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-404231	CLM	Ruth McDonald	1968-03-04	—	—	9368 Market St, Sacramento, CA, 95876	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-420105	CLM	Ashley Park	1984-03-25	UHC-77999-99	—	5422 Meadow Ln, Miami, FL, 33129	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-429748	CLM	Bradley Santiago	1976-02-23	UHC-26632-77	—	7766 Ridge Rd, San Antonio, TX, 78231	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-404638	CLM	Alan Branes	1945-08-27	UHC-40814-16	—	9322 Indian School Rd, Phoenix, AZ	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
CLM-425881	CLM	Bobby Nichols	1989-09-18	UHC-85627-10	—	4382 Sunset Blvd, Miami, FL, 33164	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
CLM-413931	CLM	Nathan Y Ryan	1996-09-17	UHC-40820-53	—	8757 Desert Sky Blvd, Denver, CO, 80273	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
CLM-431776	CLM	Megan Moore	2002-11-06	—	—	640 Maple Ave, Seattle, WA, 98130	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-422249	CLM	Gabriel Bradley	1946-03-05	UHC-00034-62	—	1795 Church St, Fresno, CA, 93742	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-428305	CLM	Jerry I Perkins	1988-01-07	—	8097555262	9878 Desert Sky Blvd, Atlanta, GA, 30380	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-428306	CLM	Jerry I Perkins	1988-01-07	—	8097555262	9878 Desert Sky Blvd, Atlanta, GA, 30380	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-411943	CLM	Cynthia P Elliott	1961-02-13	—	—	8657 Mountain View Dr, San Diego, CA, 92172	0.64	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-412035	CLM	Yuki Hunter	1998-10-08	UHC-43336-98	—	730 Forest Ave, Fresno, CA, 93780	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
CLM-417439	CLM	Samuel Rodriguez	1957-12-02	UHC-96426-29	3802015276	9608 Meadow Ln, Plano, TX, 75018	0.64	Name re-cased Two-digit birth year Phone reformatted Gender normalised+2 more
CLM-409672	CLM	Jeffrey Garza	1979-09-09	UHC-77639-01	8589214752	6249 Mesa Dr Apt 31, Atlanta, GA, 30366	0.64	Two-digit birth year Phone reformatted Member ID reformatted Unit split from street+2 more
CLM-418189	CLM	Margaret Bishop	1958-08-09	UHC-17308-48	8076132892	153 Main St, Mesa, AZ, 85235	0.64	Two-digit birth year Street suffix standardised Address re-cased City re-cased+2 more
CLM-408259	CLM	Hicks Pamela	1951-06-04	UHC-52905-09	5164572256	5492 Highland Ave, Seattle, WA, 98198	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-406000	CLM	Wayne Santos	1967-08-04	UHC-74830-37	6799132206	9077 Lake View Rd, Nashville, TN, 37234	0.64	Two-digit birth year Street suffix standardised Address re-cased City re-cased+2 more
CLM-421116	CLM	Jessica Schmidt	1999-11-07	UHC-33321-26	—	1851 River Rd, Houston, TX, 77083	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
CLM-412644	CLM	Brandon Castro	2002-10-08	UHC-61691-89	—	7839 Pine Dr, Jacksonville, FL, 32285	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-425310	CLM	Arthur Carter	1953-09-20	—	—	7582 Washington St, Chandler, AZ, 85272	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-422990	CLM	Joe Kennedy	1960-08-10	—	—	9326 Spring St, Denver, CO, 80262	0.64	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
CLM-425517	CLM	Grace Garza	1949-03-05	—	—	63 Elm St, Scottsdale, AZ, 85201	0.64	Name re-cased Phone missing area code Street suffix standardised Address re-cased+2 more
CLM-418438	CLM	Wayne Z Mills	1997-11-07	UHC-99004-23	9037062779	5085 Lincoln Way, Charlotte, NC, 28222	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-418680	CLM	Jfef Mooe	1985-05-28	UHC-66663-74	—	7212 Oak St, Miami, FL, 33171	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
CLM-400931	CLM	Carolyn Lewis	1996-08-27	UHC-83255-14	—	5024 Spring St, Charlotte, NC, 28254	0.64	Street suffix standardised Address re-cased City re-cased Gender normalised+2 more
