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 “Street suffix standardised”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagStreet suffix standardisedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-60790	TPA	Tyler Wagner	1977-08-17	—	—	8116 Willow Ct, San Antonio, TX, 78239	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
TPA-63542	TPA	Randy Peterson	1959-11-26	—	3879357982	1573 Pine Dr, Plano, TX, 75001	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-59944	TPA	Isabella Hanson	1969-02-15	—	9002897182	6627 Apache Blvd, Eden Prairie, MN, 55326	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
TPA-57565	TPA	Maria Lawrence	1981-06-26	—	2466770094	2940 River Rd, Mesa, AZ, 85264	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-60553	TPA	Jennifer Medina	2000-06-27	—	—	1107 Valley View Dr, Eden Prairie, MN, 55325	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
TPA-62919	TPA	Ken McDonald	2003-12-23	—	2342356337	1501 River Rd, Tampa, FL, 33610	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
TPA-64246	TPA	Virginia Armstrong	1961-07-18	—	8458388168	2450 Valley View Dr, Mesa, AZ, 85204	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-53868	TPA	Alice Fox	1956-01-28	—	7556918267	4968 Mountain View Dr, Charlotte, NC, 28291	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-63868	TPA	Jerry Roberts	2005-11-21	UHC-19892-59	5198862869	8059 Valley View Dr, Scottsdale, AZ, 85272	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
TPA-56112	TPA	Carol Crawford	1980-09-14	UHC-16231-67	—	9283 Indian School Rd, Scottsdale, AZ, 85247	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-62523	TPA	Jonathan Brooks	1999-03-02	—	—	4731 Sunset Blvd, Los Angeles, CA, 90089	0.76	Date of birth reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
TPA-56940	TPA	Peter Evans	1964-08-09	—	5842754486	105 Mountain View Dr, Plano, TX, 75083	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-64392	TPA	Mark Walsh	1980-06-15	—	—	9283 Bayshore Dr, Atlanta, GA, 30320	0.76	Street suffix standardised Address re-cased City re-cased State code upper-cased+2 more
TPA-62691	TPA	Kimberly U Spencer	1982-12-11	—	—	7814 Mesa Dr, Orlando, FL, 32824	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-56129	TPA	Kathryn Sims	1967-11-06	—	—	9716 River Rd, Minneapolis, MN, 55478	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-55540	TPA	Emily Black	1949-02-19	—	—	8359 Desert Sky Blvd, Jacksonville, FL, 32287	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
TPA-52875	TPA	Douglas Watosn	1969-10-16	—	2173726311	4292 Highland Ave, Gilbert, AZ, 85228	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
TPA-51026	TPA	Gloria Bradley	2003-07-17	—	—	2984 Indian School Rd, Scottsdale, AZ, 85296	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-53426	TPA	Webb Benjamin	1967-03-24	—	4184709271	9584 Hillcrest Rd, San Diego, CA, 92173	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-54119	TPA	Omar Bell	1998-05-17	—	—	9649 Camelback Rd, Seattle, WA, 98107	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
TPA-61960	TPA	Kimberly Hernandez	1945-12-13	—	3693890543	4884 Pine Dr, Phoenix, AZ, 85023	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
TPA-61996	TPA	Cheryl Gordon	1988-07-20	—	3185968691	1913 Elm St, Eden Prairie, MN, 55335	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
TPA-54775	TPA	Wayne Bennett	1949-04-19	—	—	4620 Baseline Rd, Columbus, OH, 43225	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-59928	TPA	Brittany Sandoval	1963-09-13	—	3088895811	9865 Desert Sky Blvd, Eden Prairie, MN, 55339	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-55593	TPA	Sarah Salazar	1955-02-17	—	5614643570	4834 Baseline Rd, Charlotte, NC, 28243	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
TPA-60642	TPA	Brian N Rogers	1954-09-25	—	—	2114 Maple Ave, Glendale, AZ, 85367	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
TPA-61609	TPA	Vincent Willis	2004-10-01	UHC-89971-40	5769051599	1003 Bayshore Dr, Plano, TX, 75006	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-61604	TPA	Chris Robinson	1990-04-22	—	—	2661 Valley View Dr, Los Angeles, CA, 90006	0.76	Street suffix standardised Address re-cased City re-cased Email lower-cased+2 more
TPA-61603	TPA	Chris Robinson	1990-04-22	—	—	2661 Valley View Dr, Los Angeles, CA, 90006	0.76	Street suffix standardised Address re-cased City re-cased Email lower-cased+2 more
TPA-56906	TPA	Logan Chen	1944-07-27	UHC-52351-70	9407769360	3272 Forest Ave, Dallas, TX, 75288	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-54931	TPA	Donald Russell	1974-02-22	—	—	5913 Maple Ave, Houston, TX, 77046	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-51433	TPA	Judy Harvey	1961-05-25	—	—	6205 Highland Ave, San Antonio, TX, 78210	0.76	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
TPA-51434	TPA	Judy Harvey	1961-05-25	—	—	6205 Highland Ave, San Antonio, TX, 78210	0.76	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
TPA-55768	TPA	Victoria Fowler	1982-06-02	—	9239940169	4796 Hillcrest Rd, Sacramento, CA, 95879	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-56132	TPA	Roger H Dean	1940-02-17	—	—	3984 Cedar Ln, Glendale, AZ, 85356	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-63338	TPA	Maria Phillips	1946-06-06	UHC-74762-42	—	3708 Spring St, Minneapolis, MN, 55480	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-64406	TPA	Richard Perry	1964-03-20	—	—	1196 Park Pl, Atlanta, GA, 30302	0.76	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
TPA-54269	TPA	Jean Adams	1949-12-27	—	—	7441 Oak St, Orlando, FL, 32897	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
TPA-52014	TPA	Kenneth Jordan	1963-09-22	—	3558552864	3273 Canyon Rd, Minneapolis, MN, 55437	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-56457	TPA	Bill Powell	1973-01-13	UHC-92775-03	—	1719 Ridge Rd, Eden Prairie, MN, 55337	0.76	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
TPA-54355	TPA	Virginia F Hayes	1980-02-12	—	6488056139	966 Elm St, Mesa, AZ, 85297	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-62874	TPA	Steven Henderson	1995-05-16	—	—	3009 River Rd, San Antonio, TX, 78260	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-59262	TPA	Ana Hamilton	2001-04-27	UHC-11133-36	—	176 Baseline Rd, Las Vegas, NV, 89121	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
TPA-50341	TPA	Shirley Bell	1971-11-04	—	7685891733	8891 Washington St, Houston, TX, 77050	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
TPA-52681	TPA	Debra Robertson	1940-12-17	—	6143143770	668 Union St, Atlanta, GA, 30396	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-61427	TPA	Robert Nichols	1989-09-18	—	3325387382	4382 Sunset Blvd, Miami, FL, 33164	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-50999	TPA	Roger Crawford	1966-01-21	UHC-92649-44	3098485055	8719 Oak St, Phoenix, AZ, 85008	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-62162	TPA	Christina Henry	1959-07-01	—	3152998014	2414 Ocean Ave, Glendale, AZ, 85300	0.76	Date of birth reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
TPA-53308	TPA	Evelyn Ortega	1986-10-06	—	—	301 Sage Ct, San Antonio, TX, 78260	0.76	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
TPA-57452	TPA	Sofia Guerrero	1978-04-21	UHC-42523-31	—	7894 Mesa Dr, Minneapolis, MN, 55433	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more

7,767 rows, page 102 of 156Previous Next