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-126418	ENR	Judith D Rojas	1992-03-05	UHC-32413-72	6366599017	7964 Market St Apt 25, Tempe, AZ, 85263	0.66	Name re-cased Unit split from street Street suffix standardised Address re-cased+1 more
ENR-125109	ENR	Harold R Gibson	1963-11-09	UHC-00058-98	5686147221	4042 Jefferson Ave # 582, Las Vegas, NV, 89108	0.66	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
ENR-134441	ENR	Nancy Y Valdez	2002-06-24	UHC-34666-58	3923898239	3019 Park Pl # 455, Tucson, AZ, 85734	0.66	Date of birth reformatted Phone reformatted Unit split from street State name converted to code+1 more
ENR-121141	ENR	Jeffrey K Cooper	1969-05-25	UHC-64534-54	—	4452 Elm St, San Antonio, TX, 78210	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
ENR-112601	ENR	Donald B Reyes	1953-08-27	UHC-02730-79	8712659474	3204 Forest Ave # 696, Houston, TX, 77041	0.66	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+1 more
ENR-130071	ENR	Abby Q Owens	1991-04-07	UHC-77928-28	6783502997	2777 Broadway Apt 15, Sacramento, CA	0.66	Unit split from street Address re-cased City re-cased ZIP missing+1 more
ENR-102054	ENR	Terry E Gonzales	1960-11-26	UHC-11646-83	8455772299	3192 Spring St, Tampa, FL, 33685	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-134838	ENR	Scott Robertson	2002-06-03	UHC-77048-48	2086287340	862 River Rd, Atlanta, GA	0.66	Date of birth reformatted Phone reformatted State name converted to code ZIP missing+1 more
ENR-116952	ENR	Maria K Flores	1956-05-10	UHC-60594-77	3234916534	8247 River Rd, Charlotte, NC, 28285	0.66	Name re-cased Two-digit birth year Phone reformatted ZIP+4 trimmed+1 more
ENR-104851	ENR	Kathryn Wang	2007-01-19	UHC-96431-19	3275716684	7432 Mountain View Dr, Chandler, AZ, 85216	0.66	SSN last four extracted Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-125797	ENR	Mariana J Arnold	1973-01-18	UHC-82201-41	6208609139	7880 Ocean Ave, Tempe, AZ, 85216	0.66	Phone reformatted City re-cased State name converted to code ZIP+4 trimmed+1 more
ENR-118880	ENR	Tyler A Perez	2003-05-23	UHC-26538-21	—	2874 Meadow Ln, Orlando, FL, 32885	0.66	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+1 more
ENR-125773	ENR	Mary P Franklin	1942-09-17	UHC-63571-51	—	728 Washington St, Austin, TX	0.66	Street suffix standardised Address re-cased ZIP missing Email lower-cased+1 more
ENR-125774	ENR	Mary P Franklin	1942-09-17	UHC-63571-51	—	728 Washington St, Austin, TX	0.66	Street suffix standardised Address re-cased ZIP missing Email lower-cased+1 more
ENR-124722	ENR	Noha D Nichols	1970-03-19	UHC-91163-81	3595648784	2195 Highland Ave, Gilbert, AZ, 85283	0.66	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+1 more
ENR-133942	ENR	Theresa F Tran	1965-08-15	UHC-69344-51	5444519250	3452 Camelback Rd, Tampa, FL, 33678	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-113496	ENR	Danielle Jenkins	1949-07-28	UHC-41018-56	5528471477	3093 Lake View Rd, Plano, TX, 75078	0.66	Phone reformatted Member ID reformatted State name converted to code Gender normalised+1 more
ENR-104106	ENR	Doris N Thomas	1998-05-23	UHC-11512-64	5017921402	3624 Park Pl, San Antonio, TX, 78273	0.66	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-105514	ENR	Janet B Ross	2007-08-11	UHC-36044-21	5112243354	4119 Bayshore Dr, Charlotte, NC, 28251	0.66	Member ID reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-109991	ENR	Betty U Perkins	1986-12-19	UHC-63108-91	2032029774	938 Central Ave # 961, Denver, CO, 80257	0.66	Unit split from street Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-139932	ENR	Carlos Hunter	—	UHC-80261-25	5566620380	1875 Church St, Austin, TX, 78747	0.66	Name re-cased Date of birth missing Street suffix standardised Address re-cased+1 more
ENR-136084	ENR	Margaret U Butler	1944-11-25	UHC-48996-47	4912028951	741 Canyon Rd, Minneapolis, MN, 55427	0.66	Middle initial moved out of first name Two-digit birth year Phone reformatted City re-cased+1 more
ENR-129302	ENR	Peter O Butler	1939-06-14	UHC-81724-28	—	7119 Canyon Rd, Los Angeles, CA, 90038	0.66	Name re-cased Two-digit birth year Gender normalised Whitespace trimmed+1 more
ENR-138058	ENR	Sharon Stone	1949-09-05	UHC-07361-35	—	8449 River Rd, Orlando, FL, 32843	0.66	Phone missing area code Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-123046	ENR	Daniel Q Mendez	1958-11-04	UHC-21332-78	—	1144 Main St, Columbus, OH, 43225	0.66	Name split from “Last, First”Two-digit birth year Email lower-cased Whitespace trimmed+1 more
