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 “Member ID reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagMember ID reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-423317	CLM	Willie Hill	1954-02-17	UHC-73613-10	4047319190	6950 Camelback Rd, Gilbert, AZ, 85250	0.76	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-414453	CLM	Fuller Steven	1977-02-14	UHC-48850-17	7715063579	9564 Mountain View Dr, Chandler, AZ, 85292	0.76	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-141467	ENR	Maria D Kennedy	2008-07-25	UHC-43419-49	—	5646 Maple Ave, San Antonio, TX, 78264	0.76	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-121564	ENR	Nancy Sandoval	1983-11-03	UHC-95939-67	9558260487	2398 Desert Sky Blvd, Scottsdale, AZ, 85284	0.76	Date of birth reformatted Phone reformatted Member ID reformatted City re-cased+2 more
ENR-106621	ENR	Henry Webb	1991-09-05	UHC-19554-70	6825470745	4956 Central Ave, Gilbert, AZ, 85216	0.76	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+2 more
ENR-127595	ENR	Diana Franklin	1955-07-10	UHC-19532-64	8952413700	8567 Ridge Rd, San Diego, CA, 92148	0.76	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-417754	CLM	Heather Pierce	1966-05-21	UHC-91470-77	5685013498	3017 Ocean Ave, Minneapolis, MN, 55455	0.76	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-106494	ENR	Jon U McCoy	2006-02-22	UHC-37349-81	6152772005	6840 Ridge Rd, Phoenix, AZ, 85056	0.76	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+2 more
ENR-139319	ENR	Ronald Baker	1952-04-05	UHC-70556-16	8703916601	1949 Union St, Charlotte, NC, 28234	0.76	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-108379	ENR	Vincent R Jenkins	1960-10-26	UHC-91130-49	5849638809	789 Oak St, Tampa, FL, 33696	0.76	Name split from “Last, First”Phone reformatted Member ID reformatted City re-cased+2 more
CLM-423078	CLM	Roger Powell	1993-07-07	UHC-24883-81	—	7669 Lincoln Way, Eden Prairie, MN, 55350	0.76	Name re-cased Date of birth reformatted Member ID reformatted ZIP+4 trimmed+2 more
CLM-410687	CLM	Ahmed Garza	1967-12-09	UHC-17595-44	—	2353 Highland Ave, Jacksonville, FL, 32227	0.76	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-120504	ENR	Richard Y Simpson	1963-06-27	UHC-69959-51	4506332228	9570 Cedar Ln, Scottsdale, AZ, 85222	0.76	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-426212	CLM	Julie Jensen	1970-04-14	UHC-39503-67	4955907765	5625 Baseline Rd, Los Angeles, CA, 90060	0.76	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-138857	ENR	Doris W Larson	1991-12-08	UHC-87192-75	6144741764	8183 Valley View Dr, Chandler, AZ, 85249	0.76	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-130919	ENR	Bradley P Willis	1999-01-08	UHC-64136-29	3878676214	5874 Cedar Ln, Miami, FL, 33165	0.76	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+2 more
CLM-417465	CLM	Christopher Guerrero	1990-08-04	UHC-94197-05	5863839700	7502 Forest Ave, Scottsdale, AZ, 85226	0.76	Date of birth reformatted Phone reformatted Member ID reformatted Gender normalised+2 more
ENR-110861	ENR	Carolyn M Sandoval	2005-04-10	UHC-78834-80	6662665440	7982 Valley View Dr, Seattle, WA, 98178	0.76	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+2 more
CLM-416091	CLM	Charlotte I Gordon	1942-12-11	UHC-38994-50	—	4904 Ocean Ave, Seattle, WA, 98124	0.76	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-427304	CLM	Tyler Cole	1999-01-20	UHC-88625-13	5227848131	2050 Indian School Rd, Minneapolis, MN, 55486	0.76	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+2 more
PRV-22487	PRV	Adams Jacqueline	1996-06-09	UHC-65215-45	—	5404 Spring St, Houston, TX, 77067	0.76	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
PRV-28437	PRV	Sophia Park	1970-03-08	UHC-14809-43	7796971528	6165 Grand Ave, Austin, TX, 78742	0.76	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+2 more
CLM-400909	CLM	Terry L Gibson	2000-04-08	UHC-48195-05	2212555050	5213 Spring St, Seattle, WA, 98159	0.76	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-132119	ENR	Ann C White	1957-06-19	UHC-95551-94	9776546532	159 Hillcrest Rd, Nashville, TN, 37295	0.76	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+2 more
CLM-407280	CLM	Steven Vasquez	1957-06-27	UHC-60190-71	2184048209	6946 Meadow Ln, Orlando, FL	0.76	Phone reformatted Member ID reformatted City re-cased ZIP missing+2 more
