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 “Gender normalised”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagGender normalisedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-137021	ENR	Joan B Vazquez	1958-10-06	UHC-66979-80	—	2813 Valley View Dr, Chandler, AZ, 85283	0.54	Name split from “Last, First”Street suffix standardised Address re-cased Gender normalised+1 more
ENR-135963	ENR	Henry V Obrien	1954-02-08	UHC-71537-80	2409165120	1614 Camelback Rd, Atlanta, GA	0.54	Name re-cased State name converted to code ZIP missing Gender normalised+1 more
ENR-102019	ENR	Julie L Washington	1939-10-25	UHC-19375-27	4662015517	4718 Union St, Scottsdale, AZ, 85298	0.54	Two-digit birth year Phone reformatted ZIP+4 trimmed Gender normalised+1 more
ENR-102250	ENR	Patricia N Price	1985-05-18	UHC-93968-03	6078748526	8942 Apache Blvd, Phoenix, AZ, 85097	0.54	SSN last four extracted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-104704	ENR	Mary B Miills	1967-01-21	—	—	2271 Central Ave, Tampa, FL, 33666	0.54	Name split from “Last, First”Street suffix standardised Address re-cased Gender normalised+1 more
ENR-115579	ENR	Henry Yang	1987-12-03	UHC-64402-89	7117605827	4104 Highland Ave, Dallas, TX, 75298	0.54	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-133891	ENR	Ashley H Castro	—	UHC-29387-63	8466303477	1834 Jefferson Ave, Austin, TX, 78730	0.54	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-104333	ENR	Teresa Hayes	1962-10-05	UHC-81477-97	2623678546	2774 Pine Dr, Gilbert, AZ	0.54	Phone reformatted State name converted to code ZIP missing Gender normalised+1 more
CLM-408406	CLM	Marilyn N Meyer	1969-04-26	—	4338874914	7037 Forest Ave, Fresno, CA	0.54	Street suffix standardised Address re-cased ZIP missing Gender normalised+1 more
ENR-130644	ENR	Betty Gonzalez	1961-05-12	UHC-67685-44	7663161014	8432 Canyon Rd, Plano, TX, 75027	0.54	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-104441	ENR	Kevin J Cunningham	2002-07-11	UHC-11004-76	8328555721	7149 Park Pl, Los Angeles, CA, 90083	0.54	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+1 more
TPA-50922	TPA	Ashley Turner	1982-08-20	UHC-15343-73	—	7867 Elm St, Atlanta, GA, 30390	0.54	Name split from “Last, First”Street suffix standardised Address re-cased Gender normalised+1 more
ENR-119075	ENR	Amanda Perkins	1943-02-19	UHC-49827-37	7633485186	5497 Forest Ave, Phoenix, AZ, 85009	0.54	Two-digit birth year Member ID reformatted Street suffix standardised Address re-cased+1 more
TPA-61426	TPA	Juhn Dean	1983-06-25	—	—	2971 Broadway, Fresno, CA, 93700	0.54	Name split from “Last, First”Date of birth reformatted State name converted to code Gender normalised+1 more
CLM-428872	CLM	Walter Carlson	1955-10-26	UHC-39159-19	4295406549	2773 Mountain View Dr, Phoenix, AZ, 85067	0.54	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
ENR-108137	ENR	Dinae A Garrett	2001-11-06	—	4889663372	4719 Bayshore Dr, Gilbert, AZ, 85228	0.54	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-138366	ENR	Brian Medina	1968-10-16	UHC-58175-21	2634280153	2973 Highland Ave, Miami, FL, 33178	0.54	Name re-cased Two-digit birth year Phone reformatted State name converted to code+1 more
CLM-421813	CLM	Camila Lawrence	1967-10-12	—	—	6983 Grand Ave Apt 8, Sacramento, CA	0.54	Unit split from street State code upper-cased ZIP missing Gender normalised+1 more
CLM-401673	CLM	Grace Valdez	2002-08-14	UHC-35478-16	—	2005 Elm St # 888, Jacksonville, FL, 32298	0.54	Name split from “Last, First”Date of birth reformatted Unit split from street Gender normalised+1 more
ENR-130505	ENR	Lauren Porter	1962-08-04	UHC-47113-19	—	1731 Harbor Blvd, Orlando, FL, 32892	0.54	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+1 more
ENR-111977	ENR	Kenneth X Carroll	—	UHC-91935-85	2776674397	5265 Maple Ave, Dallas, TX, 75298	0.54	Name split from “Last, First”Date of birth unreadable Phone reformatted Gender normalised+1 more
CLM-408850	CLM	Marriana Mason	1965-12-17	UHC-25369-28	—	7478 Mountain View Dr, Jacksonville, FL, 32270	0.54	Name split from “Last, First”ZIP+4 trimmed Gender normalised Plan code upper-cased+1 more
CLM-406588	CLM	Tyler Young	1981-07-21	UHC-00161-11	—	7471 Ocean Ave, Tampa, FL, 33657	0.54	Street suffix standardised Address re-cased State name converted to code Gender normalised+1 more
PRV-21427	PRV	Carlos Lawrence	1949-08-04	UHC-29118-10	—	9012 Mesa Dr Apt 16, Plano, TX, 75035	0.54	Name re-cased Unit split from street Street suffix standardised Address re-cased+1 more
CLM-407191	CLM	Kevin Peters	—	—	—	2466 Broadway, Columbus, OH, 43297	0.54	Name split from “Last, First”Date of birth unreadable Gender normalised Whitespace trimmed+1 more
