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 “Gender normalised”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagGender normalisedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-415283	CLM	Keith I Cook	1957-07-25	—	6507316981	1901 Ocean Ave, Tempe, AZ, 85259	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
CLM-419930	CLM	Samuel Sullivan	2006-01-05	UHC-70445-32	3565345198	2208 Indian School Rd, Seattle, WA, 98182	0.58	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+5 more
CLM-412903	CLM	Barbara Boyd	1966-09-24	—	6336146338	9280 Valley View Dr, Las Vegas, NV, 89118	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
CLM-416700	CLM	Sara Ramirez	1991-07-10	UHC-30553-71	5208798861	3107 Lake View Rd, Gilbert, AZ, 85270	0.58	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+5 more
CLM-419180	CLM	Elijah W Munoz	1957-11-23	—	6608676097	7576 Jefferson Ave, Houston, TX, 77004	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
CLM-406140	CLM	Jacob Kim	1988-11-28	UHC-20478-93	6176643822	9324 Indian School Rd, Charlotte, NC, 28224	0.58	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+5 more
CLM-404233	CLM	Pamela Hansen	2005-01-05	—	6963914326	7482 Oak St, Austin, TX, 78778	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
CLM-411898	CLM	Donald O Lynch	1999-02-27	UHC-41325-80	5313314934	2835 Lake View Rd, Mesa, AZ, 85265	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
CLM-427752	CLM	Andrea Wagner	1940-02-15	—	5462180473	7893 Cedar Ln, Glendale, AZ, 85332	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-425858	CLM	Donna Reed	1985-11-09	UHC-68692-18	4475624458	7251 Harbor Blvd, Columbus, OH, 43266	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-417805	CLM	Sean F Wright	2002-05-23	—	2489493230	34 Bayshore Dr, Austin, TX, 78753	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-432236	CLM	Aisha Gardner	1969-09-06	—	8297864618	8538 Hillcrest Rd, Sacramento, CA, 95884	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-428042	CLM	Austin Santos	1978-06-09	—	7883371383	457 Oak St, Chandler, AZ, 85237	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-400412	CLM	Robert Hoffman	1980-04-20	UHC-41946-58	9377788548	8892 Spring St, Dallas, TX, 75231	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-429849	CLM	Adam Sanders	2005-02-09	UHC-72705-09	7463464053	5341 Ridge Rd, Tempe, AZ, 85206	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
CLM-404217	CLM	Lawrence Harris	2008-04-03	UHC-52485-42	4144172685	2714 Elm St, Mesa, AZ, 85275	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-423993	CLM	Walter Ray	1991-11-28	UHC-99412-10	8155760992	1070 Cedar Ln, Austin, TX, 78741	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-426686	CLM	Lias Stevens	1996-02-06	UHC-86214-26	4006625324	3580 Park Pl, San Antonio, TX, 78238	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-412299	CLM	Lawrence J Watson	1995-10-04	—	9029864081	9551 Camelback Rd, Minneapolis, MN, 55483	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-419438	CLM	Adam Henry	1946-11-28	UHC-90187-32	6534105907	580 Mountain View Dr, Tempe, AZ, 85231	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-413033	CLM	Brittany Lucas	2000-03-27	UHC-42291-53	—	1258 Park Pl, Plano, TX, 75017	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
CLM-403830	CLM	Lori Wells	1955-02-07	UHC-79504-51	—	7001 Meadow Ln, Los Angeles, CA, 90036	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
