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 “Gender normalised”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagGender normalisedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-111614	ENR	Betty H Marqez	1981-09-01	UHC-53331-51	6003625515	4089 Sage Ct, Tampa, FL, 33688	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-409347	CLM	Aissha Gonzalez	1950-12-05	UHC-12855-78	—	1930 Forest Ave, Tempe, AZ, 85216	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
TPA-57492	TPA	Kenneth Henry	2001-05-17	—	5245542623	4427 Forest Ave, Dallas, TX, 75208	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
ENR-135370	ENR	Jeffrey Jones	1985-10-03	UHC-66750-25	8283974023	7112 Broadway, Jacksonville, FL, 32251	0.64	Name re-cased Two-digit birth year City re-cased Email lower-cased+2 more
CLM-414347	CLM	Henry Jenkisn	1952-06-23	—	—	8487 Washington St, San Diego, CA, 92100	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-111819	ENR	Michael M Patel	1960-12-08	UHC-44001-21	6857130246	4190 Forest Ave, Tempe, AZ, 85260	0.64	Name split from “Last, First”Phone reformatted City re-cased Gender normalised+2 more
CLM-403151	CLM	Diego K Jones	1981-07-13	—	4194872571	—	0.64	Name re-cased Two-digit birth year Phone reformatted Email lower-cased+2 more
TPA-57612	TPA	Matthew Dunn	2008-11-24	—	7806051992	2604 Ocean Ave, Tempe, AZ, 85282	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-125024	ENR	Araon C Vasquez	1952-03-26	UHC-00462-69	3452336081	9311 Pine Dr, Phoenix, AZ, 85051	0.64	Street suffix standardised Address re-cased City re-cased Gender normalised+2 more
CLM-423433	CLM	Valentina Freeman	1967-01-26	UHC-64211-41	6844721103	5602 Harbor Blvd, Las Vegas, NV, 89139	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-136883	ENR	Jack Bishop	1943-04-02	UHC-95340-02	4489283197	411 Washington St, San Antonio, TX, 78280	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-419207	CLM	Adam Roberts	1976-02-27	UHC-76557-89	—	5241 Lincoln Way, Minneapolis, MN, 55413	0.64	Date of birth reformatted Phone missing area code Email lower-cased Gender normalised+2 more
ENR-142766	ENR	Melissa R Allen	1954-02-25	UHC-41301-70	8376521130	9662 Main St Apt 12, Chandler, AZ, 85284	0.64	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+2 more
ENR-118356	ENR	Johnny L Henry	1946-08-11	UHC-87860-22	7789280600	1677 Meadow Ln, Charlotte, NC, 28211	0.64	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-113817	ENR	Charles I Perry	1988-07-26	UHC-25157-93	2026368819	8840 Hillcrest Rd, Glendale, AZ, 85313	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-103328	ENR	Michelle N Medina	2006-03-15	UHC-20779-23	4713390533	2223 Spring St, Austin, TX, 78785	0.64	Two-digit birth year Phone reformatted City re-cased Gender normalised+2 more
CLM-424870	CLM	Nancy C Mills	1950-02-27	UHC-50104-81	7874679968	4406 Sunset Blvd, Chandler, AZ, 85251	0.64	Member ID reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-421580	CLM	Bruce Garza	1983-07-07	UHC-57480-49	—	5857 Spring St, Houston, TX, 77056	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
PRV-21288	PRV	Thomas Espinoza	1975-04-25	—	2457435717	2938 Maple Ave, Atlanta, GA, 30397	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
ENR-112039	ENR	Donald W Williamon	1972-09-21	UHC-85616-98	2744258674	1094 Jefferson Ave, San Antonio, TX, 78238	0.64	Name re-cased Phone reformatted ZIP+4 trimmed Gender normalised+2 more
CLM-419796	CLM	Evelyn Hart	2002-11-11	UHC-67231-57	5626768152	—	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Gender normalised+2 more
TPA-55397	TPA	Joradn D Wheeler	1954-09-25	—	—	9746 Mesa Dr, Mesa, AZ, 85258	0.64	Street suffix standardised Address re-cased City re-cased Gender normalised+2 more
CLM-417521	CLM	Dick E Kelley	1963-12-07	UHC-11767-95	—	68 Desert Sky Blvd, Tucson, AZ, 85719	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-130688	ENR	Mariana C Obrien	1971-10-08	UHC-70943-35	4699982916	884 Lake View Rd, Orlando, FL, 32800	0.64	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-137314	ENR	Virginia Maldonado	1970-11-25	UHC-65188-99	6377741635	2323 Lincoln Way # 370, Eden Prairie, MN, 55388	0.64	Name re-cased Phone reformatted Unit split from street Email lower-cased+2 more
