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 “State name converted to code”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagState name converted to codeClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-101576	ENR	Julie P Romero	1940-12-17	UHC-28284-55	7752013906	5302 Apache Blvd, Denver, CO, 80229	0.60	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
TPA-52759	TPA	Frank Armsrtong	1977-11-07	—	4797228556	8373 Mesa Dr, Seattle, WA, 98100	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-415698	CLM	Judy Burns	1980-12-09	UHC-13174-98	2899148205	3367 Maple Ave, Seattle, WA, 98109	0.60	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+4 more
CLM-429736	CLM	Christina Jimenez	1958-04-19	—	3862976335	4263 Ocean Ave, Chandler, AZ, 85200	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-102848	ENR	Denise O Harrison	2008-01-27	UHC-68862-97	3634355973	5514 Camelback Rd, Chandler, AZ, 85289	0.60	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+4 more
CLM-417666	CLM	Frank James	1954-05-28	—	—	1373 Highland Ave, Miami, FL, 33150	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
TPA-54009	TPA	Hannah Oliver	1951-07-08	—	2558020399	926 Oak St, Scottsdale, AZ, 85270	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-104588	ENR	Brittany A Watson	1974-05-08	UHC-29744-32	8545621093	2080 Union St, Scottsdale, AZ, 85239	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-129573	ENR	Jon H Reyes	1952-07-07	UHC-89739-72	6804201368	7319 Pine Dr, Austin, TX, 78703	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-126707	ENR	Lawrence B Webb	1942-04-02	UHC-93961-29	8544171833	5227 Main St, Phoenix, AZ, 85029	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-417933	CLM	Larry Rogers	1970-02-10	UHC-32272-09	4189493983	7957 Highland Ave, Eden Prairie, MN, 55349	0.60	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+4 more
CLM-401776	CLM	Tyler M Taylor	2000-06-06	UHC-19451-27	8315781085	9668 Hillcrest Rd, Charlotte, NC, 28271	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-26822	PRV	Arthur Jimenez	2001-02-01	UHC-75581-43	7044303301	4586 Lake View Rd, Eden Prairie, MN, 55342	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-100853	ENR	Jeremy S Wilson	1983-10-25	UHC-59488-37	6244094160	4960 Grand Ave, Miami, FL, 33138	0.60	Name re-cased Phone reformatted Member ID reformatted City re-cased+4 more
ENR-124825	ENR	Denise V Garza	1982-10-16	UHC-77826-78	4135593814	7798 Central Ave, Phoenix, AZ, 85027	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-109620	ENR	Judy D Clark	1983-12-04	UHC-51036-46	8315794265	6401 Highland Ave, Glendale, AZ, 85334	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
TPA-50873	TPA	Denise Johnston	2008-03-09	—	6273080928	6538 Palm Dr, Gilbert, AZ, 85210	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-424944	CLM	Kayla Simmons	2003-07-15	UHC-11502-95	—	6651 Jefferson Ave, Tampa, FL, 33686	0.60	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+4 more
ENR-105158	ENR	Mark Z Fox	1993-04-05	UHC-45874-92	7479183905	1877 Indian School Rd, Atlanta, GA, 30302	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-118218	ENR	Nathan Y Ryan	1996-09-17	UHC-40820-53	6078447520	8757 Desert Sky Blvd, Denver, CO, 80273	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-116339	ENR	Robetr G Perkins	1968-08-21	UHC-94691-18	7489469741	782 Grand Ave, Houston, TX, 77076	0.60	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-122528	ENR	Sharon Q Delgado	1991-11-24	UHC-81716-07	7182563747	3990 Central Ave, Plano, TX, 75083	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-132960	ENR	Cheryl Munoz	1971-07-19	UHC-33442-68	—	2972 Union St, Chandler, AZ, 85205	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
CLM-420950	CLM	Hioshi Montgomery	1976-04-17	—	—	1778 Ridge Rd, Miami, FL, 33123	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
