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 “Phone missing area code”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPhone missing area codeClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
PRV-20814	PRV	Omar Vazquz	1953-09-15	UHC-33790-46	—	753 Camelback Rd Apt 21, Tucson, AZ, 85752	0.60	Name re-cased Date of birth reformatted Phone missing area code Member ID reformatted+4 more
ENR-131495	ENR	Nathan T Myers	1951-12-17	UHC-34928-07	—	2856 Spring St, Charlotte, NC, 28297	0.60	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+4 more
ENR-120086	ENR	Jackie Hanen	1978-12-04	—	—	9569 Desert Sky Blvd, Nashville, TN, 37294	0.60	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+4 more
ENR-123267	ENR	Jack Meyer	1996-06-12	UHC-47355-03	—	8203 Mesa Dr, San Diego, CA, 92140	0.60	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+4 more
ENR-141355	ENR	Roger Reid	1961-06-04	UHC-97347-56	—	9877 Valley View Dr, Sacramento, CA, 95880	0.60	Date of birth reformatted Phone missing area code Member ID reformatted Street suffix standardised+4 more
TPA-59470	TPA	Sofia Z Cooper	1959-06-14	—	—	4007 Washington St # 866, Sacramento, CA, 95812	0.60	Name re-cased Date of birth reformatted Phone missing area code Unit split from street+4 more
ENR-142330	ENR	Danielle X Simpson	1995-03-09	UHC-91877-58	—	5969 Church St, Chandler, AZ, 85217	0.60	Name re-cased Date of birth reformatted Phone missing area code Member ID reformatted+4 more
ENR-102374	ENR	Jonathan O Rivera	1992-08-01	UHC-64480-79	—	728 Central Ave, Chandler, AZ, 85268	0.60	Date of birth reformatted Phone missing area code Member ID reformatted Street suffix standardised+4 more
CLM-425089	CLM	Wei B Rodriguez	1944-09-20	UHC-29509-85	—	8123 Mountain View Dr, Tempe, AZ, 85254	0.60	Name re-cased Phone missing area code Member ID reformatted Street suffix standardised+4 more
ENR-135923	ENR	Russell E Murray	1946-06-02	UHC-60882-05	—	2644 Ridge Rd, Phoenix, AZ, 85034	0.60	Name re-cased Date of birth reformatted Phone missing area code Member ID reformatted+4 more
TPA-56267	TPA	Gabriel Freeman	1943-05-03	—	—	7013 Highland Ave, Jacksonville, FL, 32224	0.60	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+4 more
CLM-411624	CLM	George Day	1963-09-28	—	—	6255 River Rd, Phoenix, AZ, 85095	0.60	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+4 more
CLM-431690	CLM	Jacqueline Richards	2004-09-10	—	—	2754 Main St, Dallas, TX, 75298	0.60	Name re-cased Phone missing area code Street suffix standardised Address re-cased+4 more
CLM-403760	CLM	Jonathan Valdez	1938-07-06	UHC-09612-40	—	1279 Bayshore Dr, Nashville, TN, 37286	0.62	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+3 more
CLM-426432	CLM	Abigail W Baks	1942-09-20	UHC-27644-46	—	9274 Oak St, Tempe, AZ, 85200	0.62	Date of birth reformatted Phone missing area code Member ID reformatted Street suffix standardised+3 more
ENR-126869	ENR	Arjun F Lawrence	1984-05-05	UHC-29118-42	—	6371 Sage Ct, San Antonio, TX, 78294	0.62	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+3 more
ENR-100404	ENR	Walter E Coleman	2005-01-12	UHC-49325-18	—	4570 Ocean Ave, Austin, TX, 78786	0.62	Name re-cased Phone missing area code Member ID reformatted Street suffix standardised+3 more
ENR-100595	ENR	Shirley B Ray	1966-11-12	UHC-66697-86	—	1778 Cedar Ln # 406, Glendale, AZ, 85383	0.62	Name re-cased Date of birth reformatted Phone missing area code Member ID reformatted+3 more
ENR-100594	ENR	Shirley B Ray	1966-11-12	UHC-66697-86	—	1778 Cedar Ln # 406, Glendale, AZ, 85383	0.62	Name re-cased Date of birth reformatted Phone missing area code Member ID reformatted+3 more
CLM-402886	CLM	Mark V Cloe	1958-09-01	—	—	9515 Sunset Blvd, Nashville, TN, 37286	0.62	Name re-cased Phone missing area code Street suffix standardised Address re-cased+3 more
PRV-27852	PRV	Julie Hart	1940-08-25	—	—	3705 Harbor Blvd, Mesa, AZ, 85245	0.62	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+3 more
CLM-412652	CLM	Evelyn I Stewart	1997-03-04	UHC-37643-23	—	8320 Union St, Atlanta, GA, 30332	0.62	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+3 more
CLM-401530	CLM	Henry Patick	1975-08-15	UHC-39305-02	—	4132 Palm Dr, Glendale, AZ, 85350	0.62	Name re-cased Phone missing area code Street suffix standardised Address re-cased+3 more
TPA-60706	TPA	Brenda Carpenter	1953-05-23	—	—	4125 Canyon Rd, Minneapolis, MN, 55419	0.62	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+3 more
