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 “Street suffix standardised”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagStreet suffix standardisedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-409353	CLM	Janet Cole	1950-04-16	UHC-14286-74	—	9793 Desert Sky Blvd, Scottsdale, AZ, 85282	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
CLM-414295	CLM	Camila I Ortiz	2008-06-21	—	—	8674 Cedar Ln, Houston, TX, 77047	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-419944	CLM	Rob Price	1967-04-12	UHC-60747-77	—	1156 Meadow Ln, Atlanta, GA	0.66	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+1 more
CLM-425639	CLM	Heather Meyer	—	UHC-17486-97	—	9200 Harbor Blvd, Charlotte, NC, 28252	0.66	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+1 more
CLM-407510	CLM	Judy Rose	1991-12-22	UHC-66936-96	4538850988	2851 Sunset Blvd, Minneapolis, MN, 55417	0.66	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+1 more
CLM-430582	CLM	Nancy O Carpenter	1980-06-07	UHC-82726-77	—	7629 Ocean Ave # 431, Dallas, TX, 75246	0.66	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+1 more
CLM-421242	CLM	Samuel Hart	1982-03-15	UHC-45207-32	—	3954 Desert Sky Blvd Apt 8, Tucson, AZ, 85744	0.66	Unit split from street Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-402830	CLM	Bruce Marshall	1955-08-22	UHC-40229-12	—	14 Meadow Ln, Charlotte, NC, 28202	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
CLM-410369	CLM	Aaron Laron	1995-06-15	—	4393493046	7090 Union St, Minneapolis, MN, 55418	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
CLM-431962	CLM	Ralph Andrews	1985-06-10	—	—	3086 Desert Sky Blvd, Fresno, CA, 93728	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-415441	CLM	Eric Cole	1986-10-13	UHC-82550-35	7849853245	5747 Washington St, Dallas, TX, 75299	0.66	Street suffix standardised Address re-cased City re-cased State name converted to code+1 more
CLM-406580	CLM	Denise Perkins	2003-07-02	UHC-99174-55	—	6478 Meadow Ln, Jacksonville, FL, 32291	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-409277	CLM	Samuel Harrison	1979-07-20	UHC-41931-54	—	2689 Mountain View Dr, Charlotte, NC, 28247	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
CLM-432384	CLM	Gary F Santos	1957-03-08	UHC-60618-10	2328547760	947 Grand Ave, Miami, FL, 33168	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
CLM-416361	CLM	Betty Rodriguez	—	—	—	9758 Forest Ave, Houston, TX, 77037	0.66	Date of birth missing Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-431846	CLM	Ruth Hudson	1966-02-12	—	—	6660 Market St, Eden Prairie, MN, 55384	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-405023	CLM	Wille Colle	1985-09-21	—	5026621678	1476 Sunset Blvd, Nashville, TN, 37296	0.66	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-409225	CLM	Valentina Moore	1979-09-23	UHC-89782-29	—	6292 Meadow Ln, Austin, TX, 78711	0.66	Two-digit birth year Member ID reformatted Street suffix standardised Address re-cased+1 more
CLM-428582	CLM	Melissa Valdez	1958-04-10	—	—	1948 Lincoln Way, Fresno, CA	0.66	Street suffix standardised Address re-cased ZIP missing Whitespace trimmed+1 more
CLM-416054	CLM	Brenda Harpre	1940-05-15	—	—	7291 Ocean Ave, Mesa, AZ, 85254	0.66	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-419518	CLM	Karen Padilla	1999-05-28	—	2773930913	8532 Forest Ave, Tucson, AZ, 85740	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
CLM-431729	CLM	Kevin Q Washington	2008-09-28	UHC-24205-78	—	7626 Ridge Rd, Plano, TX, 75046	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
CLM-400266	CLM	Charlotte Ortiz	2002-10-16	—	4594479762	7944 Canyon Rd, Columbus, OH, 43239	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-401552	CLM	Jesse T Jorddan	1968-10-10	UHC-91740-18	—	9252 Indian School Rd, Austin, TX, 78761	0.66	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+1 more
CLM-428845	CLM	Henry Q Harrisno	1986-07-18	UHC-33101-68	—	7019 Washington St, Chandler, AZ, 85234	0.66	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+1 more
