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 missing”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagZIP missingClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-402999	CLM	Bruce Jones	1971-05-22	—	—	5240 Washington St, Charlotte, NC	0.82	ZIP missing Whitespace trimmed Placeholder values cleared
CLM-410354	CLM	Katherine Simmons	1985-07-17	UHC-12054-24	3328713836	1289 Main St, Scottsdale, AZ	0.82	Phone reformatted ZIP missing Placeholder values cleared
CLM-413078	CLM	Cheryl Ray	1946-11-05	UHC-15687-67	—	2287 Elm St, San Antonio, TX	0.82	Name re-cased ZIP missing Placeholder values cleared
CLM-408478	CLM	Donald Fields	1981-05-24	—	—	7784 Broadway, Houston, TX	0.82	ZIP missing Whitespace trimmed Placeholder values cleared
CLM-423413	CLM	Alex Warren	2002-04-27	UHC-79134-14	—	8072 Desert Sky Blvd, Columbus, OH	0.82	ZIP missing Whitespace trimmed Placeholder values cleared
CLM-415985	CLM	Yuki Porter	1995-02-05	UHC-93362-68	—	8028 Mesa Dr, Fresno, CA	0.82	ZIP missing Whitespace trimmed Placeholder values cleared
CLM-402804	CLM	Kimberyl Ryan	2004-10-07	UHC-73887-22	—	8063 Broadway, Charlotte, NC	0.82	Date of birth reformatted ZIP missing Placeholder values cleared
CLM-408314	CLM	Tyler Ross	2000-01-22	—	—	8109 Camelback Rd, Tempe, AZ	0.82	City re-cased ZIP missing Placeholder values cleared
CLM-411615	CLM	Patrick D Walsh	1998-03-25	UHC-25721-65	2203998995	3356 Apache Blvd, Jacksonville, FL	0.82	Phone reformatted State code upper-cased ZIP missing
CLM-427487	CLM	Ruth Flores	1999-02-18	UHC-39966-48	4807777238	7256 Valley View Dr, Gilbert, AZ	0.82	Date of birth reformatted ZIP missing Placeholder values cleared
CLM-412778	CLM	Eric K Bell	1947-07-17	UHC-12364-05	6585341501	5298 Highland Ave, Los Angeles, CA	0.82	Phone reformatted City re-cased ZIP missing
CLM-428383	CLM	Patrick C Rios	1953-12-16	UHC-79098-93	9878355631	7584 Union St, Charlotte, NC	0.82	Phone reformatted ZIP missing Placeholder values cleared
CLM-406667	CLM	Randy Lawrence	1981-01-02	UHC-90741-18	—	8287 Highland Ave, Glendale, AZ	0.82	ZIP missing Whitespace trimmed Placeholder values cleared
CLM-400900	CLM	Gary Valdez	1976-01-06	—	3934751100	3151 Ocean Ave, Mesa, AZ	0.82	Name re-cased ZIP missing Placeholder values cleared
CLM-407817	CLM	Keith Rsos	1943-09-18	—	—	6704 Lincoln Way, Eden Prairie, MN	0.82	Name re-cased ZIP missing Placeholder values cleared
CLM-408791	CLM	Susan V Torres	1948-07-23	—	4319310485	7638 Spring St, San Diego, CA	0.82	Date of birth reformatted ZIP missing Placeholder values cleared
CLM-407132	CLM	Bradley H Weaver	1986-04-15	UHC-93569-57	—	6249 Ridge Rd, Jacksonville, FL	0.82	Date of birth reformatted City re-cased ZIP missing
CLM-408867	CLM	Wallace George	1966-06-24	—	7299008365	106 Grand Ave, Nashville, TN	0.82	City re-cased ZIP missing Placeholder values cleared
CLM-426112	CLM	Lucas C Emily	1987-03-01	UHC-93210-78	—	3260 Lincoln Way, Orlando, FL	0.82	ZIP missing Email lower-cased Placeholder values cleared
CLM-431880	CLM	Mateo Simpson	1994-10-16	UHC-34741-79	—	2939 Broadway, Las Vegas, NV	0.82	ZIP missing Whitespace trimmed Placeholder values cleared
CLM-411083	CLM	Gabriel Harrison	1947-08-24	—	—	2663 Meadow Ln, Jacksonville, FL	0.82	Date of birth reformatted ZIP missing Placeholder values cleared
CLM-428390	CLM	Frank Fernandez	2001-10-12	UHC-22171-96	5739008842	6733 Pine Dr, Nashville, TN	0.82	Name re-cased ZIP missing Placeholder values cleared
CLM-427567	CLM	Isabella Reed	1987-08-24	UHC-76255-44	—	8519 Main St, Gilbert, AZ	0.82	Name re-cased ZIP missing Placeholder values cleared
CLM-419846	CLM	Austin Torrres	1941-04-06	UHC-31919-33	—	5369 Bayshore Dr, Tucson, AZ	0.82	City re-cased ZIP missing Placeholder values cleared