CLM-418243	CLM	Brenda Lung	1958-12-20	UHC-69208-88	7212471223	4604 Washington St Apt 14, Gilbert, AZ, 85287	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
CLM-426205	CLM	Sanchez Matthew	1973-07-15	UHC-08593-53	6234514211	5256 Palm Dr, Scottsdale, AZ, 85242	0.64	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-425036	CLM	Brittany Alvarado	1991-09-17	—	5975826766	7794 Baseline Rd, Phoenix, AZ, 85044	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-415706	CLM	Amy Bell	—	—	—	588 Church St, Plano, TX, 75054	0.64	Date of birth unreadable Street suffix standardised Address re-cased City re-cased+2 more
CLM-428247	CLM	Beverly Kennedy	1943-05-06	UHC-48471-80	6014045500	2465 Pine Dr, Houston, TX, 77054	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-415926	CLM	Ronald Lee	1941-06-28	UHC-48449-29	—	7618 Desert Sky Blvd, Seattle, WA, 98131	0.64	Two-digit birth year Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-401622	CLM	Jeffrey Rojas	—	UHC-39663-17	—	3040 Apache Blvd, Seattle, WA, 98111	0.64	Date of birth unreadable City re-cased Email lower-cased Gender normalised+2 more
CLM-414096	CLM	Debra Elliott	1959-08-05	UHC-29655-41	—	5362 Park Pl, Nashville, TN, 37210	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
CLM-420604	CLM	Billy Wong	1989-02-21	—	7366585740	5293 Ridge Rd, Plano, TX, 75096	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-406726	CLM	Sarah James	1984-12-20	—	—	3221 Spring St, Atlanta, GA, 30381	0.64	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
CLM-400980	CLM	Bradley Stewart	1968-02-12	UHC-82552-49	—	1693 Indian School Rd, Minneapolis, MN, 55479	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-405080	CLM	Nathan Jacobs	—	UHC-34860-04	—	2410 River Rd, Mesa, AZ, 85227	0.64	Name re-cased Date of birth unreadable Member ID reformatted State name converted to code+2 more
CLM-425680	CLM	Janet Mejia	2000-12-10	—	—	2450 Camelback Rd, Phoenix, AZ, 85012	0.64	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-414732	CLM	Albert Marquez	2003-09-12	UHC-18573-78	—	9035 Pine Dr, Fresno, CA, 93765	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-417513	CLM	Russell Garcia	1989-02-11	—	7436920228	4408 River Rd, Miami, FL	0.64	Phone reformatted City re-cased ZIP missing Gender normalised+2 more
CLM-428121	CLM	Sophia Rojas	1999-11-18	UHC-12553-08	—	4947 Mesa Dr, Nashville, TN, 37299	0.64	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+2 more
CLM-402612	CLM	Adam Long	—	—	2146031253	217 Valley View Dr, Plano, TX, 75043	0.64	Date of birth unreadable Phone reformatted SSN last four extracted City re-cased+2 more
CLM-416640	CLM	Ralph Q Ruiz	1954-06-03	—	3688264206	777 Lake View Rd, Fresno, CA, 93760	0.64	Name split from “Last, First”Phone reformatted City re-cased Gender normalised+2 more
CLM-405701	CLM	Amanda Washington	1998-05-28	—	—	8825 Elm St, Gilbert, AZ, 85274	0.64	Street suffix standardised Address re-cased City re-cased Gender normalised+2 more
CLM-431895	CLM	Melissa Medina	1972-12-23	UHC-00300-86	—	670 Sage Ct, Glendale, AZ, 85359	0.64	Date of birth reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
CLM-418650	CLM	Billy Weaver	1953-05-24	—	6538022577	—	0.64	Name re-cased Two-digit birth year Phone reformatted Gender normalised+2 more
CLM-432228	CLM	Wayne Contreras	1939-08-03	—	9265272504	8608 Hillcrest Rd, Charlotte, NC, 28217	0.64	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
CLM-404759	CLM	Nancy Elliott	2004-10-04	UHC-74232-48	—	4488 Washington St, Houston, TX, 77051	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
CLM-410126	CLM	Bruce Watson	1956-10-01	UHC-58660-37	—	8285 Ocean Ave, Mesa, AZ, 85289	0.64	Name re-cased Date of birth reformatted State name converted to code Gender normalised+2 more
CLM-411644	CLM	Adam Alvarado	1941-02-23	—	5938996010	1044 Main St, Los Angeles, CA	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+2 more

18,771 rows, page 92 of 376Previous Next