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 “Name re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-406186	CLM	Eugene Sanchez	2000-07-06	—	8858148913	2820 Palm Dr, Fresno, CA, 93729	0.62	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+3 more
ENR-121373	ENR	Gloria V Weber	1955-05-05	UHC-93543-01	7097026501	9287 Oak St, Dallas, TX	0.62	Name re-cased Phone reformatted Member ID reformatted City re-cased+3 more
PRV-28664	PRV	Andy Ford	1967-04-18	—	2557190087	4446 Bayshore Dr, Scottsdale, AZ, 85266	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-124870	ENR	Emily R Young	1977-01-26	UHC-47480-60	8583436208	8117 Apache Blvd, Mesa, AZ, 85237	0.62	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+3 more
ENR-141453	ENR	Juan C Obrien	2008-07-20	UHC-63527-62	4288045490	1923 Elm St, Los Angeles, CA, 90045	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-130929	ENR	Eugene A Morales	1976-03-11	UHC-18419-70	—	7390 Bayshore Dr, Austin, TX, 78766	0.62	Name re-cased Street suffix standardised Address re-cased City 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-140516	ENR	Gonzalez Katherine	1958-10-26	—	—	3627 Highland Ave, Tampa, FL, 33637	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-413608	CLM	Lucia N Castillo	2001-02-21	—	—	769 Hillcrest Rd, Minneapolis, MN, 55443	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
CLM-405442	CLM	Jason Mills	1948-12-08	UHC-87174-74	2812475291	1493 Sage Ct Apt 29, Columbus, OH, 43203	0.62	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
CLM-403157	CLM	Edward X King	1959-11-13	UHC-04608-19	6485705403	183 Grand Ave, Sacramento, CA, 95860	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-62831	TPA	Emily Nichols	1955-03-08	UHC-42390-85	9622022755	9636 Union St, Scottsdale, AZ, 85257	0.62	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-137584	ENR	Margaret Bradley	1966-09-13	UHC-01772-13	6739750394	2445 Spring St, Glendale, AZ, 85314	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-61852	TPA	Jacob Harris	1938-07-16	—	5079545295	3560 Indian School Rd, Tempe, AZ, 85226	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-26131	PRV	Carolyn Kennedy	1948-08-06	UHC-02309-97	5397528324	5655 Main St, Glendale, AZ, 85336	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-405197	CLM	Victoria McCoy	1998-05-22	UHC-62971-33	7018455061	8234 Oak St, Seattle, WA, 98100	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-408434	CLM	Ryan Diaz	1991-04-01	—	—	1621 Willow Ct, Columbus, OH, 43295	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-416017	CLM	Fatima Butler	1972-06-01	UHC-49073-83	—	5607 Church St, Charlotte, NC, 28203	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-418586	CLM	Raymond Powell	1994-09-10	UHC-91897-10	—	9283 Washington St, San Antonio, TX, 78234	0.62	Name re-cased Two-digit birth year Member ID reformatted 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
CLM-412945	CLM	Kyle Phillips	1999-01-04	—	2357494646	2516 Harbor Blvd, Austin, TX, 78735	0.62	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+3 more
ENR-128119	ENR	Jack Peterson	1948-07-06	UHC-88562-34	8114394732	1460 Elm St # 339, Gilbert, AZ, 85208	0.62	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-129283	ENR	Charles D Cook	1998-06-25	UHC-52550-77	5102279429	7590 Harbor Blvd, San Diego, CA, 92174	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-424682	CLM	William Rivera	1971-03-13	UHC-47674-88	—	3566 Willow Ct, San Diego, CA	0.62	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+3 more
ENR-129324	ENR	Valentina Weebr	2006-12-12	UHC-57709-74	2583108678	312 Hillcrest Rd, Columbus, OH, 43201	0.62	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+3 more
CLM-403811	CLM	Willie Lawrence	1981-01-26	—	—	2641 Forest Ave, Gilbert, AZ, 85290	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-432084	CLM	William U Wells	1996-06-27	UHC-43805-72	9375878321	4905 Lake View Rd, Phoenix, AZ, 85085	0.62	Name re-cased Two-digit birth year Member ID reformatted Street suffix standardised+3 more
