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 “ZIP+4 trimmed”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagZIP+4 trimmedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-400676	CLM	Raymond L Mendoza	1943-05-14	—	—	6759 Canyon Rd, Columbus, OH, 43276	0.60	Name re-cased Street suffix standardised Address re-cased City re-cased+4 more
CLM-424632	CLM	Stephen E Soto	1957-10-24	UHC-38096-98	—	422 Indian School Rd, Austin, TX, 78749	0.60	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+4 more
CLM-400102	CLM	Anna McDonald	1972-03-16	UHC-61383-31	7837594369	5798 Union St, Los Angeles, CA, 90015	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-406428	CLM	Ashley Mason	1971-10-05	UHC-45542-39	6759693063	8239 Mesa Dr, Los Angeles, CA, 90068	0.60	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
CLM-410093	CLM	Carolyn Aguilar	1970-08-14	UHC-79100-36	7643405387	9885 River Rd, Charlotte, NC, 28288	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-427247	CLM	Bruce Vega	1971-04-17	—	4652547967	9446 Hillcrest Rd, Sacramento, CA, 95862	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-424457	CLM	Pamela Murray	1983-10-15	UHC-21642-27	—	4231 Ocean Ave, San Diego, CA, 92106	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
CLM-411717	CLM	Alex Bradley	1945-09-17	—	9398779006	4988 Mountain View Dr, Denver, CO, 80288	0.60	Name re-cased Street suffix standardised Address re-cased City re-cased+4 more
CLM-431614	CLM	Sean Hamilton	1939-06-15	—	—	4965 Palm Dr, Seattle, WA, 98113	0.60	Name re-cased Street suffix standardised Address re-cased City re-cased+4 more
CLM-413178	CLM	Lisa Clark	1977-03-13	UHC-08004-40	—	5429 Sunset Blvd, Atlanta, GA, 30336	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
CLM-431810	CLM	Samuel Richards	1984-02-14	—	2645453770	2173 Mountain View Dr, Phoenix, AZ, 85006	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-409121	CLM	Julie Alvarez	1976-09-24	UHC-08988-72	5042120143	8968 Oak St, Tucson, AZ, 85762	0.60	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
CLM-410022	CLM	Tyler Carter	1997-10-16	UHC-34633-94	2467695867	7468 Lake View Rd, Los Angeles, CA, 90055	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-422469	CLM	Emma McDonald	1986-06-13	UHC-14703-77	4262966586	7127 Meadow Ln, Tempe, AZ, 85285	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-422468	CLM	Emma McDonald	1986-06-13	UHC-14703-77	4262966586	7127 Meadow Ln, Tempe, AZ, 85285	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-431026	CLM	Ronald Castro	1958-12-04	UHC-33034-68	—	2663 Meadow Ln, Seattle, WA, 98156	0.62	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-431958	CLM	Henry Ward	1939-03-06	UHC-63253-17	—	2753 Sunset Blvd, San Diego, CA, 92160	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-401778	CLM	Angela Reid	1943-08-06	—	5496372649	2793 Indian School Rd # 435, San Antonio, TX, 78239	0.62	Name re-cased Phone reformatted Unit split from street City re-cased+3 more
CLM-430728	CLM	Austin Santos	2004-09-16	—	3052768455	9199 Church St, Dallas, TX, 75207	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-422608	CLM	Jacqueline Flores	1974-06-19	—	6676841267	8905 Washington St, San Diego, CA, 92173	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-401483	CLM	Bryan C McDonald	1943-01-28	UHC-55577-57	4758629058	5985 Grand Ave, Atlanta, GA, 30348	0.62	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
CLM-409390	CLM	Jonathan Gardner	1959-12-22	—	2607069786	4766 Canyon Rd, Dallas, TX, 75244	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-420551	CLM	Kevin G Richards	1963-12-08	UHC-68933-71	3097778767	8866 Union St, Los Angeles, CA, 90044	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-408497	CLM	Judy Wells	2007-04-08	—	—	7975 Elm St, Eden Prairie, MN, 55372	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
