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 “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
TPA-59885	TPA	Marilyn Hall	1963-03-04	—	—	1501 Valley View Dr, Eden Prairie, MN, 55304	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
TPA-60786	TPA	Ana P Burns	2008-04-14	—	—	5119 Willow Ct, Dallas, TX, 75272	0.66	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
TPA-60173	TPA	Willie Washington	1952-03-19	—	6058602454	893 Sunset Blvd, Seattle, WA, 98147	0.66	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+1 more
TPA-56585	TPA	Douglas Carpenter	1945-07-21	UHC-55704-92	—	3423 Jefferson Ave # 642, Tampa, FL, 33648	0.66	Name re-cased Unit split from street Street suffix standardised Address re-cased+1 more
TPA-63291	TPA	Roy Young	1986-11-17	—	—	967 Oak St, Gilbert, AZ, 85202	0.66	Name re-cased Date of birth reformatted State name converted to code Gender normalised+1 more
TPA-59802	TPA	Omaar Myres	1982-12-10	—	—	7679 Maple Ave, Orlando, FL	0.66	Name re-cased Street suffix standardised Address re-cased ZIP missing+1 more
TPA-54759	TPA	Charlotte Kenndy	2008-05-19	—	—	1168 Apache Blvd, San Diego, CA, 92146	0.66	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+1 more
TPA-52535	TPA	Rebecca Burton	1945-09-24	—	—	4816 Central Ave, Orlando, FL, 32873	0.66	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
TPA-54114	TPA	Lawrence Wheeler	—	—	—	6746 Meadow Ln, Orlando, FL, 32804	0.66	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+1 more
TPA-56616	TPA	Judith Owens	1969-09-17	—	—	8433 Lincoln Way, Miami, FL, 33151	0.66	Name re-cased Two-digit birth year Gender normalised Whitespace trimmed+1 more
TPA-61981	TPA	Jordan D Padilla	2000-03-12	—	—	1639 Baseline Rd, Phoenix, AZ, 85032	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
TPA-59822	TPA	Barbara Howadr	1979-03-23	—	—	3433 Highland Ave, Fresno, CA, 93736	0.66	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
TPA-55131	TPA	Brandon Park	1957-07-13	—	—	1620 Willow Ct, Scottsdale, AZ, 85294	0.66	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+1 more
TPA-60459	TPA	Amanda Martinez	1962-06-21	—	5305175038	700 Church St Apt 38, Orlando, FL, 32888	0.66	Name re-cased Phone reformatted Unit split from street ZIP+4 trimmed+1 more
TPA-61989	TPA	Steven N Welch	2002-11-08	UHC-34050-08	—	9598 Mountain View Dr, Atlanta, GA, 30368	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
TPA-61990	TPA	Steven N Welch	2002-11-08	UHC-34050-08	—	9598 Mountain View Dr, Atlanta, GA, 30368	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
TPA-58461	TPA	Michelle Mason	1990-12-28	—	—	4639 Forest Ave, Seattle, WA, 98194	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
TPA-52900	TPA	James Alexander	1966-08-01	UHC-16779-15	7176156248	4342 Harbor Blvd, Columbus, OH, 43229	0.66	Name re-cased Phone reformatted SSN last four extracted State name converted to code+1 more
TPA-64308	TPA	Juztin L Cruz	1944-09-18	—	—	2917 Ridge Rd Apt 1, San Antonio, TX, 78273	0.66	Name re-cased Unit split from street Street suffix standardised Address re-cased+1 more
TPA-60470	TPA	Alexis Edwards	2002-05-11	—	—	2299 Cedar Ln, Atlanta, GA, 30320	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
TPA-60513	TPA	Daniel Stephens	1993-08-03	—	5985032190	4109 Willow Ct, Tempe, AZ, 85244	0.66	Name re-cased Phone reformatted State name converted to code Gender normalised+1 more
TPA-62149	TPA	Eric I Schmidt	2005-05-04	—	—	311 Meadow Ln, Mesa, AZ	0.66	Name re-cased Two-digit birth year ZIP missing Whitespace trimmed+1 more
TPA-55120	TPA	Lawrencce E Mejia	—	—	—	8170 Church St, Tucson, AZ, 85727	0.66	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+1 more
TPA-55955	TPA	Ashley A Arnold	1960-12-17	—	—	5208 Baseline Rd, Sacramento, CA	0.66	Name re-cased Date of birth reformatted ZIP missing Gender normalised+1 more
TPA-62907	TPA	Jeremy Garza	2000-07-21	—	9714004437	6942 Mountain View Dr, Charlotte, NC, 28289	0.66	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
