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

All sources, 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
PRV-23300	PRV	Anthony Guerrero	1972-11-10	UHC-93685-60	2622920400	6030 Main St, Austin, TX, 78733	0.52	Name split from “Last, First”Street suffix standardised Address re-cased State name converted to code+2 more
PRV-23399	PRV	David Y Armstrong	1946-07-26	UHC-93636-05	—	1887 Ridge Rd, Gilbert, AZ	0.52	Street suffix standardised Address re-cased City re-cased ZIP missing+2 more
ENR-129424	ENR	Larry D Riley	1938-04-13	UHC-29158-66	3113969988	4797 Mountain View Dr, Orlando, FL, 32834	0.52	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-104558	ENR	Amber J Alexander	1972-12-15	UHC-39257-43	3264648987	3079 Oak St, Fresno, CA	0.52	Street suffix standardised Address re-cased ZIP missing Gender normalised+2 more
CLM-408778	CLM	Karen F Jackson	1947-05-22	—	8543379329	1428 Jefferson Ave, Los Angeles, CA, 90023	0.52	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-101422	ENR	Sean Carter	1989-03-09	UHC-33480-82	6943474294	8727 Union St, Phoenix, AZ, 85067	0.52	Name split from “Last, First”SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-128049	ENR	Stephen K Jimenez	2006-09-27	UHC-39923-61	—	3249 Bayshore Dr, Denver, CO, 80254	0.52	Two-digit birth year Phone missing area code Street suffix standardised Address re-cased+2 more
ENR-105513	ENR	Martha Willis	1949-05-10	UHC-02418-70	—	1641 Sage Ct Apt 2, Eden Prairie, MN, 55351	0.52	Phone missing area code Unit split from street State code upper-cased Gender normalised+2 more
CLM-428926	CLM	Kimberly Bell	2003-09-01	—	5979033704	3424 Central Ave, Tempe, AZ	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-408793	CLM	Nancy Simpson	1956-04-01	—	2059585506	5617 Jefferson Ave # 110, Sacramento, CA, 95828	0.52	Two-digit birth year Phone reformatted Unit split from street Street suffix standardised+2 more
CLM-405585	CLM	Jacqueline Brooks	1964-10-04	UHC-71813-52	4102246758	6927 Park Pl Apt 39, Columbus, OH, 43278	0.52	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-405584	CLM	Jacqueline Brooks	1964-10-04	UHC-71813-52	4102246758	6927 Park Pl Apt 39, Columbus, OH, 43278	0.52	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
TPA-53091	TPA	Angela Cook	1957-11-18	—	—	2908 Highland Ave # 989, Plano, TX, 75000	0.52	Phone missing area code Unit split from street Street suffix standardised Address re-cased+2 more
TPA-54566	TPA	Michelle Cunningham	2007-07-25	—	—	1038 Main St # 290, Gilbert, AZ, 85250	0.52	SSN last four extracted Unit split from street City re-cased ZIP+4 trimmed+2 more
TPA-59955	TPA	Billy Bradley	1998-05-18	—	—	2621 Palm Dr Apt 25, Atlanta, GA, 30374	0.52	Unit split from street Street suffix standardised Address re-cased City re-cased+2 more
PRV-21241	PRV	George Bradley	1978-09-01	UHC-28120-86	6594321783	114 Highland Ave, Denver, CO, 80226	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-408172	CLM	Virginia Hanson	1953-08-12	—	—	2261 Willow Ct, Jacksonville, FL	0.52	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+2 more
CLM-431805	CLM	Christine Cooper	1963-04-27	UHC-90180-01	—	4649 Camelback Rd, Tampa, FL, 33646	0.52	Date of birth reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
PRV-28387	PRV	Megan Morgan	1997-09-07	—	—	9294 Lake View Rd, Tempe, AZ, 85252	0.52	Two-digit birth year Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
PRV-21206	PRV	Nancy Oliver	1944-10-25	UHC-38921-64	—	8923 Baseline Rd, Plano, TX, 75066	0.52	Street suffix standardised Address re-cased State name converted to code Gender normalised+2 more
CLM-406433	CLM	Philip Bradley	1945-06-28	UHC-47879-82	—	2457 Hillcrest Rd, Minneapolis, MN	0.52	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+2 more
TPA-51379	TPA	Jacob Wong	1982-10-02	—	—	5567 Palm Dr, Houston, TX, 77049	0.52	Name split from “Last, First”Two-digit birth year Email lower-cased Gender normalised+2 more
ENR-124077	ENR	Julie B Riley	1941-02-10	UHC-35425-25	7318609988	6520 Central Ave, Gilbert, AZ	0.52	Name re-cased Phone reformatted State name converted to code ZIP missing+2 more
TPA-54944	TPA	Eveyln Castro	1965-08-12	—	—	1347 Ocean Ave, Columbus, OH, 43286	0.52	Street suffix standardised Address re-cased ZIP+4 trimmed Gender normalised+2 more
CLM-422630	CLM	Heenry Espinoza	1955-08-15	UHC-50850-98	—	1526 Spring St, Tucson, AZ	0.52	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
