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 “City re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagCity re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-63379	TPA	Pamela Wallace	1988-03-20	—	—	8337 Bayshore Dr, Tempe, AZ, 85298	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
TPA-61834	TPA	Ssan Wadr	1976-10-13	UHC-82540-45	—	1262 Canyon Rd # 492, Columbus, OH, 43220	0.62	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+3 more
TPA-53817	TPA	Carlos Li	1979-07-08	—	—	8294 Grand Ave # 401, Jacksonville, FL, 32266	0.62	Unit split from street Street suffix standardised Address re-cased City re-cased+3 more
TPA-50138	TPA	Laura Henderson	1939-09-02	UHC-08977-16	5684303972	6222 Union St, Tampa, FL	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
TPA-53186	TPA	Amber Green	1981-11-20	—	3345451443	6965 Baseline Rd, Charlotte, NC, 28269	0.62	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-56045	TPA	Bradley Fowler	1996-12-25	—	—	9853 Lake View Rd, Gilbert, AZ, 85288	0.62	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-55867	TPA	Emma Mendez	1954-05-08	UHC-16028-30	2403833741	5770 Indian School Rd, Eden Prairie, MN, 55348	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-62627	TPA	Brittany Fuller	1965-12-07	—	—	799 Elm St, Las Vegas, NV, 89109	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
TPA-53848	TPA	Andrea Bell	2007-01-24	—	2234572865	4106 Baseline Rd, Austin, TX, 78713	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
TPA-59682	TPA	Patrick Nichols	—	—	5875690437	6749 Hillcrest Rd, Sacramento, CA, 95837	0.62	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-52481	TPA	Bruce J Fosster	1942-12-16	—	8482787537	1361 Highland Ave, Chandler, AZ, 85286	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted City re-cased+3 more
TPA-52049	TPA	Ashley Gordon	1983-11-11	—	5797996732	3599 Park Pl, Glendale, AZ, 85364	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
TPA-57687	TPA	Jessica Fernandez	1951-04-07	—	—	3338 Highland Ave, Austin, TX	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
TPA-57716	TPA	Kathleen Morgan	1994-04-23	UHC-44662-69	—	5250 Spring St, Fresno, CA, 93754	0.62	Name re-cased City re-cased State name converted to code ZIP+4 trimmed+3 more
TPA-51597	TPA	Ammber Tucker	1973-08-10	—	—	5701 Lake View Rd, Minneapolis, MN, 55470	0.62	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+3 more
TPA-51534	TPA	Joseph Wang	1976-04-25	—	8153047222	7202 River Rd, San Diego, CA	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
TPA-56633	TPA	Danielle Ramirez	1966-02-11	—	7599178217	8031 Spring St, Miami, FL, 33107	0.62	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-54538	TPA	Jeffrey Mendez	1967-05-03	—	—	5599 Sage Ct, Denver, CO, 80246	0.62	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+3 more
TPA-54537	TPA	Jeffrey Mendez	1967-05-03	—	—	5599 Sage Ct, Denver, CO, 80246	0.62	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+3 more
TPA-59497	TPA	Henry U Chen	1945-11-01	—	—	7603 Sunset Blvd, Dallas, TX, 75297	0.62	Street suffix standardised Address re-cased City re-cased State name converted to code+3 more
TPA-56334	TPA	Wei Castillo	1960-11-18	—	—	2397 Willow Ct, Eden Prairie, MN, 55392	0.62	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+3 more
TPA-60603	TPA	Aaron G Holmes	1996-05-19	—	9508664719	8374 Palm Dr, Glendale, AZ, 85352	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
TPA-60602	TPA	Aaron G Holmes	1996-05-19	—	9508664719	8374 Palm Dr, Glendale, AZ, 85352	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
TPA-53550	TPA	Virginia Lycnh	1950-12-07	—	9537621544	2636 Ocean Ave, Tucson, AZ, 85728	0.62	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-62297	TPA	Sean Patel	1995-06-09	—	—	4719 Camelback Rd, Glendale, AZ, 85365	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