CLM-402557	CLM	Isabella Cox	1988-06-13	UHC-02263-65	—	2062 Lake View Rd Apt 21, Fresno, CA, 93798	0.62	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+3 more
TPA-58100	TPA	Joe Florse	1994-08-08	—	—	6068 Sunset Blvd, Charlotte, NC, 28283	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-105466	ENR	Alexis Z Davis	1952-08-28	UHC-98113-37	2836132995	3470 Bayshore Dr, Los Angeles, CA	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-425723	CLM	Kathryn Jordan	1963-06-15	UHC-11277-48	8313452280	5080 Sunset Blvd, Charlotte, NC, 28215	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-132719	ENR	Wayne E Obryen	1973-01-20	UHC-06710-35	4597804684	1154 Mountain View Dr # 807, Denver, CO, 80293	0.62	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
CLM-409523	CLM	Harold Burns	1998-04-20	UHC-89167-11	—	6484 Central Ave # 508, Denver, CO, 80297	0.62	Name re-cased Date of birth reformatted Member ID reformatted Unit split from street+3 more
CLM-423506	CLM	Judith Romero	—	UHC-06958-08	9023892081	5716 Indian School Rd, Charlotte, NC, 28221	0.62	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+3 more
CLM-414896	CLM	Yuki Rusesll	1992-02-03	—	—	365 Lincoln Way, Los Angeles, CA, 90004	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-142283	ENR	Jeffey Bell	1972-05-09	UHC-87351-38	6087265591	5075 Lincoln Way, Charlotte, NC	0.62	Name re-cased Date of birth reformatted Member ID reformatted 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-142491	ENR	Amy L Sanchez	1972-07-02	UHC-63205-92	4658717286	7045 Desert Sky Blvd, Sacramento, CA, 95892	0.62	Name re-cased Street suffix standardised Address re-cased Email lower-cased+3 more
ENR-133346	ENR	Kathleen Jordan	1993-05-20	UHC-29134-81	4562653540	5168 River Rd, Houston, TX, 77026	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-426295	CLM	Arthur Cooper	1999-02-02	UHC-27455-41	9697536460	2750 Ridge Rd, Fresno, CA, 93711	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-125134	ENR	Nathan Patterson	2007-05-04	UHC-25197-71	2359977325	1020 Central Ave, Los Angeles, CA, 90095	0.62	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+3 more
CLM-401140	CLM	Logan Sims	1982-02-26	UHC-95454-32	2538180435	539 Meadow Ln # 390, Houston, TX, 77006	0.62	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
PRV-20226	PRV	Joe J Washington	1952-07-17	UHC-56815-47	6196643976	6560 Market St, Glendale, AZ, 85325	0.62	Name re-cased Phone reformatted City re-cased ZIP+4 trimmed+3 more
ENR-111762	ENR	Kevin Rice	1999-08-06	UHC-54331-49	2332187197	8670 Main St, Chandler, AZ, 85265	0.62	Name re-cased Phone reformatted Member ID reformatted SSN last four extracted+3 more
CLM-411790	CLM	Sam V Romerro	1976-08-07	UHC-70881-28	—	909 Lincoln Way # 740, Minneapolis, MN, 55447	0.62	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+3 more
ENR-123035	ENR	Jerry L Jenkins	1965-07-13	UHC-66005-72	6953877776	4174 Pine Dr, Tampa, FL, 33627	0.62	Middle initial moved out of first name Name re-cased Date of birth reformatted Phone reformatted+3 more
TPA-53872	TPA	Vincent Riz	1997-09-22	—	—	2484 Central Ave, Eden Prairie, MN	0.62	Name re-cased Street suffix standardised Address re-cased State code upper-cased+3 more
CLM-409958	CLM	Alice Armstrong	1999-11-04	—	—	5394 River Rd, Charlotte, NC, 28228	0.62	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
ENR-117468	ENR	Nicole O Bowman	2003-02-21	UHC-37752-72	7065917740	7831 Jefferson Ave, Sacramento, CA, 95828	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
CLM-420144	CLM	Christian Medina	1940-01-01	UHC-21221-45	9044598003	3666 Park Pl, Eden Prairie, MN, 55347	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more

39,996 rows, page 113 of 800Previous Next