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

Provider network, flag “Name re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
PRV-24852	PRV	Theresa Little	1983-02-08	UHC-38411-98	3165928045	5346 Sunset Blvd, Denver, CO, 80283	0.58	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+5 more
PRV-21453	PRV	Arthur Contreras	1943-10-20	UHC-78188-71	3339948394	3294 Baseline Rd Apt 34, Jacksonville, FL, 32277	0.58	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+5 more
PRV-26045	PRV	Lori Nichols	1941-10-03	—	9289674486	8962 Union St, Gilbert, AZ, 85264	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
PRV-21150	PRV	Charlotte Soto	1999-07-06	—	3965259977	8267 Pine Dr, San Diego, CA, 92129	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
PRV-27010	PRV	Sandra H Vasquez	1938-09-12	UHC-61566-57	8314744473	5203 Church St, Dallas, TX	0.58	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+5 more
PRV-27009	PRV	Sandra H Vasquez	1938-09-12	UHC-61566-57	8314744473	5203 Church St, Dallas, TX	0.58	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+5 more
PRV-26392	PRV	Lauren D Montgomery	1963-12-10	UHC-09615-90	7428355449	2528 Desert Sky Blvd Apt 16, Minneapolis, MN, 55495	0.58	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+5 more
PRV-20522	PRV	Jeremy T Harper	1981-01-17	—	8214744500	5522 Baseline Rd, Los Angeles, CA, 90093	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
PRV-20590	PRV	Mei Estrada	—	—	9867750981	8211 Church St, Tempe, AZ, 85267	0.58	Name re-cased Date of birth reformatted Date of birth unreadable Phone reformatted+5 more
PRV-26729	PRV	Andrea Gomeez	1987-10-27	UHC-49598-70	7345869631	9419 Sunset Blvd, Tucson, AZ, 85762	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
PRV-27196	PRV	Victoria K Rice	1998-09-15	—	6683900220	4405 Palm Dr, Glendale, AZ, 85355	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
PRV-22063	PRV	Andrew Woods	1973-11-16	UHC-68285-69	9343582652	872 Union St, Gilbert, AZ, 85250	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
PRV-23239	PRV	Peter I McCoy	2000-04-02	—	8799884815	3108 Desert Sky Blvd, Columbus, OH, 43270	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
PRV-22045	PRV	Kevin Jacobs	1973-08-14	UHC-12897-50	6565653025	9820 Harbor Blvd # 728, Jacksonville, FL, 32202	0.58	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+5 more
PRV-29086	PRV	Andrew C Patel	1981-05-13	—	9294393483	4615 Maple Ave, San Antonio, TX	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
PRV-25858	PRV	Mariana Guzman	1954-06-03	—	6577460469	3575 Hillcrest Rd # 161, Columbus, OH, 43266	0.58	Name re-cased Phone reformatted Unit split from street Street suffix standardised+5 more
PRV-22913	PRV	Gerald K Fernandez	1951-04-27	UHC-60458-38	5187394330	6759 Camelback Rd, Nashville, TN	0.58	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+5 more
PRV-28671	PRV	Kevin Patel	1986-11-19	—	3803598482	6854 Park Pl, Seattle, WA, 98140	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
PRV-28396	PRV	Jack Warren	1966-02-10	—	8407697979	2998 Mountain View Dr, Dallas, TX, 75297	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
PRV-26747	PRV	Terry Olson	1945-01-20	UHC-32163-31	3115130681	423 Elm St, Los Angeles, CA, 90058	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
PRV-26748	PRV	Terry Olson	1945-01-20	UHC-32163-31	3115130681	423 Elm St, Los Angeles, CA, 90058	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
PRV-25459	PRV	Joseph Vargas	1967-03-08	—	7969068393	8941 Baseline Rd, Tempe, AZ	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
PRV-27435	PRV	Jacob James	1992-08-23	UHC-95959-82	2063730657	757 Spring St, Seattle, WA, 98199	0.58	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+5 more
PRV-22671	PRV	Robert Tran	1978-03-12	—	4897366986	6155 Spring St, Plano, TX, 75008	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
PRV-29093	PRV	Jean McCoy	1963-12-09	UHC-59244-39	5507371454	343 Maple Ave, Tampa, FL, 33600	0.58	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+5 more
