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 “SSN last four extracted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagSSN last four extractedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-122298	ENR	Birttany E Phillips	1975-08-07	UHC-55932-72	3549274320	9241 Washington St, Nashville, TN, 37221	0.68	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased
ENR-112582	ENR	Angela P Ray	1955-08-18	UHC-12877-21	7735085024	7226 Sage Ct, Tampa, FL, 33616	0.68	Name re-cased Phone reformatted SSN last four extracted State name converted to code
ENR-107027	ENR	Theresa F Hoffman	1982-08-08	UHC-15893-12	7088151358	—	0.68	Name split from “Last, First”Date of birth reformatted SSN last four extracted Email lower-cased
ENR-142948	ENR	Jeremy Sims	1980-06-18	UHC-18079-22	8628864460	3402 Washington St, Chandler, AZ	0.68	Name re-cased Phone reformatted SSN last four extracted ZIP missing
ENR-133165	ENR	Lucia Williams	1996-04-13	UHC-28425-11	5544000611	7236 Central Ave, San Antonio, TX, 78247	0.68	Name split from “Last, First”Phone reformatted SSN last four extracted Plan code upper-cased
ENR-129728	ENR	Luis S Hoffman	1975-12-13	UHC-08461-37	—	1769 Main St, Nashville, TN, 37258	0.68	Member ID reformatted SSN last four extracted ZIP+4 trimmed Placeholder values cleared
ENR-123629	ENR	Christine Y Franklin	1998-12-18	UHC-52518-67	8577587707	9526 Maple Ave, Mesa, AZ, 85291	0.68	Phone reformatted SSN last four extracted State name converted to code Placeholder values cleared
ENR-111920	ENR	Anthony Jackson	1943-11-05	UHC-65660-68	—	561 Main St, Los Angeles, CA, 90035	0.68	SSN last four extracted Street suffix standardised Address re-cased Whitespace trimmed
ENR-103426	ENR	Juan Z Chapman	1970-11-10	UHC-96301-70	6485931696	9103 Union St # 913, Fresno, CA, 93752	0.68	Phone reformatted SSN last four extracted Unit split from street City re-cased
ENR-138293	ENR	Shirley L Prk	1988-07-18	UHC-00495-82	—	1805 Indian School Rd, San Diego, CA, 92113	0.68	SSN last four extracted Street suffix standardised Address re-cased Placeholder values cleared
ENR-136695	ENR	Raymond Q Reed	1997-07-04	UHC-01048-26	3816512027	8798 Lincoln Way, Orlando, FL, 32856	0.68	Name split from “Last, First”Date of birth reformatted SSN last four extracted Whitespace trimmed
ENR-130202	ENR	Karen Warren	1996-05-10	UHC-86315-08	8798498790	4669 Church St, Houston, TX, 77071	0.68	Date of birth reformatted SSN last four extracted Street suffix standardised Address re-cased
ENR-130030	ENR	Elizabeth Howell	1987-11-08	UHC-72819-86	4623304863	4739 Church St, Chandler, AZ, 85275	0.68	SSN last four extracted Street suffix standardised Address re-cased Placeholder values cleared
ENR-117387	ENR	Carl Powell	1943-07-19	UHC-28536-45	—	8808 Canyon Rd, Glendale, AZ, 85304	0.68	SSN last four extracted State name converted to code Email lower-cased Whitespace trimmed
ENR-109359	ENR	Jennifer Nguyen	1974-10-26	UHC-30768-97	6139616819	5886 Maple Ave, Fresno, CA, 93700	0.68	Name re-cased SSN last four extracted Street suffix standardised Address re-cased
ENR-140313	ENR	Laura Perry	1976-07-06	UHC-68005-71	—	174 Maple Ave, Jacksonville, FL, 32223	0.68	Phone missing area code SSN last four extracted Email lower-cased Whitespace trimmed
