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-402238	CLM	Stephen Mason	1949-01-20	UHC-11372-10	7267442355	5037 Ocean Ave, Columbus, OH, 43224	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-107192	ENR	Jessica S Alexander	1973-06-17	UHC-90340-61	5955116045	5403 Jefferson Ave Apt 33, Phoenix, AZ, 85034	0.62	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
TPA-61685	TPA	Mark Morgan	1981-04-13	—	—	2340 Pine Dr, Tampa, FL, 33607	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-429654	CLM	Dylan Gomez	1963-08-12	UHC-44561-38	6332886287	5409 Union St, Los Angeles, CA	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-412587	CLM	Denise Y Prce	—	—	4589593879	8071 Desert Sky Blvd, Seattle, WA, 98119	0.62	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+3 more
CLM-420595	CLM	Evelyn Morrison	1986-09-13	—	—	1846 Maple Ave, Tampa, FL, 33635	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-417260	CLM	Patrick Ellis	1975-04-06	UHC-52459-13	—	1833 Ridge Rd, Eden Prairie, MN, 55326	0.62	Name re-cased Street suffix standardised Address re-cased Email lower-cased+3 more
PRV-29444	PRV	Cheryl Obrien	1938-08-14	UHC-58364-11	7489356743	7836 Union St, Chandler, AZ, 85253	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-28641	PRV	Maria Rose	1969-09-16	—	7594134013	1103 Sunset Blvd, Seattle, WA, 98123	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-406602	CLM	Douglas Garza	1946-09-15	—	—	1168 Cedar Ln, Phoenix, AZ, 85069	0.62	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
ENR-140609	ENR	Theresa Lewiis	1965-09-20	UHC-86460-92	3692689943	8792 Mesa Dr, Houston, TX, 77001	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-403177	CLM	Joe Stephens	1975-03-11	UHC-09651-87	3118285793	302 Church St, Columbus, OH, 43237	0.62	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+3 more
ENR-110847	ENR	Diane Harper	2004-01-20	UHC-66799-46	9489392456	1196 Mountain View Dr, Columbus, OH, 43239	0.62	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+3 more
PRV-27062	PRV	Wallace I Sara	1992-04-20	—	9407614454	1117 Baseline Rd, Tempe, AZ, 85202	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-419419	CLM	Evelyn Varrgas	1969-01-18	UHC-34654-11	5484943332	9477 Forest Ave, Plano, TX, 75085	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-52620	TPA	Gregory Webb	1977-01-26	—	—	462 Meadow Ln, Miami, FL	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-427814	CLM	William L Walsh	1952-05-27	UHC-61186-88	—	9058 Mesa Dr, Seattle, WA, 98143	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
PRV-20629	PRV	Charles Chavez	1988-04-02	—	8097346366	3476 Lake View Rd, Fresno, CA, 93753	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-100935	ENR	Peter Johnston	1962-03-28	UHC-56484-01	4242892846	1159 Lake View Rd, Charlotte, NC, 28207	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-138616	ENR	Margaret Banks	2003-12-17	UHC-02221-08	8087806638	6612 Baseline Rd, Fresno, CA, 93762	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-104119	ENR	Carolyn F Roberts	1974-02-03	UHC-06363-32	6006767200	707 Mesa Dr, Plano, TX, 75027	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-136567	ENR	Christina N Obrien	1948-01-25	UHC-57093-33	4543413543	3904 Park Pl, Eden Prairie, MN	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-136566	ENR	Christina N Obrien	1948-01-25	UHC-57093-33	4543413543	3904 Park Pl, Eden Prairie, MN	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-138214	ENR	Jacqueline A Gomez	1965-01-25	UHC-52995-60	4366232089	7809 Palm Dr, Plano, TX, 75046	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-54029	TPA	Jimmy S Ruiz	1985-06-20	—	—	7055 Bayshore Dr # 520, Columbus, OH, 43266	0.62	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+3 more
CLM-411969	CLM	Maria A Woods	1969-06-16	UHC-43006-38	4297798137	198 Church St, Los Angeles, CA, 90061	0.62	Name re-cased Two-digit birth year Phone reformatted City re-cased+3 more
