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 “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
ENR-104099	ENR	Rachel D Ortega	2002-11-23	—	6176168733	7804 Hillcrest Rd, San Diego, CA, 92136	0.72	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-125969	ENR	Helen Snyder	1977-02-01	UHC-56443-63	6339724359	2599 Willow Ct, Atlanta, GA, 30371	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-129616	ENR	Austin Jacobs	1958-06-19	UHC-69015-61	2338107887	8869 Ocean Ave, Atlanta, GA, 30319	0.72	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
ENR-120064	ENR	Natahn L Cole	1988-06-19	UHC-73438-95	3365112392	2027 Sage Ct, Denver, CO, 80288	0.72	Name re-cased Date of birth reformatted Phone reformatted City re-cased+4 more
ENR-139466	ENR	Teresa Gray	1993-05-26	UHC-17407-24	2415230181	5597 Main St, Tempe, AZ, 85203	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-123814	ENR	Jason Bryant	1955-12-01	UHC-97836-97	5953897036	4131 Market St, Chandler, AZ, 85216	0.72	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
ENR-122260	ENR	Donna Reynolds	1990-12-09	UHC-53206-63	8698146833	3975 Ridge Rd, Charlotte, NC, 28271	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-110911	ENR	Jerry King	1983-09-23	UHC-99995-34	6507469213	2993 Ocean Ave, Tampa, FL, 33632	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-140449	ENR	Jason N Mejia	1973-01-28	UHC-68953-11	4812960187	4774 River Rd, Dallas, TX, 75261	0.72	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-142415	ENR	Anthony C Morrison	1987-09-13	UHC-63513-43	8556818361	2796 Pine Dr, San Antonio, TX, 78297	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-142655	ENR	Lori H Roberts	1948-04-24	UHC-88692-40	5453682258	3853 Hillcrest Rd, Tempe, AZ, 85253	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-113167	ENR	Lawrence Howard	1945-12-13	UHC-07588-78	8189305682	9438 Valley View Dr, Los Angeles, CA, 90077	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-105527	ENR	Ronad White	1971-04-08	UHC-20485-15	2248548765	626 Apache Blvd, Seattle, WA, 98149	0.72	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
ENR-138238	ENR	Arjun Dominguez	1985-07-22	UHC-91705-75	6394848074	7632 Camelback Rd, Nashville, TN, 37245	0.72	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
ENR-109978	ENR	Tyler E Gilbert	1963-04-17	UHC-87670-08	2036459684	3495 Mesa Dr, Houston, TX, 77061	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-119163	ENR	Mariaana C Roberts	1964-05-14	UHC-24113-38	8964119895	8309 Lincoln Way, Scottsdale, AZ, 85268	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-140796	ENR	Kathleen T Jacobs	1948-11-11	UHC-95648-15	4303437119	5998 Sage Ct, Nashville, TN, 37250	0.72	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-115155	ENR	Michelle Hudon	1939-08-23	UHC-39161-56	—	3593 Main St, Los Angeles, CA, 90017	0.72	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-114046	ENR	Ethan X Lopez	1983-05-12	UHC-27810-97	7056804337	7340 Palm Dr, Fresno, CA, 93740	0.72	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
ENR-130319	ENR	Brandon B Long	1963-11-17	UHC-49927-34	7009230695	6600 Ocean Ave, Tampa, FL, 33649	0.72	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-134809	ENR	Evelyn Graham	1973-05-13	UHC-11403-48	4372289076	8861 Mountain View Dr, Fresno, CA, 93776	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-117014	ENR	Harold Nguyen	1948-03-27	UHC-34681-89	9408992139	3845 Valley View Dr, Seattle, WA, 98189	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-113203	ENR	Lisa Henderson	1978-05-12	UHC-46971-43	7547944763	3644 Spring St, Glendale, AZ, 85300	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-140318	ENR	Charlotte Le	1948-04-01	UHC-73579-53	8793365418	9232 Harbor Blvd, Phoenix, AZ, 85024	0.72	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
ENR-140435	ENR	Paul Price	1991-01-19	UHC-24890-46	7525967410	5622 Mountain View Dr, Mesa, AZ, 85286	0.72	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
