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 “Phone reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPhone reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-400291	CLM	Brian Ryan	1973-08-28	—	3054801558	—	0.80	Name split from “Last, First”Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-413949	CLM	Anthony Y Harris	1960-08-04	UHC-51862-60	8492710678	2320 Harbor Blvd, Orlando, FL, 32824	0.80	Two-digit birth year Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-427977	CLM	Ruht Jones	1983-03-16	—	4379921122	—	0.80	Name re-cased Phone reformatted Gender normalised Placeholder values cleared
CLM-419033	CLM	Barbara Espinoza	1953-03-07	UHC-74131-02	9274297274	1702 Lincoln Way, Jacksonville, FL, 32214	0.80	Phone reformatted ZIP+4 trimmed Email lower-cased Placeholder values cleared
CLM-402321	CLM	Laura E Willis	1946-03-19	UHC-57630-65	2516774992	3014 Jefferson Ave, San Diego, CA, 92175	0.80	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed
CLM-410814	CLM	Joshua A Payne	1946-12-20	UHC-46227-21	3004991602	8870 Main St, Denver, CO, 80285	0.80	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased
CLM-430542	CLM	Richard Stevens	1990-10-09	UHC-04926-63	8105775724	—	0.80	Phone reformatted Gender normalised Whitespace trimmed Placeholder values cleared
CLM-430536	CLM	Alexis Morrison	1988-04-10	UHC-86464-10	4684277610	6951 Maple Ave, Orlando, FL, 32846	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-432048	CLM	Nathan Hernandez	—	UHC-51466-53	6626810799	7291 Union St, Fresno, CA, 93756	0.80	Name re-cased Date of birth unreadable Phone reformatted Placeholder values cleared
CLM-405819	CLM	Justin T Hawkins	1943-07-02	—	3594992570	2459 Sunset Blvd, Tucson, AZ, 85770	0.80	Name split from “Last, First”Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-412682	CLM	Luis Lee	1965-04-28	—	2645827180	—	0.80	Name split from “Last, First”Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-401737	CLM	John Gardner	1994-01-21	—	4755491673	—	0.80	Name re-cased Two-digit birth year Phone reformatted Placeholder values cleared
CLM-405791	CLM	Pamela Chen	1955-10-09	UHC-59611-12	7657356742	2159 Maple Ave, Tucson, AZ, 85749	0.80	Name split from “Last, First”Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-423303	CLM	Arjun Scott	1999-05-04	UHC-41301-41	7663542743	2788 Sage Ct, Plano, TX, 75035	0.80	Name re-cased Phone reformatted Gender normalised Whitespace trimmed
CLM-431530	CLM	Gabriel X Simmons	1956-09-16	UHC-78443-20	5206420457	—	0.80	Phone reformatted Gender normalised Whitespace trimmed Placeholder values cleared
CLM-409399	CLM	Stephen M Fowler	2001-09-27	UHC-96013-13	6007978481	—	0.80	Name split from “Last, First”Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-432370	CLM	Brandon Martin	2003-01-17	UHC-01660-56	8787811703	—	0.80	Name split from “Last, First”Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-400331	CLM	Marcus Mendoza	1995-05-19	UHC-40562-16	7039800274	9058 Maple Ave, Los Angeles, CA, 90037	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-414981	CLM	Priya B Rice	1956-12-11	UHC-92535-76	2084330337	9320 Bayshore Dr, Chandler, AZ, 85250	0.80	Middle initial moved out of first name Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-402208	CLM	Andrew Cooper	1975-01-17	UHC-60313-72	5254063091	7383 Bayshore Dr, Columbus, OH, 43269	0.80	Phone reformatted SSN last four extracted City re-cased Placeholder values cleared
CLM-432555	CLM	Sandra Scott	1974-11-01	UHC-00116-94	4115808782	—	0.80	Name re-cased Phone reformatted Gender normalised Placeholder values cleared
CLM-419726	CLM	Mariana Guzman	1954-06-03	UHC-05958-12	6577460469	3575 Hillcrest Rd, Columbus, OH, 43266	0.80	Phone reformatted Gender normalised Whitespace trimmed Placeholder values cleared
CLM-432606	CLM	George Ramos	1962-03-15	UHC-92611-30	6926011459	2114 Willow Ct, Seattle, WA, 98113	0.80	Name re-cased Phone reformatted ZIP+4 trimmed Placeholder values cleared
CLM-412874	CLM	Donna F Le	1965-02-06	UHC-38557-93	3839133452	6110 Valley View Dr, Chandler, AZ, 85262	0.80	Name re-cased Two-digit birth year Phone reformatted Whitespace trimmed
CLM-420929	CLM	Thereesa G Parker	1993-08-02	UHC-14343-17	7656295955	—	0.80	Phone reformatted Gender normalised Whitespace trimmed Placeholder values cleared
