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 “Plan code upper-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPlan code upper-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-106179	ENR	Tony Walker	1978-04-20	UHC-89985-79	9097907975	320 Union St, Glendale, AZ, 85369	0.78	Name re-cased Two-digit birth year Phone reformatted Plan code upper-cased+1 more
ENR-131860	ENR	Albert G Hawkins	1993-06-17	UHC-46163-75	6445679790	1744 Highland Ave, Los Angeles, CA, 90071	0.78	Name re-cased Two-digit birth year Phone reformatted Plan code upper-cased+1 more
ENR-121601	ENR	Brenda Vazquez	1994-10-21	UHC-38454-59	9784191947	3530 Mesa Dr, Fresno, CA, 93743	0.78	Phone reformatted Street suffix standardised Address re-cased Plan code upper-cased+1 more
ENR-127772	ENR	Mary D Shaw	1949-10-03	UHC-02636-81	4666966525	8227 Jefferson Ave, Eden Prairie, MN, 55310	0.78	Name re-cased City re-cased Gender normalised Plan code upper-cased+1 more
ENR-128581	ENR	Gerald O Bell	1972-01-17	UHC-54686-84	7545231201	581 Oak St, Mesa, AZ, 85264	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
ENR-106098	ENR	Cynthia C Weaver	1948-07-26	UHC-34770-23	9045077889	5617 Washington St, Nashville, TN, 37263	0.78	Member ID reformatted Street suffix standardised Address re-cased Plan code upper-cased+1 more
ENR-115666	ENR	Jose X Johnson	1982-07-10	—	6836489848	791 Maple Ave, Las Vegas, NV, 89182	0.78	Date of birth reformatted City re-cased State name converted to code Plan code upper-cased+1 more
ENR-115455	ENR	Deborah Harris	2008-10-28	UHC-21799-23	5424594320	588 Desert Sky Blvd, Plano, TX, 75053	0.78	Date of birth reformatted Street suffix standardised Address re-cased Plan code upper-cased+1 more
ENR-121339	ENR	Pamela I Ruiz	1973-02-23	UHC-19463-21	7695414373	383 Meadow Ln, Charlotte, NC, 28235	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-128131	ENR	Ahmed E Cunningham	1967-12-02	UHC-90142-41	5813223773	9547 Baseline Rd, Dallas, TX, 75238	0.78	Name re-cased City re-cased ZIP+4 trimmed Plan code upper-cased+1 more
ENR-127894	ENR	Dylan Scott	1939-01-17	UHC-87615-04	2607352085	4556 Ridge Rd, Miami, FL, 33148	0.78	Date of birth reformatted Phone reformatted State name converted to code Plan code upper-cased+1 more
ENR-120863	ENR	Eric Andrews	1996-10-25	UHC-54643-62	—	9487 Apache Blvd, Glendale, AZ, 85348	0.78	Name re-cased Street suffix standardised Address re-cased Email lower-cased+1 more
ENR-120772	ENR	Rebecca S Richards	—	UHC-08987-18	5315982986	5456 Main St, Seattle, WA, 98102	0.78	Name re-cased Date of birth unreadable Email lower-cased Plan code upper-cased+1 more
ENR-118262	ENR	Kevin Fowler	1993-02-21	UHC-79836-21	4097754126	8165 Mountain View Dr, San Diego, CA, 92180	0.78	Phone reformatted Street suffix standardised Address re-cased Plan code upper-cased+1 more
ENR-104517	ENR	Sharon S Boyd	1957-07-20	UHC-93216-37	2307299847	4822 Camelback Rd, Minneapolis, MN, 55471	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
ENR-109933	ENR	Benjamin W Wright	1951-07-02	UHC-27704-99	7264832451	6627 Meadow Ln Apt 31, Los Angeles, CA, 90055	0.78	Name re-cased Phone reformatted Unit split from street Plan code upper-cased+1 more
