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 re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-429150	CLM	Camila N Rios	1963-11-18	UHC-12493-59	—	3286 Indian School Rd Apt 18, Tempe, AZ, 85295	0.64	Name re-cased Unit split from street City re-cased State name converted to code+2 more
TPA-57503	TPA	Valentina B Riley	1955-07-28	—	—	5027 Meadow Ln, Orlando, FL	0.64	Name re-cased Date of birth reformatted ZIP missing Gender normalised+2 more
TPA-60545	TPA	Jason Burns	1975-12-26	—	—	5434 Camelback Rd, Eden Prairie, MN, 55310	0.64	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+2 more
CLM-423228	CLM	Joyce Evans	1958-08-12	—	3013811340	3579 Park Pl, San Diego, CA, 92108	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
ENR-138166	ENR	Jose H Robinson	2002-04-09	UHC-50740-97	3538913287	508 Broadway, Eden Prairie, MN, 55362	0.64	Name re-cased Phone reformatted Member ID reformatted City re-cased+2 more
ENR-112961	ENR	Russell I Wagnner	—	UHC-45718-66	4143228396	1814 Grand Ave, Tampa, FL, 33650	0.64	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+2 more
ENR-102636	ENR	Barbara R Jacobs	1984-08-03	UHC-84370-28	5343695383	2168 Harbor Blvd, Scottsdale, AZ, 85245	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-55572	TPA	Maria U Ward	1968-05-28	—	—	6177 Central Ave, Los Angeles, CA, 90025	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
TPA-60711	TPA	Alexis Castro	1991-01-10	—	—	4926 Union St, Glendale, AZ, 85328	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
ENR-116233	ENR	Robert G Valdez	2000-10-21	UHC-32586-14	8906295975	1002 Elm St, Seattle, WA, 98111	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-424402	CLM	Amy Parker	1963-04-23	UHC-88714-34	—	9756 Lincoln Way # 140, Los Angeles, CA	0.64	Name re-cased Unit split from street City re-cased ZIP missing+2 more
CLM-406123	CLM	Logan Thompson	1942-05-19	UHC-52807-74	—	6607 Park Pl Apt 8, Las Vegas, NV, 89177	0.64	Name re-cased Member ID reformatted Unit split from street Street suffix standardised+2 more
TPA-53442	TPA	Denise Lane	1943-08-19	—	3863616140	8532 Sage Ct, Houston, TX, 77041	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-132494	ENR	Dorohy Armstrong	1997-02-04	UHC-63392-55	2203887138	5801 Mesa Dr, Sacramento, CA	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-411928	CLM	Dorothy W Williamson	1958-10-05	—	6962228594	6047 Lincoln Way, Dallas, TX, 75210	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
ENR-135082	ENR	Stephanie Spenker	1964-01-02	UHC-20596-65	—	1002 Willow Ct, Seattle, WA, 98135	0.64	Name re-cased Phone missing area code Street suffix standardised Address re-cased+2 more
PRV-24278	PRV	Donald Luna	1971-01-26	—	—	9766 Washington St, San Diego, CA, 92137	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-116487	ENR	Yuki O Stevens	—	UHC-99868-56	5702922046	8690 Mesa Dr, Nashville, TN, 37273	0.64	Name re-cased Date of birth unreadable State name converted to code Email lower-cased+2 more
CLM-402974	CLM	Fatima Webb	1964-11-20	—	—	2690 Desert Sky Blvd, Los Angeles, CA	0.64	Name re-cased Date of birth reformatted City re-cased ZIP missing+2 more
TPA-57341	TPA	Danielle Hill	1995-12-09	—	—	1649 Desert Sky Blvd, Orlando, FL, 32812	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
ENR-124985	ENR	Logan Luna	1942-09-06	UHC-90592-70	8793092186	8848 Cedar Ln, Scottsdale, AZ, 85297	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
ENR-107907	ENR	Cheryl Snyder	1988-09-06	UHC-01160-94	9772723844	6293 Palm Dr, Houston, TX, 77097	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
CLM-413960	CLM	Harold N Peterson	1991-07-04	UHC-57880-32	—	9190 Camelback Rd, Chandler, AZ, 85275	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
CLM-420969	CLM	Melissa Marshall	1998-06-13	UHC-73960-39	—	4529 Grand Ave, Minneapolis, MN, 55492	0.64	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-124963	ENR	Omar G Hunt	1938-05-20	UHC-97434-51	4543629865	9314 Bayshore Dr, Los Angeles, CA, 90085	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-407655	CLM	Rebecca Hernandez	1991-06-24	UHC-72721-98	6463540178	8063 Market St Apt 38, Denver, CO, 80257	0.64	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+2 more