CLM-418563	CLM	Sean Adams	1968-12-24	—	8357626925	6127 Indian School Rd, Los Angeles, CA, 90001	0.66	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-420445	CLM	Patricia Vazquez	1967-02-22	—	—	4205 Market St, Houston, TX, 77098	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
CLM-426265	CLM	Camla Green	1991-08-15	UHC-53157-96	—	8860 Willow Ct, Phoenix, AZ, 85067	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-431177	CLM	Stephen Robertson	1974-04-26	UHC-28049-09	—	4568 Canyon Rd, Fresno, CA, 93735	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-403269	CLM	Joe Hunter	1947-03-27	—	—	1811 Canyon Rd Apt 11, Los Angeles, CA, 90002	0.66	Name re-cased Unit split from street Street suffix standardised Address re-cased+1 more
CLM-431436	CLM	Dennis Y Bryant	1960-10-25	—	—	9389 Central Ave, Plano, TX, 75080	0.66	Street suffix standardised Address re-cased City re-cased Gender normalised+1 more
CLM-419536	CLM	Mariana V Porter	2006-09-19	UHC-17545-71	8693584406	6954 Pine Dr, Phoenix, AZ, 85082	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
CLM-420643	CLM	Sarah Schmidt	1965-01-28	—	4608207029	8051 Willow Ct, San Diego, CA, 92166	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-421484	CLM	Noah S Torres	1979-09-16	—	—	2460 Grand Ave, Eden Prairie, MN	0.66	Street suffix standardised Address re-cased City re-cased ZIP missing+1 more
CLM-410087	CLM	Helen Guzman	—	—	4839340028	939 Meadow Ln, Minneapolis, MN, 55416	0.66	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-412649	CLM	Janet J Young	—	—	—	3328 Oak St, Nashville, TN, 37280	0.66	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+1 more
CLM-424640	CLM	Mary Reed	1955-06-18	UHC-36246-28	—	4582 Mesa Dr, Phoenix, AZ, 85066	0.66	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+1 more
CLM-420936	CLM	Judith Stoo	1995-03-06	UHC-74540-84	7712855888	580 Jefferson Ave Apt 22, San Antonio, TX, 78224	0.66	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
CLM-427337	CLM	Kelly Tucker	1999-01-03	UHC-00488-72	—	4186 Central Ave, Chandler, AZ, 85219	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
CLM-427264	CLM	Robert Singh	1975-01-16	UHC-01396-37	—	6850 Baseline Rd, Nashville, TN	0.66	Name re-cased Street suffix standardised Address re-cased ZIP missing+1 more
CLM-419569	CLM	Debra Kelley	1975-12-19	UHC-04884-36	4522111602	1550 Sage Ct, San Antonio, TX, 78254	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-412809	CLM	Santiago A Wong	1969-01-19	UHC-35346-77	6855242033	4049 Washington St, Houston, TX, 77081	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-413657	CLM	Frances Hayes	1985-11-06	UHC-79363-79	7984806181	8483 Ridge Rd, Sacramento, CA	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP missing+1 more
CLM-430847	CLM	Maateo L Grant	1969-10-22	UHC-05095-06	—	2240 Hillcrest Rd, Fresno, CA, 93736	0.66	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+1 more
CLM-404128	CLM	CherylJunk	2002-12-17	UHC-92867-01	6433042372	3156 Baseline Rd, Sacramento, CA, 95896	0.66	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared+1 more
CLM-406669	CLM	Jean I Bron	1938-02-24	—	—	9596 Lake View Rd, Glendale, AZ, 85354	0.66	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-402211	CLM	Harold Singh	1949-12-22	UHC-27892-54	—	7435 Lake View Rd, San Antonio, TX, 78285	0.66	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+1 more
CLM-422512	CLM	Joseph Hamilton	1978-12-24	UHC-75523-93	4727693584	9649 Harbor Blvd, Los Angeles, CA, 90036	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
CLM-406216	CLM	Lauren Porter	2007-09-10	—	—	1895 Elm St, Glendale, AZ, 85335	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Email lower-cased+1 more
CLM-416550	CLM	Daniel Fields	1944-06-14	UHC-38023-03	—	5374 Church St, Fresno, CA, 93777	0.66	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed+1 more

16,411 rows, page 162 of 329Previous Next