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 “City re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagCity re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
PRV-27061	PRV	Gloria Brown	2005-05-04	—	8397677849	3815 Church St, Scottsdale, AZ	0.64	Two-digit birth year Phone reformatted City re-cased ZIP missing+2 more
PRV-24610	PRV	Steven Ruiz	1950-07-10	UHC-52473-73	7272466796	6429 Sage Ct, Chandler, AZ, 85280	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
PRV-20312	PRV	William Daniels	1941-08-01	—	5252377028	1798 Ridge Rd Apt 11, Austin, TX, 78778	0.64	Unit split from street Street suffix standardised Address re-cased City re-cased+2 more
PRV-28249	PRV	Mei Clark	1987-03-09	UHC-15546-20	7658962929	4102 Sunset Blvd, Glendale, AZ, 85329	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
PRV-27853	PRV	Nancy Richards	1948-06-12	—	8129566702	8910 Mountain View Dr, Dallas, TX, 75234	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
PRV-28054	PRV	Christopher Tucker	1938-10-15	—	2714892637	6081 Mountain View Dr, Phoenix, AZ, 85001	0.64	Name re-cased Phone reformatted City re-cased State name converted to code+2 more
PRV-26473	PRV	Noah Clark	1959-02-15	UHC-79330-67	9502449281	1599 Central Ave, Las Vegas, NV, 89117	0.64	Member ID reformatted City re-cased State name converted to code ZIP+4 trimmed+2 more
PRV-21058	PRV	Cheryl Scott	1971-07-23	—	8743440020	9254 Union St, Miami, FL, 33196	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
PRV-28566	PRV	Marc Hudson	1977-06-02	—	—	4570 Oak St, Minneapolis, MN	0.64	Street suffix standardised Address re-cased City re-cased ZIP missing+2 more
PRV-27465	PRV	Lucia Williams	1996-04-13	—	—	7236 Central Ave, San Antonio, TX, 78247	0.64	Street suffix standardised Address re-cased City re-cased State name converted to code+2 more
PRV-27695	PRV	Emily Lucas	1987-03-01	—	—	664 Hillcrest Rd, Atlanta, GA, 30325	0.64	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+2 more
PRV-22795	PRV	Debra Mitchell	1988-07-23	UHC-96771-59	3883379800	7275 Lincoln Way, Las Vegas, NV	0.64	Date of birth reformatted Phone reformatted City re-cased ZIP missing+2 more
PRV-20721	PRV	Kathleen Cole	1991-08-26	UHC-27256-01	5845072561	7611 Central Ave, Fresno, CA, 93730	0.64	Name re-cased Phone reformatted City re-cased ZIP+4 trimmed+2 more
PRV-20773	PRV	Aaron Harvey	2001-07-05	UHC-57296-51	8199599752	5852 Apache Blvd, Glendale, AZ, 85373	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
PRV-25430	PRV	Paul Campbell	1957-07-01	UHC-49908-48	—	571 Palm Dr, Sacramento, CA, 95891	0.64	Two-digit birth year Street suffix standardised Address re-cased City re-cased+2 more
PRV-20685	PRV	Alan Rice	1989-01-27	UHC-29266-34	9535142867	4973 Church St, Tucson, AZ, 85721	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
PRV-20179	PRV	Daniel U Cox	1941-11-23	UHC-76175-44	9616476289	7426 River Rd Apt 11, Dallas, TX, 75215	0.64	Phone reformatted Unit split from street City re-cased Gender normalised+2 more
PRV-23160	PRV	Madison Ellis	1974-10-12	UHC-31543-85	6393116193	5893 Central Ave, Atlanta, GA, 30385	0.64	Name split from “Last, First”Phone reformatted City re-cased State name converted to code+2 more
PRV-27202	PRV	Isabella Perkins	1995-04-22	UHC-94647-17	9873461132	4650 Union St, Dallas, TX, 75245	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
PRV-21276	PRV	Lucia M Wood	—	—	3418749619	8150 Pine Dr, Fresno, CA, 93726	0.64	Name re-cased Date of birth unreadable City re-cased Gender normalised+2 more
PRV-20668	PRV	Hiroshi Banks	1989-07-07	—	—	3319 Ocean Ave, Las Vegas, NV, 89119	0.64	Street suffix standardised Address re-cased City re-cased Gender normalised+2 more
PRV-24633	PRV	Mei Hunt	1946-12-20	UHC-84600-88	—	7787 Baseline Rd, Phoenix, AZ, 85053	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
PRV-20654	PRV	Jamse Marshall	2006-09-03	UHC-35247-81	3546443991	2554 Willow Ct, San Antonio, TX	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
PRV-22464	PRV	Janet Holmes	2001-05-05	UHC-27263-09	7608132571	5096 River Rd, Las Vegas, NV, 89148	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
PRV-24462	PRV	Diego W Lawson	1966-10-07	UHC-46964-36	4479788753	8363 Cedar Ln, Mesa, AZ, 85237	0.64	Middle initial moved out of first name Street suffix standardised Address re-cased City re-cased+2 more
