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
CLM-406638	CLM	Amy Daniels	2007-04-08	UHC-31366-36	7568022992	1993 Main St, San Antonio, TX	0.46	Name re-cased Phone reformatted Street suffix standardised Address re-cased+5 more
TPA-59132	TPA	Mariana U Jackson	1992-11-20	UHC-36939-96	4996310529	8346 Palm Dr, Austin, TX, 78738	0.46	Middle initial moved out of first name Name re-cased Date of birth reformatted Phone reformatted+5 more
TPA-56425	TPA	Amy Romero	1953-04-25	—	7307198142	5444 Union St Apt 7, Phoenix, AZ, 85061	0.46	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+5 more
CLM-400252	CLM	Jeremy Adams	1971-07-04	UHC-96734-62	3987907224	4817 Oak St, Austin, TX, 78775	0.46	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+5 more
ENR-105582	ENR	William U Simpson	1979-05-20	UHC-38745-57	9326871675	4262 Mountain View Dr, Miami, FL, 33116	0.46	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+5 more
PRV-20925	PRV	George Willis	1939-10-03	UHC-36586-64	7754486801	4974 Maple Ave # 728, Phoenix, AZ, 85076	0.46	Name re-cased Phone reformatted Unit split from street Street suffix standardised+5 more
ENR-117827	ENR	Joshua Bell	1951-09-15	UHC-79259-49	9685390036	8805 Market St, Chandler, AZ, 85203	0.46	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
TPA-50609	TPA	Nick Perry	1972-02-16	UHC-33463-19	3035490621	3968 Sunset Blvd Apt 30, San Antonio, TX, 78221	0.46	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+5 more
ENR-135258	ENR	Ahmed Willis	—	UHC-12380-24	9683589025	6230 Church St # 660, Atlanta, GA, 30369	0.46	Name re-cased Date of birth unreadable Phone reformatted Member ID reformatted+5 more
ENR-105113	ENR	Brian Aguilar	—	UHC-26234-51	3867318919	8816 Cedar Ln, Miami, FL, 33176	0.46	Name re-cased Date of birth unreadable Phone reformatted SSN last four extracted+5 more
CLM-405980	CLM	Luis Reynolds	1946-04-03	UHC-81820-65	4052645021	5142 Baseline Rd, Tucson, AZ	0.46	Name re-cased Date of birth reformatted Phone reformatted City re-cased+5 more
PRV-28788	PRV	Noha Salazar	2006-01-25	—	5995719198	1356 Meadow Ln, Tempe, AZ, 85273	0.46	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+5 more
ENR-113476	ENR	Justin Ruiz	1975-08-01	UHC-71419-14	2052139431	4997 Lake View Rd, Tempe, AZ, 85219	0.46	Name re-cased Phone reformatted Member ID reformatted SSN last four extracted+5 more
ENR-131040	ENR	Dianna O Sanchez	1999-03-10	UHC-38109-63	4224642012	9681 Desert Sky Blvd Apt 28, Sacramento, CA, 95822	0.46	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+5 more
CLM-402256	CLM	Debra Hoffman	1989-03-03	UHC-99555-59	8427103412	9110 Grand Ave, Scottsdale, AZ	0.46	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
PRV-27672	PRV	Lisa Harrison	1953-06-05	—	5116878355	6571 Ocean Ave, Dallas, TX, 75266	0.46	Name re-cased Date of birth reformatted Phone reformatted City re-cased+5 more
ENR-105358	ENR	Patricia Rios	2001-05-20	UHC-27480-20	8356881568	6561 Highland Ave, Phoenix, AZ, 85070	0.46	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-127331	ENR	Yuki Simpson	1971-08-19	UHC-94703-77	2358992090	5732 Maple Ave, Austin, TX, 78756	0.46	Name re-cased Phone reformatted Street suffix standardised Address re-cased+5 more
ENR-126850	ENR	Camila Richardson	1972-05-10	UHC-85070-52	7402265247	1818 Sage Ct, Sacramento, CA, 95879	0.46	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+5 more
CLM-429371	CLM	Logan P Sanders	1963-11-27	—	6994950698	5114 Forest Ave, Fresno, CA, 93769	0.46	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+5 more
TPA-51639	TPA	Srah Snyder	1944-01-02	—	2938583248	8118 Canyon Rd, San Diego, CA	0.46	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+5 more
CLM-410181	CLM	Sandra Tucker	1962-06-06	—	7495152251	4843 Grand Ave Apt 34, San Diego, CA, 92176	0.46	Name re-cased Phone reformatted Unit split from street Street suffix standardised+5 more
CLM-403010	CLM	Dennis Nguyen	2000-08-27	UHC-55252-88	9455656377	2025 Willow Ct, Nashville, TN, 37224	0.46	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+5 more
ENR-139967	ENR	Gordon Natalie	1981-08-11	UHC-02756-89	9143118304	3906 Oak St # 102, Orlando, FL, 32814	0.46	Name re-cased Phone reformatted Member ID reformatted SSN last four extracted+5 more
CLM-432545	CLM	Jdy Wells	1989-06-18	—	—	5771 Indian School Rd, Scottsdale, AZ	0.46	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+5 more
