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 “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
CLM-417085	CLM	Alice B Graham	2002-10-08	—	4902038393	1877 Forest Ave, Seattle, WA, 98129	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-416070	CLM	Maria A Perkins	1995-02-15	UHC-53880-79	9319825347	8416 Willow Ct, Phoenix, AZ, 85020	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-409799	CLM	Julie Soto	1988-04-23	UHC-12423-03	3314494120	8093 Jefferson Ave Apt 26, San Diego, CA, 92188	0.78	Date of birth reformatted Phone reformatted Unit split from street Whitespace trimmed+1 more
CLM-418630	CLM	Anthony Fields	2004-11-14	UHC-31856-02	2339792231	5227 Highland Ave, Jacksonville, FL, 32263	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-412983	CLM	Katherine G Dixon	1989-07-28	UHC-09672-15	5007103246	9088 Union St, San Diego, CA, 92189	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-429157	CLM	Peter R Baker	1945-12-21	UHC-62009-75	4087523519	7980 Union St, San Antonio, TX, 78275	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-427940	CLM	Christina Fields	1958-04-19	—	4468159914	5141 Grand Ave, Austin, TX, 78717	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-426392	CLM	Teresa C Herrnandez	1946-09-11	—	7528363324	5754 Bayshore Dr, Nashville, TN, 37297	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-402989	CLM	Gary H Cook	1969-06-01	—	5615335122	6769 Central Ave, Las Vegas, NV, 89148	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-427653	CLM	Ralph Larson	1978-06-24	UHC-56641-79	4862804424	4382 Sage Ct, Atlanta, GA, 30324	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-414434	CLM	Donna O Jacobs	1980-04-28	UHC-93706-58	2157237645	1474 Hillcrest Rd, Gilbert, AZ, 85224	0.78	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+1 more
CLM-414435	CLM	Donna O Jacobs	1980-04-28	UHC-93706-58	2157237645	1474 Hillcrest Rd, Gilbert, AZ, 85224	0.78	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+1 more
CLM-420857	CLM	Peter Arnold	1996-09-19	UHC-28031-48	6347208004	3662 Ocean Ave, Charlotte, NC, 28282	0.78	Name re-cased Phone reformatted Member ID reformatted State name converted to code+1 more
CLM-421591	CLM	Natalie Johnson	1968-10-03	—	4204837222	—	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Email lower-cased+1 more
CLM-400357	CLM	Joe X Hudson	1988-08-22	UHC-75967-80	3826732509	22 Grand Ave, Scottsdale, AZ, 85213	0.78	Phone reformatted Member ID reformatted State name converted to code Whitespace trimmed+1 more
CLM-430829	CLM	Noah Black	1994-02-07	UHC-57024-95	8732861223	1296 Willow Ct, Chandler, AZ, 85228	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-407746	CLM	Kelly Scott	1976-02-12	UHC-34031-04	2319954014	3517 River Rd, Columbus, OH, 43232	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-410676	CLM	Grace Ross	1985-12-22	UHC-85981-15	2152747706	5740 Sunset Blvd, Eden Prairie, MN, 55308	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-401907	CLM	Walter Harvey	1982-01-11	UHC-29088-65	5662353926	836 Spring St, Eden Prairie, MN, 55362	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-417827	CLM	Ashley Bradley	1956-04-18	UHC-66935-98	9799207989	6661 Apache Blvd, Las Vegas, NV, 89153	0.78	Phone reformatted Member ID reformatted Gender normalised Whitespace trimmed+1 more
CLM-414816	CLM	Jeffrey Aguilar	1966-01-25	UHC-33654-69	5534995412	3501 Cedar Ln, Tempe, AZ, 85220	0.78	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+1 more
CLM-410621	CLM	Fatima McDonald	—	—	7334039534	4487 Washington St, Los Angeles, CA, 90056	0.78	Date of birth missing Phone reformatted City re-cased Whitespace trimmed+1 more
CLM-406315	CLM	Santiago Olivar	2001-09-27	—	7523633157	2408 Church St, Orlando, FL, 32861	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-411202	CLM	Gabriel Castillo	1990-10-01	—	3968841043	1163 Church St, Plano, TX, 75066	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-417222	CLM	Barbara Garza	1988-06-23	UHC-50918-39	6615309669	3720 Mesa Dr, Dallas, TX, 75268	0.78	Phone reformatted Member ID reformatted ZIP+4 trimmed Whitespace trimmed+1 more
