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

All sources, 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-102525	ENR	Albert H Fields	1969-03-03	UHC-51978-32	9662119279	3255 Union St, Minneapolis, MN, 55420	0.68	SSN last four extracted Street suffix standardised Address re-cased Whitespace trimmed
CLM-411463	CLM	Austin Padilla	1938-07-03	UHC-50622-97	5313303332	2950 Desert Sky Blvd, Chandler, AZ	0.68	Date of birth reformatted Phone reformatted SSN last four extracted ZIP missing
ENR-137487	ENR	Jacqueine K Young	1984-01-19	UHC-24609-37	9317821382	2853 Mesa Dr, Plano, TX, 75086	0.68	Phone reformatted SSN last four extracted Email lower-cased Gender normalised
ENR-137488	ENR	Jacqueine K Young	1984-01-19	UHC-24609-37	9317821382	2853 Mesa Dr, Plano, TX, 75086	0.68	Phone reformatted SSN last four extracted Email lower-cased Gender normalised
CLM-430321	CLM	Terry Salasar	1946-12-06	UHC-65903-57	—	1265 Desert Sky Blvd, Austin, TX, 78732	0.68	SSN last four extracted Street suffix standardised Address re-cased Placeholder values cleared
ENR-122225	ENR	Brandon K Cooper	1978-08-20	UHC-88471-15	—	5881 Camelback Rd, Tempe, AZ, 85239	0.68	Date of birth reformatted SSN last four extracted Street suffix standardised Address re-cased
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
CLM-422550	CLM	Bobby Payne	1988-08-17	UHC-54861-76	—	7432 Palm Dr # 275, Columbus, OH, 43248	0.68	Name re-cased SSN last four extracted Unit split from street Placeholder values cleared
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
CLM-431848	CLM	Roy U James	2008-11-12	UHC-07344-39	5557193929	—	0.68	Name re-cased SSN last four extracted Gender normalised Placeholder values cleared
CLM-408774	CLM	Gary Jimenez	1976-03-26	UHC-29986-91	—	—	0.68	SSN last four extracted Gender normalised Whitespace trimmed Placeholder values cleared
TPA-59401	TPA	Noah Cook	1966-08-22	—	7552284724	—	0.68	Phone reformatted SSN last four extracted Gender normalised 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
CLM-409266	CLM	Edward Bishop	1986-11-16	UHC-10043-12	3099843614	8152 Lincoln Way, Chandler, AZ, 85231	0.68	Phone reformatted SSN last four extracted Gender normalised Whitespace trimmed
CLM-417791	CLM	Fatima Gaza	1972-11-26	—	—	1370 Lincoln Way, Scottsdale, AZ, 85285	0.68	Date of birth reformatted SSN last four extracted ZIP+4 trimmed 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
CLM-417247	CLM	Russell Guerrero	1975-09-04	—	—	675 Mountain View Dr, Tucson, AZ, 85702	0.68	SSN last four extracted State code upper-cased Gender normalised Placeholder values cleared
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
CLM-405188	CLM	Virginia Ortiz	2008-03-22	UHC-29964-53	—	—	0.68	Date of birth reformatted SSN last four extracted Gender normalised 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
CLM-424276	CLM	Deborah Vargas	1944-06-26	UHC-22202-05	—	4953 Apache Blvd, Minneapolis, MN, 55473	0.68	SSN last four extracted Street suffix standardised Address re-cased Placeholder values cleared
CLM-417656	CLM	Matthew P Rice	1999-03-22	—	—	6058 Apache Blvd, Houston, TX, 77066	0.68	SSN last four extracted Gender normalised Plan code upper-cased Placeholder values cleared
CLM-409045	CLM	Doris Ford	1985-08-03	—	—	4869 Meadow Ln, Mesa, AZ, 85259	0.68	Name split from “Last, First”SSN last four extracted Whitespace trimmed Placeholder values cleared
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
CLM-409496	CLM	Kevin U Bell	2005-12-22	UHC-53553-91	8812532813	—	0.68	Phone reformatted SSN last four extracted Gender normalised Placeholder values cleared
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
TPA-59989	TPA	Mateo Ray	2006-10-13	—	—	—	0.68	Name split from “Last, First”Date of birth reformatted SSN last four extracted Placeholder values cleared
CLM-429196	CLM	Sandra Barnes	1941-11-11	UHC-80935-12	8986438361	—	0.68	SSN last four extracted Gender normalised Whitespace trimmed Placeholder values cleared
CLM-429195	CLM	Sandra Barnes	1941-11-11	UHC-80935-12	8986438361	—	0.68	SSN last four extracted Gender normalised Whitespace trimmed Placeholder values cleared
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
TPA-57849	TPA	Roger Nelson	1989-06-14	—	—	1103 Desert Sky Blvd, Tucson, AZ, 85733	0.68	Name split from “Last, First”SSN last four extracted Whitespace trimmed Placeholder values cleared
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
CLM-409943	CLM	Gerald Carpenter	—	UHC-74053-63	5949028540	6030 Meadow Ln, Tucson, AZ, 85772	0.68	Date of birth unreadable SSN last four extracted City re-cased Placeholder values cleared
TPA-52699	TPA	Lisa Fster	1995-08-24	—	—	1012 Broadway, Houston, TX	0.68	SSN last four extracted ZIP missing Whitespace trimmed Placeholder values cleared
CLM-432729	CLM	Madison Thomas	1945-05-25	UHC-45958-44	—	9336 Maple Ave Apt 4, Minneapolis, MN, 55440	0.68	Date of birth reformatted SSN last four extracted Unit split from street Placeholder values cleared
CLM-413977	CLM	Lisa Garrett	1941-11-08	—	—	4103 Sage Ct, Houston, TX	0.68	SSN last four extracted ZIP missing Whitespace trimmed Placeholder values cleared
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

2,817 rows, page 42 of 57Previous Next