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 “Whitespace trimmed”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagWhitespace trimmedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-425818	CLM	Christine Wagner	1989-02-28	—	7466806351	8466 Jefferson Ave, Tucson, AZ	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-411037	CLM	Heather H Lynch	1996-05-02	UHC-37423-63	6293745670	695 Highland Ave, Plano, TX	0.48	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-413581	CLM	Stephen Hansen	1985-08-18	UHC-90531-96	5194457155	3118 Sunset Blvd, Nashville, TN	0.48	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+4 more
CLM-430179	CLM	Carolyn I Li	1943-09-13	UHC-24165-93	5094447690	2737 Lake View Rd, Minneapolis, MN	0.48	Name re-cased Street suffix standardised Address re-cased City re-cased+4 more
CLM-419905	CLM	Christine K Hawkins	1963-02-21	—	4713214089	1463 Palm Dr, Miami, FL, 33138	0.48	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
CLM-402892	CLM	Grace Hawkins	1938-07-27	UHC-70840-06	5889732840	1559 Willow Ct, Fresno, CA, 93701	0.48	Phone reformatted Street suffix standardised Address re-cased City re-cased+4 more
CLM-428672	CLM	Jordan Wood	2004-05-05	—	—	7709 Park Pl, Dallas, TX	0.48	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+4 more
CLM-411371	CLM	Olivia J Padilla	1995-03-16	UHC-81861-12	6108492831	8451 Camelback Rd, Austin, TX	0.48	Name re-cased Street suffix standardised Address re-cased City re-cased+4 more
CLM-431050	CLM	Lawrence E Hansen	1988-02-04	—	—	2358 Meadow Ln Apt 21, Miami, FL, 33103	0.48	Name re-cased Unit split from street Street suffix standardised Address re-cased+4 more
CLM-409612	CLM	Virginia Martin	1953-05-18	—	—	5201 Apache Blvd, Orlando, FL, 32875	0.48	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
CLM-414633	CLM	Kelly Kim	1957-09-20	—	9427566630	7517 Main St, Seattle, WA, 98168	0.48	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-430090	CLM	Walter Burns	—	—	—	739 Valley View Dr, Seattle, WA, 98183	0.48	Name re-cased Date of birth unreadable Phone missing area code Street suffix standardised+4 more
CLM-416424	CLM	Melissa Anderson	—	UHC-00123-95	3276035760	8861 Canyon Rd, Atlanta, GA, 30362	0.48	Name re-cased Date of birth missing Phone reformatted Street suffix standardised+4 more
CLM-418900	CLM	Heather Vazquez	1986-11-05	—	—	3112 Grand Ave, Orlando, FL, 32823	0.48	Name re-cased Phone missing area code Street suffix standardised Address re-cased+4 more
CLM-418901	CLM	Heather Vazquez	1986-11-05	—	—	3112 Grand Ave, Orlando, FL, 32823	0.48	Name re-cased Phone missing area code Street suffix standardised Address re-cased+4 more
CLM-421283	CLM	Shirley L Morris	1985-03-17	UHC-89888-33	—	7543 Canyon Rd, Atlanta, GA, 30375	0.48	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
CLM-417823	CLM	Larry Lynhc	1992-07-16	—	9819921687	4992 Valley View Dr, San Antonio, TX, 78275	0.48	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+4 more
CLM-421026	CLM	Shirley F Graham	2005-11-13	UHC-24244-75	4215322700	9296 Maple Ave, Sacramento, CA, 95851	0.48	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-421400	CLM	Jeffrey Park	1938-06-15	—	7903638100	5894 Pine Dr, Chandler, AZ, 85282	0.48	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-432488	CLM	Dylan Hansen	2005-12-04	UHC-66853-55	4332691893	2016 River Rd Apt 4, Tempe, AZ	0.48	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+4 more
CLM-403540	CLM	Gregory Elliott	1961-08-16	UHC-34661-18	—	1131 Central Ave Apt 20, Atlanta, GA, 30332	0.48	Name re-cased Unit split from street Street suffix standardised Address re-cased+4 more
CLM-418711	CLM	Janice West	1946-05-25	—	7406652820	207 Meadow Ln, Chandler, AZ, 85257	0.48	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-430953	CLM	Randy Valdez	1956-02-15	UHC-86863-81	—	1385 Ocean Ave, Columbus, OH, 43289	0.48	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+4 more
CLM-409460	CLM	Christian X Rojas	2002-10-10	—	7739920381	2152 Oak St, Phoenix, AZ, 85074	0.48	Middle initial moved out of first name Name re-cased Phone reformatted Street suffix standardised+4 more
