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 “Date of birth reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagDate of birth reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-415035	CLM	Benjamin Garcia	1939-10-07	UHC-62566-50	7166680938	5928 Market St, Jacksonville, FL, 32254	0.76	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
CLM-419759	CLM	Douglas Rice	1968-09-12	UHC-71875-98	8242225479	6348 Pine Dr, Chandler, AZ, 85274	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-408692	CLM	Jacob Alvarez	1972-05-12	UHC-93064-17	2189303366	6151 Union St, Atlanta, GA, 30358	0.76	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+2 more
CLM-402326	CLM	Russell Jensen	1960-08-26	—	—	3170 Main St, Scottsdale, AZ, 85274	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-420730	CLM	Hicks Kelly	1958-11-03	UHC-46966-74	—	2724 Apache Blvd, Nashville, TN, 37285	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-403176	CLM	Jeffrey Cook	1991-07-02	UHC-82233-70	8514915274	7021 Baseline Rd, Scottsdale, AZ, 85215	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-404457	CLM	Brittany K Freeman	1943-04-15	UHC-13360-01	7207147632	199 Grand Ave, Scottsdale, AZ, 85268	0.76	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+2 more
CLM-427424	CLM	Eric D Russell	1964-12-03	—	2317871677	3605 Ridge Rd, Mesa, AZ, 85250	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-417741	CLM	Ollivia Duncan	1983-01-27	UHC-66759-58	—	894 Mountain View Dr, Tampa, FL, 33658	0.76	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-419722	CLM	Theresa Ruiz	1938-05-07	—	—	5807 Bayshore Dr, Columbus, OH, 43290	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-414554	CLM	Russell Fields	1978-10-06	UHC-70631-52	2939630406	1174 Lake View Rd, Tempe, AZ, 85260	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-416608	CLM	Brandon Holmes	1948-05-27	UHC-99673-23	—	8447 Jefferson Ave, Orlando, FL, 32819	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-402209	CLM	Gloria Romero	1963-12-16	UHC-06754-11	—	6990 Sunset Blvd, Dallas, TX, 75285	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-419723	CLM	Mason Rios	1939-11-04	—	—	2850 Valley View Dr, Tampa, FL, 33690	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-409623	CLM	Bruce Adams	1943-08-25	UHC-22515-20	7075531734	1940 Grand Ave, Austin, TX, 78733	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-411512	CLM	Judith Castillo	1984-08-12	UHC-17837-26	—	5562 Pine Dr, Tucson, AZ, 85793	0.76	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-430848	CLM	Hannah Butler	1987-06-26	UHC-70941-53	—	5044 Union St, San Antonio, TX, 78212	0.76	Date of birth reformatted Street suffix standardised Address re-cased Plan code upper-cased+2 more
CLM-425215	CLM	Sofia P Guerrero	1958-11-24	UHC-77814-77	7436579225	—	0.76	Middle initial moved out of first name Name re-cased Date of birth reformatted Member ID reformatted+2 more
CLM-400169	CLM	Paul Washington	1978-03-11	—	8166778754	3488 Central Ave, San Diego, CA, 92188	0.76	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
CLM-432218	CLM	Harold Hart	1994-04-11	UHC-36348-42	6002329636	2280 Valley View Dr, Fresno, CA, 93746	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-419316	CLM	Priya Murray	1978-02-02	UHC-60074-18	4753879267	995 Washington St, Miami, FL, 33156	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-410980	CLM	Lauren Perez	1949-06-06	UHC-37524-53	9154335664	7080 Main St, Fresno, CA, 93700	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-426694	CLM	Lucia Turres	1981-05-24	UHC-10261-77	8078860849	7826 Willow Ct, Chandler, AZ, 85240	0.76	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-407566	CLM	Thhomas Mendoza	1964-11-16	—	—	1647 Canyon Rd, Scottsdale, AZ, 85289	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-404365	CLM	Marilyn Willis	1997-06-15	—	8272927043	8924 Grand Ave, Atlanta, GA, 30334	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-425084	CLM	Peter Smith	1974-03-13	UHC-20983-31	—	1657 Highland Ave, Fresno, CA, 93778	0.76	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
