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 “Phone reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPhone reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
PRV-23500	PRV	Hiroshi Hanson	1939-12-11	UHC-76924-24	9484755377	6791 Baseline Rd, Minneapolis, MN, 55425	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-21359	PRV	Janet Arnold	1962-08-10	—	3933533885	2671 Palm Dr, Jacksonville, FL, 32296	0.76	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
PRV-28135	PRV	Harold Morales	1967-11-19	—	3496873951	9344 Main St, Glendale, AZ, 85364	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-26438	PRV	Zachary Robertson	1963-06-17	UHC-51782-76	3365881947	9048 Jefferson Ave, Tucson, AZ, 85731	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
PRV-20162	PRV	Ralph P Weaver	1957-09-18	—	5376103292	4786 Ridge Rd, Charlotte, NC, 28232	0.76	Phone reformatted Street suffix standardised Address re-cased Plan code upper-cased+2 more
PRV-20166	PRV	Emily Shaw	1952-02-06	—	7387266016	1742 Indian School Rd, Nashville, TN, 37253	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
PRV-28572	PRV	Sara Williams	1973-12-22	—	6887004716	5037 Washington St, Seattle, WA	0.76	Name re-cased Phone reformatted City re-cased ZIP missing+2 more
PRV-20836	PRV	Benjamin Y Castillo	2007-09-15	—	8553087264	374 Canyon Rd, Los Angeles, CA, 90012	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-27744	PRV	Donald Morales	1965-12-15	UHC-67538-62	8892940574	9049 Ridge Rd, Atlanta, GA, 30395	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-27561	PRV	Arjun Jensen	1978-03-02	—	3204151379	7875 River Rd, Las Vegas, NV, 89115	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-20127	PRV	Linda Wong	1947-02-11	UHC-59924-42	8165059028	6511 Canyon Rd, Denver, CO, 80243	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-22741	PRV	Teresa Williamson	1981-01-26	UHC-54512-54	4142162987	2913 Lincoln Way, Dallas, TX, 75257	0.76	Two-digit birth year Phone reformatted Member ID reformatted City re-cased+2 more
PRV-28688	PRV	Barbara Owens	2002-06-24	—	5953490383	4882 Church St, Chandler, AZ, 85256	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-26943	PRV	Ethan Phhillips	1996-03-07	—	5539981186	8497 Oak St, Gilbert, AZ, 85282	0.76	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+2 more
PRV-25522	PRV	John N Santiago	1958-10-20	—	9329606619	4038 Sage Ct, Minneapolis, MN, 55489	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-24082	PRV	Omar D Nguyen	1997-06-08	—	8802568685	5478 Lake View Rd, Tampa, FL, 33621	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-23701	PRV	Santiago A Wong	1969-10-19	—	6855242033	4049 Washington St, Houston, TX, 77081	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-28031	PRV	Ana A Cox	1981-07-08	—	9546857596	8684 Main St, Tempe, AZ, 85216	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
PRV-28019	PRV	Emily Reynolds	1962-04-06	UHC-54398-28	8903392682	5254 Mountain View Dr, Austin, TX, 78712	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-24300	PRV	Sue Carr	2005-06-19	UHC-11023-15	4392075440	5207 Pine Dr, Las Vegas, NV, 89177	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
PRV-24106	PRV	Danielle Andrews	1952-11-02	—	3413261209	247 Camelback Rd, Eden Prairie, MN, 55393	0.76	Name re-cased Phone reformatted City re-cased ZIP+4 trimmed+2 more
PRV-27403	PRV	Grace Dixon	1983-09-19	UHC-62535-51	8104551642	5204 Palm Dr, Miami, FL, 33134	0.76	Two-digit birth year Phone reformatted Member ID reformatted City re-cased+2 more
PRV-25120	PRV	Michelle Walker	2003-08-05	UHC-17580-14	3015838848	7539 Bayshore Dr, Jacksonville, FL, 32259	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-29049	PRV	Patricia P King	1967-06-23	—	4872781868	5936 Willow Ct, Dallas, TX, 75246	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
PRV-23097	PRV	Olson B Keith	2006-03-05	—	9494048924	500 Highland Ave Apt 22, Sacramento, CA, 95828	0.76	Name re-cased Phone reformatted Unit split from street City re-cased+2 more