CLM-403363	CLM	Donald W Harris	1956-04-18	UHC-35499-52	6363235538	2294 Valley View Dr, Plano, TX, 75073	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-424825	CLM	Dennis Thompson	1955-10-11	—	4687586380	8585 Grand Ave, Denver, CO, 80212	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-402090	CLM	Charlotte Moore	2002-02-05	UHC-23929-63	8357656917	3631 Market St, Minneapolis, MN, 55475	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-421051	CLM	Frank Howard	1984-09-13	UHC-75968-98	2514628449	4846 Elm St, Glendale, AZ, 85353	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-416430	CLM	Ann U Luna	2007-08-13	—	9158627196	6600 Hillcrest Rd, Tucson, AZ, 85711	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-428070	CLM	Mei Meyer	1998-09-05	UHC-45772-19	4067769185	7851 Sunset Blvd, Phoenix, AZ, 85044	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-417296	CLM	Betty Garcia	1999-09-19	UHC-86761-69	—	3070 Park Pl, San Diego, CA, 92178	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
CLM-416146	CLM	Harold Greene	1994-12-16	—	—	7545 Ocean Ave, Seattle, WA, 98132	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
CLM-424998	CLM	Tomas N Sanchez	1943-03-28	—	—	9360 Highland Ave, Jacksonville, FL, 32229	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
CLM-422248	CLM	Gabriel Bradley	1946-03-05	UHC-00034-62	4684386833	1795 Church St, Fresno, CA, 93742	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-406542	CLM	Walter Z Phillips	1997-01-14	UHC-80241-67	4662055415	4901 Forest Ave, Jacksonville, FL, 32255	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-417520	CLM	Richard Kelely	1963-12-07	UHC-11767-95	2502272678	68 Desert Sky Blvd, Tucson, AZ, 85719	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-412506	CLM	Kate H Sims	1996-08-23	UHC-14326-19	8962531741	2596 Camelback Rd, Phoenix, AZ, 85000	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
CLM-410115	CLM	Thomas Arnold	1982-09-17	UHC-19975-43	3587108822	6875 Lake View Rd, Denver, CO, 80261	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-408681	CLM	Christiian O Barnes	1941-11-12	—	9263517139	7655 Canyon Rd, Los Angeles, CA, 90057	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-416014	CLM	Brian Garcia	1978-07-12	—	2268288279	7222 Spring St, Columbus, OH, 43233	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-422765	CLM	Andrea Gomez	1987-10-27	—	7345869631	9419 Sunset Blvd, Tucson, AZ, 85762	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-410157	CLM	Joseph Hart	1947-07-27	—	2244870548	3266 Meadow Ln, Seattle, WA, 98123	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-405467	CLM	Alice Kelley	1985-01-09	UHC-90765-03	5166796680	666 Elm St, Tempe, AZ, 85286	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-404736	CLM	Anna Mason	1972-01-02	UHC-45165-10	3113438828	1783 Main St, Austin, TX, 78797	0.60	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+4 more
CLM-409610	CLM	Bradley Brown	2004-06-11	UHC-19081-69	—	4265 Grand Ave, Houston, TX, 77064	0.60	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+4 more
CLM-426241	CLM	Julie Nunez	1942-09-10	UHC-39256-14	—	9642 Harbor Blvd, San Antonio, TX, 78256	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
CLM-427675	CLM	Pamela Harvey	1953-11-17	UHC-71603-21	—	5210 River Rd, San Antonio, TX, 78252	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
CLM-421378	CLM	Dylan L Bowman	1984-06-22	—	4386976432	2383 Cedar Ln, Jacksonville, FL, 32237	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-402813	CLM	Brandon Y Obrien	1985-10-23	UHC-52239-76	—	2492 Forest Ave, Las Vegas, NV, 89131	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
CLM-403636	CLM	Amy Q Caarlson	1948-11-09	UHC-63262-92	9274764991	4691 River Rd, Fresno, CA, 93780	0.60	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
CLM-423149	CLM	Meagn Thompson	2007-01-06	UHC-08534-97	7453777462	9786 Union St, Orlando, FL, 32896	0.60	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
CLM-404828	CLM	Frank Hunter	1955-09-25	UHC-53273-91	—	3716 Lake View Rd, Sacramento, CA, 95816	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more

5,465 rows, page 31 of 110Previous Next