CLM-421486	CLM	John Fox	1942-08-28	UHC-40679-15	7197997533	9468 Palm Dr, Dallas, TX, 75204	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-432040	CLM	Brittany Shaw	—	UHC-43130-16	5076170562	6327 Ridge Rd, Denver, CO, 80299	0.48	Date of birth unreadable Phone reformatted Member ID reformatted Street suffix standardised+4 more
CLM-402628	CLM	Ruth Vargas	2001-04-09	UHC-73294-75	8469270847	7794 Union St, Glendale, AZ	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-414422	CLM	Banks Nicole	1996-12-26	UHC-03903-87	5514045899	2517 Mountain View Dr, Mesa, AZ, 85200	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-411331	CLM	Dylan F Dean	—	UHC-33903-05	3722813844	—	0.48	Name re-cased Date of birth reformatted Date of birth unreadable Phone reformatted+4 more
CLM-400529	CLM	Dorothy Hill	1999-08-03	UHC-52013-53	2707688647	7095 Elm St, Orlando, FL, 32863	0.48	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-402418	CLM	Natalie S Guzman	1994-02-26	UHC-13685-46	2825378010	3513 Central Ave Apt 22, Plano, TX, 75008	0.48	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
CLM-429419	CLM	Billy Hrrera	1981-04-28	—	7619816762	3510 Park Pl, Fresno, CA	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-410098	CLM	James Cox	1982-11-25	UHC-14257-05	—	5562 Indian School Rd # 204, Denver, CO, 80254	0.48	Name re-cased Two-digit birth year Unit split from street Street suffix standardised+4 more
CLM-411351	CLM	Gerald Bowman	1991-02-02	—	—	8942 Desert Sky Blvd, Glendale, AZ, 85372	0.48	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+4 more
CLM-411610	CLM	Lawrence Weaver	1964-02-04	UHC-26133-98	9292120024	3519 Church St, Tempe, AZ	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-408546	CLM	Robert Lewis	1985-04-22	UHC-37733-01	—	2513 Valley View Dr, Charlotte, NC, 28210	0.48	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
CLM-430447	CLM	Arthur X Hell	—	UHC-60721-03	9268253521	8579 Camelback Rd, Chandler, AZ, 85245	0.48	Name split from “Last, First”Date of birth unreadable Phone reformatted Street suffix standardised+4 more
CLM-415564	CLM	Lori Roberts	—	UHC-78605-17	—	9741 Canyon Rd, Houston, TX, 77071	0.48	Name re-cased Date of birth missing Street suffix standardised Address re-cased+4 more
CLM-426634	CLM	Barbara Cooper	1993-09-17	—	4927428526	1440 Forest Ave, Tempe, AZ, 85245	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-418489	CLM	Bruce Sanchez	1958-03-21	—	7244931820	2162 Hillcrest Rd, Sacramento, CA, 95843	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-417351	CLM	Samuel West	1959-04-07	UHC-29799-48	4113394871	6720 Willow Ct, Austin, TX, 78770	0.48	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-428260	CLM	Ryan Walker	1979-07-19	UHC-79552-94	—	9299 Hillcrest Rd, Las Vegas, NV	0.48	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+4 more
CLM-412271	CLM	Jerry Jensen	1955-08-28	UHC-63050-35	2679586582	4916 Sunset Blvd, Nashville, TN, 37255	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-429831	CLM	Jesse Lewis	1976-02-19	UHC-25390-99	7804542217	2263 Oak St, Gilbert, AZ, 85233	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-409998	CLM	Pamela Hicks	1990-09-04	—	2336900495	6514 Mountain View Dr, Plano, TX, 75056	0.48	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
CLM-429278	CLM	John Bell	1979-07-03	—	—	4113 Market St, Tucson, AZ, 85785	0.48	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+4 more
CLM-403710	CLM	Ketih Vazquez	1965-05-23	UHC-01356-46	2096682567	6164 Grand Ave, Scottsdale, AZ, 85299	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-416472	CLM	FJunk	1941-04-09	UHC-76175-26	—	5061 Highland Ave, Las Vegas, NV, 89155	0.48	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+4 more
CLM-414746	CLM	Lori Jones	—	UHC-48852-57	8696786494	7860 Mesa Dr, Atlanta, GA, 30367	0.48	Name re-cased Date of birth missing Street suffix standardised Address re-cased+4 more
CLM-415569	CLM	Timothy Brown	1962-05-07	UHC-81996-24	—	2918 Highland Ave # 420, Charlotte, NC, 28209	0.50	Unit split from street Street suffix standardised Address re-cased City re-cased+3 more

18,771 rows, page 15 of 376Previous Next