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 “State name converted to code”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagState name converted to codeClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-63875	TPA	Priya Santos	1994-05-09	—	—	686 Canyon Rd, Tampa, FL, 33615	0.68	Name split from “Last, First”State name converted to code Whitespace trimmed Placeholder values cleared
TPA-54478	TPA	Zachary K Long	1957-09-19	—	—	8115 Spring St, Tempe, AZ, 85267	0.68	Name re-cased State name converted to code Gender normalised Placeholder values cleared
ENR-103545	ENR	Robert Hicks	1992-04-27	UHC-72464-56	6516952559	2510 Ocean Ave, Gilbert, AZ, 85298	0.68	Phone reformatted Street suffix standardised Address re-cased State name converted to code
CLM-422529	CLM	Carl H Hunter	1979-11-24	UHC-03931-77	—	8315 Mesa Dr, Tempe, AZ, 85248	0.68	Name re-cased SSN last four extracted State name converted to code Placeholder values cleared
CLM-414614	CLM	Beverly Collins	1978-09-17	—	3113439433	2916 Park Pl, Scottsdale, AZ, 85233	0.68	Name re-cased Street suffix standardised Address re-cased State name converted to code
TPA-58134	TPA	Hunter Carolyn	1944-06-06	—	—	2682 Willow Ct, Jacksonville, FL, 32284	0.68	Phone missing area code State name converted to code Whitespace trimmed Placeholder values cleared
ENR-131086	ENR	Ronald C Lee	1992-01-02	UHC-60511-78	4692263918	4093 Ocean Ave, San Antonio, TX, 78206	0.68	Name split from “Last, First”Phone reformatted State name converted to code Placeholder values cleared
ENR-130156	ENR	Sarah N Foster	1962-11-03	UHC-39292-13	—	5075 Apache Blvd, Seattle, WA, 98161	0.68	Name re-cased State name converted to code Gender normalised Placeholder values cleared
ENR-119162	ENR	Amy Romero	1953-04-25	UHC-72559-41	7307198142	5444 Union St, Phoenix, AZ, 85061	0.68	Phone reformatted Street suffix standardised Address re-cased State name converted to code
TPA-62764	TPA	Jack Espinoza	—	UHC-29115-37	—	8268 Meadow Ln, Las Vegas, NV, 89109	0.68	Date of birth missing State name converted to code Whitespace trimmed Placeholder values cleared
ENR-138131	ENR	Thomas I Snyder	1999-07-18	UHC-50742-28	—	2100 Baseline Rd, Las Vegas, NV, 89116	0.68	Date of birth reformatted State name converted to code ZIP+4 trimmed Placeholder values cleared
CLM-414705	CLM	Cynthia Green	1979-06-21	UHC-66762-67	—	1316 Jefferson Ave Apt 29, Orlando, FL, 32883	0.68	Member ID reformatted Unit split from street State name converted to code Placeholder values cleared
PRV-23702	PRV	Madison Richards	1946-11-09	—	4209473320	4785 Cedar Ln, Gilbert, AZ, 85276	0.68	Phone reformatted State name converted to code Gender normalised Placeholder values cleared
PRV-26388	PRV	SantiagoJunk	1972-01-21	—	2417300455	172 Jefferson Ave, Glendale, AZ, 85363	0.68	Phone reformatted State name converted to code Placeholder values cleared No usable name (quarantined)
TPA-50088	TPA	Roger X Ortiz	1970-12-19	—	—	7441 Bayshore Dr, Minneapolis, MN, 55411	0.68	Street suffix standardised Address re-cased State name converted to code Placeholder values cleared
CLM-429126	CLM	Lauren Wagner	1959-01-09	UHC-76656-69	8106161786	6697 Highland Ave, Seattle, WA, 98172	0.68	Phone reformatted State name converted to code ZIP+4 trimmed Placeholder values cleared