CLM-429201	CLM	Raymond Wood	1981-03-24	UHC-27241-99	3548267778	2266 Sage Ct, Atlanta, GA	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-136891	ENR	Keith AJunk	1963-11-18	UHC-41667-97	6913723861	5446 Union St, Phoenix, AZ, 85020	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-58568	TPA	Nicole I Barnes	1993-01-26	—	—	480 Washington St, Nashville, TN, 37288	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
CLM-406242	CLM	Cmaila Jimenez	1975-10-02	UHC-71123-92	—	9655 Meadow Ln # 315, Plano, TX, 75028	0.62	Name re-cased Date of birth reformatted Member ID reformatted Unit split from street+3 more
CLM-406241	CLM	Cmaila Jimenez	1975-10-02	UHC-71123-92	—	9655 Meadow Ln # 315, Plano, TX, 75028	0.62	Name re-cased Date of birth reformatted Member ID reformatted Unit split from street+3 more
CLM-403083	CLM	Tyler Kelley	1962-11-01	UHC-71559-70	—	636 Spring St, Austin, TX	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
ENR-120433	ENR	Maria J Vazquez	1954-10-10	UHC-60301-52	2385506675	891 Canyon Rd Apt 19, Los Angeles, CA, 90042	0.62	Name re-cased Date of birth reformatted Unit split from street City re-cased+3 more
CLM-427319	CLM	Charles Gonzalez	1974-07-20	UHC-02909-70	2667982251	559 Desert Sky Blvd, Mesa, AZ, 85295	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-103669	ENR	Tyler P Dean	1985-11-10	UHC-88040-86	2778876633	6132 Sunset Blvd, Miami, FL	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-131017	ENR	Mei F Armstrong	1993-06-21	UHC-83413-64	2377820792	6233 Canyon Rd, Plano, TX, 75071	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-419682	CLM	Dorothy T Lawrence	1966-04-11	UHC-04711-59	4442115814	1167 Canyon Rd Apt 3, Los Angeles, CA, 90087	0.62	Middle initial moved out of first name Name re-cased Date of birth reformatted Unit split from street+3 more
CLM-417226	CLM	Evelin Kim	1985-05-03	UHC-34692-99	—	1704 Jefferson Ave, Mesa, AZ, 85234	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-427698	CLM	Sharon Rojas	1965-08-23	—	—	9578 Mesa Dr, Denver, CO, 80279	0.62	Name re-cased Street suffix standardised Address re-cased State code upper-cased+3 more
TPA-63947	TPA	Larry Fowler	1954-06-14	—	—	7770 Mountain View Dr, Seattle, WA, 98107	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-136112	ENR	Douglas Ortega	1991-01-22	UHC-67942-79	2092315147	3035 Baseline Rd, Charlotte, NC, 28267	0.62	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
CLM-417106	CLM	Anthony B Estrada	1972-01-23	UHC-76323-91	—	7313 Union St, San Antonio, TX, 78237	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-53671	TPA	Nicholas Obrien	1958-09-02	—	—	4628 Sunset Blvd Apt 9, Las Vegas, NV, 89125	0.62	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+3 more
CLM-416353	CLM	Bruce Phillips	1989-05-28	UHC-32256-98	—	5407 Hillcrest Rd, Las Vegas, NV, 89110	0.62	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+3 more
TPA-52428	TPA	Mariana Sanders	1991-09-09	—	8117223521	2727 Willow Ct, Tempe, AZ	0.62	Name re-cased Phone reformatted ZIP missing Email lower-cased+3 more
ENR-131815	ENR	Helan Lee	1953-10-23	UHC-14813-54	3299467305	1564 Mesa Dr, Mesa, AZ, 85269	0.62	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+3 more
CLM-412982	CLM	Katherine Dixon	1989-07-28	—	5007103246	9088 Union St, San Diego, CA	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-129927	ENR	Arthur Bell	1951-01-18	UHC-76121-17	9619444348	6779 Lincoln Way, Fresno, CA, 93748	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-135408	ENR	Daniel Jensen	1974-09-12	UHC-77446-05	—	3605 Baseline Rd, Chandler, AZ, 85239	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-421683	CLM	Smith Omar	1999-06-10	—	—	6226 Indian School Rd, Charlotte, NC, 28235	0.62	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+3 more

39,996 rows, page 152 of 800Previous Next