PRV-26630	PRV	Larry Riley	1938-04-13	UHC-29158-66	3113969988	4797 Mountain View Dr, Orlando, FL	0.64	Name re-cased City re-cased ZIP missing Gender normalised+2 more
PRV-23490	PRV	Andrew Lee	1991-10-06	—	—	9648 Grand Ave, Eden Prairie, MN, 55342	0.64	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+2 more
PRV-20436	PRV	Mark Gomez	1959-12-09	UHC-95727-77	5138700456	5174 Meadow Ln, Seattle, WA, 98159	0.64	Name split from “Last, First”Phone reformatted City re-cased State name converted to code+2 more
PRV-28749	PRV	Frank H Johnson	1975-03-06	UHC-56150-34	6566132714	925 Spring St, Gilbert, AZ, 85274	0.64	Name split from “Last, First”Phone reformatted City re-cased Gender normalised+2 more
PRV-27227	PRV	Melissa Hawkins	—	UHC-47276-80	7004380328	4053 Forest Ave, San Diego, CA, 92140	0.64	Name re-cased Date of birth missing Street suffix standardised Address re-cased+2 more
PRV-25219	PRV	Arthur Gibson	1982-09-25	—	2933056159	6998 Cedar Ln, Austin, TX	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
PRV-26049	PRV	Ethan Richardson	1951-02-27	UHC-74350-59	—	1264 Palm Dr, Sacramento, CA, 95885	0.64	Street suffix standardised Address re-cased City re-cased ZIP+4 trimmed+2 more
PRV-28470	PRV	Jonathan Ramirez	1962-03-14	UHC-25636-58	—	995 Spring St, Columbus, OH, 43276	0.64	Street suffix standardised Address re-cased City re-cased ZIP+4 trimmed+2 more
PRV-24616	PRV	Larry Mejia	1944-06-07	—	8282764875	3854 Desert Sky Blvd Apt 20, Jacksonville, FL, 32222	0.64	Unit split from street Street suffix standardised Address re-cased City re-cased+2 more
PRV-24332	PRV	Eugene Crawford	1980-09-21	—	8894951061	2129 Indian School Rd # 429, Scottsdale, AZ, 85202	0.64	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+2 more
PRV-27116	PRV	George Estrada	1998-05-24	—	2219716731	958 Church St, Tempe, AZ	0.64	Two-digit birth year Phone reformatted City re-cased ZIP missing+2 more
PRV-28731	PRV	Noah A Tucker	1993-06-02	—	—	2659 Park Pl, Columbus, OH, 43219	0.64	Name split from “Last, First”City re-cased Email lower-cased Gender normalised+2 more
PRV-29065	PRV	Sarah Dunn	1966-04-16	—	2545140687	4136 Grand Ave, Dallas, TX, 75268	0.64	Street suffix standardised Address re-cased City re-cased State name converted to code+2 more
PRV-25587	PRV	Donald Burton	1973-02-10	—	8252467993	8911 Sunset Blvd, Houston, TX, 77089	0.64	Name split from “Last, First”Phone reformatted City re-cased State name converted to code+2 more
PRV-29309	PRV	Roy James	2008-11-12	—	5557193929	6635 Park Pl, Las Vegas, NV, 89178	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted City re-cased+2 more
PRV-27247	PRV	Bradley Russell	1976-02-07	—	5219562117	3277 Bayshore Dr, Sacramento, CA, 95833	0.64	Street suffix standardised Address re-cased City re-cased ZIP+4 trimmed+2 more
PRV-24445	PRV	Jacob Banks	1988-07-10	UHC-77320-90	4548488407	5849 Cedar Ln, Mesa, AZ	0.64	Street suffix standardised Address re-cased City re-cased ZIP missing+2 more
PRV-29218	PRV	Valentina Castillo	1975-01-19	—	—	2097 Sunset Blvd, San Antonio, TX, 78268	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
PRV-26128	PRV	Andrew Bradley	1951-04-22	UHC-41862-45	8902605677	9405 Washington St, Tempe, AZ, 85205	0.64	Two-digit birth year Street suffix standardised Address re-cased City re-cased+2 more
PRV-22406	PRV	Austin C Tucker	2004-03-02	UHC-85356-51	8785571233	6741 Cedar Ln, Tampa, FL, 33621	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
PRV-28692	PRV	Charles McDonald	1943-08-24	—	6962489850	841 Spring St, Orlando, FL, 32851	0.64	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
PRV-28887	PRV	Emily Garcia	1950-12-25	—	—	9327 Union St, Chandler, AZ, 85283	0.64	Street suffix standardised Address re-cased City re-cased ZIP+4 trimmed+2 more
PRV-24847	PRV	Bettty B Soto	2008-12-20	—	4995925720	2184 Sage Ct, Jacksonville, FL, 32234	0.64	Middle initial moved out of first name Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-25629	PRV	Grace Hall	2000-05-09	UHC-20965-19	5456964649	2262 Bayshore Dr, Tempe, AZ, 85213	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
PRV-20293	PRV	Sofia Carr	1950-08-08	UHC-88392-63	6224737398	3946 Lincoln Way, San Antonio, TX, 78291	0.64	Name split from “Last, First”Phone reformatted Member ID reformatted City re-cased+2 more

1,737 rows, page 13 of 35Previous Next