CLM-424606	CLM	Paul Evans	1972-11-03	UHC-64104-74	—	3078 Main St, Eden Prairie, MN	0.82	Date of birth reformatted ZIP missing Placeholder values cleared
CLM-424448	CLM	Olivia Wheeler	1965-10-28	UHC-30003-90	3785066639	3824 Union St, Dallas, TX	0.82	Date of birth reformatted ZIP missing Placeholder values cleared
CLM-416562	CLM	Priya H Ellis	1996-01-11	—	—	7290 Lake View Rd, Miami, FL	0.82	Name re-cased ZIP missing Placeholder values cleared
CLM-409593	CLM	Evelyn Olson	2005-11-27	UHC-46398-33	—	8984 Jefferson Ave, Jacksonville, FL	0.82	Member ID reformatted ZIP missing Placeholder values cleared
CLM-408035	CLM	Bobby Johnson	2006-06-03	UHC-59091-27	—	3248 Mesa Dr, Atlanta, GA	0.82	Name re-cased ZIP missing Placeholder values cleared
CLM-426088	CLM	Scott Gardner	1973-09-10	UHC-41805-67	—	7087 Ridge Rd, Glendale, AZ	0.82	Name re-cased ZIP missing Placeholder values cleared
CLM-424804	CLM	Fatima Ford	1971-04-08	—	—	5826 Pine Dr, Mesa, AZ	0.82	Name re-cased ZIP missing Placeholder values cleared
CLM-426662	CLM	Debra T Lee	1995-07-27	UHC-67515-75	—	8651 Jefferson Ave, Eden Prairie, MN	0.82	Name re-cased ZIP missing Placeholder values cleared
CLM-420619	CLM	Nathan Tran	2003-06-21	UHC-26240-33	8003341053	4071 River Rd, Los Angeles, CA	0.82	City re-cased ZIP missing Placeholder values cleared
CLM-423803	CLM	Frank S Parker	1984-07-23	—	—	4822 Indian School Rd, Sacramento, CA	0.82	ZIP missing Whitespace trimmed Placeholder values cleared
CLM-411985	CLM	Aisha Bradley	1939-02-03	—	—	2403 Washington St, Minneapolis, MN	0.82	Name re-cased ZIP missing Placeholder values cleared
CLM-420111	CLM	Daniel Greene	2007-02-23	—	—	6597 Cedar Ln, Houston, TX	0.82	Name re-cased ZIP missing Placeholder values cleared
CLM-423467	CLM	Amy Jenkins	1970-03-01	UHC-40298-28	—	5235 Bayshore Dr, Eden Prairie, MN	0.82	Name re-cased ZIP missing Placeholder values cleared
CLM-415307	CLM	Christine Pierce	2000-10-11	—	—	7796 Spring St, Gilbert, AZ	0.82	Date of birth reformatted ZIP missing Placeholder values cleared
CLM-417241	CLM	Brandon Johnson	1990-06-21	UHC-92945-93	—	8128 Washington St, Denver, CO	0.82	Date of birth reformatted ZIP missing Placeholder values cleared
CLM-427705	CLM	Peter West	1975-01-06	UHC-81086-81	6986086364	9360 Elm St, Los Angeles, CA	0.82	Phone reformatted ZIP missing Placeholder values cleared
CLM-401980	CLM	Lucia B Vargas	1975-11-13	UHC-57841-42	—	4762 Lake View Rd, Jacksonville, FL	0.82	ZIP missing Whitespace trimmed Placeholder values cleared
CLM-427764	CLM	David Coleman	1968-07-18	UHC-67198-90	6897913821	1912 Broadway, Los Angeles, CA	0.82	Phone reformatted ZIP missing Whitespace trimmed
CLM-429331	CLM	Mari Carlson	1955-09-12	—	—	1113 Church St, Phoenix, AZ	0.82	ZIP missing Whitespace trimmed Placeholder values cleared
CLM-426206	CLM	Dorothy Collins	1942-04-11	UHC-66552-94	—	8752 Broadway, Orlando, FL	0.82	City re-cased ZIP missing Placeholder values cleared
CLM-427392	CLM	Cynthia Gardner	2006-05-19	UHC-87765-08	—	2372 Bayshore Dr, Scottsdale, AZ	0.82	ZIP missing Whitespace trimmed Placeholder values cleared
CLM-416137	CLM	Dennis Ramirez	1966-07-12	UHC-34930-60	—	5215 Apache Blvd, Orlando, FL	0.82	City re-cased ZIP missing Placeholder values cleared
CLM-412837	CLM	Mei Li	1953-11-28	UHC-98792-36	—	9840 Palm Dr, Jacksonville, FL	0.82	City re-cased ZIP missing Placeholder values cleared
CLM-404682	CLM	Elizabeth Johnson	1983-02-26	UHC-01763-99	—	1899 Broadway, Nashville, TN	0.82	Address re-cased ZIP missing Placeholder values cleared
CLM-402806	CLM	Laura Harper	1954-08-11	—	8494369446	7036 Lake View Rd, Los Angeles, CA	0.82	ZIP missing Whitespace trimmed Placeholder values cleared
CLM-401734	CLM	Kyle K Schultz	1975-10-02	—	—	8865 Baseline Rd, Tempe, AZ	0.82	Name re-cased ZIP missing Placeholder values cleared

2,072 rows, page 40 of 42Previous Next