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

Provider network, flag “Street suffix standardised”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagStreet suffix standardisedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
PRV-22120	PRV	Beverly E Burns	1955-03-05	—	5922748806	9202 Palm Dr, Seattle, WA, 98198	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
PRV-23821	PRV	Nathan Fernandez	1993-03-22	UHC-35679-26	5919923960	5278 River Rd, Jacksonville, FL, 32247	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
PRV-24533	PRV	Albert Carter	1973-12-23	—	5159976758	9426 Baseline Rd, Tempe, AZ, 85201	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
PRV-20252	PRV	Amanda P Williams	1987-12-15	UHC-27644-83	—	3506 Hillcrest Rd, Houston, TX, 77093	0.80	Street suffix standardised Address re-cased City re-cased Placeholder values cleared
PRV-28510	PRV	Cynthia Weber	1989-03-13	—	6978675698	4461 Pine Dr, Tampa, FL, 33645	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
PRV-28051	PRV	Mateo Park	1945-02-10	UHC-91913-60	8946156013	485 Jefferson Ave, Glendale, AZ, 85396	0.80	Name re-cased Phone reformatted Street suffix standardised Address re-cased
PRV-21929	PRV	Lori Weber	1995-02-02	—	—	432 Ridge Rd, Plano, TX, 75090	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
PRV-29413	PRV	Michelle Ramos	1976-07-08	UHC-95677-22	5908119462	7537 Park Pl, Charlotte, NC, 28246	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
PRV-28143	PRV	Shirley Vasquez	1997-08-15	UHC-77814-68	7012862573	9094 Apache Blvd, Atlanta, GA, 30320	0.80	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased
PRV-28142	PRV	Shirley Vasquez	1997-08-15	UHC-77814-68	7012862573	9094 Apache Blvd, Atlanta, GA, 30320	0.80	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased
PRV-28576	PRV	Alan McDonald	1978-06-07	—	7688792119	775 Jefferson Ave, Orlando, FL, 32814	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
PRV-20992	PRV	Ruth Carr	2006-04-27	—	9594544279	692 Bayshore Dr, Dallas, TX, 75207	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
PRV-29330	PRV	Isabella Rose	1991-01-19	UHC-86613-44	7732423168	23 Bayshore Dr, San Diego, CA, 92113	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
PRV-23025	PRV	Lauren Young	1984-01-17	—	—	9538 Main St, Eden Prairie, MN, 55361	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
PRV-27070	PRV	David Weber	1980-04-08	—	7556844058	7188 Jefferson Ave, Denver, CO, 80211	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
PRV-27970	PRV	Lauren Hoffman	1940-07-25	UHC-16769-64	—	1201 Meadow Ln, Jacksonville, FL, 32203	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
PRV-24987	PRV	Jean Z Collins	1917-03-07	—	—	4646 Main St, Tucson, AZ, 85755	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
PRV-25297	PRV	Madison Stephens	1951-08-04	—	4823249184	1893 Washington St, Chandler, AZ, 85243	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
PRV-20863	PRV	Peter E Ryan	1976-02-24	—	5517228705	5547 River Rd, Tampa, FL, 33696	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
PRV-29261	PRV	Gerald Gordon	2005-01-03	—	4303097705	9126 Main St, Mesa, AZ, 85201	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
PRV-24053	PRV	Grace Elliott	1991-04-24	UHC-39662-05	4243180936	8435 Grand Ave, Dallas, TX, 75264	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
PRV-23520	PRV	Peter Gomez	2006-03-07	UHC-23915-84	8544406564	7109 Apache Blvd, Tampa, FL, 33676	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
PRV-28990	PRV	Bradley Matthews	1992-07-15	UHC-27612-44	—	6175 Highland Ave, San Antonio, TX, 78274	0.80	Date of birth reformatted Street suffix standardised Address re-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
PRV-22900	PRV	Ahmed Santiago	1975-11-24	UHC-80195-11	—	4213 Willow Ct, Tampa, FL, 33675	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