PRV-28062	PRV	Douglas T Hawkins	1949-10-14	UHC-29754-96	—	9435 Harbor Blvd, Nashville, TN, 37274	0.46	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+5 more
TPA-53709	TPA	Carol Myers	1977-12-17	UHC-11827-96	4998895708	6335 Church St, Seattle, WA, 98126	0.46	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+5 more
ENR-113921	ENR	Brittany Dean	1956-10-08	UHC-88757-02	8323029322	579 Ridge Rd, Denver, CO, 80204	0.46	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+5 more
CLM-402845	CLM	Janet W Lopez	—	UHC-53522-23	5136197458	7540 Mountain View Dr, Miami, FL, 33140	0.46	Name re-cased Date of birth unreadable Phone reformatted Member ID reformatted+5 more
ENR-125233	ENR	Cynthia H Lopez	2003-11-17	UHC-81064-96	3319725403	4377 Washington St Apt 1, Austin, TX, 78715	0.46	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+5 more
ENR-103228	ENR	Ethan K Estrada	1966-04-28	UHC-68529-89	2913627424	5007 Apache Blvd, Chandler, AZ, 85229	0.46	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-117285	ENR	Kevin Le	1955-05-21	UHC-36777-51	—	37 Park Pl, Austin, TX	0.46	Name re-cased Phone missing area code Street suffix standardised Address re-cased+5 more
ENR-131465	ENR	Charles G Perry	1953-09-03	UHC-24528-85	8819610904	3200 Mesa Dr, Glendale, AZ, 85307	0.46	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+5 more
TPA-55992	TPA	Elijah Y Castillo	1939-10-27	—	7807303324	2196 Elm St, Chandler, AZ	0.46	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+5 more
ENR-132091	ENR	—Junk	1954-10-10	UHC-35421-78	9599179021	8938 Union St, Gilbert, AZ, 85212	0.46	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+5 more
PRV-23298	PRV	Terry Arnold	1952-02-27	—	—	5298 Elm St, Sacramento, CA, 95877	0.46	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+5 more
CLM-429334	CLM	Barbara Kennedy	1967-03-23	UHC-82530-02	5426164266	4915 Elm St, Tampa, FL	0.46	Name re-cased Phone reformatted Street suffix standardised Address re-cased+5 more
ENR-110645	ENR	Randy Wood	1981-05-19	UHC-10379-19	7357520739	4592 Desert Sky Blvd, Glendale, AZ	0.46	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
PRV-20069	PRV	Elijeh Pena	1997-07-20	—	6374286005	7649 Union St, Tucson, AZ, 85794	0.46	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+5 more
TPA-61274	TPA	Cheryl Perez	1990-04-03	—	—	260 Lake View Rd, San Diego, CA, 92101	0.46	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+5 more
TPA-63158	TPA	Hennry Dominguez	2000-08-01	—	5516789287	9538 Mesa Dr, Tampa, FL, 33662	0.46	Name re-cased Phone reformatted Street suffix standardised Address re-cased+5 more
CLM-423417	CLM	Emily Snyder	1990-07-08	—	—	5701 Hillcrest Rd, Seattle, WA, 98150	0.46	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+5 more
CLM-408836	CLM	Charles F Edwards	1939-11-15	UHC-50789-07	6846964615	7460 Bayshore Dr Apt 26, San Antonio, TX, 78220	0.46	Date of birth reformatted Member ID reformatted Unit split from street Street suffix standardised+5 more
CLM-430644	CLM	Rebecca Gardner	1948-03-04	UHC-93513-53	4163847386	9408 Union St, Eden Prairie, MN	0.46	Name re-cased Phone reformatted Street suffix standardised Address re-cased+5 more
CLM-415715	CLM	Charlotte Lopez	1943-04-20	UHC-02280-02	6534522422	1647 Spring St, Tempe, AZ, 85236	0.46	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-106713	ENR	AJunk	1961-10-25	UHC-64703-56	4732937664	870 Market St, Orlando, FL, 32832	0.46	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+5 more
ENR-109862	ENR	Carlos Hudson	1945-12-01	UHC-71677-01	9866245949	4734 Ocean Ave Apt 18, Las Vegas, NV	0.46	Name re-cased Phone reformatted Unit split from street Street suffix standardised+5 more
CLM-402068	CLM	Kevin Gozales	1980-04-17	UHC-66033-82	7632167898	2112 Hillcrest Rd Apt 6, Chandler, AZ, 85260	0.46	Phone reformatted Unit split from street Street suffix standardised Address re-cased+5 more
ENR-122403	ENR	Amy V Espinoza	1996-03-02	UHC-22324-60	6385586027	3957 Sage Ct Apt 21, Dallas, TX, 75233	0.46	Name re-cased Two-digit birth year Phone reformatted Unit split from street+5 more
ENR-103805	ENR	Tony B Gilbert	1968-05-02	UHC-97232-04	8368966269	6768 Church St, Los Angeles, CA, 90038	0.46	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more

71,257 rows, page 33 of 1,426Previous Next