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

Claims, flag “Date of birth reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagDate of birth reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-424106	CLM	Terry Davis	1976-05-26	UHC-12131-13	3403135479	—	0.80	Date of birth reformatted Gender normalised Whitespace trimmed Placeholder values cleared
CLM-424205	CLM	Carol Vargas	1951-03-18	UHC-66115-05	3976490104	3390 Washington St, Jacksonville, FL, 32204	0.80	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted
CLM-406068	CLM	Julie Vasqez	1970-04-09	—	—	3365 Willow Ct, Sacramento, CA, 95816	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-408970	CLM	Eric Ross	1961-10-25	UHC-96969-93	—	1312 Hillcrest Rd, Houston, TX, 77033	0.80	Date of birth reformatted City re-cased Gender normalised Placeholder values cleared
CLM-405120	CLM	Brenda Elliott	1951-12-23	UHC-91777-26	—	8417 Central Ave # 967, Sacramento, CA, 95835	0.80	Date of birth reformatted Unit split from street Whitespace trimmed Placeholder values cleared
CLM-422367	CLM	Mery Dunn	2006-01-08	UHC-29729-74	5104349878	—	0.80	Name split from “Last, First”Date of birth reformatted Phone reformatted Placeholder values cleared
CLM-416513	CLM	Matt Watkins	1955-02-28	UHC-51086-64	—	2935 Harbor Blvd, Fresno, CA, 93782	0.80	Name split from “Last, First”Date of birth reformatted City re-cased Placeholder values cleared
CLM-427649	CLM	Zachary Fuller	1969-07-13	UHC-64893-75	—	3951 Market St, Eden Prairie, MN, 55323	0.80	Date of birth reformatted SSN last four extracted Email lower-cased Placeholder values cleared
CLM-425834	CLM	Anna Williams	1985-11-05	UHC-92716-76	3408108516	2622 Lincoln Way, Sacramento, CA, 95860	0.80	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased
CLM-427118	CLM	Gabriel L Gonzalez	1939-10-10	—	—	2465 Central Ave, Orlando, FL, 32877	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-407660	CLM	Edward Rojas	2001-02-15	UHC-51103-02	—	1525 Apache Blvd, Chandler, AZ, 85235	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-429303	CLM	Kimberly Boyd	1994-11-10	UHC-72399-15	—	5470 Central Ave, Fresno, CA, 93751	0.80	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed
CLM-424521	CLM	Paul Carter	1946-03-08	UHC-29814-31	5062766643	3364 Meadow Ln, Chandler, AZ, 85209	0.80	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased
CLM-417861	CLM	Mason Reeys	1944-02-19	UHC-25817-44	—	—	0.80	Name re-cased Date of birth reformatted Gender normalised Placeholder values cleared
CLM-411748	CLM	Seean Price	1983-08-27	—	6913146948	8150 Harbor Blvd, Glendale, AZ	0.80	Date of birth reformatted ZIP missing Whitespace trimmed Placeholder values cleared
CLM-425606	CLM	Lauren Wang	1963-08-19	—	8896251698	6246 Park Pl, Nashville, TN, 37252	0.80	Date of birth reformatted ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
CLM-428009	CLM	Sophia Johnston	1970-05-28	—	—	—	0.80	Date of birth reformatted Gender normalised Whitespace trimmed Placeholder values cleared
CLM-415733	CLM	Mateo Q Wells	1973-10-27	—	—	5952 Highland Ave, Miami, FL, 33141	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-427650	CLM	Eric Wheeler	1997-06-10	—	2015855404	—	0.80	Name split from “Last, First”Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-415271	CLM	Kimberly Marquez	1942-05-15	UHC-94929-40	—	1432 Valley View Dr, Las Vegas, NV, 89170	0.80	Date of birth reformatted Gender normalised Whitespace trimmed Placeholder values cleared
CLM-402393	CLM	Carl Morales	1979-12-15	UHC-86655-79	—	—	0.80	Name re-cased Date of birth reformatted Gender normalised Placeholder values cleared
CLM-409308	CLM	Wayne V Arnold	1964-08-20	—	7845295243	—	0.80	Name split from “Last, First”Date of birth reformatted Phone reformatted Placeholder values cleared
CLM-421081	CLM	Robert Guerrero	1949-03-04	—	—	1020 Washington St, Orlando, FL, 32834	0.80	Name re-cased Date of birth reformatted SSN last four extracted Placeholder values cleared
CLM-425799	CLM	Jordan Williamson	2007-06-02	UHC-39394-42	5307968577	8677 Union St Apt 28, Eden Prairie, MN, 55320	0.80	Date of birth reformatted Unit split from street City re-cased Placeholder values cleared
CLM-411423	CLM	Ana Mendoza	1996-01-08	UHC-49984-10	—	2269 Bayshore Dr, Seattle, WA, 98162	0.80	Name re-cased Date of birth reformatted State name converted to code Placeholder values cleared