PRV-28822	PRV	Melissa B Maldonado	1971-06-16	UHC-80701-58	6604987788	7835 Church St, San Antonio, TX, 78272	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
PRV-21855	PRV	Joseph P Sanchez	1950-03-16	UHC-03075-13	—	1777 Central Ave, San Antonio, TX, 78272	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
PRV-20667	PRV	Lawrence Montgomery	1986-11-18	—	5985851297	201 Church St, Phoenix, AZ, 85043	0.80	Name re-cased Phone reformatted Street suffix standardised Address re-cased
PRV-21718	PRV	Alexis Q Yang	1997-12-20	UHC-98520-52	6987630604	6129 Sunset Blvd, San Antonio, TX, 78200	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
PRV-27489	PRV	Patrick Gilbert	1968-05-26	UHC-38235-14	7817051727	9878 Indian School Rd, Atlanta, GA, 30300	0.80	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed
PRV-24787	PRV	Steve Q Taylor	1995-01-19	UHC-02047-87	7163258971	2493 Desert Sky Blvd, Fresno, CA, 93781	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
PRV-28218	PRV	Jacob Graham	1996-10-18	UHC-88516-21	2734426145	8551 Meadow Ln, Mesa, AZ, 85249	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
PRV-28739	PRV	Donald W Alvarez	1944-10-03	UHC-12281-73	3435573286	2697 Central Ave, Gilbert, AZ, 85244	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
PRV-25690	PRV	Jason Garrett	1947-05-05	—	—	3428 Highland Ave, Austin, TX, 78767	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
PRV-23196	PRV	Amy Woods	2006-11-16	UHC-17540-27	6198399766	3130 Cedar Ln, Seattle, WA, 98142	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
PRV-25561	PRV	Amanda McCoy	2002-05-06	—	2137106801	1066 Lake View Rd, Scottsdale, AZ, 85245	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
PRV-28984	PRV	Bryan Rbinson	1961-03-19	—	3862410356	6564 Maple Ave, Seattle, WA, 98191	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
PRV-26542	PRV	James Reid	1961-07-16	—	7416026447	2241 Church St, Gilbert, AZ, 85285	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
PRV-20105	PRV	Deborah Williams	1967-12-27	UHC-53086-07	4749914477	6972 Grand Ave, Miami, FL, 33164	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
PRV-24038	PRV	Lawrence Wright	1981-12-16	—	6045844216	2780 Harbor Blvd, Scottsdale, AZ, 85242	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
PRV-25536	PRV	Christian James	1977-10-08	—	4429167211	9378 Oak St, Tempe, AZ, 85242	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
PRV-20373	PRV	Fatima Davis	1997-04-15	—	9334228741	35 Cedar Ln, Chandler, AZ, 85259	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
PRV-27189	PRV	Mariana V Stwart	1984-05-09	—	—	4958 Indian School Rd, Houston, TX, 77056	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
PRV-27473	PRV	Nicholas Kennedy	1968-01-24	UHC-20724-92	7075636307	4906 Main St, Phoenix, AZ, 85045	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
PRV-21186	PRV	Daniel Matthews	1942-11-06	—	7993957727	6458 Washington St, Miami, FL, 33190	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
PRV-21703	PRV	Benjamin Harvey	1949-06-01	—	6196052892	2760 Apache Blvd, Tucson, AZ, 85744	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
PRV-23562	PRV	Steve Evans	2005-02-27	—	3963716719	4867 Central Ave, Glendale, AZ, 85377	0.80	Street suffix standardised Address re-cased Plan code upper-cased Whitespace trimmed
PRV-26017	PRV	Tyler K Li	1940-02-08	UHC-35505-93	—	3573 Grand Ave, Las Vegas, NV, 89111	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
PRV-23954	PRV	Theresa S McDonald	1945-11-19	—	7229876265	9572 Baseline Rd, Glendale, AZ, 85332	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
PRV-20156	PRV	Adam Turner	1942-05-16	—	8332131506	2295 Bayshore Dr, Chandler, AZ, 85270	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared

5,405 rows, page 103 of 109Previous Next