CLM-409032	CLM	Catherine Gordon	1995-11-23	UHC-95390-20	—	8861 River Rd, Austin, TX, 78780	0.68	Street suffix standardised Address re-cased State name converted to code Placeholder values cleared
TPA-57454	TPA	Christina Johnston	1963-07-26	UHC-64381-56	6522430840	1967 Central Ave, Jacksonville, FL, 32245	0.68	Name re-cased Two-digit birth year Phone reformatted State name converted to code
CLM-402282	CLM	Ana Z Vazquez	1950-08-01	UHC-27900-79	—	8506 Ridge Rd, Phoenix, AZ, 85055	0.68	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code
ENR-104987	ENR	Chris Walsh	1987-01-11	UHC-69478-96	6935055116	5458 Indian School Rd, Scottsdale, AZ, 85286	0.68	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed
ENR-107375	ENR	Lawrence R Nunez	1979-04-17	UHC-43120-16	9597621729	1110 Hillcrest Rd, Seattle, WA, 98147	0.68	Phone reformatted Street suffix standardised Address re-cased State name converted to code
TPA-52653	TPA	Judy Wells	1938-01-11	—	—	9036 Valley View Dr, Tempe, AZ, 85211	0.68	Street suffix standardised Address re-cased State name converted to code Placeholder values cleared
CLM-426252	CLM	Thomas Anderson	1934-05-21	—	6514995572	5771 Canyon Rd, Sacramento, CA, 95855	0.68	Name re-cased State name converted to code ZIP+4 trimmed Placeholder values cleared
TPA-51546	TPA	Teresa Wilson	1977-09-18	UHC-45385-63	—	456 Canyon Rd, Tucson, AZ, 85775	0.68	Name split from “Last, First”Member ID reformatted State name converted to code Placeholder values cleared
CLM-424653	CLM	Debra Mendez	1960-06-24	UHC-40056-84	—	1756 Cedar Ln, Glendale, AZ, 85342	0.68	Street suffix standardised Address re-cased State name converted to code Placeholder values cleared
PRV-26643	PRV	Sofia Hicks	1952-05-23	—	9537066447	1685 Church St, Phoenix, AZ, 85060	0.68	Street suffix standardised Address re-cased State name converted to code Placeholder values cleared
ENR-127476	ENR	Andrea V Peters	1962-05-26	UHC-05108-52	9254279059	5022 Lake View Rd, Tampa, FL, 33675	0.68	Phone reformatted Street suffix standardised Address re-cased State name converted to code
ENR-136149	ENR	Lawrence S Carter	1943-08-09	UHC-03473-40	6566601272	7006 Pine Dr, Miami, FL, 33145	0.68	Phone reformatted Street suffix standardised Address re-cased State name converted to code
CLM-405975	CLM	Zachary Romero	1987-08-21	UHC-63280-47	—	7869 Camelback Rd, Sacramento, CA, 95833	0.68	Name split from “Last, First”State name converted to code Whitespace trimmed Placeholder values cleared
CLM-426992	CLM	Martha Jenkins	1986-01-15	—	—	8650 Apache Blvd, Sacramento, CA, 95821	0.68	State name converted to code ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
CLM-401730	CLM	Yuki Brown	1968-10-15	—	—	6134 Canyon Rd, Austin, TX, 78708	0.68	Street suffix standardised Address re-cased State name converted to code Placeholder values cleared
ENR-112960	ENR	Stephanie Hughes	2007-06-17	UHC-83080-68	3996276055	8651 Grand Ave, San Diego, CA, 92124	0.68	Name re-cased Two-digit birth year Phone reformatted State name converted to code
ENR-126674	ENR	Dixon L Camila	1981-03-08	UHC-81895-02	2975993413	666 Hillcrest Rd, San Diego, CA	0.68	Phone reformatted State name converted to code ZIP missing Whitespace trimmed