CLM-402654	CLM	Amy Murray	1952-03-15	UHC-24519-12	—	5657 Central Ave, San Diego, CA, 92144	0.62	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+3 more
CLM-432635	CLM	Jordan Rivera	1972-02-16	UHC-42809-73	—	9207 Park Pl, Fresno, CA, 93752	0.62	Name re-cased Phone missing area code Street suffix standardised Address re-cased+3 more
CLM-419897	CLM	Linda Hill	1999-06-21	UHC-06589-71	—	1446 Bayshore Dr, Denver, CO, 80222	0.62	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+3 more
ENR-120947	ENR	Margaret R Lane	1979-04-20	UHC-85163-67	—	2784 Spring St, Plano, TX, 75015	0.62	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+3 more
ENR-117801	ENR	Jason T Phillips	1986-08-11	UHC-16875-64	—	6367 Maple Ave, Houston, TX, 77051	0.62	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+3 more
ENR-111134	ENR	Judy Duncan	1948-02-27	UHC-42260-42	—	8799 Palm Dr, San Antonio, TX, 78217	0.62	Name re-cased Phone missing area code City re-cased State name converted to code+3 more
ENR-123045	ENR	Daniel Q Mendez	1958-11-04	UHC-21332-78	—	1144 Main St, Columbus, OH, 43225	0.62	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+3 more
ENR-129591	ENR	George Z Flores	1959-01-16	—	—	8251 Pine Dr, Jacksonville, FL, 32280	0.62	Name re-cased Date of birth reformatted Phone missing area code Email lower-cased+3 more
ENR-110175	ENR	Kelly P Soctt	1976-02-12	UHC-34031-04	—	3517 River Rd, Columbus, OH, 43232	0.62	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+3 more
ENR-136307	ENR	Mei O Simmons	1958-08-08	UHC-04938-96	—	3325 River Rd, Minneapolis, MN, 55419	0.62	Name re-cased Phone missing area code Member ID reformatted Street suffix standardised+3 more
PRV-23936	PRV	Philip W Lawson	2008-12-27	UHC-04229-09	—	8364 Main St, Dallas, TX, 75217	0.62	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+3 more
CLM-428692	CLM	Lucia Rios	1939-04-02	UHC-92720-51	—	5436 Camelback Rd, Denver, CO, 80248	0.62	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+3 more
TPA-64117	TPA	Karen Spencer	1969-12-21	—	—	1338 Cedar Ln, Phoenix, AZ, 85004	0.62	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+3 more
CLM-410790	CLM	—Junk	1956-04-26	UHC-38202-11	—	361 Palm Dr, Orlando, FL, 32897	0.62	Date of birth reformatted Phone missing area code City re-cased State code upper-cased+3 more
ENR-112313	ENR	Megan Lee	2001-01-08	UHC-95660-41	—	153 Bayshore Dr, Sacramento, CA, 95845	0.62	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+3 more
TPA-54079	TPA	Brandon Mejia	1994-12-12	—	—	3682 Cedar Ln, Minneapolis, MN, 55463	0.62	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+3 more
PRV-24981	PRV	Brenda Dunn	1966-10-10	—	—	5964 Church St, Fresno, CA, 93745	0.62	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+3 more
CLM-420013	CLM	Terry Burns	1971-09-12	UHC-17911-64	—	8343 Main St, Tampa, FL, 33601	0.62	Date of birth reformatted Phone missing area code Member ID reformatted Street suffix standardised+3 more
ENR-132452	ENR	Jerry M Thompson	1994-12-07	UHC-70094-70	—	8380 Ridge Rd, Seattle, WA, 98181	0.62	Name re-cased Phone missing area code Street suffix standardised Address re-cased+3 more
ENR-101501	ENR	Brenda T Bradley	1946-05-19	UHC-93672-78	—	7376 Bayshore Dr, Chandler, AZ, 85281	0.62	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+3 more
ENR-133134	ENR	Cynthia P Moore	1943-06-06	—	—	88 Church St, Los Angeles, CA, 90028	0.62	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+3 more
PRV-21388	PRV	Arthur Alexander	1956-08-20	UHC-11557-51	—	4818 Market St, Nashville, TN, 37273	0.62	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+3 more
PRV-27725	PRV	David Day	1970-01-08	UHC-71063-24	—	7470 Park Pl, Denver, CO, 80292	0.62	Name re-cased Phone missing area code Street suffix standardised Address re-cased+3 more
TPA-55241	TPA	Nicholas Morgan	1977-02-06	—	—	4559 Union St, Sacramento, CA, 95839	0.62	Name re-cased Phone missing area code Street suffix standardised Address re-cased+3 more
CLM-430795	CLM	Brittany E Wells	2001-01-14	UHC-87523-64	—	1690 Jefferson Ave, Austin, TX, 78737	0.62	Phone missing area code Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-405999	CLM	Wayne Santos	1967-08-04	—	—	9077 Lake View Rd, Nashville, TN, 37234	0.62	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+3 more

2,021 rows, page 17 of 41Previous Next