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 “Name split from “Last, First””, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName split from “Last, First”Clear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-135084	ENR	Donna Delgado	1939-08-03	UHC-28789-87	5519259954	8190 Desert Sky Blvd, Seattle, WA, 98110	0.66	Name split from “Last, First”Member ID reformatted State name converted to code Email lower-cased+1 more
CLM-416598	CLM	Russell Rogers	1965-10-12	UHC-45195-24	—	387 Camelback Rd, Sacramento, CA, 95870	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-129250	ENR	Lauren Vasquez	1969-06-01	UHC-16499-87	4536605087	6717 Pine Dr, Los Angeles, CA, 90049	0.66	Name split from “Last, First”Phone reformatted ZIP+4 trimmed Whitespace trimmed+1 more
ENR-141174	ENR	Samel Mejia	1942-12-01	UHC-75278-50	—	5404 Desert Sky Blvd, Eden Prairie, MN, 55320	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Email lower-cased+1 more
CLM-411066	CLM	Sandra Morgan	1939-05-20	—	—	1706 Palm Dr, Denver, CO, 80287	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-101497	ENR	Dorothy Jackson	2008-11-10	UHC-09214-53	9759369494	6142 Lake View Rd, Denver, CO, 80268	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted ZIP+4 trimmed+1 more
TPA-64429	TPA	Patrick Wells	1969-09-19	—	—	8113 Church St, Nashville, TN, 37297	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-432803	CLM	Charles Gordon	1943-09-21	UHC-54101-17	4953268725	2811 Desert Sky Blvd, Sacramento, CA, 95830	0.66	Name split from “Last, First”Date of birth reformatted State name converted to code Whitespace trimmed+1 more
ENR-113352	ENR	Andrew P Little	1972-07-06	UHC-11547-97	3903531535	3646 Sunset Blvd, Tempe, AZ, 85217	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-55930	TPA	Edward Cook	1976-03-25	—	5047350885	39 Mesa Dr, Eden Prairie, MN, 55302	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-130081	ENR	Jeffrey Payne	1966-11-15	UHC-28815-19	4108737703	8073 Lake View Rd, Tempe, AZ, 85256	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-61300	TPA	Justin Oliver	1964-08-14	—	—	7132 Church St, Las Vegas, NV, 89195	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-141848	ENR	Mateo B Simpson	1994-10-16	UHC-34741-79	2039855055	2939 Broadway, Las Vegas, NV, 89108	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted Address re-cased+1 more
ENR-111971	ENR	Joan G Lawrence	1950-08-27	UHC-41562-28	7322507464	8673 Cedar Ln, Gilbert, AZ, 85271	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-123055	ENR	Carllos Luna	1956-11-05	UHC-61107-88	—	8583 Jefferson Ave, Denver, CO, 80271	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
ENR-107120	ENR	Vicky Lucas	1940-01-17	UHC-83942-95	—	9563 Lake View Rd, Tampa, FL, 33698	0.66	Name split from “Last, First”Member ID reformatted Gender normalised Whitespace trimmed+1 more
ENR-100671	ENR	Amber Bnenett	1959-05-15	UHC-43794-53	6002079323	1407 Palm Dr, Fresno, CA, 93717	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted State name converted to code+1 more
TPA-58952	TPA	Kayla Gomez	1981-07-08	—	—	8000 Lake View Rd, Plano, TX, 75012	0.66	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+1 more
ENR-114577	ENR	Theresa Perkins	1975-08-10	UHC-70953-15	2233675599	3869 Oak St, Miami, FL, 33149	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-430608	CLM	Mateo Patel	1961-03-05	UHC-36080-99	—	8109 Canyon Rd, San Antonio, TX, 78253	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-119520	ENR	Deborah I Gonzalez	1945-11-14	UHC-20343-70	8885563042	—	0.66	Name split from “Last, First”Phone reformatted Gender normalised Whitespace trimmed+1 more