PRV-27379	PRV	Christine V White	1945-10-20	—	6519930768	9707 Bayshore Dr, Gilbert, AZ, 85269	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-419421	CLM	Sharon Sanchez	1996-03-09	—	—	6949 Canyon Rd, Tempe, AZ, 85271	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
TPA-58616	TPA	Bryan Bradley	1954-07-16	—	4169693117	9053 Maple Ave, Tempe, AZ, 85288	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-128274	ENR	Andrew R Reynolds	1942-10-24	UHC-72683-78	6032066749	4784 Willow Ct, Phoenix, AZ, 85072	0.60	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+4 more
PRV-22180	PRV	Daniel M Garcia	1961-06-10	—	4136142747	7755 Washington St, Mesa, AZ, 85270	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-101910	ENR	Edward Mejia	1963-01-05	UHC-45725-98	8259602646	3267 Palm Dr, Denver, CO, 80254	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-124496	ENR	Charles G Holmes	1977-03-17	UHC-85650-99	3167800992	1149 Desert Sky Blvd, Nashville, TN, 37229	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-410686	CLM	Myers Thomas	1988-01-26	—	7984446750	4476 Desert Sky Blvd, Atlanta, GA, 30353	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-112389	ENR	Brandon Mejia	1994-12-12	UHC-98769-04	3879324177	3682 Cedar Ln, Minneapolis, MN, 55463	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-25763	PRV	Cheryl F Rivera	1943-05-15	UHC-22669-61	5642154559	2517 Baseline Rd, Tempe, AZ, 85257	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-110223	ENR	Samantha Carlson	1974-05-01	UHC-35190-77	6995519894	82 Sage Ct, Tampa, FL, 33607	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-131604	ENR	Alan T Gray	1991-02-28	UHC-21586-54	8112811697	8700 Spring St, Las Vegas, NV, 89114	0.60	Date of birth reformatted Phone reformatted City re-cased State name converted to code+4 more
CLM-427133	CLM	Steven Welch	2002-11-08	UHC-34050-08	8193149122	4193 Market St, Los Angeles, CA, 90037	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-403314	CLM	Beverly Flores	1948-09-02	UHC-34954-61	—	107 Pine Dr, Las Vegas, NV, 89148	0.60	Member ID reformatted Street suffix standardised Address re-cased City re-cased+4 more
CLM-403383	CLM	Jacob Guerrero	2004-01-18	UHC-78856-87	3317366422	1954 Grand Ave, Plano, TX, 75079	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-409816	CLM	Hiroshi Rice	1947-09-04	—	6533423667	5783 Oak St, Jacksonville, FL, 32271	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-22969	PRV	Sarh Wright	2007-07-09	UHC-88130-96	—	3671 Sunset Blvd, Nashville, TN, 37271	0.60	Member ID reformatted Street suffix standardised Address re-cased City re-cased+4 more
PRV-24359	PRV	Randy Meyer	1984-07-26	UHC-39293-88	7072619905	2773 Mountain View Dr, Tucson, AZ, 85753	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-109635	ENR	Robert Patel	1998-01-08	UHC-85449-55	6004637069	7450 Lake View Rd, Seattle, WA, 98146	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-427913	CLM	Denise Little	1975-11-22	—	—	3747 Market St, Mesa, AZ, 85207	0.60	Name re-cased Street suffix standardised Address re-cased City re-cased+4 more
CLM-425549	CLM	Aisha Maldonado	1965-04-08	UHC-43714-18	2406308438	6060 Sage Ct, Orlando, FL, 32867	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-128571	ENR	Sara Harper	1997-12-08	UHC-57874-45	2158392413	7599 Oak St, Minneapolis, MN, 55447	0.60	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+4 more
ENR-123843	ENR	Wallter B Guzman	1980-07-20	UHC-84623-41	9268843798	9478 Washington St, Tucson, AZ, 85787	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-120866	ENR	Kayla E Simmons	1946-05-05	UHC-87921-34	4779048063	5269 Ridge Rd, Gilbert, AZ, 85223	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-414864	CLM	Sctot Gibson	1966-11-03	—	4635858937	1015 Willow Ct, Glendale, AZ, 85390	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-139978	ENR	Jose Lane	1940-11-14	UHC-60274-32	2936064540	5125 Cedar Ln, Seattle, WA, 98159	0.60	Name re-cased Street suffix standardised Address re-cased State name converted to code+4 more

9,084 rows, page 73 of 182Previous Next