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-426287	CLM	Shirley U Crawford	1962-08-09	UHC-23349-84	—	9043 Jefferson Ave, Denver, CO, 80207	0.64	Member ID reformatted Street suffix standardised Address re-cased Gender normalised+2 more
ENR-139939	ENR	Jecqueline I Mendoza	1990-02-14	UHC-51173-49	6345392198	6121 Cedar Ln, Las Vegas, NV, 89110	0.64	Name split from “Last, First”Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-135196	ENR	Justin I Rios	1941-03-24	UHC-51097-31	8944618988	3324 Jefferson Ave, Sacramento, CA, 95878	0.64	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-112476	ENR	Camila Kim	1985-10-22	UHC-32872-19	—	9150 Central Ave, Fresno, CA, 93754	0.64	Phone missing area code Member ID reformatted Street suffix standardised Address re-cased+2 more
TPA-59440	TPA	Gloria Stewart	—	UHC-97704-17	4772561517	7869 Indian School Rd, Jacksonville, FL, 32200	0.64	Date of birth unreadable Phone reformatted Member ID reformatted ZIP+4 trimmed+2 more
ENR-105186	ENR	Ahmed W Montgomery	1977-03-04	UHC-51952-62	—	5749 Baseline Rd, Gilbert, AZ, 85233	0.64	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-421611	CLM	Brandon Mason	1970-07-13	UHC-65028-12	6015278105	1350 Elm St, Scottsdale, AZ, 85279	0.64	Member ID reformatted Street suffix standardised Address re-cased Gender normalised+2 more
TPA-59261	TPA	Ana Hamilton	2001-04-27	UHC-11133-36	2183834671	176 Baseline Rd, Las Vegas, NV, 89121	0.64	Two-digit birth year Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-108186	ENR	Arthur Thompson	1941-09-20	UHC-87768-94	7646388935	9081 Canyon Rd, Chandler, AZ, 85204	0.64	Name re-cased Member ID reformatted SSN last four extracted Street suffix standardised+2 more
ENR-123406	ENR	Logna King	1950-04-20	UHC-67632-43	5358279707	7641 Sage Ct, Glendale, AZ, 85316	0.64	Date of birth reformatted Phone reformatted Member ID reformatted State name converted to code+2 more
ENR-131160	ENR	JohnJunk	1973-04-09	UHC-51662-47	5338158149	4512 Mountain View Dr, Nashville, TN, 37243	0.64	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+2 more
CLM-423041	CLM	Randy Reid	1997-10-25	UHC-02401-36	—	6483 Highland Ave Apt 9, Austin, TX, 78720	0.64	Member ID reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-104965	ENR	Amanda Q Schmidt	2006-01-02	UHC-91911-04	3508456051	5109 Willow Ct, Atlanta, GA, 30349	0.64	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-114801	ENR	JJunk	1943-12-03	UHC-02814-75	—	5104 Union St, Gilbert, AZ, 85211	0.64	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
PRV-21697	PRV	Samuel Wylson	2003-04-10	UHC-53403-90	6858413242	4811 Broadway, Sacramento, CA, 95865	0.64	Name split from “Last, First”Phone reformatted Member ID reformatted Gender normalised+2 more
ENR-104235	ENR	Logan Z Estrada	1945-06-01	UHC-51402-46	—	7129 Harbor Blvd, Miami, FL, 33199	0.64	Date of birth reformatted Member ID reformatted SSN last four extracted State name converted to code+2 more
ENR-118626	ENR	Omar E Alvarado	1980-04-10	UHC-76117-74	7033342947	4305 Highland Ave, Chandler, AZ	0.64	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+2 more
PRV-28734	PRV	Austin Contreras	1941-12-19	UHC-72120-49	2887922714	7460 Canyon Rd, San Diego, CA	0.64	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-127956	ENR	Jimenez F Daniel	1960-07-15	UHC-95044-20	8566148732	9420 Park Pl, Las Vegas, NV, 89197	0.64	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-102035	ENR	John Graham	1982-06-14	UHC-03219-23	3267854971	719 Central Ave, Tampa, FL, 33657	0.64	Member ID reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-135055	ENR	Braadley T Howard	1992-12-01	UHC-85451-99	2746184074	8403 Willow Ct, Atlanta, GA, 30310	0.64	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+2 more
PRV-20673	PRV	George Castillo	2008-10-04	UHC-12374-30	2074700932	5752 Sage Ct, Phoenix, AZ, 85055	0.64	Name split from “Last, First”Member ID reformatted Street suffix standardised Address re-cased+2 more
PRV-28657	PRV	Carol Duncan	1943-10-11	UHC-01787-21	6039047913	9468 Forest Ave, Scottsdale, AZ, 85254	0.64	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-109311	ENR	Doris Evans	1949-06-05	UHC-49358-35	6204624184	3326 Forest Ave, Orlando, FL, 32805	0.64	Name split from “Last, First”Date of birth reformatted Member ID reformatted City re-cased+2 more
