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-415652	CLM	Thheresa Young	1940-01-10	UHC-74149-85	—	97 Broadway Apt 2, Sacramento, CA, 95843	0.66	Date of birth reformatted Unit split from street Address re-cased ZIP+4 trimmed+1 more
CLM-430819	CLM	Timothy U Edwards	1947-02-04	—	—	1203 Harbor Blvd, Las Vegas, NV, 89134	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-430820	CLM	Timothy U Edwards	1947-02-04	—	—	1203 Harbor Blvd, Las Vegas, NV, 89134	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-403160	CLM	Diana Reid	2000-02-01	—	—	9358 Desert Sky Blvd Apt 25, Sacramento, CA, 95844	0.66	Name re-cased Date of birth reformatted Unit split from street Gender normalised+1 more
CLM-432533	CLM	Arjun Hanson	1962-01-24	UHC-47578-88	—	7609 Spring St, Seattle, WA, 98109	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-410190	CLM	Gabriel Ward	1972-06-13	—	—	2708 River Rd # 202, Austin, TX, 78738	0.66	Date of birth reformatted Unit split from street ZIP+4 trimmed Whitespace trimmed+1 more
CLM-405603	CLM	Raymond Gardner	1948-01-19	—	—	1331 Indian School Rd # 254, Scottsdale, AZ, 85260	0.66	Name re-cased Date of birth reformatted Unit split from street ZIP+4 trimmed+1 more
CLM-413022	CLM	Julie M Armstrong	1995-02-28	—	—	1904 Sunset Blvd, Chandler, AZ, 85239	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-412698	CLM	Nathan Franklin	1942-08-05	UHC-12055-16	8832403615	3003 Sage Ct, Chandler, AZ, 85202	0.66	Date of birth reformatted Phone reformatted State name converted to code ZIP+4 trimmed+1 more
CLM-415791	CLM	Michelle Schultz	1971-05-14	UHC-74086-57	—	4881 Lincoln Way, Scottsdale, AZ, 85245	0.66	Date of birth reformatted City re-cased ZIP+4 trimmed Gender normalised+1 more
CLM-424231	CLM	Stephanie B Porter	1974-01-20	—	—	3850 Jefferson Ave, Los Angeles, CA, 90086	0.66	Name split from “Last, First”Date of birth reformatted Gender normalised Whitespace trimmed+1 more
CLM-431765	CLM	Dylan H Alexander	2003-08-15	UHC-29580-17	—	4658 Valley View Dr # 324, Los Angeles, CA, 90028	0.66	Name split from “Last, First”Date of birth reformatted Unit split from street Whitespace trimmed+1 more
CLM-406154	CLM	Austin Robertson	1968-04-21	—	—	8721 Palm Dr, Las Vegas, NV, 89127	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
CLM-410966	CLM	Hiroshi Harrison	1948-04-27	UHC-09174-09	—	8739 Ocean Ave, Las Vegas, NV, 89129	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
CLM-428626	CLM	Douglas Kelly	1994-05-25	—	9644424332	9857 Washington St, Charlotte, NC, 28231	0.66	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-426101	CLM	Beveryl Morales	1955-05-12	UHC-59503-45	—	1235 Cedar Ln, San Diego, CA, 92176	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-413670	CLM	Charles Hayes	1979-05-14	UHC-18806-91	—	4463 Park Pl, Houston, TX, 77073	0.66	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+1 more
CLM-422574	CLM	Samantha Reid	1944-10-26	—	6222867545	8681 River Rd, San Antonio, TX, 78273	0.66	Date of birth reformatted State name converted to code Gender normalised Whitespace trimmed+1 more
CLM-423189	CLM	Jesse Armstrong	1941-04-03	UHC-52920-63	8637155511	2778 Elm St, Miami, FL, 33109	0.66	Name split from “Last, First”Date of birth reformatted City re-cased Gender normalised+1 more
CLM-418158	CLM	Christopher Cunningham	1990-03-02	UHC-09111-69	—	9136 Apache Blvd, Seattle, WA, 98120	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-407698	CLM	Carol K Stephens	1964-07-24	UHC-03862-38	2656162827	81 Cedar Ln, Sacramento, CA, 95887	0.66	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-401516	CLM	Alice Le	1943-01-22	—	—	845 Bayshore Dr, Charlotte, NC	0.66	Date of birth reformatted ZIP missing Gender normalised Whitespace trimmed+1 more
CLM-411179	CLM	Jean Morrison	1942-01-18	—	8929707534	1239 Spring St, Tampa, FL, 33615	0.66	Date of birth reformatted Phone reformatted State name converted to code Gender normalised+1 more
CLM-417035	CLM	Laura Diaz	1949-03-22	UHC-36829-61	7755329350	3940 Bayshore Dr # 785, Phoenix, AZ, 85099	0.66	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+1 more