ENR-141038	ENR	Brittany Butler	1963-12-09	UHC-89843-42	5762223048	1572 Jefferson Ave, Dallas, TX	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-431643	CLM	Brian Burke	1969-10-08	UHC-98758-75	—	1203 Church St, San Diego, CA, 92196	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
CLM-424622	CLM	Jack Austin	1950-04-20	—	—	6937 Union St # 121, Orlando, FL, 32834	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
ENR-130506	ENR	Lauren Porter	—	UHC-47113-19	4033406949	1731 Harbor Blvd, Orlando, FL, 32892	0.64	Name re-cased Date of birth missing Phone reformatted Street suffix standardised+2 more
TPA-51139	TPA	Philip C McCoy	1991-08-25	—	—	7432 Camelback Rd, Denver, CO, 80242	0.64	Name re-cased Date of birth reformatted ZIP+4 trimmed Gender normalised+2 more
TPA-55467	TPA	Joshua F Hunt	1975-11-16	—	—	866 Park Pl, Scottsdale, AZ	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
CLM-417189	CLM	Frances Moreno	1978-09-23	UHC-65118-03	—	8207 Harbor Blvd, Fresno, CA	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
TPA-61234	TPA	Laura Obrien	2000-08-16	—	—	3657 Desert Sky Blvd, Los Angeles, CA, 90029	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
CLM-403321	CLM	Carol Gilbert	1968-12-05	UHC-48276-15	—	6850 Maple Ave, Fresno, CA, 93725	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-108691	ENR	Christina Morales	1947-07-03	UHC-53202-71	7178285395	7231 Broadway Apt 7, Jacksonville, FL, 32255	0.64	Name re-cased Phone reformatted Member ID reformatted Unit split from street+2 more
CLM-414369	CLM	Charles N Evans	1943-08-02	—	8625377154	1969 Church St, Jacksonville, FL, 32257	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
ENR-117575	ENR	Keith Z Gonzales	1971-04-03	UHC-47275-39	2347925896	703 Camelback Rd, Tampa, FL, 33677	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-133700	ENR	Eric Sanders	1959-08-27	UHC-95424-50	9545579690	2321 Grand Ave, Orlando, FL, 32817	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-139521	ENR	Saarah Ruse	1953-04-13	UHC-73535-83	7587631917	2108 Indian School Rd, Charlotte, NC	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-62484	TPA	Gary Herrera	1938-11-17	UHC-69117-24	—	589 Mountain View Dr, Plano, TX, 75017	0.64	Name re-cased Phone missing area code Street suffix standardised Address re-cased+2 more
CLM-402093	CLM	Natalie Graham	1969-01-02	UHC-06183-55	—	8770 Oak St, Jacksonville, FL, 32228	0.64	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-405592	CLM	Rachel Hansen	1985-08-15	—	—	2713 Sunset Blvd, Gilbert, AZ, 85244	0.64	Name re-cased Phone missing area code Street suffix standardised Address re-cased+2 more
CLM-414530	CLM	Nicole Myers	1997-10-22	UHC-92949-48	—	1400 Union St, Eden Prairie, MN, 55355	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
ENR-131456	ENR	Patricia Q Ross	1949-05-22	UHC-68744-18	7758511395	52 Desert Sky Blvd, Glendale, AZ, 85394	0.64	Name re-cased Two-digit birth year Member ID reformatted Street suffix standardised+2 more
ENR-119833	ENR	Brandon Fuller	1942-06-14	UHC-12578-08	—	5550 Ocean Ave # 218, Scottsdale, AZ, 85280	0.64	Name re-cased Member ID reformatted Unit split from street Street suffix standardised+2 more
CLM-428230	CLM	Bryan Foster	2001-12-01	UHC-42145-76	4513496968	636 Ocean Ave, Fresno, CA, 93709	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-430383	CLM	Karen Mitchell	1949-09-02	—	—	5453 Spring St, Los Angeles, CA, 90075	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
ENR-136655	ENR	Kyyle E Wilson	1957-10-22	UHC-49295-41	3757597423	834 Oak St, Nashville, TN, 37215	0.64	Middle initial moved out of first name Name re-cased Phone reformatted Street suffix standardised+2 more
ENR-124940	ENR	Aeron N Cox	1973-07-25	UHC-64407-76	7279877927	4580 Elm St, Mesa, AZ, 85201	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more

39,996 rows, page 164 of 800Previous Next