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 “Placeholder values cleared”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPlaceholder values clearedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-137571	ENR	Stephanie Martinez	1943-05-07	UHC-86165-98	7038576417	9578 Camelback Rd, Orlando, FL, 32816	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-107773	ENR	Sophia N Wagner	1982-04-26	UHC-66406-43	8895125018	617 Highland Ave, Gilbert, AZ, 85210	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-115078	ENR	Butler Andrea	1941-12-05	UHC-91603-61	6377994482	6968 Highland Ave, Orlando, FL, 32840	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-111137	ENR	Judith S Owens	1944-02-28	UHC-30369-26	9456731363	4041 Maple Ave # 496, Fresno, CA, 93782	0.64	Name re-cased Member ID reformatted Unit split from street Street suffix standardised+2 more
ENR-113081	ENR	Alexis Ruiz	1973-05-05	UHC-51707-54	—	3858 Harbor Blvd # 905, Sacramento, CA, 95828	0.64	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-107645	ENR	Eugene Robertson	1959-11-05	UHC-81445-87	8717561933	8093 Lake View Rd # 318, Mesa, AZ, 85272	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-116820	ENR	Wei Johnson	—	UHC-18255-97	7945034955	8648 Spring St Apt 24, Miami, FL, 33183	0.64	Date of birth unreadable Phone reformatted Member ID reformatted Unit split from street+2 more
ENR-125895	ENR	Sharon F Weber	2006-09-08	UHC-02965-50	4403387593	6745 Apache Blvd, San Diego, CA, 92173	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-142762	ENR	Dot Gomez	1965-10-25	UHC-28888-43	8404448085	4929 Elm St, Los Angeles, CA, 90030	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-104115	ENR	Roy P Ray	1946-07-24	UHC-74378-53	—	176 Central Ave, Phoenix, AZ, 85055	0.64	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-113555	ENR	Emma O Campbell	1971-11-15	UHC-47039-85	4163118053	4875 Central Ave, Mesa, AZ	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted ZIP missing+2 more
ENR-107563	ENR	Kathleen Taylor	2004-01-06	UHC-38509-24	—	7201 Union St, Gilbert, AZ, 85273	0.64	Name re-cased Two-digit birth year City re-cased ZIP+4 trimmed+2 more
ENR-116197	ENR	Catherine V Henderson	1986-01-17	UHC-95700-75	7679563869	4276 Church St, Miami, FL, 33140	0.64	Name split from “Last, First”Street suffix standardised Address re-cased State code upper-cased+2 more
ENR-137745	ENR	Pamela Ray	2002-12-14	UHC-77160-65	5878656206	8115 Forest Ave, Minneapolis, MN, 55497	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-115023	ENR	Jerry R Yang	—	UHC-60447-61	5699831711	7676 Valley View Dr, Jacksonville, FL, 32212	0.64	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-137427	ENR	Joshua Morris	1997-07-01	UHC-52115-69	—	5767 Sunset Blvd, Houston, TX, 77050	0.64	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-142964	ENR	Wagner X Jacob	1987-08-08	UHC-37199-53	3434966818	3449 Grand Ave, Gilbert, AZ, 85258	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-110746	ENR	Nancy K Hill	1954-07-10	UHC-01710-85	—	9505 Forest Ave, San Diego, CA, 92161	0.64	Middle initial moved out of first name Street suffix standardised Address re-cased City re-cased+2 more
ENR-100423	ENR	Brian Guerrero	1957-04-21	UHC-34537-90	—	8900 Sunset Blvd, Los Angeles, CA, 90067	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
ENR-118851	ENR	Jlie Marshall	2006-09-02	UHC-19095-82	6132429319	9072 Pine Dr, Dallas, TX, 75264	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-117261	ENR	Michael Chapman	1960-09-01	UHC-78960-31	6898099082	3528 Bayshore Dr, Tampa, FL, 33698	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-142857	ENR	Linda B Marquez	1977-03-10	UHC-66226-32	9198241455	389 Hillcrest Rd, Orlando, FL, 32878	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-101056	ENR	James Thompson	1979-07-14	UHC-57559-48	—	5754 Bayshore Dr, Minneapolis, MN, 55499	0.64	Two-digit birth year Street suffix standardised Address re-cased Plan code upper-cased+2 more
ENR-119239	ENR	Lus Jenkins	1958-10-19	UHC-57726-75	—	7476 Ridge Rd, Phoenix, AZ	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
