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 code upper-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagState code upper-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-105810	ENR	Diaz O Billy	1946-11-23	—	6884057464	6602 Grand Ave, San Antonio, TX, 78237	0.80	Name split from “Last, First”Phone reformatted State code upper-cased Whitespace trimmed
CLM-419376	CLM	Albert Ellis	2001-08-08	—	—	860 Ocean Ave # 846, Houston, TX, 77050	0.80	Unit split from street State code upper-cased Whitespace trimmed Placeholder values cleared
ENR-124069	ENR	Maraina N James	1986-07-14	UHC-06414-35	—	5211 Maple Ave Apt 40, Austin, TX, 78786	0.80	Date of birth reformatted Unit split from street State code upper-cased Placeholder values cleared
PRV-26975	PRV	Scott U Delgado	1964-08-08	UHC-84050-71	2019128572	2628 Mountain View Dr, Nashville, TN, 37274	0.80	Street suffix standardised Address re-cased State code upper-cased Placeholder values cleared
ENR-116309	ENR	Catherine Z Long	2007-09-16	UHC-07684-49	9346528446	2761 Jefferson Ave, Mesa, AZ, 85254	0.80	Phone reformatted State code upper-cased Gender normalised Placeholder values cleared
ENR-100087	ENR	Armstrong Vincent	1980-04-15	UHC-92198-01	—	2765 Bayshore Dr, Fresno, CA, 93752	0.80	Name re-cased Phone missing area code State code upper-cased Whitespace trimmed
ENR-119214	ENR	Laura Howaard	1997-03-08	UHC-87745-99	3688222370	1777 Maple Ave, Charlotte, NC, 28257	0.80	Name split from “Last, First”Phone reformatted State code upper-cased Whitespace trimmed
ENR-104664	ENR	Camila O Hart	—	UHC-21071-78	9506132358	5353 Valley View Dr, Jacksonville, FL, 32228	0.80	Date of birth unreadable Phone reformatted State code upper-cased Whitespace trimmed
ENR-132701	ENR	Anna Young	—	UHC-28393-35	2283408446	5941 Cedar Ln, Los Angeles, CA, 90003	0.80	Date of birth unreadable Phone reformatted State code upper-cased Whitespace trimmed
ENR-113926	ENR	Bobby F Stephens	1973-03-17	UHC-86536-44	2685884349	2671 Mesa Dr, Austin, TX, 78733	0.80	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased
ENR-135884	ENR	Mateo B Vargas	1999-11-02	UHC-45926-60	7497572970	7783 Sunset Blvd, Jacksonville, FL, 32216	0.80	Name re-cased Street suffix standardised Address re-cased State code upper-cased
CLM-425435	CLM	Logan H Hoffman	1944-05-19	UHC-61403-22	—	9891 Lincoln Way, Glendale, AZ, 85385	0.80	Middle initial moved out of first name State code upper-cased Whitespace trimmed Placeholder values cleared
CLM-425434	CLM	Logan H Hoffman	1944-05-19	UHC-61403-22	—	9891 Lincoln Way, Glendale, AZ, 85385	0.80	Middle initial moved out of first name State code upper-cased Whitespace trimmed Placeholder values cleared
ENR-122284	ENR	Karen W Nunez	1964-07-26	UHC-53022-61	3893833489	315 Indian School Rd # 671, Atlanta, GA, 30324	0.80	Name re-cased Unit split from street State code upper-cased Whitespace trimmed
ENR-102869	ENR	Nathan Gilbert	1957-09-27	UHC-09052-71	—	8342 Indian School Rd, Minneapolis, MN, 55427	0.80	Name re-cased State code upper-cased ZIP+4 trimmed Placeholder values cleared
ENR-122733	ENR	Maria E Salazar	—	UHC-89268-42	8409610770	74 Valley View Dr, Jacksonville, FL, 32288	0.80	Name re-cased Date of birth unreadable Phone reformatted State code upper-cased