TPA-59119	TPA	Jordan Li	2004-01-13	—	—	6736 Mesa Dr, Orlando, FL, 32894	0.66	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
TPA-56921	TPA	Randy Griffin	—	—	—	3473 Pine Dr, Seattle, WA, 98129	0.66	Name re-cased Date of birth missing Street suffix standardised Address re-cased+1 more
TPA-55228	TPA	Garza Natalie	1984-06-04	UHC-86293-53	5126987446	6728 Elm St, Austin, TX, 78794	0.66	Name re-cased Phone reformatted ZIP+4 trimmed Gender normalised+1 more
TPA-60265	TPA	Sara Roberts	1950-08-19	—	—	7982 Maple Ave, Fresno, CA, 93799	0.66	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+1 more
TPA-57799	TPA	Helen V Bailey	1953-03-28	—	—	6658 Maple Ave, Seattle, WA, 98172	0.66	Middle initial moved out of first name Name re-cased ZIP+4 trimmed Whitespace trimmed+1 more
TPA-60667	TPA	Aisha Bishop	—	—	—	2430 Maple Ave, Orlando, FL, 32871	0.66	Name re-cased Date of birth unreadable City re-cased ZIP+4 trimmed+1 more
TPA-51429	TPA	Arthur Halll	—	—	—	686 Church St, Glendale, AZ, 85360	0.66	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+1 more
TPA-57890	TPA	Sara Jones	1965-11-04	—	—	5042 Main St, Columbus, OH, 43243	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
TPA-58302	TPA	Camila Tran	1958-03-13	UHC-16446-89	—	1343 Forest Ave # 446, Phoenix, AZ, 85032	0.66	Name re-cased Unit split from street Street suffix standardised Address re-cased+1 more
TPA-58303	TPA	Camila Tran	1958-03-13	UHC-16446-89	—	1343 Forest Ave # 446, Phoenix, AZ, 85032	0.66	Name re-cased Unit split from street Street suffix standardised Address re-cased+1 more
TPA-58776	TPA	Lisa Harrison	1983-07-19	—	—	2224 Ocean Ave, Minneapolis, MN, 55431	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
TPA-57409	TPA	Peter Gray	1985-08-23	—	—	876 Spring St, Los Angeles, CA, 90015	0.66	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+1 more
TPA-61592	TPA	Wiill Price	1983-07-02	—	—	1117 Oak St, Scottsdale, AZ, 85223	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
TPA-62424	TPA	Elijah Spencer	1968-05-13	—	—	3963 Forest Ave Apt 35, Sacramento, CA, 95892	0.66	Name re-cased Unit split from street Street suffix standardised Address re-cased+1 more
TPA-62425	TPA	Elijah Spencer	1968-05-13	—	—	3963 Forest Ave Apt 35, Sacramento, CA, 95892	0.66	Name re-cased Unit split from street Street suffix standardised Address re-cased+1 more
TPA-59447	TPA	Ralph Armstrong	1981-07-21	—	—	8223 Pine Dr, Los Angeles, CA, 90077	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
TPA-54495	TPA	Michael Evans	2006-09-04	—	—	2201 Elm St, Nashville, TN, 37245	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
TPA-59198	TPA	Denise Lucas	1997-06-10	—	—	1042 Sunset Blvd, Tampa, FL, 33607	0.66	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+1 more
TPA-50933	TPA	Gary Munoz	1965-10-25	—	7376018815	8538 Ocean Ave, Nashville, TN, 37225	0.66	Name re-cased Two-digit birth year Phone reformatted Gender normalised+1 more
TPA-57746	TPA	Denise Rivera	1984-07-19	—	—	8656 Ocean Ave, Denver, CO, 80297	0.66	Name re-cased ZIP+4 trimmed Gender normalised Whitespace trimmed+1 more
TPA-62876	TPA	Diego Li	1992-02-05	—	—	181 Meadow Ln, Jacksonville, FL	0.66	Name re-cased Street suffix standardised Address re-cased ZIP missing+1 more
TPA-62875	TPA	Diego Li	1992-02-05	—	—	181 Meadow Ln, Jacksonville, FL	0.66	Name re-cased Street suffix standardised Address re-cased ZIP missing+1 more
TPA-52802	TPA	Ralph J Gutierrez	1950-11-24	UHC-07884-13	—	1974 Meadow Ln, Las Vegas, NV	0.66	Name re-cased Street suffix standardised Address re-cased ZIP missing+1 more
TPA-63111	TPA	Christine Moore	—	—	—	8018 Maple Ave, Scottsdale, AZ, 85267	0.66	Name re-cased Date of birth unreadable City re-cased ZIP+4 trimmed+1 more
TPA-55784	TPA	Marcus Chavez	—	—	—	5658 Valley View Dr, Nashville, TN, 37298	0.66	Name re-cased Date of birth missing Gender normalised Whitespace trimmed+1 more

5,750 rows, page 33 of 115Previous Next