ENR-115723	ENR	Russell I Montgomery	1939-05-18	UHC-52136-18	9443287899	1323 Elm St, Tampa, FL, 33654	0.76	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
PRV-25074	PRV	Ashley Fields	1986-05-25	UHC-74750-45	—	—	0.76	Name re-cased Date of birth reformatted Member ID reformatted Gender normalised+2 more
CLM-401796	CLM	Grace James	1987-11-21	UHC-29142-83	—	6385 River Rd, Las Vegas, NV, 89188	0.76	Date of birth reformatted Member ID reformatted City re-cased State name converted to code+2 more
ENR-130092	ENR	Lawrence G Jackson	1968-03-25	UHC-39272-67	9087166898	2399 Forest Ave, Seattle, WA, 98199	0.76	Date of birth reformatted Member ID reformatted City re-cased Gender normalised+2 more
ENR-130229	ENR	Daniel Lewis	1992-08-08	UHC-67523-37	—	6794 Forest Ave, Las Vegas, NV, 89110	0.76	Name re-cased Date of birth reformatted Member ID reformatted SSN last four extracted+2 more
ENR-133449	ENR	Eric Wood	1977-08-15	UHC-82984-37	3063867965	6689 Jefferson Ave, Chandler, AZ, 85240	0.76	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-120472	ENR	Amy Y Wright	1956-06-01	UHC-11930-34	9058414008	295 Meadow Ln, Tucson, AZ, 85737	0.76	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-416481	CLM	Arthur Guzman	1951-01-13	UHC-72382-09	2469255618	3798 Willow Ct, Fresno, CA, 93717	0.76	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-130184	ENR	Janice Rice	2006-06-26	UHC-11861-52	4068599559	7691 Forest Ave, Glendale, AZ, 85325	0.76	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-111653	ENR	Philip Brooks	1954-10-24	UHC-16603-32	6767684955	7788 Harbor Blvd, Chandler, AZ, 85213	0.76	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+2 more
PRV-28900	PRV	Christina V Mills	1968-09-02	UHC-64877-91	7227301526	2856 Grand Ave, Fresno, CA, 93737	0.76	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-124203	ENR	Davdi M Larson	1986-04-27	UHC-94457-68	5044796623	5735 Valley View Dr, Houston, TX, 77007	0.76	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-100693	ENR	Jean R Diaz	1977-02-04	UHC-80691-17	3412474979	838 Baseline Rd, Tampa, FL, 33676	0.76	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-111709	ENR	Gerald Y Cook	1974-06-13	UHC-19556-53	9204187963	1678 Ridge Rd, Chandler, AZ, 85251	0.76	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-413664	CLM	Josh T Cooper	1962-10-20	UHC-54359-82	4135206744	8269 Pine Dr, Nashville, TN, 37234	0.76	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+2 more
ENR-136948	ENR	Padilla R Sharon	1952-10-26	UHC-82142-81	4472237586	134 Indian School Rd, Nashville, TN, 37257	0.76	Two-digit birth year Phone reformatted Member ID reformatted State code upper-cased+2 more
PRV-27420	PRV	Day Catherine	1943-07-04	UHC-08875-72	6987277846	5538 Grand Ave, Plano, TX	0.76	Name re-cased Phone reformatted Member ID reformatted ZIP missing+2 more
ENR-109538	ENR	Samuel Rojas	1980-08-07	UHC-84537-44	9248834409	4200 Central Ave, Tampa, FL, 33698	0.76	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-124071	ENR	Linda Watkins	2003-03-24	UHC-07479-31	4868443176	9637 Meadow Ln, Tampa, FL, 33636	0.76	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+2 more
CLM-429031	CLM	Arthur Welch	1989-04-13	UHC-72478-18	9844151897	6151 River Rd, Phoenix, AZ, 85099	0.76	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-132798	ENR	Patrick E Park	1999-06-11	UHC-30994-67	4945747640	200 Harbor Blvd, Nashville, TN, 37223	0.76	Name re-cased Phone reformatted Member ID reformatted Email lower-cased+2 more
PRV-23813	PRV	Zachary P Morales	1995-08-08	UHC-95210-09	5612126194	9060 Washington St, Tampa, FL, 33656	0.76	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+2 more
CLM-406718	CLM	Katherine Contreras	2008-08-11	UHC-56653-97	4277970103	5484 Mountain View Dr, San Diego, CA, 92100	0.76	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
TPA-61849	TPA	Deborah Martin	1956-07-01	UHC-52139-04	—	8438 Ridge Rd, Houston, TX, 77077	0.76	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-100637	ENR	Randy Little	1990-07-25	UHC-16009-88	7612054294	9689 Pine Dr, Las Vegas, NV, 89170	0.76	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more

7,723 rows, page 83 of 155Previous Next