ENR-140837	ENR	Bradley U Brown	1998-07-08	UHC-00137-34	2758195938	9530 Grand Ave, Tampa, FL, 33683	0.80	Middle initial moved out of first name Phone reformatted State code upper-cased Placeholder values cleared
TPA-53184	TPA	Katherine Banks	1965-10-15	—	—	914 Willow Ct, Tucson, AZ	0.80	State code upper-cased ZIP missing Whitespace trimmed Placeholder values cleared
CLM-422649	CLM	Angela E Hamilton	1940-07-12	UHC-79266-88	—	2240 Market St, Chandler, AZ, 85202	0.80	Date of birth reformatted State code upper-cased Gender normalised Placeholder values cleared
ENR-130587	ENR	Eric G Bowman	1972-09-14	UHC-39720-70	2386125890	6475 Pine Dr, Orlando, FL, 32845	0.80	Phone reformatted Street suffix standardised Address re-cased State code upper-cased
ENR-105718	ENR	Amber Pierce	2006-01-14	UHC-31742-53	4418054692	4872 Palm Dr, Fresno, CA, 93794	0.80	Phone reformatted Street suffix standardised Address re-cased State code upper-cased
ENR-138727	ENR	Diane N Lane	2007-12-27	UHC-68017-23	4257327743	5326 Lincoln Way, Denver, CO, 80218	0.80	Two-digit birth year Phone reformatted State code upper-cased Placeholder values cleared
TPA-56580	TPA	Stephen Nichols	1945-05-04	—	—	3615 Sunset Blvd, Los Angeles, CA, 90038	0.80	Name re-cased State code upper-cased Gender normalised Placeholder values cleared
ENR-135245	ENR	Justin Salazar	2000-10-21	UHC-48165-59	4123794664	5286 Main St, Minneapolis, MN, 55414	0.80	Phone reformatted State code upper-cased ZIP+4 trimmed Placeholder values cleared
TPA-60963	TPA	Jesse N Dunn	1939-01-26	—	4098322813	7126 Sage Ct, Phoenix, AZ, 85029	0.80	Name re-cased State code upper-cased ZIP+4 trimmed Placeholder values cleared
PRV-24021	PRV	Anna Alvarez	1944-08-10	UHC-05857-44	—	4436 Willow Ct, Eden Prairie, MN, 55347	0.80	Phone missing area code State code upper-cased Whitespace trimmed Placeholder values cleared
ENR-127826	ENR	Jeeremy Sullivan	1981-10-18	UHC-15896-37	5239176767	5808 Camelback Rd, Columbus, OH, 43237	0.80	Phone reformatted State code upper-cased Gender normalised Whitespace trimmed
PRV-26563	PRV	Pat Ortega	2001-07-20	UHC-45462-68	—	348 Cedar Ln, Atlanta, GA, 30305	0.80	Name split from “Last, First”Date of birth reformatted State code upper-cased Placeholder values cleared
ENR-104039	ENR	Maria J Perez	2000-02-01	UHC-43747-20	5874100049	4692 Grand Ave Apt 38, Denver, CO, 80296	0.80	Name re-cased Phone reformatted Unit split from street State code upper-cased
TPA-63565	TPA	Fatima Schmidt	1955-10-17	—	—	6559 Highland Ave, Los Angeles, CA, 90068	0.80	Date of birth reformatted State code upper-cased Gender normalised Placeholder values cleared
ENR-105769	ENR	RaymondJunk	1952-03-09	UHC-79674-32	—	6547 Sunset Blvd, Columbus, OH, 43276	0.80	State code upper-cased Whitespace trimmed Placeholder values cleared No usable name (quarantined)
ENR-120886	ENR	Christopher Selazar	1939-11-19	UHC-82640-62	—	9187 Ocean Ave, Mesa, AZ, 85210	0.80	Name re-cased Street suffix standardised Address re-cased State code upper-cased
TPA-61330	TPA	Lauren Gordon	1958-10-27	—	—	2676 Mesa Dr Apt 24, Miami, FL, 33182	0.80	Unit split from street City re-cased State code upper-cased Placeholder values cleared