CLM-406025	CLM	Jesse Fields	1948-04-01	—	2475310915	829 Central Ave, Dallas, TX, 75288	0.68	Name re-cased Street suffix standardised Address re-cased State name converted to code
ENR-119015	ENR	Margaret U Vazquez	1999-05-22	UHC-51429-18	3348473527	5357 Central Ave, San Antonio, TX, 78296	0.68	Name re-cased Street suffix standardised Address re-cased State name converted to code
ENR-136050	ENR	Hannah X Dixon	1946-04-28	UHC-81272-05	2143900522	5846 Lincoln Way, Tampa, FL, 33657	0.68	Name re-cased SSN last four extracted State name converted to code Placeholder values cleared
ENR-133767	ENR	Deborah Webb	1969-07-08	UHC-10428-28	3387431286	722 Main St # 357, Plano, TX, 75043	0.68	Name re-cased Unit split from street State name converted to code Placeholder values cleared
ENR-141178	ENR	Dylan P Morrison	1948-06-26	UHC-76007-54	6839591610	368 Apache Blvd, Columbus, OH, 43231	0.68	Date of birth reformatted State name converted to code Gender normalised Whitespace trimmed
TPA-62087	TPA	Laura Simpson	1948-01-26	—	—	7788 Sunset Blvd, Chandler, AZ, 85271	0.68	Name re-cased State name converted to code Gender normalised Placeholder values cleared
CLM-400319	CLM	Anthony K Armstrong	1939-07-20	—	—	5629 Harbor Blvd, Houston, TX, 77055	0.68	Name split from “Last, First”Date of birth reformatted State name converted to code Placeholder values cleared
ENR-142086	ENR	Thomas N Meeyr	2001-10-01	UHC-55702-01	7506869766	1824 Canyon Rd, Gilbert, AZ, 85206	0.68	Date of birth reformatted State name converted to code ZIP+4 trimmed Placeholder values cleared
ENR-142085	ENR	Thomas N Meeyr	2001-10-01	UHC-55702-01	7506869766	1824 Canyon Rd, Gilbert, AZ, 85206	0.68	Date of birth reformatted State name converted to code ZIP+4 trimmed Placeholder values cleared
ENR-130974	ENR	Terry Johnson	1976-07-19	UHC-42292-19	4636321553	7141 Grand Ave, Dallas, TX, 75272	0.68	Phone reformatted Street suffix standardised Address re-cased State name converted to code
ENR-107643	ENR	Ruth K Thomas	1946-07-10	UHC-97806-30	2408464367	9036 Ocean Ave, Fresno, CA, 93756	0.68	Phone reformatted SSN last four extracted State name converted to code Whitespace trimmed
ENR-100242	ENR	Ruth Ferguson	1945-10-09	UHC-17845-36	8744497748	9177 Jefferson Ave, Mesa, AZ, 85248	0.68	Phone reformatted Street suffix standardised Address re-cased State name converted to code
ENR-108207	ENR	Austin X Ramos	1950-08-23	UHC-37493-06	4864837567	9574 Mesa Dr, Seattle, WA, 98161	0.68	Two-digit birth year Phone reformatted State name converted to code Email lower-cased
ENR-128691	ENR	Alexis R Price	—	UHC-80433-48	—	9366 Indian School Rd, Charlotte, NC, 28204	0.68	Date of birth missing Member ID reformatted State name converted to code Placeholder values cleared
ENR-120872	ENR	Jessica Yang	1947-11-22	UHC-17892-42	2144750777	6685 Indian School Rd, San Diego, CA, 92111	0.68	Phone reformatted Street suffix standardised Address re-cased State name converted to code
CLM-425755	CLM	Douglas Q Murphy	1972-01-12	UHC-39901-92	—	1082 Pine Dr, Orlando, FL, 32896	0.68	State name converted to code Gender normalised Whitespace trimmed Placeholder values cleared
ENR-100250	ENR	Paul J Washington	1978-03-11	UHC-15231-47	8166778754	951 Washington St, Houston, TX, 77002	0.68	Name re-cased Phone reformatted State name converted to code ZIP+4 trimmed

9,084 rows, page 138 of 182Previous Next