CLM-429536	CLM	Arthur Vasquez	2002-12-15	—	3056733222	2169 Baseline Rd, Mesa, AZ, 85271	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-408606	CLM	Jonathan Ward	2003-10-01	—	7866840720	5264 Mesa Dr, San Antonio, TX, 78280	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-413884	CLM	Patricia Petel	1958-07-09	—	7033724602	3400 Central Ave, Nashville, TN, 37256	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-408749	CLM	Patty Gomez	1940-10-24	UHC-71807-52	—	3964 Highland Ave, Scottsdale, AZ, 85299	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-424375	CLM	Mari Bowman	1966-12-13	—	—	6396 Indian School Rd, Eden Prairie, MN, 55375	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
CLM-401569	CLM	Hannah Coleman	1957-12-14	UHC-98061-34	—	295 Desert Sky Blvd, Minneapolis, MN, 55409	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-423679	CLM	Lawrence Gomez	1999-08-14	UHC-68241-40	7949876641	6422 Harbor Blvd, Denver, CO, 80277	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-423680	CLM	Lawrence Gomez	1999-08-14	UHC-68241-40	7949876641	6422 Harbor Blvd, Denver, CO, 80277	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-415090	CLM	Daniel K Reid	1939-01-23	UHC-18514-12	—	8395 Camelback Rd, Columbus, OH, 43209	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-412007	CLM	Julia Cook	1977-05-13	—	—	9050 Highland Ave, Scottsdale, AZ, 85217	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-411262	CLM	Adam Bailey	1993-04-26	—	5936105188	8267 Sage Ct, Fresno, CA, 93726	0.62	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+3 more
CLM-427249	CLM	Joshua Rose	1961-09-22	—	7095299155	7769 Ridge Rd, Minneapolis, MN, 55456	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-411637	CLM	Susan E Coleman	1952-10-13	UHC-57625-86	3484770801	355 Mountain View Dr, Tempe, AZ, 85208	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-401661	CLM	Christina Sandoval	1983-12-28	—	6713807910	257 Meadow Ln, Fresno, CA, 93762	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-432169	CLM	Logan Morrison	1992-11-08	UHC-83355-82	8263121989	7541 Canyon Rd, Phoenix, AZ, 85043	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-430077	CLM	Joyce Hughes	1975-01-28	UHC-03319-12	—	4430 Park Pl, Atlanta, GA, 30309	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-417614	CLM	Christopher Johnson	1986-12-21	UHC-69482-09	—	2472 Highland Ave, Mesa, AZ, 85246	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-409137	CLM	Teresa Munoz	1989-10-02	UHC-84425-40	8067678348	3237 Palm Dr, Orlando, FL, 32890	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-426837	CLM	Joe Bishop	1967-10-04	—	6258259436	3979 Elm St, Gilbert, AZ, 85264	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-431915	CLM	Juan Myers	2000-11-12	—	9623449518	5401 Park Pl, Dallas, TX, 75281	0.62	Name re-cased Date of birth reformatted Phone reformatted ZIP+4 trimmed+3 more
CLM-407642	CLM	Edward Brouks	1938-02-01	UHC-00554-30	—	3916 Apache Blvd, Eden Prairie, MN, 55377	0.62	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
CLM-424571	CLM	Eugene Nichols	1980-03-11	UHC-77317-26	—	1911 Palm Dr, Phoenix, AZ, 85031	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
CLM-410035	CLM	Bruce Campbell	1973-08-02	UHC-19587-40	—	9246 Indian School Rd, Seattle, WA, 98145	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
CLM-414092	CLM	Joseph S Freeman	1986-11-01	UHC-94064-09	7652221778	3239 Mesa Dr, Orlando, FL, 32896	0.62	Name re-cased Date of birth reformatted Phone reformatted ZIP+4 trimmed+3 more
CLM-426924	CLM	Sofia Gonzalez	1989-06-16	UHC-28733-52	5323619992	2628 Washington St, Nashville, TN, 37234	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-404563	CLM	Kathryn Burns	2002-02-02	UHC-66794-95	2498568696	933 Palm Dr, Glendale, AZ, 85340	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more

2,352 rows, page 17 of 48Previous Next