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

Enrollment, 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-118327	ENR	Cheryl Wells	1996-05-23	UHC-85133-15	7367526763	8038 Ocean Ave, Minneapolis, MN, 55460	0.60	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
ENR-124213	ENR	Omar Park	1975-11-13	UHC-01183-85	4828045607	4331 Palm Dr, Gilbert, AZ, 85291	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-138669	ENR	Carol W Turner	1988-06-04	UHC-66102-25	8674376699	834 Highland Ave, Eden Prairie, MN, 55325	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-141833	ENR	Lauren Jackson	2004-04-04	UHC-07467-12	8903456751	7895 Harbor Blvd, Houston, TX, 77066	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-136664	ENR	Nancy Jaes	1956-09-17	UHC-08079-42	3142689346	6858 Sage Ct, Denver, CO, 80228	0.60	Phone reformatted Street suffix standardised Address re-cased City re-cased+4 more
ENR-112299	ENR	Cynthia I Diaz	2002-12-02	UHC-72241-56	8586064607	4342 Baseline Rd, Denver, CO, 80274	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-122312	ENR	Christopher Dixon	1953-03-19	UHC-08912-57	9877276689	2285 Highland Ave, Charlotte, NC, 28298	0.60	Phone reformatted Street suffix standardised Address re-cased City re-cased+4 more
ENR-142773	ENR	Bryan X Cole	1980-05-18	UHC-40503-58	5152782288	2690 Union St, Denver, CO, 80218	0.60	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-128608	ENR	Charles O Fuller	1942-11-20	UHC-40826-72	2699632658	227 River Rd, Charlotte, NC, 28221	0.60	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
ENR-133594	ENR	Amy M Ruiz	1999-10-06	—	2805193147	2277 Highland Ave, Eden Prairie, MN, 55333	0.60	Name re-cased Street suffix standardised Address re-cased State name converted to code+4 more
ENR-120645	ENR	Brandon P Mason	1940-02-11	UHC-72913-09	2296444365	617 Elm St, Tucson, AZ, 85701	0.60	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-139886	ENR	Beverly U Vazquez	2008-07-09	UHC-36185-91	3547462014	815 Sage Ct, Mesa, AZ, 85283	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
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
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
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
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
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
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
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
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
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
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
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
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
ENR-100792	ENR	Isabella A Herrera	1994-01-06	UHC-23502-35	—	3105 Highland Ave, San Antonio, TX, 78207	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-101235	ENR	Carolyn Lewis	1996-08-27	UHC-83255-14	7738625543	5024 Spring St, Charlotte, NC, 28254	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-139015	ENR	Lauren Harrison	1939-06-04	UHC-42762-07	5346917206	3981 Grand Ave, Tempe, AZ, 85253	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-115928	ENR	Judith Q Stephens	1965-01-01	UHC-37396-05	7492547758	250 Lincoln Way, Phoenix, AZ, 85034	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-115632	ENR	Nathan Fox	1968-01-26	UHC-69999-99	6797759415	4909 Mountain View Dr, Fresno, CA, 93763	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-106863	ENR	Jason Duncan	1996-06-16	UHC-47431-54	2323134848	783 Washington St, Houston, TX, 77091	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-132806	ENR	Kayla E Padilla	2008-11-26	UHC-70209-49	6276291174	7096 Lake View Rd, Gilbert, AZ, 85254	0.60	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-124651	ENR	Dennis B Mitchell	1993-04-03	UHC-59416-92	6122587459	9110 Mountain View Dr, Austin, TX, 78738	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-106607	ENR	Charlotte Payne	1943-09-07	UHC-66273-80	3037776461	5422 Oak St, Las Vegas, NV, 89121	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-142422	ENR	Justin Chapman	1967-03-13	UHC-61066-97	9317053642	3608 Sage Ct # 377, Charlotte, NC, 28216	0.60	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
ENR-100267	ENR	Kathryn J Kelly	1955-01-24	UHC-61592-30	6586513640	6310 Cedar Ln, Mesa, AZ, 85255	0.60	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-118210	ENR	Jesssica G Perez	1997-02-15	UHC-75199-96	8917133214	9284 Willow Ct, Dallas, TX, 75277	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-107078	ENR	Andrew U Gutierrez	1981-04-13	UHC-30348-83	3406524371	7873 Cedar Ln, Los Angeles, CA, 90061	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-123062	ENR	Emily Johnson	1975-09-13	UHC-34879-85	4289981778	7510 Meadow Ln, Miami, FL, 33103	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more

4,296 rows, page 36 of 86Previous Next