CLM-404856	CLM	Bobby D Romero	2001-02-09	UHC-25052-40	—	8742 Park Pl, Seattle, WA, 98154	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
ENR-124070	ENR	Sophia X Vega	2001-08-26	UHC-47773-39	5663784589	2161 Sage Ct, Sacramento, CA, 95817	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-426515	CLM	Kevin Freeman	1953-09-01	UHC-75530-98	5465802416	7508 Oak St, Mesa, AZ, 85247	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
TPA-63109	TPA	Vincent Hughes	1978-01-02	—	5189254297	8897 Willow Ct, Mesa, AZ, 85292	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-100634	ENR	Megan Q Porter	1973-10-21	UHC-66937-90	2627702901	8071 Maple Ave, Tucson, AZ, 85797	0.64	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-107925	ENR	Rachel O Carroll	1956-11-10	UHC-07257-67	9554036284	6558 Union St, Miami, FL, 33163	0.64	Name re-cased Phone reformatted State name converted to code Gender normalised+2 more
TPA-54646	TPA	Roegr X Johnston	1996-03-06	—	—	1206 Desert Sky Blvd # 822, Miami, FL, 33120	0.64	Name re-cased Date of birth reformatted Unit split from street Gender normalised+2 more
ENR-132823	ENR	Mateo V Dean	2000-12-27	UHC-92928-49	9219120581	493 Forest Ave, Plano, TX, 75046	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
ENR-127366	ENR	Ralph Andrews	1946-09-20	UHC-36948-36	6505855461	4672 River Rd, Miami, FL, 33109	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-428588	CLM	Ana Carr	1981-08-17	—	5898373919	3689 Pine Dr, Los Angeles, CA, 90074	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-52860	TPA	Cynthia Price	1941-10-01	—	8698868327	2275 Mountain View Dr, Los Angeles, CA, 90063	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
ENR-117630	ENR	Helen L Luna	1977-05-07	UHC-77657-84	7149681118	2528 Pine Dr, Tempe, AZ, 85226	0.64	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
TPA-56691	TPA	Larry Cole	2003-05-14	—	—	2198 River Rd, Charlotte, NC, 28220	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-418890	CLM	Emily Young	—	UHC-47480-60	8583436208	8117 Apache Blvd, Mesa, AZ, 85237	0.64	Date of birth missing Phone reformatted City re-cased Gender normalised+2 more
ENR-124487	ENR	Nicholas A Chapman	1942-02-14	UHC-21609-61	—	9582 Sage Ct, Phoenix, AZ, 85080	0.64	Name re-cased State name converted to code Email lower-cased Gender normalised+2 more
ENR-120539	ENR	Eric U Martinz	2002-09-12	—	6302163021	5589 Forest Ave, Fresno, CA, 93710	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-408604	CLM	Robert Palmer	1968-04-05	—	—	7598 Meadow Ln, Seattle, WA, 98162	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-423399	CLM	Virginia Guerrero	1945-06-21	UHC-61356-39	5128171485	6889 Oak St, Gilbert, AZ, 85265	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-61045	TPA	Kyle Miller	1927-10-17	—	2157418181	436 Union St, Minneapolis, MN, 55458	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-108476	ENR	Paul Herrera	1994-10-15	UHC-49772-88	8872767298	2380 Broadway, Seattle, WA	0.64	Date of birth reformatted Address re-cased City re-cased ZIP missing+2 more
ENR-138092	ENR	Powell Y Theresa	1989-01-21	UHC-35121-61	5392517226	852 Lincoln Way, Nashville, TN, 37278	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-104131	ENR	Douglas S Tran	1989-11-23	UHC-80256-41	3402778579	3176 Jefferson Ave, San Diego, CA, 92141	0.64	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-422391	CLM	Josh Payne	1938-09-03	UHC-40350-50	2893105697	5146 Cedar Ln, Sacramento, CA, 95871	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-20257	PRV	Albert Hanson	1940-03-10	UHC-65216-04	—	7146 Central Ave, Seattle, WA, 98191	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
CLM-430769	CLM	Gerald Simpson	1942-12-15	UHC-08297-98	—	3721 Jefferson Ave, Nashville, TN, 37267	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more

16,828 rows, page 177 of 337Previous Next