ENR-129479	ENR	Carolyn V George	1972-12-23	UHC-32639-37	4493256030	939 Jefferson Ave, Denver, CO, 80287	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-23003	PRV	Elijah Brooks	1974-10-23	UHC-94363-43	4447584070	2057 Grand Ave, Scottsdale, AZ, 85240	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-106007	ENR	Sofia Baker	1944-07-07	UHC-18394-15	6855447021	2623 Baseline Rd, Dallas, TX, 75261	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-135267	ENR	Martha McDonald	1955-11-06	UHC-86426-29	5676768780	1627 River Rd, Orlando, FL, 32884	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-24520	PRV	Timothy Weber	1954-08-04	—	6603250442	3331 Mountain View Dr, Plano, TX, 75003	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-51562	TPA	Mary Edwards	1949-09-06	—	—	7363 Forest Ave, Miami, FL, 33176	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-104745	ENR	Kyle Salazar	1988-04-26	UHC-42261-80	6653122516	3160 Valley View Dr, Phoenix, AZ, 85072	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-123379	ENR	Peter S Hanson	1947-03-28	UHC-51808-10	7825064443	5439 Lincoln Way, Minneapolis, MN, 55473	0.66	Name split from “Last, First”Phone reformatted State name converted to code Email lower-cased+1 more
CLM-416261	CLM	Heather Burton	2002-06-15	UHC-68676-39	8534239768	308 Central Ave, Miami, FL, 33113	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted Gender normalised+1 more
ENR-135722	ENR	Juan D Aguilar	1989-12-17	UHC-53286-06	7535422373	6946 Camelback Rd, Seattle, WA, 98125	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-400606	CLM	Marcus Hall	1947-12-15	UHC-89525-68	—	—	0.66	Name split from “Last, First”Date of birth reformatted Gender normalised Whitespace trimmed+1 more
TPA-58399	TPA	Valentina Mendoza	1991-04-01	—	6856224410	5443 Washington St, Eden Prairie, MN, 55315	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-55623	TPA	Wei Johnnson	1982-08-04	—	7945034955	8648 Spring St, Miami, FL, 33183	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-429199	CLM	Daniel N Alexander	1961-03-27	—	—	100 Oak St, Nashville, TN, 37228	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-413985	CLM	Raymond Gilbert	1995-07-08	UHC-47520-61	—	6778 Sage Ct, Plano, TX, 75054	0.66	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+1 more
ENR-105353	ENR	Andy H Andrews	1997-02-09	UHC-85810-85	2237533200	8044 Central Ave, Houston, TX, 77019	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-117875	ENR	Rachel C Johnson	1989-02-18	UHC-89832-25	8435945485	1619 Ocean Ave, Phoenix, AZ, 85024	0.66	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+1 more
CLM-406607	CLM	Nancy Andrews	1983-12-26	UHC-15983-34	—	627 Grand Ave, Glendale, AZ, 85355	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-58048	TPA	Jean Singh	1951-03-25	—	—	6624 Hillcrest Rd, Phoenix, AZ, 85054	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-63134	TPA	Christina Jimenez	1945-06-26	—	5794924252	1998 Desert Sky Blvd, Scottsdale, AZ, 85279	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-61899	TPA	Juan N Hunter	1965-09-22	—	6187734842	5057 Valley View Dr, Chandler, AZ, 85249	0.66	Name split from “Last, First”Phone reformatted State name converted to code Whitespace trimmed+1 more
ENR-102365	ENR	Maria P Myers	1998-02-16	UHC-78259-73	8343850501	7724 Sage Ct Apt 28, Tampa, FL, 33676	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+1 more
ENR-130752	ENR	Russell Z Reyes	1978-03-02	UHC-38084-98	7557756914	4693 Sage Ct, Tampa, FL, 33696	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-63185	TPA	Luis Stevens	2003-07-18	—	—	7599 Grand Ave, Sacramento, CA, 95850	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-137294	ENR	Samantha Burton	1994-07-02	UHC-14642-65	5753220567	2849 Mesa Dr, Sacramento, CA, 95840	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-126295	ENR	Gregory S Wagner	1968-04-22	UHC-10634-98	9892776402	3175 Mesa Dr, Scottsdale, AZ, 85228	0.66	Name split from “Last, First”Date of birth reformatted State code upper-cased ZIP+4 trimmed+1 more
ENR-111524	ENR	Sandra Franklin	1938-10-06	UHC-51432-41	8322977462	3855 Oak St, Fresno, CA, 93752	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted Gender normalised+1 more
PRV-26850	PRV	Sara P Wallace	1970-10-27	UHC-48359-67	6659671601	298 Ridge Rd, Minneapolis, MN, 55471	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-114116	ENR	Jordan L George	1969-09-21	UHC-44037-64	8892372758	9033 Bayshore Dr, Tempe, AZ, 85259	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more

9,980 rows, page 111 of 200Previous Next