ENR-108460	ENR	Heather O Estrada	1964-12-10	UHC-14837-83	9808767200	7177 River Rd, Tucson, AZ, 85755	0.64	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-132653	ENR	Linda Dixon	1999-10-15	UHC-04438-58	8506574803	705 Washington St, Fresno, CA, 93773	0.64	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-431355	CLM	Daniel Fowler	1974-12-04	UHC-99397-30	—	9441 Broadway, Atlanta, GA, 30300	0.64	Name split from “Last, First”Member ID reformatted City re-cased Gender normalised+2 more
ENR-131714	ENR	Shirley Fernandez	1976-10-21	UHC-32823-27	7552975952	3166 Desert Sky Blvd, Tucson, AZ, 85771	0.64	Phone reformatted Member ID reformatted SSN last four extracted City re-cased+2 more
ENR-119035	ENR	Lucia C Russell	1969-01-23	UHC-13987-43	3372614470	8135 Jefferson Ave, Fresno, CA, 93767	0.64	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+2 more
ENR-136233	ENR	Fatima K Reid	1946-01-17	UHC-31359-09	—	1099 Baseline Rd, Dallas, TX, 75278	0.64	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
PRV-23484	PRV	Michael Bishop	1941-05-08	UHC-40617-39	2478581256	5310 Lincoln Way, Tempe, AZ, 85231	0.64	Name split from “Last, First”Two-digit birth year Phone reformatted Member ID reformatted+2 more
ENR-116371	ENR	Ruth Z Contreras	1979-05-04	UHC-90999-03	5595469929	7697 Lincoln Way Apt 12, Houston, TX, 77038	0.64	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+2 more
CLM-429401	CLM	Terry Z Fernandez	1991-06-18	UHC-71155-96	—	2920 Pine Dr, Atlanta, GA, 30330	0.64	Date of birth reformatted Phone missing area code Member ID reformatted State code upper-cased+2 more
CLM-416211	CLM	Theresa Hawkins	2007-04-19	UHC-64409-76	4592437844	9763 Central Ave, Austin, TX, 78741	0.64	Name re-cased Two-digit birth year Member ID reformatted Street suffix standardised+2 more
CLM-419923	CLM	Ruth Stone	1994-03-21	UHC-84684-47	7103409532	8778 Sunset Blvd Apt 28, Nashville, TN, 37266	0.64	Member ID reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-404047	CLM	Alan M Diaz	1979-12-10	UHC-23825-89	—	9173 Sunset Blvd, Las Vegas, NV, 89110	0.64	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-138651	ENR	Brian Y Matthews	1971-04-24	UHC-93707-17	8872508548	8645 Sunset Blvd, Dallas, TX, 75224	0.64	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-412863	CLM	Amber Riley	1998-12-12	UHC-46144-77	5398140665	3250 Forest Ave, Jacksonville, FL	0.64	Date of birth reformatted Phone reformatted Member ID reformatted State name converted to code+2 more
CLM-412864	CLM	Amber Riley	1998-12-12	UHC-46144-77	5398140665	3250 Forest Ave, Jacksonville, FL	0.64	Date of birth reformatted Phone reformatted Member ID reformatted State name converted to code+2 more
CLM-402454	CLM	Miller Kellly	—	UHC-25101-70	7846563919	8861 Sage Ct, Plano, TX, 75073	0.64	Name re-cased Date of birth missing Member ID reformatted Street suffix standardised+2 more
ENR-102336	ENR	Edward W Ross	1958-02-20	UHC-19199-46	2218702828	784 Ocean Ave, Las Vegas, NV	0.64	Name re-cased Member ID reformatted ZIP missing Email lower-cased+2 more
ENR-130284	ENR	Sanda Allen	1953-09-15	UHC-81023-98	—	7497 Canyon Rd, Tempe, AZ, 85235	0.64	Date of birth reformatted Member ID reformatted SSN last four extracted Street suffix standardised+2 more
CLM-402261	CLM	Sofia Day	1938-07-28	UHC-43857-58	—	2714 Ocean Ave, Chandler, AZ, 85245	0.64	Member ID reformatted Street suffix standardised Address re-cased Gender normalised+2 more
ENR-122102	ENR	Diego A Myers	2004-06-25	UHC-55106-95	—	1697 Hillcrest Rd, Tampa, FL, 33678	0.64	Member ID reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
CLM-413536	CLM	Betty Bennett	1972-12-08	UHC-09862-50	—	1451 Main St, Tampa, FL, 33605	0.64	Name split from “Last, First”Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-415527	CLM	Mean A Rios	1976-08-25	UHC-68589-64	9348243802	3996 Sage Ct, Denver, CO	0.64	Member ID reformatted City re-cased ZIP missing Gender normalised+2 more
CLM-423169	CLM	Brandon B Long	1963-11-17	UHC-49927-34	—	6600 Ocean Ave, Tampa, FL, 33649	0.64	Two-digit birth year Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-131401	ENR	Nick Vazquez	2005-01-20	UHC-34985-59	7379943526	9021 Valley View Dr, Columbus, OH, 43257	0.64	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-113019	ENR	Ana Bryant	1953-06-02	UHC-45828-50	6166322980	2839 Lincoln Way # 328, Charlotte, NC, 28235	0.64	Name re-cased Member ID reformatted Unit split from street Street suffix standardised+2 more
ENR-131781	ENR	Phillips Judith	2007-06-26	UHC-30001-07	9382963912	8396 Oak St, Dallas, TX, 75284	0.64	Name split from “Last, First”Member ID reformatted Street suffix standardised Address re-cased+2 more

7,723 rows, page 48 of 155Previous Next