PRV-28471	PRV	Carlos Bryant	1954-09-18	—	2919949150	6753 Hillcrest Rd, Tampa, FL, 33609	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
PRV-28084	PRV	Marcus N Hoffman	1967-09-02	UHC-57280-21	2629207331	1328 Desert Sky Blvd, Tampa, FL	0.58	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+5 more
PRV-22624	PRV	Martha Soto	1957-12-05	—	5014708672	2000 Harbor Blvd, Austin, TX, 78700	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
PRV-21048	PRV	Diego George	2000-06-14	UHC-74759-55	2675091606	4258 Sage Ct, Minneapolis, MN	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
PRV-27165	PRV	Diane Dominguez	1946-08-06	—	9789858984	9605 Union St, Sacramento, CA, 95862	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
PRV-24798	PRV	Thomas XJunk	1964-08-10	UHC-37217-39	4455906485	5476 Mountain View Dr, Charlotte, NC, 28276	0.58	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+5 more
PRV-21124	PRV	Albert Sanders	1943-07-28	—	9309676412	313 Canyon Rd, Las Vegas, NV	0.58	Name re-cased Date of birth reformatted Phone reformatted City re-cased+5 more
PRV-28632	PRV	Kelly Perkins	2001-10-04	—	3754442854	6401 Washington St, Plano, TX, 75011	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
PRV-20938	PRV	Carolyn T Woods	1950-11-09	UHC-37941-83	6155849864	998 Mountain View Dr, San Antonio, TX, 78284	0.58	Middle initial moved out of first name Name re-cased Date of birth reformatted Phone reformatted+5 more
PRV-23532	PRV	Jason Holems	1944-04-09	—	3938287444	7300 Elm St # 132, Columbus, OH, 43290	0.58	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+5 more
PRV-22963	PRV	Zachary K Long	1957-09-19	UHC-67657-07	7914758992	8115 Spring St, Tempe, AZ	0.58	Name re-cased Phone reformatted Street suffix standardised Address re-cased+5 more
PRV-28259	PRV	Brandon Coollins	1981-07-08	UHC-98443-74	3305209122	1704 Desert Sky Blvd, Tampa, FL, 33665	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
PRV-23272	PRV	Maria W Gray	1994-12-02	—	3295002298	7226 Lincoln Way, Charlotte, NC, 28208	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
PRV-27944	PRV	Isabella Sinngh	1949-11-14	UHC-14951-40	9162509220	8764 Baseline Rd # 276, Columbus, OH, 43296	0.58	Name re-cased Phone reformatted Member ID reformatted Unit split from street+5 more
PRV-23134	PRV	Eric Lane	1948-11-21	UHC-13620-95	5986373246	1483 Meadow Ln, Fresno, CA, 93756	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-21669	PRV	Anthony X Fox	1958-07-09	UHC-20928-76	9792049229	3622 Desert Sky Blvd # 104, Eden Prairie, MN, 55305	0.60	Name re-cased Phone reformatted Unit split from street Street suffix standardised+4 more
PRV-29256	PRV	Maria H Cruz	1976-05-06	UHC-53660-81	9605553923	629 Market St, San Diego, CA, 92110	0.60	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
PRV-29005	PRV	Mark Banks	1986-12-28	UHC-06187-42	2886049707	2326 Meadow Ln, Chandler, AZ, 85254	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-22563	PRV	Roger Morrison	1992-03-22	—	9242176416	1173 Apache Blvd, Las Vegas, NV, 89139	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-29331	PRV	Gloria Robinson	1986-05-28	—	2456991630	5674 Maple Ave, Seattle, WA, 98173	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
PRV-23449	PRV	Scott Cruz	1990-03-08	—	4296522500	3854 Cedar Ln # 320, Austin, TX, 78740	0.60	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
PRV-25195	PRV	Janice Johnson	1997-04-24	UHC-76647-45	7423403610	7828 Highland Ave, Eden Prairie, MN, 55363	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
PRV-27529	PRV	Douglas Arnold	1991-03-01	—	9187258361	4155 Lincoln Way # 994, Tampa, FL, 33620	0.60	Name re-cased Phone reformatted Unit split from street Street suffix standardised+4 more
PRV-24449	PRV	Samuel P Morgan	2008-03-20	UHC-61315-08	9597124132	3999 Hillcrest Rd # 932, Tempe, AZ, 85285	0.60	Name re-cased Phone reformatted Unit split from street Street suffix standardised+4 more
PRV-26999	PRV	Juustin W Garrett	1988-09-04	UHC-18690-32	7485102147	1158 River Rd, Tampa, FL, 33677	0.60	Middle initial moved out of first name Name re-cased Date of birth reformatted Phone reformatted+4 more

3,816 rows, page 8 of 77Previous Next