CLM-417456	CLM	Danielle Mejia	1972-12-12	—	3934232667	5814 Indian School Rd # 361, Charlotte, NC, 28287	0.80	Phone reformatted Unit split from street State code upper-cased Placeholder values cleared
CLM-427718	CLM	David Griffin	1958-07-13	—	5072899222	9704 Forest Ave, Scottsdale, AZ	0.80	Phone reformatted State code upper-cased ZIP missing Placeholder values cleared
ENR-113486	ENR	Virginia Hayes	1943-10-14	UHC-15953-18	2149715359	9387 Ocean Ave, Sacramento, CA, 95806	0.80	Street suffix standardised Address re-cased State code upper-cased Whitespace trimmed
CLM-428482	CLM	Keith Graham	1954-04-20	UHC-75505-45	—	5193 Lincoln Way, Los Angeles, CA, 90080	0.80	Two-digit birth year City re-cased State code upper-cased Placeholder values cleared
ENR-142544	ENR	Haroold Mendez	1953-09-17	—	—	9893 Jefferson Ave, Gilbert, AZ, 85229	0.80	Street suffix standardised Address re-cased State code upper-cased Whitespace trimmed
TPA-60701	TPA	Michelle Wells	1996-01-16	UHC-10009-58	2925231652	831 Desert Sky Blvd, Minneapolis, MN, 55431	0.80	Name re-cased State code upper-cased Gender normalised Placeholder values cleared
TPA-63312	TPA	Ray Castillo	1944-12-19	—	—	3054 Central Ave, Nashville, TN, 37289	0.80	Date of birth reformatted Phone missing area code State code upper-cased Placeholder values cleared
ENR-140436	ENR	Carol Cook	1949-05-06	UHC-10883-60	6604689244	7138 Indian School Rd, Jacksonville, FL, 32224	0.80	Phone reformatted SSN last four extracted State code upper-cased Placeholder values cleared
CLM-427084	CLM	Sarah Garcia	1948-11-24	—	—	4211 Market St, Eden Prairie, MN	0.80	State code upper-cased ZIP missing Whitespace trimmed Placeholder values cleared
CLM-418344	CLM	Carol Kelly	1939-10-17	—	—	1796 Maple Ave # 529, Seattle, WA, 98114	0.80	Unit split from street State code upper-cased Whitespace trimmed Placeholder values cleared
ENR-104846	ENR	Jeremy X Walsh	1994-01-11	UHC-83075-14	5086218016	7216 Jefferson Ave, Tempe, AZ, 85257	0.80	Phone reformatted Street suffix standardised Address re-cased State code upper-cased
CLM-410824	CLM	Christian D Rojas	1958-05-15	—	5299698703	4017 Main St, Las Vegas, NV, 89161	0.80	City re-cased State code upper-cased Gender normalised Placeholder values cleared
ENR-109955	ENR	Ashley Brooks	1991-03-10	UHC-93298-79	7187793598	1256 Canyon Rd, Phoenix, AZ, 85069	0.80	Two-digit birth year Phone reformatted State code upper-cased Whitespace trimmed
ENR-132389	ENR	Dennis Rivera	1942-05-26	UHC-28305-27	2424292845	3908 Park Pl, Chandler, AZ, 85241	0.80	Street suffix standardised Address re-cased State code upper-cased Whitespace trimmed
ENR-132388	ENR	Dennis Rivera	1942-05-26	UHC-28305-27	2424292845	3908 Park Pl, Chandler, AZ, 85241	0.80	Street suffix standardised Address re-cased State code upper-cased Whitespace trimmed
CLM-431240	CLM	Mariana Cook	1996-12-14	—	7259450677	7666 Sunset Blvd, Atlanta, GA, 30339	0.80	Name split from “Last, First”Phone reformatted State code upper-cased Whitespace trimmed
ENR-117883	ENR	Ana F Moore	1962-03-02	UHC-21546-91	—	7032 Main St, Los Angeles, CA, 90017	0.80	Date of birth reformatted Phone missing area code State code upper-cased Email lower-cased

4,010 rows, page 63 of 81Previous Next