CLM-412045	CLM	Lorri E Perkins	1969-01-03	UHC-69897-97	—	—	0.66	Name split from “Last, First”Date of birth reformatted Phone missing area code Whitespace trimmed+1 more
CLM-405783	CLM	Doris Robertson	1951-03-03	—	6268173802	1581 Canyon Rd # 667, Houston, TX, 77097	0.66	Date of birth reformatted Phone reformatted Unit split from street Gender normalised+1 more
CLM-403005	CLM	David J Turner	2008-02-01	UHC-49519-18	—	6730 Sage Ct, Tampa, FL, 33629	0.66	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+1 more
CLM-415285	CLM	Janice Edwarsd	1951-03-03	UHC-49570-05	2073584379	207 Park Pl, Dallas, TX, 75239	0.66	Name split from “Last, First”Date of birth reformatted ZIP+4 trimmed Whitespace trimmed+1 more
CLM-406217	CLM	Frank Armsrong	1977-11-07	—	—	—	0.66	Name split from “Last, First”Date of birth reformatted Gender normalised Whitespace trimmed+1 more
CLM-415417	CLM	William J Reynolds	1951-06-25	UHC-07356-49	—	8589 Harbor Blvd, Minneapolis, MN, 55449	0.66	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+1 more
CLM-407712	CLM	Natalie Wagner	1964-07-26	UHC-26872-91	—	9743 Sunset Blvd, Orlando, FL, 32818	0.66	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-428043	CLM	Austin B Santos	1979-06-09	UHC-34443-43	—	457 Oak St, Chandler, AZ, 85237	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
CLM-428044	CLM	Austin B Santos	1979-06-09	UHC-34443-43	—	457 Oak St, Chandler, AZ, 85237	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
CLM-410016	CLM	Noah Estrada	2005-04-15	—	—	6764 Hillcrest Rd, Scottsdale, AZ, 85266	0.66	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+1 more
CLM-408561	CLM	Cynthia Chen	2008-03-08	UHC-28065-94	—	7374 Lake View Rd, Charlotte, NC, 28200	0.66	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-426487	CLM	Roy T Henyr	1976-06-24	—	3563988381	256 Desert Sky Blvd, Plano, TX, 75054	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-415621	CLM	Ana Walker	1993-07-26	—	2395851520	8185 Camelback Rd, Fresno, CA, 93783	0.66	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-406550	CLM	Roneld Mason	2007-07-18	UHC-00287-86	—	8350 Desert Sky Blvd, Charlotte, NC, 28280	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
CLM-405573	CLM	Ethan Ramos	1939-01-13	UHC-13536-91	7226777185	6459 Willow Ct, Tampa, FL, 33603	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
CLM-422110	CLM	Emily Bennett	1981-02-04	—	—	5579 Lake View Rd, Fresno, CA	0.66	Date of birth reformatted ZIP missing Gender normalised Whitespace trimmed+1 more
CLM-400994	CLM	Jason Garrett	2002-09-09	UHC-15801-99	—	4930 Lincoln Way, Tucson, AZ, 85777	0.66	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-402517	CLM	Etthan K Estrada	1966-04-28	UHC-68529-89	2913627424	5007 Apache Blvd, Chandler, AZ, 85229	0.66	Middle initial moved out of first name Date of birth reformatted ZIP+4 trimmed Whitespace trimmed+1 more
CLM-430649	CLM	Sharon Davis	1995-09-05	—	3675703349	8337 Canyon Rd, Plano, TX, 75066	0.66	Date of birth reformatted Phone reformatted ZIP+4 trimmed Gender normalised+1 more
CLM-430808	CLM	Ryan Martinez	1951-06-25	UHC-35070-76	3435518292	7459 Main St, Gilbert, AZ, 85264	0.66	Date of birth reformatted Phone reformatted City re-cased ZIP+4 trimmed+1 more
CLM-406768	CLM	Charlotte Sanchez	1979-02-14	UHC-10300-72	4773274381	6991 Desert Sky Blvd, Orlando, FL	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted ZIP missing+1 more
CLM-412086	CLM	Diego McDonald	1953-03-16	UHC-23070-17	9652639388	2991 Ocean Ave, Columbus, OH, 43274	0.66	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-415110	CLM	Drois Ramirez	1991-07-19	UHC-73871-54	—	9148 Lincoln Way, Minneapolis, MN, 55402	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
CLM-415702	CLM	Austin Kennedy	1996-05-24	—	—	919 Ocean Ave, Seattle, WA, 98175	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
CLM-425622	CLM	Edward Alvarado	1960-06-18	—	—	—	0.66	Name split from “Last, First”Date of birth reformatted Gender normalised Whitespace trimmed+1 more
CLM-416523	CLM	Valentina G Garrett	1942-11-17	UHC-09961-92	—	8627 Willow Ct, San Diego, CA, 92139	0.66	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more

10,559 rows, page 55 of 212Previous Next