CLM-404050	CLM	Gregory O Pierce	1958-11-16	UHC-05854-23	3152055396	8670 Union St, Eden Prairie, MN, 55370	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
CLM-411520	CLM	Kathleen Robertson	1975-05-13	UHC-47236-25	3522814693	7407 Pine Dr # 203, Tampa, FL, 33685	0.78	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+1 more
CLM-431447	CLM	Ben Parker	1988-03-13	—	3706255922	1109 Grand Ave, Chandler, AZ, 85226	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-419583	CLM	Jesse Harrison	1973-10-28	—	4339475310	8794 Meadow Ln, Nashville, TN, 37249	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-403791	CLM	William O Ward	1984-05-17	UHC-96074-07	7434220103	5716 Mountain View Dr, Houston, TX	0.78	Date of birth reformatted Phone reformatted ZIP missing Email lower-cased+1 more
CLM-410243	CLM	Mariana Snyder	1999-01-24	UHC-66101-08	2267320254	—	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-413429	CLM	Gabriel Gray	1962-05-03	—	4787614161	868 Sage Ct, Columbus, OH, 43266	0.78	Date of birth reformatted Phone reformatted Gender normalised Whitespace trimmed+1 more
CLM-402078	CLM	Carlus Lawrence	1957-09-19	—	5612407521	6107 Mountain View Dr, Phoenix, AZ, 85015	0.78	Name re-cased Phone reformatted Gender normalised Whitespace trimmed+1 more
CLM-428476	CLM	Betty Shaw	1991-09-25	—	7908192366	8709 Pine Dr, Scottsdale, AZ, 85289	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-402527	CLM	Joyce Burton	1954-01-07	—	6535402746	6488 Valley View Dr, Phoenix, AZ, 85097	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-405019	CLM	Abigail O George	1949-07-17	—	7176642774	4278 Union St, Jacksonville, FL, 32221	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
CLM-430134	CLM	Patrick D Torres	1977-07-20	UHC-30389-16	3029839746	9888 Sunset Blvd, Los Angeles, CA, 90000	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-410332	CLM	Ryan Howard	1982-12-13	—	6914418373	6856 Oak St, Jacksonville, FL, 32262	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-423050	CLM	Alan Adasm	1967-08-10	UHC-50559-22	2804951766	3569 Meadow Ln, Minneapolis, MN, 55480	0.78	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+1 more
CLM-420434	CLM	Helen Dominguez	2000-05-20	UHC-96057-46	2974512622	320 Pine Dr, Eden Prairie, MN, 55369	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-405623	CLM	Timothy Howell	1953-09-28	UHC-30686-19	5526915775	5103 Oak St, Plano, TX, 75062	0.78	Phone reformatted City re-cased Gender normalised Whitespace trimmed+1 more
CLM-425917	CLM	Lisa Payne	1977-09-12	UHC-24880-90	9568563305	—	0.78	Name re-cased Phone reformatted Gender normalised Whitespace trimmed+1 more
CLM-411459	CLM	Carl Montgomery	1962-08-11	UHC-57349-54	4322156600	1278 Lake View Rd, Seattle, WA, 98151	0.78	Phone reformatted City re-cased Gender normalised Whitespace trimmed+1 more
CLM-431052	CLM	Andrew Dean	1946-06-15	UHC-73405-81	9846701981	8626 Ridge Rd, Scottsdale, AZ, 85225	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-419858	CLM	Juan I Rogers	1977-06-02	UHC-81488-38	9327283550	2839 Main St, Los Angeles, CA, 90050	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-412608	CLM	Sandra Nelson	1965-05-01	UHC-08541-69	3526148150	699 Desert Sky Blvd, Fresno, CA, 93771	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
CLM-404573	CLM	Suzan Perez	1949-07-28	UHC-63932-33	7632615146	—	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-418122	CLM	Donald Sullivan	1972-02-12	UHC-55880-26	8174248036	9412 Main St, Fresno, CA, 93709	0.78	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+1 more
CLM-424465	CLM	Isabella A Perkins	—	UHC-94647-17	9873461132	—	0.78	Date of birth unreadable Phone reformatted Plan code upper-cased Whitespace trimmed+1 more
CLM-422381	CLM	Kyle Q Castillo	1959-12-21	UHC-18191-50	6406022389	4313 Grand Ave, Tempe, AZ, 85299	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more

11,960 rows, page 136 of 240Previous Next