ENR-108726	ENR	Lauren Stevens	1949-11-25	UHC-56668-55	3773283181	2878 Canyon Rd, Phoenix, AZ, 85056	0.78	Phone reformatted Street suffix standardised Address re-cased Plan code upper-cased+1 more
ENR-138960	ENR	Gloria C Hernandez	1982-06-04	UHC-15718-66	4089384926	8945 Spring St, Gilbert, AZ	0.78	Name re-cased Phone reformatted ZIP missing Plan code upper-cased+1 more
ENR-123454	ENR	Carolyn K James	1946-10-12	—	7113435050	6177 Ridge Rd, Los Angeles, CA, 90001	0.78	Phone reformatted Gender normalised Plan code upper-cased Whitespace trimmed+1 more
ENR-122325	ENR	Judy V Austin	1939-10-04	UHC-17058-34	6099709451	4873 Palm Dr, Jacksonville, FL, 32270	0.78	Phone reformatted Street suffix standardised Address re-cased Plan code upper-cased+1 more
ENR-131254	ENR	Angela W Banks	1989-12-03	UHC-53594-04	7295688487	6844 Oak St, Fresno, CA, 93778	0.78	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+1 more
ENR-114229	ENR	Megan Alvaarez	1971-03-13	UHC-43589-86	9853997516	2579 Central Ave, Nashville, TN, 37245	0.78	Date of birth reformatted Phone reformatted State name converted to code Plan code upper-cased+1 more
ENR-125842	ENR	Donna P Young	1959-04-09	UHC-09777-54	2052221233	9562 Grand Ave # 393, Tampa, FL, 33640	0.78	Phone reformatted Unit split from street Email lower-cased Plan code upper-cased+1 more
ENR-103826	ENR	Alexander Q Hanson	1958-08-25	UHC-67625-60	6708760966	5407 Jefferson Ave, Tampa, FL, 33682	0.78	Date of birth reformatted Street suffix standardised Address re-cased Plan code upper-cased+1 more
ENR-128657	ENR	Mari Q Mejia	1995-03-27	—	5916611923	5526 Spring St, Mesa, AZ, 85227	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-102516	ENR	Sarh D Grant	1999-01-04	UHC-93690-53	3543233551	4672 Canyon Rd, Minneapolis, MN, 55413	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-119170	ENR	Olivia D Espinoza	1945-12-04	UHC-11695-57	2054054111	1329 Meadow Ln, San Diego, CA	0.78	Name re-cased Phone reformatted ZIP missing Plan code upper-cased+1 more
ENR-125529	ENR	Albert Ellis	—	UHC-85432-06	9452836060	860 Ocean Ave, Houston, TX, 77050	0.78	Date of birth missing City re-cased Email lower-cased Plan code upper-cased+1 more
ENR-119144	ENR	Carlos K Sanders	1989-03-25	UHC-40354-50	4136950647	—	0.78	Name split from “Last, First”Date of birth reformatted Plan code upper-cased Whitespace trimmed+1 more
ENR-133361	ENR	Randy F Gonzales	2005-02-16	UHC-70390-48	—	5135 Meadow Ln, Plano, TX, 75026	0.78	Street suffix standardised Address re-cased Plan code upper-cased Whitespace trimmed+1 more
ENR-142784	ENR	Jonathan L Palmer	1939-08-17	UHC-36084-68	6936362100	7226 Market St Apt 24, San Diego, CA, 92160	0.78	Phone reformatted Unit split from street Email lower-cased Plan code upper-cased+1 more
ENR-120205	ENR	Brian S Carter	1941-08-02	UHC-24566-93	2693307044	4200 Valley View Dr, Los Angeles, CA, 90014	0.78	Date of birth reformatted Street suffix standardised Address re-cased Email lower-cased+1 more
ENR-121082	ENR	BrianJunk	1978-07-12	UHC-08980-11	2268288279	7222 Spring St, Columbus, OH, 43233	0.78	Name re-cased Phone reformatted City re-cased Plan code upper-cased+1 more