ENR-105473	ENR	Carol Perry	1987-06-27	UHC-00745-17	6725718460	2551 Washington St, Plano, TX, 75043	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-120442	ENR	Sharon Z Simmons	2005-02-04	UHC-71089-33	—	3873 Hillcrest Rd, Miami, FL, 33126	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
ENR-102639	ENR	Betty West	1983-05-28	UHC-82275-78	6432609690	3801 Lake View Rd, Denver, CO	0.64	Name re-cased Phone reformatted City re-cased State name converted to code+2 more
ENR-121976	ENR	Kathryn I Henderson	1953-11-28	UHC-09847-52	3124846062	4192 Market St, Las Vegas, NV, 89134	0.64	Date of birth reformatted Phone reformatted SSN last four extracted State name converted to code+2 more
ENR-112007	ENR	Billy R Le	1940-01-19	UHC-22687-90	7982733512	1390 Mesa Dr, Phoenix, AZ, 85003	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-117597	ENR	Pamela B Tran	2004-09-25	UHC-95837-67	2219380628	8893 Grand Ave, Glendale, AZ, 85332	0.64	Middle initial moved out of first name Phone reformatted State name converted to code Email lower-cased+2 more
ENR-102526	ENR	Bradley F Richardson	1961-03-15	UHC-31604-51	6542775957	9129 Grand Ave, Eden Prairie, MN, 55353	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-122065	ENR	Aaron Y Hernandez	1991-12-10	UHC-34558-20	—	4536 Union St, Tempe, AZ, 85254	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-114149	ENR	Betty F Scott	1997-04-26	UHC-67968-32	3232394648	9740 Apache Blvd, Chandler, AZ, 85288	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
ENR-105633	ENR	Charlotte Dunn	1987-10-01	UHC-00603-18	5874341669	6874 Broadway, Denver, CO, 80250	0.64	Name re-cased Phone reformatted State name converted to code ZIP+4 trimmed+2 more
ENR-114777	ENR	Frank Cook	2003-05-03	UHC-32541-41	3734242081	9604 Willow Ct, Seattle, WA, 98189	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-124020	ENR	Vinccent Henderson	1962-06-21	UHC-29621-21	8365092297	4468 Ocean Ave, Houston, TX, 77084	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-121309	ENR	Lucia Ortiz	1995-10-09	UHC-96991-92	7549886991	1590 Lake View Rd, San Diego, CA, 92160	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-100382	ENR	Cynthia Reid	1987-11-14	UHC-56937-09	5884430620	7385 Church St, Orlando, FL, 32888	0.64	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-104072	ENR	Alexander L Nuunez	1985-09-18	UHC-39766-39	9615184929	6480 Cedar Ln, Nashville, TN, 37259	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-101660	ENR	Christopher Coleman	1950-04-12	UHC-32322-15	5972886469	1911 Ocean Ave, Miami, FL, 33172	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-141911	ENR	Salazar Brenda	1989-06-02	UHC-15544-04	5575157216	3821 Lake View Rd, Minneapolis, MN	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
ENR-117925	ENR	Kelly Carr	1990-09-04	UHC-56857-38	9442370868	5074 Central Ave # 115, Los Angeles, CA, 90022	0.64	Name split from “Last, First”Phone reformatted Unit split from street City re-cased+2 more
ENR-104731	ENR	Elijah Stephens	1960-12-16	UHC-35712-96	9089421924	6193 Cedar Ln, Eden Prairie, MN, 55393	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
ENR-137436	ENR	Arthur Gibson	2008-09-21	UHC-76416-17	9282343055	3077 Elm St, Jacksonville, FL, 32258	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-118926	ENR	Janet Z Adams	1969-08-27	UHC-23374-71	7675949447	161 Park Pl, Atlanta, GA, 30399	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-134511	ENR	Megan K Owens	1953-09-22	UHC-11804-67	—	8704 Sunset Blvd, Glendale, AZ, 85307	0.64	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-113246	ENR	Sean P Warren	1961-04-01	UHC-92857-60	8257538506	6622 Hillcrest Rd, Nashville, TN, 37286	0.64	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-124010	ENR	Jennifer Graham	2003-07-20	UHC-05669-84	—	4353 Meadow Ln, Tucson, AZ, 85746	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-137416	ENR	Julia O Ortega	1949-04-12	UHC-48319-96	—	2489 Camelback Rd # 902, Orlando, FL, 32874	0.64	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+2 more
ENR-136718	ENR	Debra Franklin	1981-09-06	—	—	1835 Baseline Rd, Jacksonville, FL, 32238	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more

16,916 rows, page 88 of 339Previous Next