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-120330	ENR	Jacqueline G Owens	1994-08-23	UHC-62366-83	—	2104 Mountain View Dr, Gilbert, AZ, 85242	0.64	Date of birth reformatted State name converted to code Email lower-cased Gender normalised+2 more
ENR-122456	ENR	Roger Wagner	1959-01-11	UHC-33148-70	6535995616	4554 Cedar Ln, Houston, TX, 77062	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-115830	ENR	Randy C Sims	1983-10-01	UHC-91736-60	8164946255	—	0.64	Name re-cased Two-digit birth year Phone reformatted Gender normalised+2 more
ENR-138694	ENR	Melissa Soto	2005-02-14	UHC-93543-82	3645251963	8505 Valley View Dr, Eden Prairie, MN, 55350	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-124073	ENR	Pamela Lopez	1942-03-06	UHC-70393-55	3852983272	1080 River Rd, Sacramento, CA, 95824	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-120186	ENR	Albert W Gray	1946-07-15	UHC-15346-69	8152162015	3904 Valley View Dr, Dallas, TX, 75273	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-114175	ENR	Thomas G Berry	2008-05-13	UHC-53888-98	6187841959	5287 Jefferson Ave, Sacramento, CA, 95821	0.64	SSN last four extracted Street suffix standardised Address re-cased City re-cased+2 more
ENR-114176	ENR	Thomas G Berry	2008-05-13	UHC-53888-98	6187841959	5287 Jefferson Ave, Sacramento, CA, 95821	0.64	SSN last four extracted Street suffix standardised Address re-cased City re-cased+2 more
ENR-106890	ENR	Judith Armstrong	1987-10-18	UHC-17023-89	7363228520	7259 Pine Dr, Scottsdale, AZ	0.64	Name re-cased Phone reformatted State name converted to code ZIP missing+2 more
ENR-125902	ENR	Keith T Munoz	1963-11-07	UHC-81023-71	5449650330	3507 Washington St, Phoenix, AZ	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
ENR-115243	ENR	Kevin R Ngueyn	1960-09-17	UHC-91720-45	—	7436 Cedar Ln, Nashville, TN	0.64	Name split from “Last, First”Date of birth reformatted ZIP missing Email lower-cased+2 more
ENR-117311	ENR	Edward L Stone	2004-04-26	UHC-54649-51	4042954823	6461 Grand Ave, Columbus, OH, 43213	0.64	Two-digit birth year Street suffix standardised Address re-cased City re-cased+2 more
ENR-118872	ENR	Kevin PJunk	1961-12-15	UHC-11236-73	6676859604	2062 Camelback Rd, Los Angeles, CA, 90030	0.64	Date of birth reformatted Phone reformatted City re-cased Gender normalised+2 more
ENR-118873	ENR	Kevin PJunk	1961-12-15	UHC-11236-73	6676859604	2062 Camelback Rd, Los Angeles, CA, 90030	0.64	Date of birth reformatted Phone reformatted City re-cased Gender normalised+2 more
ENR-119931	ENR	Janice G Reed	1957-03-01	UHC-32316-34	4714628912	3152 Harbor Blvd, Seattle, WA, 98129	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-129217	ENR	Brenda Larson	1967-06-24	UHC-66176-92	7619704000	5505 Mountain View Dr Apt 6, Nashville, TN, 37258	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-114812	ENR	Larua Y Coleman	1977-10-16	UHC-16193-22	7277426152	8086 Washington St, Houston, TX, 77027	0.64	Name re-cased Two-digit birth year Phone reformatted Gender normalised+2 more
ENR-107265	ENR	Bruce S Ramos	1948-03-06	UHC-52527-15	3794985571	6296 Main St, Glendale, AZ, 85347	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
ENR-141212	ENR	Wayne Howard	1957-01-13	UHC-15907-37	2012318041	3649 Ridge Rd, Fresno, CA, 93718	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-134028	ENR	Debra L Marshall	2003-04-13	UHC-06922-26	6456655717	5514 Canyon Rd, Seattle, WA, 98135	0.64	Date of birth reformatted Phone reformatted City re-cased ZIP+4 trimmed+2 more
ENR-109826	ENR	Peter W Fowler	1972-04-02	UHC-94395-87	9664871123	646 Willow Ct Apt 3, Tampa, FL, 33675	0.64	Name re-cased Phone reformatted Unit split from street State name converted to code+2 more
ENR-122722	ENR	Charlotte C Gibson	1948-07-04	UHC-34652-59	8093990045	7647 Baseline Rd, Glendale, AZ, 85302	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
ENR-125411	ENR	Karen Greene	1980-09-27	—	6195724852	4678 Baseline Rd, Phoenix, AZ, 85049	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-116635	ENR	Patrick I Lucas	1949-10-01	UHC-97881-60	7769470355	9449 Harbor Blvd, Houston, TX	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-140977	ENR	Gary Montgomery	1958-03-17	UHC-72195-70	2532302813	1820 Washington St, Orlando, FL, 32856	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-120135	ENR	Teresa Day	1944-02-07	UHC-03686-98	8856257840	3322 Cedar Ln Apt 24, San Diego, CA	0.64	Name re-cased Phone reformatted Unit split from street ZIP missing+2 more