ENR-114917	ENR	Joan Woods	1993-01-26	UHC-89214-31	7672887460	2266 Park Pl, Tempe, AZ, 85234	0.68	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased
ENR-121840	ENR	Ann Furd	1944-05-12	UHC-85813-12	4916974629	3740 Spring St, Gilbert, AZ, 85264	0.68	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased
ENR-103997	ENR	Kimmberly R Parker	2002-12-14	UHC-87896-22	8816768176	7164 Elm St Apt 11, Chandler, AZ, 85227	0.68	Phone reformatted SSN last four extracted Unit split from street Whitespace trimmed
ENR-106798	ENR	Benjamin K Hunt	1993-07-05	UHC-46402-70	4923271607	8179 Indian School Rd, Atlanta, GA, 30372	0.68	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased
ENR-129471	ENR	Christian Peterson	1969-06-14	UHC-46520-71	4765149395	2683 Indian School Rd, Eden Prairie, MN, 55358	0.68	Two-digit birth year Phone reformatted SSN last four extracted Placeholder values cleared
ENR-139010	ENR	Kathryn V Burton	1973-11-08	UHC-99290-35	9353996976	7243 Ocean Ave, Houston, TX, 77046	0.68	Phone reformatted SSN last four extracted State name converted to code Whitespace trimmed
ENR-141820	ENR	James C Holmes	1983-12-16	UHC-85728-59	5128477594	—	0.68	Name split from “Last, First”SSN last four extracted Whitespace trimmed Placeholder values cleared
ENR-109099	ENR	Joe Carlson	2001-05-21	UHC-06730-30	4792771673	9839 Harbor Blvd, San Antonio, TX, 78297	0.68	Date of birth reformatted SSN last four extracted Gender normalised Plan code upper-cased
ENR-128553	ENR	Wayne J Crawford	1993-06-07	UHC-19028-63	9612682586	3186 Elm St, Houston, TX, 77091	0.68	SSN last four extracted Street suffix standardised Address re-cased Placeholder values cleared
ENR-100300	ENR	Gerald Knight	1963-02-06	UHC-94266-68	4744859616	2508 Highland Ave # 178, Phoenix, AZ, 85026	0.68	Member ID reformatted SSN last four extracted Unit split from street Whitespace trimmed
ENR-116004	ENR	Ronald F Lopez	1972-12-10	UHC-48458-09	9682469915	168 Camelback Rd, San Diego, CA, 92132	0.68	Date of birth reformatted SSN last four extracted Street suffix standardised Address re-cased
ENR-140817	ENR	Bryan Ortega	1959-02-07	UHC-63848-87	7888024049	6900 Union St, San Antonio, TX, 78226	0.68	Name re-cased SSN last four extracted Street suffix standardised Address re-cased
ENR-124146	ENR	Dorothy Vega	2007-12-16	UHC-62516-28	5735030053	1660 Ridge Rd, Atlanta, GA, 30306	0.68	Phone reformatted SSN last four extracted ZIP+4 trimmed Placeholder values cleared
ENR-122829	ENR	Zachary D Barnes	1954-07-17	UHC-67196-39	8039341074	3835 Camelback Rd, Austin, TX, 78759	0.68	Phone reformatted SSN last four extracted City re-cased ZIP+4 trimmed
ENR-127375	ENR	Debra Estrada	1964-10-01	UHC-99124-42	5718802295	3265 Elm St # 179, Fresno, CA, 93753	0.68	Phone reformatted SSN last four extracted Unit split from street Plan code upper-cased
ENR-133536	ENR	Emily A Dunn	1957-02-18	UHC-08115-31	5296966505	3708 Lake View Rd, Houston, TX, 77032	0.68	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased
ENR-121265	ENR	Megan Diaz	1959-07-04	UHC-14111-62	2518813448	6636 Market St, Plano, TX	0.68	Phone reformatted SSN last four extracted ZIP missing Whitespace trimmed