CLM-405892	CLM	Patricia Hanson	2006-01-25	UHC-26195-41	4478472521	—	0.80	Two-digit birth year Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-415274	CLM	Megan George	1978-08-01	UHC-26913-97	8822335553	8803 Ocean Ave, Scottsdale, AZ, 85297	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-431782	CLM	Mariana Morrison	2006-09-09	—	3519729831	279 Jefferson Ave, Tucson, AZ, 85715	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-430403	CLM	Bobby Jones	1990-10-25	UHC-20647-08	4317075242	8156 Lake View Rd, Austin, TX, 78778	0.80	Name re-cased Phone reformatted Street suffix standardised Address re-cased
CLM-417948	CLM	Judy B Hart	2006-05-28	—	8769378652	2376 Meadow Ln Apt 7, Scottsdale, AZ, 85263	0.80	Date of birth reformatted Phone reformatted Unit split from street Placeholder values cleared
CLM-413730	CLM	Timothy Mejia	1963-01-05	UHC-08344-93	3777383193	—	0.80	Phone reformatted Gender normalised Whitespace trimmed Placeholder values cleared
CLM-432640	CLM	Sarra Richardson	1969-10-24	—	3028815493	7411 Lake View Rd, Houston, TX, 77089	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-413909	CLM	Lori Carter	1979-12-12	—	5406338501	6789 Maple Ave, Sacramento, CA, 95812	0.80	Phone reformatted ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
CLM-406680	CLM	Dorothy Elliott	1959-12-25	—	4055707594	—	0.80	Name split from “Last, First”Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-423880	CLM	Diane Austin	1955-11-21	UHC-03189-68	8644446894	2127 Maple Ave, Eden Prairie, MN, 55302	0.80	Date of birth reformatted Phone reformatted Gender normalised Placeholder values cleared
CLM-412562	CLM	Ryan Martin	2008-09-08	UHC-11874-06	4108143067	—	0.80	Phone reformatted Member ID reformatted Gender normalised Placeholder values cleared
CLM-404499	CLM	Grgory Mitchell	1973-05-09	—	5252634465	199 Highland Ave, Glendale, AZ, 85366	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-425890	CLM	Randy Edwards	1967-04-07	UHC-90277-38	9118890062	1054 Washington St, Miami, FL, 33128	0.80	Two-digit birth year Phone reformatted Member ID reformatted Placeholder values cleared
CLM-428790	CLM	Christina Gonzalez	1968-01-23	—	2084431625	87 Sage Ct, Jacksonville, FL, 32218	0.80	Date of birth reformatted Phone reformatted Gender normalised Placeholder values cleared
CLM-422378	CLM	Hiroshi V Gonzales	1986-06-12	UHC-70398-64	2936217265	1483 Canyon Rd, Houston, TX	0.80	Name re-cased Date of birth reformatted Phone reformatted ZIP missing
CLM-418675	CLM	Carl Burke	1952-04-12	UHC-45011-11	2152580897	9767 Willow Ct, Minneapolis, MN, 55464	0.80	Name split from “Last, First”Date of birth reformatted Phone reformatted Whitespace trimmed
CLM-428073	CLM	Chrisian King	1952-07-18	UHC-48234-46	3087673267	5526 Sunset Blvd, Tempe, AZ, 85215	0.80	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed
CLM-428074	CLM	Chrisian King	1952-07-18	UHC-48234-46	3087673267	5526 Sunset Blvd, Tempe, AZ, 85215	0.80	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed
CLM-421756	CLM	Jean Ramirez	2005-03-05	UHC-02634-12	5376725919	—	0.80	Name re-cased Two-digit birth year Phone reformatted Placeholder values cleared
CLM-430664	CLM	Thomas M Hoffman	1955-07-25	UHC-66580-76	2783079432	7394 Hillcrest Rd, San Antonio, TX, 78270	0.80	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed
CLM-411269	CLM	Jerry Greene	1968-01-26	UHC-94768-06	3499293563	6098 Sunset Blvd, Tempe, AZ, 85202	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-420684	CLM	Billy Ramirez	1964-04-15	UHC-43295-81	9705343969	773 Union St, Charlotte, NC, 28213	0.80	Name re-cased Phone reformatted Street suffix standardised Address re-cased
CLM-429465	CLM	Carol W Turner	1988-06-04	UHC-66102-25	8674376699	834 Highland Ave, Eden Prairie, MN, 55325	0.80	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed
CLM-407246	CLM	Grace Hayes	1964-09-27	UHC-70367-18	2225621741	4935 Apache Blvd, Orlando, FL	0.80	Phone reformatted ZIP missing Whitespace trimmed Placeholder values cleared
CLM-422678	CLM	Hnanah White	1953-06-08	UHC-97230-82	8913079627	—	0.80	Date of birth reformatted Phone reformatted SSN last four extracted Placeholder values cleared

11,960 rows, page 153 of 240Previous Next