ENR-111060	ENR	Walter Crewford	1999-10-02	UHC-83187-18	6415089019	6940 Oak St, Gilbert, AZ, 85240	0.72	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
ENR-123856	ENR	Carlos Buton	1994-11-27	UHC-79729-62	8217014596	773 Lincoln Way, Orlando, FL, 32835	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-141593	ENR	Martha Riley	1972-05-20	UHC-50441-12	9826901636	3498 Union St, Los Angeles, CA, 90040	0.72	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
ENR-101387	ENR	Nancy Maldonado	2003-02-08	UHC-45547-55	8716575373	9518 Maple Ave, Eden Prairie, MN, 55319	0.72	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-121290	ENR	Brittany C Bennett	1976-03-01	UHC-13990-39	—	8266 Central Ave, Gilbert, AZ	0.72	Name re-cased Date of birth reformatted Member ID reformatted ZIP missing+4 more
ENR-112360	ENR	Mason L Garcia	1938-08-04	UHC-80156-07	8958080038	7806 Spring St, Austin, TX, 78702	0.72	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-111575	ENR	Ruth Le	1940-09-03	UHC-10988-19	6173836317	1269 Oak St, Columbus, OH, 43274	0.72	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-111887	ENR	Brittany Z Wheeler	1971-09-05	UHC-55556-45	9617043830	1233 Forest Ave, Miami, FL, 33162	0.72	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-106370	ENR	Laura V Alvarez	1994-01-13	UHC-59481-37	2819546655	231 Grand Ave, Glendale, AZ, 85322	0.72	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
ENR-133911	ENR	Nathen P Turner	1976-03-05	UHC-07631-83	9384694864	8594 Palm Dr, Mesa, AZ, 85285	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-136981	ENR	Jenkins Gay	1988-12-04	UHC-39155-95	6827150949	9616 Desert Sky Blvd, Los Angeles, CA, 90006	0.72	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
ENR-105087	ENR	Grgeory G Morirs	1940-02-01	UHC-46319-60	5872583116	4387 Washington St, Chandler, AZ, 85216	0.72	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-107718	ENR	Janice Fuller	1942-02-27	UHC-89259-59	3673125628	4572 Desert Sky Blvd, Miami, FL, 33141	0.72	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-106096	ENR	Larry Q Barnes	1983-06-16	UHC-44053-64	—	2439 Oak St, Gilbert, AZ, 85247	0.72	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+4 more
ENR-114255	ENR	Donald O McDonald	1996-06-01	UHC-30439-22	4975156559	9776 Market St, Austin, TX, 78784	0.72	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-104110	ENR	Samantha Sandoval	2002-06-25	UHC-37236-64	9028402146	330 Cedar Ln, Las Vegas, NV, 89135	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-122896	ENR	Evelyn T Jensen	2005-05-28	UHC-72278-72	5616577951	9886 Sage Ct, Phoenix, AZ, 85052	0.72	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-118393	ENR	Bryan Thompson	2004-04-15	UHC-92415-12	9296209004	346 Union St, Orlando, FL, 32862	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-138263	ENR	Aisha I Powell	1963-07-22	UHC-80579-39	—	7207 Palm Dr, Sacramento, CA, 95899	0.72	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+4 more
ENR-100334	ENR	Emmma Pena	1995-08-04	UHC-92734-43	6483489947	9035 Park Pl, Chandler, AZ, 85269	0.72	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-113682	ENR	Albert J Stphens	1967-02-04	UHC-44227-93	2968297461	3440 Baseline Rd, Phoenix, AZ, 85097	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-130827	ENR	Harold U Marquez	1943-09-27	—	7278813823	1701 Lake View Rd, Tempe, AZ, 85241	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-131764	ENR	Juudy Kim	1948-05-11	UHC-47691-30	2655955175	1313 Market St, Miami, FL, 33161	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-111321	ENR	Deborah Jenkins	2002-05-05	UHC-33274-11	—	8137 Central Ave, Houston, TX, 77004	0.72	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+4 more
ENR-134713	ENR	Denise Santos	2005-12-01	UHC-49411-48	2075642361	5029 Jefferson Ave, Columbus, OH, 43255	0.72	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more

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