ENR-117297	ENR	Mason X Rice	1993-10-07	UHC-17524-08	2962046244	7281 Hillcrest Rd Apt 28, Scottsdale, AZ, 85237	0.68	Phone reformatted Member ID reformatted SSN last four extracted Unit split from street
ENR-115199	ENR	Gary Green	1981-07-19	UHC-39021-35	3559138172	—	0.68	Name split from “Last, First”Phone reformatted Member ID reformatted SSN last four extracted
ENR-111352	ENR	Ralph Le	1950-06-26	UHC-25349-55	4285346230	513 Highland Ave, Eden Prairie, MN, 55341	0.68	Phone reformatted SSN last four extracted State name converted to code Whitespace trimmed
ENR-123347	ENR	Victoria Sullivan	1962-10-11	UHC-47130-90	—	8680 Camelback Rd, Tempe, AZ, 85206	0.68	Date of birth reformatted SSN last four extracted Email lower-cased Gender normalised
ENR-116684	ENR	Tyler Barnes	1943-05-11	UHC-01576-41	5726123637	7124 Market St # 841, Chandler, AZ, 85260	0.68	Phone reformatted SSN last four extracted Unit split from street Email lower-cased
ENR-118565	ENR	Diego Ellis	1986-10-03	UHC-94212-77	4234890689	7247 Broadway # 286, Plano, TX, 75037	0.68	SSN last four extracted Unit split from street Address re-cased Whitespace trimmed
ENR-102834	ENR	Rebecca V Clark	2004-07-06	UHC-91106-06	—	4900 Market St, San Antonio, TX, 78263	0.68	SSN last four extracted City re-cased Gender normalised Placeholder values cleared
ENR-135180	ENR	Priya Garcia	1967-07-19	UHC-44713-38	—	2276 Broadway, Dallas, TX, 75216	0.68	Name re-cased SSN last four extracted Gender normalised Placeholder values cleared
ENR-113701	ENR	Richard Q Carr	1986-02-06	UHC-23882-59	2556807349	6116 Ridge Rd, Plano, TX, 75009	0.68	SSN last four extracted Street suffix standardised Address re-cased Whitespace trimmed
ENR-127993	ENR	Angela Oliver	1994-06-04	UHC-69117-84	2768189550	9075 Desert Sky Blvd, Tucson, AZ, 85738	0.68	Date of birth reformatted Phone reformatted SSN last four extracted State name converted to code
ENR-125519	ENR	Olivia Franklin	2003-08-18	UHC-89046-15	2308304907	2718 Palm Dr, Seattle, WA, 98101	0.68	Name re-cased SSN last four extracted Gender normalised Whitespace trimmed
ENR-129928	ENR	Kimberly C Hart	1995-12-05	UHC-93318-25	7012846521	6600 Indian School Rd, Tempe, AZ, 85219	0.68	SSN last four extracted City re-cased Gender normalised Placeholder values cleared
ENR-100912	ENR	Randy Myers	1965-01-11	UHC-81110-70	6085909804	5633 Mesa Dr # 891, San Antonio, TX, 78256	0.68	Phone reformatted SSN last four extracted Unit split from street Whitespace trimmed
ENR-139443	ENR	Samuel Greene	1986-09-25	UHC-20128-89	—	2210 Main St, Charlotte, NC, 28213	0.68	SSN last four extracted Street suffix standardised Address re-cased Whitespace trimmed
ENR-124725	ENR	Bryan D Morris	1944-12-09	UHC-75126-91	—	2367 Jefferson Ave, Tucson, AZ, 85755	0.68	Name re-cased Date of birth reformatted SSN last four extracted State name converted to code
ENR-115194	ENR	Heather Harvey	1983-09-01	UHC-60272-33	6914808544	3733 Union St, Seattle, WA, 98188	0.68	Name split from “Last, First”Phone reformatted SSN last four extracted Placeholder values cleared
ENR-109644	ENR	VJunk	1983-02-19	UHC-44572-22	4457481021	296 Washington St, Jacksonville, FL, 32228	0.68	Phone reformatted SSN last four extracted Placeholder values cleared No usable name (quarantined)

1,767 rows, page 28 of 36Previous Next