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

Third-party administrator, flag “Placeholder values cleared”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPlaceholder values clearedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-52760	TPA	Jessica Mendez	1958-11-24	—	—	1455 Meadow Ln, Phoenix, AZ, 85016	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
TPA-62192	TPA	William Cook	—	—	—	221 Baseline Rd, Seattle, WA, 98135	0.64	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+2 more
TPA-56573	TPA	Omar J Obrien	—	—	—	8082 Highland Ave, Tucson, AZ, 85760	0.64	Name re-cased Date of birth reformatted Date of birth unreadable State name converted to code+2 more
TPA-51258	TPA	James Reid	2008-10-13	UHC-04022-72	—	5685 Sage Ct # 446, Scottsdale, AZ, 85269	0.64	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
TPA-58027	TPA	Ahmed I Adams	—	—	—	3121 Union St, Las Vegas, NV, 89139	0.64	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+2 more
TPA-58026	TPA	Ahmed I Adams	—	—	—	3121 Union St, Las Vegas, NV, 89139	0.64	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+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
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
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
TPA-53968	TPA	Alice Franklin	—	—	6265226363	845 Broadway, Tampa, FL, 33628	0.64	Date of birth missing Phone reformatted Address re-cased ZIP+4 trimmed+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
TPA-60710	TPA	Michelle Butler	2006-04-03	—	9149170067	6798 Union St, Dallas, TX, 75261	0.64	Phone reformatted State name converted to code ZIP+4 trimmed Email lower-cased+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
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
TPA-51313	TPA	Sharon Tran	1968-07-21	—	—	1198 Central Ave, Gilbert, AZ, 85215	0.64	Name split from “Last, First”Date of birth 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
TPA-61366	TPA	Sara Robertson	1962-04-12	—	5869720474	910 Forest Ave, Phoenix, AZ, 85005	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-53706	TPA	Bobby Jacobs	1942-09-25	—	—	1545 Jefferson Ave, San Antonio, TX, 78285	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
TPA-51437	TPA	Beverly H Flores	1948-09-02	—	4573299529	107 Pine Dr, Las Vegas, NV, 89148	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-52473	TPA	Bradley Palmer	1952-02-11	—	2638619542	2004 Jefferson Ave, Seattle, WA, 98139	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-63560	TPA	Lucia Gomez	1997-02-02	UHC-42126-16	5283601314	5088 Union St, Gilbert, AZ, 85255	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-55975	TPA	Samuel Cook	—	—	—	6529 Sunset Blvd, Atlanta, GA, 30330	0.64	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+2 more
TPA-61229	TPA	Donna Hicks	1952-04-13	—	—	2177 Highland Ave, Tempe, AZ, 85215	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-52350	TPA	Betty Warren	2000-12-24	—	—	5525 Union St # 622, Minneapolis, MN, 55457	0.64	Name re-cased Unit split from street City re-cased Gender normalised+2 more
TPA-54274	TPA	Hiroshi Rice	1947-09-04	—	—	5783 Oak St, Jacksonville, FL	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
TPA-57053	TPA	Mark Green	1988-03-05	—	—	464 Ocean Ave, San Diego, CA	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+2 more
TPA-63102	TPA	Joshua Campbell	1939-03-16	—	—	2377 Harbor Blvd, Fresno, CA, 93745	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
TPA-64174	TPA	Margaret Stone	1939-12-20	—	9749293907	854 River Rd # 692, Phoenix, AZ, 85041	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+2 more
TPA-60474	TPA	Bryan Hamilton	2002-06-03	—	—	2921 Ocean Ave, Denver, CO, 80223	0.64	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
TPA-53339	TPA	Edward Jones	1980-01-23	—	—	2430 Canyon Rd, Gilbert, AZ, 85235	0.64	Street suffix standardised Address re-cased City re-cased ZIP+4 trimmed+2 more
TPA-61587	TPA	Andrea Chavez	1962-08-10	—	—	2030 Mountain View Dr, Tempe, AZ, 85276	0.64	Street suffix standardised Address re-cased City re-cased State name converted to code+2 more
TPA-61203	TPA	Roger V Warren	1962-09-09	—	2674836157	6569 Mountain View Dr, Nashville, TN, 37282	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
TPA-60618	TPA	Terry Davis	1976-05-26	—	—	7984 River Rd # 244, Glendale, AZ, 85332	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
TPA-56171	TPA	Rachel W Marquez	—	—	—	4606 Valley View Dr, Miami, FL, 33185	0.64	Name re-cased Date of birth missing Street suffix standardised Address re-cased+2 more
TPA-50370	TPA	Brittany X Estrada	1967-02-12	—	—	908 Forest Ave, Tucson, AZ, 85701	0.64	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
TPA-58783	TPA	Albert E Dean	1990-11-20	—	5273213288	5601 Market St, Sacramento, CA, 95829	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
TPA-54289	TPA	Vicky P Mitchell	1982-05-08	—	4719235847	4460 Mountain View Dr, Nashville, TN	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
TPA-54527	TPA	Ahmed Riley	2007-03-13	—	—	5024 Hillcrest Rd, Jacksonville, FL, 32283	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
TPA-61874	TPA	Philip Johnston	1966-07-26	—	—	9556 River Rd, Tucson, AZ, 85789	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
TPA-58120	TPA	Evelyn Rodriguez	1963-06-17	—	—	9796 Union St Apt 26, Fresno, CA, 93765	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
TPA-58682	TPA	Christine Morgan	2007-09-01	—	—	469 Pine Dr, Austin, TX, 78759	0.64	Street suffix standardised Address re-cased City re-cased ZIP+4 trimmed+2 more
TPA-63807	TPA	Nicholas Walsh	1996-07-04	—	—	3420 Oak St, Tempe, AZ	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
TPA-63438	TPA	Kelly Watson	1986-04-16	—	—	7815 Lake View Rd Apt 12, Dallas, TX, 75216	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
TPA-58402	TPA	Shirley Adams	1958-03-11	—	9054980219	2419 Sunset Blvd, Tampa, FL, 33625	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
TPA-57859	TPA	Gregory Smith	1980-08-27	—	—	9597 Sage Ct, Charlotte, NC, 28267	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
TPA-61658	TPA	Tony Thompson	1957-06-26	—	—	7223 Church St, Plano, TX, 75002	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
TPA-54160	TPA	Diana Woods	1989-12-02	—	6553257920	795 Sage Ct, San Diego, CA, 92137	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more

14,135 rows, page 47 of 283Previous Next