ENR-118691	ENR	Adam Green	—	UHC-08215-14	9595158897	731 Market St, Austin, TX, 78743	0.64	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-134292	ENR	Alice Nichols	1941-09-20	UHC-66036-24	—	8343 Baseline Rd, Los Angeles, CA, 90050	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
ENR-121691	ENR	Ethan Ramos	1942-05-17	UHC-43094-43	—	8474 Harbor Blvd, Eden Prairie, MN, 55378	0.64	Name re-cased Phone missing area code Street suffix standardised Address re-cased+2 more
ENR-109173	ENR	Anna T Turner	1974-02-09	UHC-90002-73	4577574672	6074 Willow Ct, Nashville, TN, 37250	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-109309	ENR	Grace I Rice	1947-01-14	UHC-38233-38	—	8097 Indian School Rd, Glendale, AZ, 85337	0.64	Middle initial moved out of first name Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-140710	ENR	Natalie Hall	1971-08-04	UHC-18904-19	9677783258	2133 Willow Ct, Chandler, AZ, 85243	0.64	Date of birth reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-104319	ENR	Evelyn A Montgomery	1980-09-25	UHC-11441-18	3807102392	3702 Valley View Dr, Eden Prairie, MN, 55379	0.64	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-100104	ENR	Doris N Parker	1951-01-12	UHC-94546-30	7488696262	722 Church St, San Diego, CA, 92110	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-120559	ENR	Timothy Q Berry	—	UHC-15965-49	2184037704	3376 Spring St, Dallas, TX, 75284	0.64	Name re-cased Date of birth unreadable Phone reformatted City re-cased+2 more
ENR-118290	ENR	Vicky P Griffin	2008-12-19	UHC-82877-44	4559313909	1251 Lincoln Way, Tucson, AZ, 85757	0.64	Phone reformatted SSN last four extracted City re-cased Gender normalised+2 more
ENR-139434	ENR	Barbara Long	1963-04-08	UHC-77610-75	8896914770	3334 Pine Dr, Nashville, TN	0.64	Date of birth reformatted Phone reformatted ZIP missing Gender normalised+2 more
ENR-111776	ENR	Samantha Fields	2007-03-12	UHC-67440-52	4534841470	3019 Baseline Rd, Scottsdale, AZ, 85279	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-116038	ENR	Kathryn X Lopez	2001-01-08	UHC-90925-97	9363317270	2249 Valley View Dr, Scottsdale, AZ, 85265	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-114374	ENR	Willie V Dunn	1967-09-07	UHC-04570-88	2374412395	7513 Jefferson Ave, Minneapolis, MN, 55476	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
ENR-109360	ENR	Nicholas Gibson	1948-06-11	UHC-65344-16	—	6030 Camelback Rd, Minneapolis, MN, 55489	0.64	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+2 more
ENR-118153	ENR	Nikholas W Dixon	1948-06-27	UHC-09024-50	—	8495 Canyon Rd, Fresno, CA, 93705	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
ENR-139289	ENR	Christian Ruiz	2004-06-11	UHC-87732-27	6523660164	5969 Willow Ct, Gilbert, AZ, 85236	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-110161	ENR	Laura C Hunt	1988-07-01	UHC-09969-91	—	8070 Market St, Tampa, FL, 33681	0.64	Name re-cased Member ID reformatted ZIP+4 trimmed Gender normalised+2 more
ENR-139125	ENR	Cynthia Bowman	1939-03-23	UHC-47047-03	4404507473	9189 Elm St, Charlotte, NC	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
ENR-129771	ENR	Willie Q Delgado	1965-09-16	UHC-47830-16	7688920673	2592 Sunset Blvd, Charlotte, NC, 28257	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-127818	ENR	Helan Morrison	1991-05-18	UHC-00390-60	—	5356 Oak St, Dallas, TX, 75217	0.64	Two-digit birth year Street suffix standardised Address re-cased City re-cased+2 more
ENR-112538	ENR	Contreras B William	1945-06-20	UHC-96643-27	4377029005	7569 Ocean Ave, Scottsdale, AZ, 85225	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-106492	ENR	Janice U Ferguson	1969-07-25	UHC-35301-41	7836978962	3531 Ridge Rd, Miami, FL, 33113	0.64	Phone reformatted SSN last four extracted State name converted to code Email lower-cased+2 more
ENR-108074	ENR	Donna Diiaz	1997-08-21	UHC-14269-08	9388890393	1140 Elm St Apt 38, Miami, FL, 33115	0.64	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+2 more

16,916 rows, page 93 of 339Previous Next