TPA-51393	TPA	Michael S Campbell	—	—	—	1057 Maple Ave, Austin, TX, 78731	0.62	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+3 more
TPA-59352	TPA	Lisa Li	1999-09-23	—	—	6577 Ridge Rd, San Diego, CA, 92129	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
TPA-64149	TPA	Bobby Bailey	—	—	3146030280	2275 Baseline Rd, Plano, TX, 75032	0.62	Date of birth unreadable Phone reformatted City re-cased Gender normalised+3 more
TPA-63351	TPA	Mei Reid	1977-09-04	—	7824678194	7400 Meadow Ln, Eden Prairie, MN, 55382	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-61152	TPA	Philip Hunt	1940-12-03	—	9853716230	3806 Forest Ave, Denver, CO, 80280	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-63993	TPA	Anna Rice	1938-09-07	—	3735381733	7568 Elm St, Mesa, AZ, 85203	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-62406	TPA	Kayla Jensen	1992-05-06	—	—	3522 Park Pl, Phoenix, AZ, 85045	0.62	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
TPA-52853	TPA	Ralph Nguyen	1958-05-12	—	—	2076 Lake View Rd, Scottsdale, AZ, 85216	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-54065	TPA	Kathryn Nichols	1961-11-13	—	8517042478	9702 Main St # 228, Tampa, FL, 33604	0.62	Name re-cased Phone reformatted Unit split from street City re-cased+3 more
TPA-56014	TPA	Walter Scott	1973-07-11	—	9597036053	6354 Canyon Rd, Las Vegas, NV, 89166	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
TPA-58685	TPA	Diana Freeman	1962-07-17	—	—	2721 Elm St, Jacksonville, FL, 32234	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
TPA-63982	TPA	Grace Le	—	—	—	7146 Central Ave, San Antonio, TX, 78244	0.62	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+3 more
TPA-63356	TPA	Maria Reeed	1944-03-19	UHC-26909-68	—	7228 Ridge Rd, Jacksonville, FL, 32257	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
TPA-51543	TPA	Greegory Elliott	1961-08-16	—	—	1131 Central Ave, Atlanta, GA	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
TPA-56231	TPA	Michelle Woong	1995-11-14	—	—	9654 Central Ave, Chandler, AZ, 85215	0.62	Street suffix standardised Address re-cased City re-cased State code upper-cased+3 more
TPA-51165	TPA	Jennifer Henry	1968-06-10	UHC-46109-60	—	4536 Camelback Rd, Orlando, FL, 32843	0.62	Name re-cased Date of birth reformatted City re-cased State name converted to code+3 more
TPA-60111	TPA	Rndy Cruz	1939-06-22	UHC-45387-96	8934782097	790 Willow Ct # 472, Scottsdale, AZ, 85256	0.62	Date of birth reformatted Member ID reformatted Unit split from street Street suffix standardised+3 more
TPA-51884	TPA	Walter Torres	1979-09-18	—	5524881014	8908 Apache Blvd, Denver, CO, 80271	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-50783	TPA	Hiroshi Coleman	1985-04-06	UHC-24824-94	5788361392	3352 Central Ave, San Antonio, TX, 78242	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
TPA-57781	TPA	Keith Bell	1989-12-22	—	—	9563 Willow Ct Apt 15, Tempe, AZ, 85268	0.62	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
TPA-59009	TPA	Christina Armstrong	1977-06-05	—	6675606643	7060 Park Pl, Las Vegas, NV, 89113	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-53209	TPA	Bryan Bradley	1941-10-26	—	8736636682	8041 Park Pl, Fresno, CA, 93764	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-54260	TPA	Justin Vargas	2004-09-15	UHC-10790-41	—	3263 Hillcrest Rd, Los Angeles, CA, 90035	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
TPA-59617	TPA	Melissa E Kennedy	1998-11-03	—	4643405080	7833 Park Pl, Fresno, CA, 93785	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-63958	TPA	Yuki Park	2003-04-23	—	—	6274 Camelback Rd, Tampa, FL, 33696	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more

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