno, CA	0.66	Street suffix standardised Address re-cased ZIP missing Whitespace trimmed+1 more
PRV-24486	PRV	Lawrence Q Rice	1963-11-14	—	2524895991	7553 Harbor Blvd, Tampa, FL	0.68	Phone reformatted ZIP missing Gender normalised Placeholder values cleared
CLM-430287	CLM	Joe Anderson	1955-07-18	UHC-19479-04	—	862 Valley View Dr, Chandler, AZ	0.68	Street suffix standardised Address re-cased ZIP missing Placeholder values cleared
TPA-62829	TPA	Sharon Ruiz	1996-02-26	UHC-05868-02	6668856260	2788 Washington St, Tampa, FL	0.68	Name split from “Last, First”Phone reformatted ZIP missing Placeholder values cleared
ENR-100891	ENR	Margaret H Foster	1947-04-01	UHC-49481-03	8026717844	6182 Meadow Ln, Denver, CO	0.68	Phone reformatted ZIP missing Gender normalised Whitespace trimmed
ENR-129316	ENR	Bradley Z Jimenez	1967-03-16	UHC-54645-32	3084149451	186 Camelback Rd # 179, Glendale, AZ	0.68	Date of birth reformatted Phone reformatted Unit split from street ZIP missing
CLM-411500	CLM	Jack Clark	1957-06-05	UHC-74308-55	—	6822 Harbor Blvd, Atlanta, GA	0.68	Date of birth reformatted State name converted to code ZIP missing Placeholder values cleared
ENR-137671	ENR	Sophia Park	1970-03-08	UHC-14809-43	—	6165 Grand Ave, Austin, TX	0.68	Street suffix standardised Address re-cased ZIP missing Placeholder values cleared
CLM-415230	CLM	Carlos Hendersoon	1938-09-10	UHC-04658-83	8887734314	3916 Washington St, Plano, TX	0.68	Phone reformatted ZIP missing Gender normalised Placeholder values cleared
ENR-116106	ENR	Matthews Ahmed	1947-05-11	UHC-67757-69	—	2473 Oak St, Tampa, FL	0.68	Street suffix standardised Address re-cased City re-cased ZIP missing
CLM-400278	CLM	Amber Soto	2010-06-04	—	—	1088 Hillcrest Rd, Denver, CO	0.68	City re-cased ZIP missing Gender normalised Placeholder values cleared
CLM-405816	CLM	David Lewis	1981-04-09	UHC-05353-85	4563288585	5645 Apache Blvd, Eden Prairie, MN	0.68	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing
PRV-21188	PRV	Christine Coleman	1988-07-15	—	—	3974 Desert Sky Blvd, Tampa, FL	0.68	Name split from “Last, First”ZIP missing Plan code upper-cased Placeholder values cleared
ENR-105440	ENR	Jim P Laane	2003-06-20	UHC-42402-75	6565527790	8488 Baseline Rd, Las Vegas, NV	0.68	Street suffix standardised Address re-cased ZIP missing Whitespace trimmed
CLM-408005	CLM	Amy Franklin	1995-06-08	—	—	2923 Washington St, Mesa, AZ	0.68	Name re-cased SSN last four extracted ZIP missing Placeholder values cleared
TPA-58418	TPA	Elizabeth Warren	1980-09-25	—	7464714608	8697 Washington St, Houston, TX	0.68	Name split from “Last, First”Phone reformatted City re-cased ZIP missing
ENR-100679	ENR	Judith Ortiz	1981-01-05	UHC-54768-83	7887199290	633 Spring St Apt 30, Columbus, OH	0.68	Date of birth reformatted Phone reformatted Unit split from street ZIP missing
PRV-25264	PRV	Olivia Duncan	1983-01-27	UHC-66759-58	2285278900	894 Mountain View Dr, Tampa, FL	0.68	Name split from “Last, First”ZIP missing Whitespace trimmed Placeholder values cleared
TPA-55859	TPA	Diego Guerrero	1943-03-05	—	—	4725 Willow Ct # 450, San Diego, CA	0.68	Name re-cased Unit split from street ZIP missing Placeholder values cleared
ENR-125603	ENR	Patricia Flores	1940-05-14	UHC-06947-85	—	8097 Sage Ct, Gilbert, AZ	0.68	Street suffix standardised Address re-cased ZIP missing Placeholder values cleared
TPA-57177	TPA	William S Carpenter	1954-02-11	—	—	2934 Apache Blvd, Denver, CO	0.68	Street suffix standardised Address re-cased ZIP missing Placeholder values cleared
CLM-402310	CLM	Diego Carter	1966-08-09	UHC-45682-26	—	2201 Desert Sky Blvd, Phoenix, AZ	0.68	Street suffix standardised Address re-cased ZIP missing Placeholder values cleared
ENR-112011	ENR	Carlos F Nguyen	1984-03-23	UHC-33573-55	3382783309	4442 Desert Sky Blvd, San Antonio, TX	0.68	Phone reformatted Street suffix standardised Address re-cased ZIP missing