CLM-425577	CLM	Benjamin Palmer	1995-08-28	UHC-36420-96	—	1202 Indian School Rd, Glendale, AZ, 85394	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-419517	CLM	Karen Padilla	1998-05-28	UHC-05442-22	2773930913	8532 Forest Ave, Tucson, AZ, 85740	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-423097	CLM	Maason Clark	1949-09-12	UHC-58223-41	—	3158 Bayshore Dr, Houston, TX, 77010	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-407976	CLM	Evelyn Griffin	1980-12-09	UHC-10238-52	9017996349	5030 Market St, Columbus, OH, 43269	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-416919	CLM	Thomas Chapman	1967-01-23	—	8624451824	4340 Canyon Rd, Chandler, AZ, 85252	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-406927	CLM	Matthew Castro	1999-02-28	—	9388114111	3320 Willow Ct, Houston, TX, 77062	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-406535	CLM	Katherine Stevens	1952-12-20	UHC-93932-26	4288755375	7115 Apache Blvd, Jacksonville, FL, 32255	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-424658	CLM	Ashley B King	1943-01-18	UHC-42504-94	6296996950	8220 Desert Sky Blvd, Dallas, TX, 75222	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-418955	CLM	Sara Ford	2005-12-04	UHC-92388-04	7542256746	2123 Indian School Rd, Charlotte, NC, 28221	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-402503	CLM	Alice Masn	1968-11-02	UHC-34841-08	6994754478	4951 Spring St, San Diego, CA, 92138	0.76	Date of birth reformatted Phone reformatted City re-cased Gender normalised+2 more
CLM-415106	CLM	Emma R White	1975-07-18	—	5732322798	8102 Sage Ct, Nashville, TN, 37263	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-400987	CLM	Janice Wong	1980-07-15	UHC-07022-11	—	3138 Sunset Blvd, Los Angeles, CA, 90023	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-410792	CLM	Julie Stone	1998-01-11	—	6165079321	1065 Meadow Ln, Phoenix, AZ	0.76	Name re-cased Date of birth reformatted Phone reformatted ZIP missing+2 more
CLM-404354	CLM	Brenda Singh	1998-10-19	UHC-87927-23	4368901966	7889 Union St, Seattle, WA, 98138	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-408760	CLM	Janice Hicks	2003-12-05	UHC-96026-01	—	5392 Ocean Ave, Austin, TX, 78754	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-403288	CLM	Shirley Harvey	1994-12-25	—	—	7830 Pine Dr, Chandler, AZ, 85217	0.76	Name re-cased Date of birth reformatted City re-cased State name converted to code+2 more
CLM-408044	CLM	Raymond Wang	1998-06-20	UHC-11893-72	9377401464	3527 Union St Apt 19, Plano, TX, 75061	0.76	Date of birth reformatted Phone reformatted Unit split from street State code upper-cased+2 more
CLM-407626	CLM	Diana Oliver	2002-03-10	UHC-03540-75	—	7663 Maple Ave, Columbus, OH, 43222	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-427799	CLM	Jason L Hrris	2004-06-27	—	4353499171	8576 Lake View Rd, San Diego, CA, 92116	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-424444	CLM	Ralph A Ruiz	1950-05-14	UHC-42464-05	8179605979	5738 Valley View Dr, Mesa, AZ, 85298	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-423635	CLM	Carol M Franklin	1938-04-22	UHC-98866-30	2245307140	8103 Union St, Tempe, AZ, 85292	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-413573	CLM	Mary Cox	1990-08-03	UHC-62283-37	—	6931 Canyon Rd, Glendale, AZ, 85389	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-401167	CLM	Natalie Chavez	1950-11-12	UHC-93945-67	—	2832 Jefferson Ave, Austin, TX, 78789	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-426796	CLM	Elijah L Montgoomery	1993-03-04	—	—	7134 Jefferson Ave, Nashville, TN, 37234	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more

10,559 rows, page 88 of 212Previous Next