ENR-127370	ENR	Sean N Chapman	2002-02-14	UHC-35561-40	—	6702 Church St, Minneapolis, MN, 55483	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-127588	ENR	Thomas V Hawkins	1966-03-15	UHC-30123-45	7217849964	—	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted Gender normalised+1 more
ENR-105589	ENR	Jordan G Austin	2001-08-16	UHC-99557-89	—	7926 Ocean Ave, Seattle, WA	0.66	Street suffix standardised Address re-cased ZIP missing Whitespace trimmed+1 more
ENR-119963	ENR	Jean J Carpenter	1967-02-01	UHC-69541-09	7779916915	3025 Bayshore Dr, Tempe, AZ, 85287	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-126355	ENR	Alexis Espinoza	1951-12-18	UHC-75348-82	3725573231	9831 Union St, Nashville, TN, 37217	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-123701	ENR	Sam Brown	1943-06-26	UHC-13988-27	7995037961	9729 Lake View Rd, Mesa, AZ, 85256	0.66	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-112610	ENR	Dylan C Chavez	2008-12-20	UHC-14686-27	2919792579	816 Broadway, Plano, TX, 75096	0.66	Name re-cased Two-digit birth year Phone reformatted Gender normalised+1 more
ENR-124945	ENR	Helen Jimenez	1975-09-22	UHC-73267-49	—	6644 Mesa Dr, Fresno, CA, 93797	0.66	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed+1 more
ENR-134443	ENR	Donald Morales	1965-12-15	UHC-67538-62	—	9049 Ridge Rd, Atlanta, GA, 30395	0.66	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed+1 more
ENR-111973	ENR	Mateo Robinson	1970-01-27	UHC-87958-23	8625687633	9276 River Rd, Tucson, AZ	0.66	Name split from “Last, First”Phone reformatted ZIP missing Whitespace trimmed+1 more
ENR-135988	ENR	Sandra O Lawson	1983-01-01	UHC-77625-31	—	8404 Hillcrest Rd, Tampa, FL, 33640	0.66	Phone missing area code Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-129874	ENR	Samuel M Garcia	2006-02-21	UHC-77843-57	7815273672	6719 Pine Dr, Minneapolis, MN, 55443	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
ENR-111832	ENR	Susan Garrett	—	UHC-86282-68	—	4507 Ridge Rd, Denver, CO, 80256	0.66	Date of birth missing Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-131512	ENR	Doris Y Thomaas	1984-12-15	UHC-73006-67	5944511673	1951 Union St, San Diego, CA, 92188	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-129691	ENR	Sean I Watkins	1968-09-15	UHC-94342-84	—	3719 Lake View Rd # 288, Plano, TX	0.66	Name re-cased Unit split from street ZIP missing Whitespace trimmed+1 more
ENR-115854	ENR	Jonathan Z McDonald	1987-07-24	UHC-26200-71	3204387932	2481 Palm Dr # 858, Charlotte, NC, 28269	0.66	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
ENR-134705	ENR	Peter G Johnson	1977-12-09	UHC-58303-89	8343939346	6608 Elm St, Fresno, CA	0.66	Street suffix standardised Address re-cased ZIP missing Whitespace trimmed+1 more
ENR-112465	ENR	Amber V Cole	1981-11-08	UHC-83374-02	—	1908 Bayshore Dr, Mesa, AZ, 85277	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more
ENR-118150	ENR	Eugene B Evans	1975-09-28	UHC-97992-74	—	9216 Main St, Eden Prairie, MN, 55338	0.68	Two-digit birth year Street suffix standardised Address re-cased Placeholder values cleared
ENR-137671	ENR	Sophia Park	1970-03-08	UHC-14809-43	—	6165 Grand Ave, Austin, TX	0.68	Street suffix standardised Address re-cased ZIP missing Placeholder values cleared
ENR-127582	ENR	Doris Gilbert	1945-07-11	UHC-96647-42	2979854632	8676 Canyon Rd, Las Vegas, NV, 89190	0.68	Phone reformatted ZIP+4 trimmed Gender normalised Placeholder values cleared
ENR-119198	ENR	Douglas Z Duncan	1972-11-26	UHC-48753-15	5616492070	4993 Jefferson Ave, Gilbert, AZ, 85205	0.68	Street suffix standardised Address re-cased Gender normalised Placeholder values cleared
ENR-122109	ENR	Santiago D James	2005-11-18	UHC-97862-97	5478943567	2035 Indian School Rd, Glendale, AZ, 85338	0.68	Middle initial moved out of first name Two-digit birth year Phone reformatted Placeholder values cleared
ENR-136210	ENR	Madison Y Taylor	1940-07-08	UHC-46048-40	2937995844	3153 Oak St, Fresno, CA, 93751	0.68	Name split from “Last, First”ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
ENR-126532	ENR	Hiroshi S Chavez	2002-04-28	UHC-86634-86	—	8268 Meadow Ln, Los Angeles, CA, 90020	0.68	Phone missing area code Gender normalised Whitespace trimmed Placeholder values cleared

16,916 rows, page 128 of 339Previous Next