PRV-23178	PRV	David Rose	1970-11-27	—	8742522938	703 Palm Dr, Minneapolis, MN, 55433	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
PRV-27197	PRV	Angela F Wells	1985-07-25	—	3067956585	2563 Pine Dr, Fresno, CA, 93715	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-25267	PRV	Jose Scott	1979-05-02	—	7915452789	1716 Ridge Rd, Nashville, TN, 37283	0.78	Date of birth reformatted Phone reformatted State name converted to code Whitespace trimmed+1 more
PRV-26041	PRV	Donna Greene	1989-01-17	—	8568609815	5500 Hillcrest Rd, San Diego, CA, 92179	0.78	Name split from “Last, First”Phone reformatted City re-cased Whitespace trimmed+1 more
PRV-27761	PRV	Gloria A Fernandez	1954-01-05	UHC-87618-90	7484380394	8069 River Rd, Dallas, TX, 75203	0.78	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+1 more
PRV-28234	PRV	Cheryl Richards	1997-05-27	UHC-37478-59	4355715397	—	0.78	Name re-cased Phone reformatted Gender normalised Whitespace trimmed+1 more
PRV-28150	PRV	Jeffrey Harvey	1969-10-15	—	3353580723	6301 Valley View Dr, Nashville, TN, 37244	0.78	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+1 more
PRV-25157	PRV	Natalie Miller	1995-01-18	UHC-17934-72	8182611742	9031 Apache Blvd, Scottsdale, AZ, 85210	0.78	Date of birth reformatted Phone reformatted ZIP+4 trimmed Whitespace trimmed+1 more
PRV-27085	PRV	Anna Wagner	1969-02-07	—	3694535865	2838 Main St, Chandler, AZ, 85251	0.78	Date of birth reformatted Phone reformatted ZIP+4 trimmed Whitespace trimmed+1 more
PRV-25172	PRV	Kenneth Masun	1962-08-27	UHC-03925-28	2707546714	8342 Washington St, Charlotte, NC, 28233	0.78	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+1 more
PRV-26983	PRV	Grace I Williiams	1977-04-18	—	2232374335	9067 Highland Ave, Jacksonville, FL, 32233	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-26411	PRV	Ntaalie Ward	1959-04-17	UHC-22202-45	5949289595	2490 Apache Blvd, Gilbert, AZ, 85264	0.78	Name re-cased Phone reformatted ZIP+4 trimmed Whitespace trimmed+1 more
PRV-23561	PRV	Keith McDonald	1941-01-01	UHC-82124-06	4165913789	1076 Apache Blvd, Sacramento, CA, 95814	0.78	Name split from “Last, First”Phone reformatted Member ID reformatted Whitespace trimmed+1 more
PRV-27860	PRV	Sandra Ward	1996-05-25	—	6085460242	7221 Park Pl, Gilbert, AZ, 85275	0.78	Date of birth reformatted Phone reformatted State name converted to code Whitespace trimmed+1 more
PRV-28337	PRV	Elijah Z Le	1964-09-23	—	5338389722	9800 Elm St, Fresno, CA, 93709	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
PRV-21126	PRV	Virginia B Singh	1957-04-27	—	7104572779	1609 Valley View Dr, Charlotte, NC, 28268	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-24897	PRV	Yuki Aguilar	1986-12-19	—	2789970779	2651 Ocean Ave, Denver, CO, 80231	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-22024	PRV	Steve Meyer	1999-09-17	—	7189393961	226 Indian School Rd, Tucson, AZ, 85773	0.78	Name re-cased Phone reformatted Gender normalised Whitespace trimmed+1 more
PRV-23156	PRV	Noah Sctot	1995-03-20	—	7635846302	8854 Mountain View Dr, San Diego, CA, 92129	0.78	Name re-cased Phone reformatted ZIP+4 trimmed Whitespace trimmed+1 more
PRV-26361	PRV	Doris Guzman	1956-10-23	UHC-56787-59	3642722355	3126 Indian School Rd, Minneapolis, MN, 55466	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-23991	PRV	Alice X Baker	1952-04-16	UHC-01066-48	7382400525	2666 Church St, Gilbert, AZ	0.78	Phone reformatted ZIP missing Email lower-cased Whitespace trimmed+1 more
PRV-22370	PRV	Ana Ortega	1951-06-23	UHC-19282-90	7299707135	2539 Palm Dr, Scottsdale, AZ, 85230	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-24650	PRV	John Porter	1993-06-22	—	7939670501	2936 Camelback Rd, San Diego, CA, 92107	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-28834	PRV	Isabella Crawford	1950-05-23	UHC-64929-99	4734618525	4169 Willow Ct, San Diego, CA, 92146	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-23750	PRV	Rachel I Diaz	1999-12-10	UHC-34219-67	5266524855	9301 Highland Ave, Nashville, TN, 37232	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more

5,906 rows, page 66 of 119Previous Next