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-52318	TPA	Carrl Keennedy	1947-07-22	—	—	7406 Ridge Rd, Columbus, OH, 43259	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-57170	TPA	Theresa Herrera	1945-04-08	—	—	4862 Indian School Rd, Tempe, AZ	0.78	Name re-cased Date of birth reformatted ZIP missing Whitespace trimmed+1 more
TPA-55149	TPA	Valentina L Burke	1940-09-27	—	—	5368 Elm St, Gilbert, AZ	0.78	Name re-cased Date of birth reformatted State code upper-cased ZIP missing+1 more
TPA-52221	TPA	Joyce Riec	1943-05-25	—	—	2028 Baseline Rd, Mesa, AZ, 85273	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-59871	TPA	Alexis Ross	2001-04-24	—	—	2335 Baseline Rd, Atlanta, GA, 30386	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-54428	TPA	Smantha Weber	1989-05-20	—	6716634990	—	0.78	Name re-cased Phone reformatted Gender normalised Whitespace trimmed+1 more
TPA-55399	TPA	Ralph Fox	1970-06-04	—	—	2658 Indian School Rd, Orlando, FL, 32800	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-63887	TPA	Anna Weaver	1965-12-26	UHC-31781-97	—	—	0.78	Name re-cased Date of birth reformatted Gender normalised Whitespace trimmed+1 more
TPA-62167	TPA	Anthony Oliver	1962-09-24	—	—	697 Meadow Ln Apt 9, Phoenix, AZ, 85026	0.78	Name re-cased Unit split from street Plan code upper-cased Whitespace trimmed+1 more
TPA-58751	TPA	Eric McDonald	2006-08-23	—	7502790087	4372 Central Ave, Minneapolis, MN, 55464	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-53330	TPA	Brian Patterson	1992-09-23	—	—	6786 Pine Dr, Scottsdale, AZ, 85266	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-51260	TPA	Christina Crawford	1956-06-26	—	—	5106 Desert Sky Blvd, Eden Prairie, MN, 55310	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-63704	TPA	Roy Mejia	1976-09-15	UHC-51314-74	—	3909 Indian School Rd, San Diego, CA, 92167	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
TPA-50977	TPA	McHael Stone	1974-01-26	—	—	7918 Meadow Ln, Miami, FL, 33129	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-62914	TPA	Marcus Turner	1939-12-12	—	—	8916 Palm Dr, San Antonio, TX, 78257	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-62884	TPA	Heather Nelson	1977-12-27	UHC-32033-88	—	3480 Main St, Plano, TX, 75059	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-51151	TPA	Juan Wheeler	1984-09-25	—	—	1189 Ocean Ave, Scottsdale, AZ, 85274	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-62238	TPA	Peter Y West	1975-01-06	UHC-81086-81	—	9360 Elm St, Los Angeles, CA, 90076	0.78	Name re-cased Street suffix standardised Address re-cased State code upper-cased+1 more
TPA-58104	TPA	Joshua X Contreras	1959-04-17	—	—	8975 Ocean Ave, Denver, CO, 80271	0.78	Name re-cased City re-cased ZIP+4 trimmed Whitespace trimmed+1 more
TPA-62237	TPA	Isabella West	1941-02-13	—	—	6180 Highland Ave, Plano, TX, 75021	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-53296	TPA	Dennis Santos	1998-09-18	—	—	2748 Sage Ct, Tucson, AZ, 85743	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-52458	TPA	Melissa Alexander	2002-05-27	—	—	6643 Broadway, Scottsdale, AZ, 85233	0.78	Name re-cased City re-cased Gender normalised Whitespace trimmed+1 more
TPA-57699	TPA	Scott Murray	1940-07-26	—	—	8246 Forest Ave, Los Angeles, CA, 90098	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-55403	TPA	David Hansen	2003-02-20	—	—	8251 Apache Blvd, Jacksonville, FL, 32255	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-57304	TPA	Kelley M Frank	1942-02-28	—	—	4477 Sunset Blvd, Jacksonville, FL, 32204	0.78	Middle initial moved out of first name Name re-cased Date of birth reformatted Whitespace trimmed+1 more