CLM-402990	CLM	Gary Cook	1970-06-01	UHC-97450-56	5615335122	6769 Central Ave, Las Vegas, NV, 89148	0.54	Name split from “Last, First”State name converted to code Gender normalised Whitespace trimmed+1 more
TPA-54069	TPA	Zachary Perkins	2003-04-25	—	—	9138 Grand Ave, Tucson, AZ, 85730	0.54	Name split from “Last, First”Two-digit birth year Gender normalised Whitespace trimmed+1 more
CLM-432289	CLM	Cheryl X Johnson	1973-02-07	UHC-75959-53	—	101 Palm Dr, Sacramento, CA, 95821	0.54	SSN last four extracted Street suffix standardised Address re-cased State name converted to code+1 more
ENR-116053	ENR	Stephanie Y Ruiz	1999-01-26	UHC-28633-53	—	1752 Main St, Eden Prairie, MN, 55329	0.54	Phone missing area code Street suffix standardised Address re-cased State name converted to code+1 more
CLM-418412	CLM	Judy D Soto	1981-01-26	—	—	9496 Ridge Rd, Glendale, AZ, 85322	0.54	Two-digit birth year Street suffix standardised Address re-cased Gender normalised+1 more
TPA-53716	TPA	Brenda Garrett	1984-09-28	—	—	—	0.54	Name re-cased Phone missing area code SSN last four extracted Gender normalised+1 more
CLM-409514	CLM	—Junk	1945-06-27	UHC-74702-59	7394997841	3460 Forest Ave, Minneapolis, MN, 55448	0.54	Street suffix standardised Address re-cased Gender normalised Placeholder values cleared+1 more
TPA-54430	TPA	Karren Guerrero	1980-06-26	—	3723771339	7928 Bayshore Dr, Orlando, FL, 32854	0.54	Name split from “Last, First”Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-426256	CLM	Marc K Matthews	1990-03-08	UHC-28870-27	—	4840 Market St, Austin, TX, 78755	0.54	SSN last four extracted Street suffix standardised Address re-cased State name converted to code+1 more
TPA-58438	TPA	Rebecca Williams	1980-04-20	—	—	1967 Union St, Charlotte, NC, 28278	0.54	Name re-cased SSN last four extracted State name converted to code ZIP+4 trimmed+1 more
ENR-133197	ENR	Philip Tucker	1982-02-21	UHC-65487-82	7326363269	9361 Jefferson Ave, Orlando, FL, 32873	0.54	Two-digit birth year Street suffix standardised Address re-cased State name converted to code+1 more
TPA-64037	TPA	Logan Lnch	1967-08-25	—	—	6009 Palm Dr, Fresno, CA, 93755	0.54	Two-digit birth year Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-428220	CLM	Austin Welch	1963-04-23	UHC-09700-72	—	278 Palm Dr # 115, Gilbert, AZ, 85277	0.54	Unit split from street Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
TPA-50364	TPA	Agela R Yang	1970-01-18	—	—	7662 Oak St, Austin, TX, 78702	0.54	Name split from “Last, First”Street suffix standardised Address re-cased Gender normalised+1 more
CLM-424139	CLM	Sofia Walker	1998-10-01	—	—	3784 Oak St # 275, Mesa, AZ	0.54	Unit split from street Street suffix standardised Address re-cased ZIP missing+1 more
TPA-63287	TPA	Nathan Campbell	1985-11-19	UHC-33373-43	8525258031	8466 Lake View Rd, Seattle, WA, 98103	0.54	Two-digit birth year Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-407705	CLM	John Bradley	1973-03-13	UHC-80398-48	5965673213	349 River Rd, Chandler, AZ, 85266	0.54	Name split from “Last, First”Street suffix standardised Address re-cased State name converted to code+1 more
TPA-52092	TPA	Bradley Schmidt	1954-04-16	—	—	—	0.54	Name split from “Last, First”Two-digit birth year Gender normalised Whitespace trimmed+1 more
CLM-400302	CLM	Lauren Davis	—	UHC-98479-36	5343028354	4206 Baseline Rd Apt 26, Scottsdale, AZ, 85264	0.54	Date of birth missing Unit split from street Street suffix standardised Address re-cased+1 more
TPA-55164	TPA	Laura Jensen	2003-06-19	—	—	6137 Indian School Rd, Sacramento, CA, 95876	0.54	Name split from “Last, First”Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-128241	ENR	Bruce Gerza	1983-07-07	UHC-57480-49	6598322932	5857 Spring St, Houston, TX, 77056	0.54	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+7 more
CLM-417038	CLM	Walter F Bayley	—	UHC-39646-96	—	9810 Market St, Houston, TX, 77009	0.54	Date of birth missing Street suffix standardised Address re-cased State name converted to code+1 more
ENR-125536	ENR	Noah Ellis	1958-05-02	UHC-84589-07	6472567487	7018 Maple Ave, Denver, CO, 80271	0.54	Date of birth reformatted State name converted to code ZIP+4 trimmed Gender normalised+1 more
CLM-421869	CLM	Brenda Grant	1962-10-21	—	7489182543	9067 Baseline Rd Apt 40, Sacramento, CA, 95882	0.54	Name split from “Last, First”Date of birth reformatted Unit split from street ZIP+4 trimmed+1 more
TPA-58587	TPA	Randy Long	1990-01-25	—	—	3698 River Rd, San Diego, CA	0.54	Street suffix standardised Address re-cased ZIP missing Gender normalised+1 more

71,257 rows, page 131 of 1,426Previous Next