CLM-403963	CLM	Michael F Reynolds	1966-01-18	UHC-84802-78	—	9598 Mesa Dr Apt 31, Plano, TX, 75013	0.80	Date of birth reformatted Unit split from street Whitespace trimmed Placeholder values cleared
CLM-404142	CLM	Betty Padilla	1979-09-12	—	7648372199	7491 Canyon Rd, Tampa, FL, 33609	0.80	Name re-cased Date of birth reformatted State name converted to code Placeholder values cleared
CLM-430571	CLM	Owens Eric	1963-08-24	—	—	—	0.80	Date of birth reformatted Gender normalised Whitespace trimmed Placeholder values cleared
CLM-424650	CLM	Larry Watson	1964-11-17	UHC-48101-50	8256533324	2006 Valley View Dr, Denver, CO, 80219	0.80	Date of birth reformatted Phone reformatted State name converted to code Placeholder values cleared
CLM-402089	CLM	Thomas Harvey	1944-03-05	—	—	7820 Bayshore Dr, Las Vegas, NV, 89123	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-406043	CLM	Kathleen K Daniels	1939-03-11	UHC-48830-22	—	5667 Lake View Rd, Mesa, AZ, 85201	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-423903	CLM	Julie Cunningham	1995-02-07	UHC-66087-50	—	6792 Indian School Rd, Nashville, TN, 37204	0.80	Date of birth reformatted ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
CLM-402260	CLM	Susan S Evnas	1960-06-17	—	—	—	0.80	Date of birth reformatted Gender normalised Whitespace trimmed Placeholder values cleared
CLM-432601	CLM	Yuki Q Ross	1993-08-22	—	—	7576 Indian School Rd, Atlanta, GA, 30325	0.80	Date of birth reformatted Gender normalised Whitespace trimmed Placeholder values cleared
CLM-413578	CLM	Christine Elliott	1998-02-25	UHC-73005-64	5423429113	1462 Sunset Blvd, Dallas, TX, 75248	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-418355	CLM	Steven V Wets	1968-04-02	—	—	16 Mesa Dr, Gilbert, AZ, 85268	0.80	Date of birth reformatted State name converted to code Whitespace trimmed Placeholder values cleared
CLM-423632	CLM	Ryan Hill	1997-08-08	—	8083423056	2145 Ocean Ave, Scottsdale, AZ, 85259	0.80	Date of birth reformatted Gender normalised Whitespace trimmed Placeholder values cleared
CLM-415063	CLM	Beth Ray	1992-08-26	UHC-71909-01	—	3693 Main St, Scottsdale, AZ, 85288	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-430354	CLM	Daniel Castillo	1949-05-16	UHC-74193-54	—	—	0.80	Date of birth reformatted Gender normalised Whitespace trimmed Placeholder values cleared
CLM-402283	CLM	Steven Ruiz	1971-06-18	UHC-69104-20	—	—	0.80	Name split from “Last, First”Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-426132	CLM	Hiroshi Garza	2005-11-05	UHC-77416-36	8065786361	—	0.80	Name re-cased Date of birth reformatted SSN last four extracted Whitespace trimmed
CLM-407269	CLM	Carl T Taylor	1939-12-17	—	—	8064 Broadway, San Antonio, TX, 78204	0.80	Date of birth reformatted Gender normalised Whitespace trimmed Placeholder values cleared
CLM-414410	CLM	Joan Hunter	1950-10-22	UHC-46112-23	—	7944 Washington St, Seattle, WA, 98159	0.80	Date of birth reformatted Gender normalised Whitespace trimmed Placeholder values cleared
CLM-403510	CLM	Danielle Bradley	1946-04-12	—	—	3413 Broadway # 991, Tampa, FL, 33627	0.80	Date of birth reformatted Unit split from street Address re-cased Placeholder values cleared
CLM-406960	CLM	Nicole S Daniels	2008-04-24	—	—	1019 Bayshore Dr, Nashville, TN, 37258	0.80	Name re-cased Date of birth reformatted Gender normalised Placeholder values cleared
CLM-410814	CLM	Joshua A Payne	1946-12-20	UHC-46227-21	3004991602	8870 Main St, Denver, CO, 80285	0.80	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased
CLM-406453	CLM	Brenda Santiago	1967-10-26	—	—	2859 Pine Dr, San Diego, CA, 92159	0.80	Date of birth reformatted SSN last four extracted Whitespace trimmed Placeholder values cleared
CLM-403307	CLM	Hannah I Mendoza	1995-08-01	UHC-59675-28	—	7245 Baseline Rd, Chandler, AZ, 85224	0.80	Date of birth reformatted Gender normalised Whitespace trimmed Placeholder values cleared
CLM-402635	CLM	Emma P Nguyen	1975-02-21	UHC-41432-67	—	5278 Indian School Rd, Minneapolis, MN, 55449	0.80	Date of birth reformatted City re-cased State name converted to code Placeholder values cleared
CLM-400870	CLM	Cheryl L McDonald	1962-10-26	UHC-70707-57	9543046632	9570 Baseline Rd, Columbus, OH, 43236	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared

10,559 rows, page 133 of 212Previous Next