TPA-52939	TPA	Deborah Reyes	1972-12-05	—	—	139 Main St, Scottsdale, AZ, 85278	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-51327	TPA	Alice Carroll	1948-06-15	—	—	6738 Oak St, Mesa, AZ, 85272	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
TPA-60211	TPA	Jeremy Hanson	1950-07-21	—	—	7782 Meadow Ln, Columbus, OH, 43278	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-62860	TPA	Brenda Phillips	1961-06-05	—	8043537023	1876 Central Ave, Miami, FL, 33110	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-53913	TPA	Keith Washington	1945-03-09	—	—	273 Harbor Blvd, Nashville, TN, 37275	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-63321	TPA	Samuel Oliver	1955-11-01	—	—	6300 Mountain View Dr, San Antonio, TX, 78299	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-57265	TPA	Noah Santiago	1979-07-05	—	—	7426 Baseline Rd, Los Angeles, CA, 90037	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-62048	TPA	Cheryl M Pena	1992-06-08	—	—	2669 Pine Dr, Sacramento, CA, 95850	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-58967	TPA	Aisha B Cooper	1962-03-06	—	—	7175 Broadway, Denver, CO, 80200	0.78	Name re-cased Date of birth reformatted State name converted to code Whitespace trimmed+1 more
TPA-54190	TPA	Ana Martin	1951-02-28	—	6886228454	4551 Lake View Rd, Columbus, OH, 43213	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-52588	TPA	Dylan Stone	1980-08-01	—	4733786248	9835 Jefferson Ave, Tampa, FL, 33640	0.78	Name re-cased Date of birth reformatted Gender normalised Whitespace trimmed+1 more
TPA-54974	TPA	Stephen A Lawson	1977-11-05	—	—	8901 Meadow Ln, Nashville, TN, 37200	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-50422	TPA	Kayla Harris	1946-08-10	—	—	1704 Elm St, Seattle, WA, 98114	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-54519	TPA	Ryan Howrd	1982-12-13	—	—	6856 Oak St, Jacksonville, FL, 32262	0.78	Name re-cased Date of birth reformatted Gender normalised Whitespace trimmed+1 more
TPA-54675	TPA	Gloria Ray	—	UHC-03742-07	8137101495	2459 Oak St, Columbus, OH, 43204	0.78	Name re-cased Date of birth unreadable Phone reformatted Whitespace trimmed+1 more
TPA-53576	TPA	Richard Silva	2005-06-25	UHC-51819-30	2443506833	4024 Lake View Rd, Gilbert, AZ	0.78	Name re-cased Phone reformatted ZIP missing Whitespace trimmed+1 more
TPA-51230	TPA	Michael Fernandez	2005-12-20	—	—	4113 Highland Ave, Mesa, AZ, 85282	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-62929	TPA	Sofia Alvarez	1970-01-10	—	—	3305 Mesa Dr, Orlando, FL, 32802	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-62930	TPA	Sofia Alvarez	1970-01-10	—	—	3305 Mesa Dr, Orlando, FL, 32802	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-59024	TPA	George Lopez	1951-11-13	—	—	9472 Sunset Blvd, San Diego, CA, 92182	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
TPA-55687	TPA	Heather Chapman	1981-12-02	—	—	7036 Park Pl, Minneapolis, MN, 55418	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-51489	TPA	Carlos Hanson	1971-09-03	—	4344881217	4864 Indian School Rd, Houston, TX, 77037	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-63680	TPA	Jacqueline Rojas	1950-04-05	—	—	4836 Main St, Sacramento, CA, 95824	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
TPA-63045	TPA	James Mitchell	1940-05-27	—	—	8842 Highland Ave, Sacramento, CA, 95895	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-59611	TPA	Maria Mejia	1995-03-27	—	—	5526 Spring St, Mesa, AZ, 85227	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more

5,750 rows, page 59 of 115Previous Next