ENR-127145	ENR	Brenda M Mroeno	1976-06-16	UHC-64839-49	4346432900	512 Grand Ave, Tempe, AZ, 85202	0.54	Two-digit birth year Phone reformatted ZIP+4 trimmed Gender normalised+1 more
CLM-413524	CLM	Joan Jimenze	1986-03-18	UHC-70453-27	—	6493 Washington St, Minneapolis, MN, 55415	0.54	Street suffix standardised Address re-cased State name converted to code Gender normalised+1 more
ENR-110475	ENR	Willie Q Robertson	1995-12-22	UHC-50774-33	8107844302	7551 Bayshore Dr, Phoenix, AZ, 85026	0.54	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+1 more
ENR-110476	ENR	Willie Q Robertson	1995-12-22	UHC-50774-33	8107844302	7551 Bayshore Dr, Phoenix, AZ, 85026	0.54	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+1 more
ENR-126866	ENR	Jose Gibson	1990-06-22	UHC-92557-22	3799991748	253 Oak St, San Diego, CA, 92194	0.54	Date of birth reformatted Phone reformatted SSN last four extracted ZIP+4 trimmed+1 more
CLM-423835	CLM	Alan Schmidt	1992-10-27	—	—	5248 Canyon Rd, Minneapolis, MN, 55441	0.54	Phone missing area code Street suffix standardised Address re-cased Gender normalised+1 more
ENR-118283	ENR	Christina F Owens	1984-12-01	UHC-32060-55	5113212085	2607 Spring St, Miami, FL	0.54	Street suffix standardised Address re-cased ZIP missing Gender normalised+1 more
ENR-110378	ENR	Kyle P Mason	1952-03-09	UHC-06799-94	8545593191	5448 Ocean Ave, Denver, CO	0.54	Name split from “Last, First”Phone reformatted ZIP missing Gender normalised+1 more
PRV-21754	PRV	Helen Oliver	1953-06-11	UHC-09294-96	—	—	0.54	Name split from “Last, First”Phone missing area code Member ID reformatted Gender normalised+1 more
ENR-131767	ENR	Jordan I Sims	1976-10-19	UHC-55681-89	3933076952	6337 Main St, San Antonio, TX, 78218	0.54	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-427894	CLM	Aaron Knight	1983-07-13	—	—	8293 Spring St, Nashville, TN, 37219	0.54	Name split from “Last, First”Street suffix standardised Address re-cased Gender normalised+1 more
ENR-142944	ENR	Helan Grant	1960-12-26	UHC-36560-36	3578612308	135 Lake View Rd, Tucson, AZ, 85760	0.54	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+1 more
ENR-128714	ENR	Terry Hawkins	1953-07-21	UHC-65368-09	9885114192	9206 Spring St Apt 28, San Antonio, TX, 78277	0.54	Name re-cased Phone reformatted Unit split from street State name converted to code+1 more
ENR-108993	ENR	Eugene Fisher	1969-09-25	UHC-45550-42	4097157953	8143 Baseline Rd Apt 36, Chandler, AZ, 85258	0.54	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+1 more
ENR-125239	ENR	Cheryl C Woods	1970-12-19	UHC-99601-98	9204731891	6217 Lake View Rd, Minneapolis, MN, 55448	0.54	Street suffix standardised Address re-cased ZIP+4 trimmed Gender normalised+1 more
TPA-59596	TPA	Katherine Wilson	1991-03-22	—	—	9140 Union St, Nashville, TN, 37272	0.54	Name split from “Last, First”Street suffix standardised Address re-cased Gender normalised+1 more
CLM-414692	CLM	Danielle Frranklin	1970-02-18	UHC-03800-71	—	7777 Market St, Jacksonville, FL, 32225	0.54	Street suffix standardised Address re-cased State name converted to code Gender normalised+1 more
CLM-414693	CLM	Danielle Frranklin	1970-02-18	UHC-03800-71	—	7777 Market St, Jacksonville, FL, 32225	0.54	Street suffix standardised Address re-cased State name converted to code Gender normalised+1 more
ENR-115418	ENR	Zachary Henry	—	UHC-50301-63	5606421092	4745 Palm Dr, Glendale, AZ, 85331	0.54	Name split from “Last, First”Date of birth unreadable Phone reformatted Gender normalised+1 more
CLM-431392	CLM	Jerry Roberts	2005-11-21	—	—	—	0.54	Name split from “Last, First”Two-digit birth year Gender normalised Whitespace trimmed+1 more
ENR-101898	ENR	Gerald Roberts	—	UHC-67087-61	8499643728	4789 Baseline Rd # 864, Seattle, WA, 98156	0.54	Name re-cased Date of birth missing Phone reformatted Unit split from street+1 more
ENR-141497	ENR	Laura J Nichols	—	UHC-18482-51	5193302410	6981 Willow Ct, Denver, CO, 80281	0.54	Name re-cased Date of birth missing Member ID reformatted SSN last four extracted+1 more
ENR-100838	ENR	Harold McDonald	2006-09-18	UHC-00925-10	8165295093	1397 Bayshore Dr, Orlando, FL, 32832	0.54	Name split from “Last, First”Date of birth reformatted State name converted to code Gender normalised+1 more
ENR-109157	ENR	Priya P Webb	1983-06-28	UHC-01077-32	3952917551	2650 Oak St # 165, Chandler, AZ, 85214	0.54	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
ENR-140874	ENR	Joshua J Watson	1989-01-28	UHC-57517-29	7273853678	5300 Lake View Rd, Atlanta, GA, 30366	0.54	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more

16,828 rows, page 99 of 337Previous Next