CLM-406479	CLM	Emily Austin	1958-02-05	—	—	3924 Mountain View Dr, San Antonio, TX	0.68	Name re-cased ZIP missing Gender normalised Placeholder values cleared
ENR-126754	ENR	Mateo Vega	1939-06-18	UHC-55251-71	8334717898	1666 Desert Sky Blvd, Scottsdale, AZ	0.68	Phone reformatted State name converted to code ZIP missing Placeholder values cleared
ENR-100910	ENR	Mariana P Berry	1988-03-20	UHC-67182-96	—	4044 Maple Ave, Denver, CO	0.68	Name split from “Last, First”City re-cased ZIP missing Whitespace trimmed
CLM-400288	CLM	Ryan Howard	1986-10-19	—	—	6529 Mesa Dr, Las Vegas, NV	0.68	Street suffix standardised Address re-cased ZIP missing Placeholder values cleared
CLM-422944	CLM	Kevin Black	1985-10-13	—	—	3054 Lake View Rd, Miami, FL	0.68	Street suffix standardised Address re-cased City re-cased ZIP missing
TPA-55437	TPA	Bob GJunk	2000-10-21	—	—	1002 Elm St, Seattle, WA	0.68	State code upper-cased ZIP missing Placeholder values cleared No usable name (quarantined)
CLM-405241	CLM	Dorothy K Moreno	1944-06-07	UHC-95806-45	—	4861 Washington St, Gilbert, AZ	0.68	Name split from “Last, First”ZIP missing Whitespace trimmed Placeholder values cleared
TPA-60743	TPA	Jacqueline Lewis	1979-05-16	—	—	9882 Sage Ct, San Diego, CA	0.68	Street suffix standardised Address re-cased ZIP missing Placeholder values cleared
ENR-113746	ENR	Jerry J Alexander	1964-01-13	UHC-45980-38	3143674702	4329 Cedar Ln, Phoenix, AZ	0.68	Middle initial moved out of first name Phone reformatted City re-cased ZIP missing
ENR-122252	ENR	Donna Herrera	1972-01-05	UHC-16144-24	5525721250	9065 Grand Ave, Nashville, TN	0.68	ZIP missing Gender normalised Whitespace trimmed Placeholder values cleared
CLM-421539	CLM	Frances Ruiz	1994-03-16	—	3817942729	9212 Main St, Atlanta, GA	0.68	ZIP missing Gender normalised Whitespace trimmed Placeholder values cleared
CLM-416953	CLM	Olivia Padilla	2001-03-03	UHC-79554-60	—	847 Market St # 623, Tempe, AZ	0.68	Name re-cased Unit split from street ZIP missing Placeholder values cleared
TPA-58281	TPA	Ann Garrett	1977-01-19	—	—	6583 Oak St, Houston, TX	0.68	Name split from “Last, First”Date of birth reformatted ZIP missing Placeholder values cleared
ENR-142434	ENR	Emma Fields	1966-05-24	UHC-10590-48	2403114282	7907 Church St, Plano, TX	0.68	Name split from “Last, First”Phone reformatted ZIP missing Placeholder values cleared
ENR-131375	ENR	Mike C Howell	1957-08-13	UHC-32931-18	8265136717	9001 Washington St, Jacksonville, FL	0.68	Street suffix standardised Address re-cased ZIP missing Whitespace trimmed
PRV-25112	PRV	Martha Henderson	2008-10-26	—	3896377268	6710 Washington St, Minneapolis, MN	0.68	State name converted to code ZIP missing Whitespace trimmed Placeholder values cleared
ENR-112166	ENR	Linda Torres	1958-03-14	UHC-64815-53	7206380745	2494 Apache Blvd, Columbus, OH	0.68	Phone reformatted ZIP missing Email lower-cased Gender normalised
ENR-119048	ENR	Mateo E Richardson	—	UHC-51642-12	5469099864	1205 Mesa Dr, Tampa, FL	0.68	Name re-cased Date of birth missing Phone reformatted ZIP missing
TPA-61853	TPA	Sarrah Patterson	1962-09-14	—	—	2748 Maple Ave, Miami, FL	0.68	Street suffix standardised Address re-cased ZIP missing Placeholder values cleared
CLM-410903	CLM	RaymondJunk	1998-12-22	—	2735417288	5942 Church St, Las Vegas, NV	0.68	Phone reformatted ZIP missing Placeholder values cleared No usable name (quarantined)
ENR-137711	ENR	Elizabeth Chapman	—	UHC-53911-66	—	3446 Elm St, Gilbert, AZ	0.68	Name re-cased Date of birth unreadable ZIP missing Placeholder values cleared
ENR-105765	ENR	Hawkins Jordan	2005-02-03	UHC-41842-89	8509682789	5341 Sunset Blvd, Jacksonville, FL	0.68	Name split from “Last, First”Date of birth reformatted Phone reformatted ZIP missing
ENR-142128	ENR	Deborah Q Murray	1968-11-04	UHC-16104-34	6824204405	1166 Park Pl, Las Vegas, NV	0.68	Name re-cased Street suffix standardised Address re-cased ZIP missing

7,146 rows, page 106 of 143Previous Next