ENR-129686	ENR	James E Sandoval	2003-01-26	UHC-22538-54	8529295995	3485 Desert Sky Blvd Apt 29, Atlanta, GA, 30388	0.78	Name re-cased Phone reformatted Unit split from street Plan code upper-cased+1 more
ENR-139141	ENR	Helen PJunk	2004-10-06	UHC-93664-40	9862529559	3435 Bayshore Dr, Fresno, CA, 93739	0.78	Date of birth reformatted Phone reformatted Plan code upper-cased Whitespace trimmed+1 more
ENR-141342	ENR	Bradley P Vega	1994-10-23	UHC-37376-17	9517000340	1745 Canyon Rd, San Diego, CA, 92108	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-129921	ENR	Gabriel Price	1959-11-11	UHC-79021-88	—	9889 Washington St, Minneapolis, MN, 55445	0.78	Member ID reformatted Street suffix standardised Address re-cased Plan code upper-cased+1 more
ENR-100862	ENR	Sofia T Wood	1948-02-07	UHC-13185-65	—	5469 Sage Ct, Chandler, AZ, 85242	0.78	Street suffix standardised Address re-cased City re-cased Plan code upper-cased+1 more
ENR-127849	ENR	Catherine Anderson	1986-06-28	—	6307159126	6272 Valley View Dr # 827, Glendale, AZ, 85355	0.78	Phone reformatted Unit split from street State code upper-cased Plan code upper-cased+1 more
ENR-139845	ENR	Raymond Dixon	1970-08-21	UHC-79273-76	7096924889	4161 Spring St, Dallas, TX, 75294	0.78	Date of birth reformatted Phone reformatted Gender normalised Plan code upper-cased+1 more
ENR-139844	ENR	Raymond Dixon	1970-08-21	UHC-79273-76	7096924889	4161 Spring St, Dallas, TX, 75294	0.78	Date of birth reformatted Phone reformatted Gender normalised Plan code upper-cased+1 more
ENR-106207	ENR	Mary G Holmes	1997-06-25	UHC-79180-77	2333975812	3467 Sunset Blvd, Las Vegas, NV, 89197	0.78	Name split from “Last, First”Phone reformatted Email lower-cased Plan code upper-cased+1 more
ENR-134146	ENR	Samantha J Wang	1995-09-10	UHC-95692-76	2959130008	2962 Grand Ave, Jacksonville, FL, 32204	0.78	Date of birth reformatted Street suffix standardised Address re-cased Plan code upper-cased+1 more
ENR-133991	ENR	Gregory Gutierrez	1938-02-28	UHC-09302-32	7829520279	7268 Spring St, Columbus, OH, 43211	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
ENR-100998	ENR	Harold Q Ryan	1960-12-19	UHC-91189-83	3968012383	466 Sage Ct, Plano, TX, 75000	0.78	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+1 more
ENR-115721	ENR	Mary A Espinoza	2005-06-26	UHC-85055-37	9244930431	1673 Palm Dr, Tampa, FL, 33660	0.78	Phone reformatted ZIP+4 trimmed Email lower-cased Plan code upper-cased+1 more
ENR-119803	ENR	Alice K Allen	1960-12-27	UHC-55870-06	3203396157	5936 Elm St, San Diego, CA, 92116	0.78	Phone reformatted Street suffix standardised Address re-cased Plan code upper-cased+1 more
ENR-143088	ENR	Wayne S Simmons	1955-12-25	UHC-52465-22	6455052922	2699 Ocean Ave, Seattle, WA, 98148	0.78	Name re-cased Phone reformatted Gender normalised Plan code upper-cased+1 more
ENR-132030	ENR	Terry Hunter	1961-07-17	UHC-31301-61	6836296684	6487 Oak St, Houston, TX, 77084	0.78	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+1 more
ENR-130731	ENR	Betty X Coleman	1949-07-22	UHC-56879-88	9849548346	7996 Lake View Rd, Austin, TX, 78721	0.78	Date of birth reformatted Street suffix standardised Address re-cased Plan code upper-cased+1 more

2,126 rows, page 31 of 43Previous Next