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 “City re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagCity re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
PRV-24294	PRV	Rebecca Bennett	1948-04-27	UHC-21274-89	8297418145	5990 Camelback Rd, Gilbert, AZ, 85268	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-26812	PRV	Diego Ferguson	1984-06-08	UHC-07762-22	9706859537	1523 Union St, San Antonio, TX, 78229	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
PRV-20531	PRV	Anna K King	1941-01-11	UHC-76044-90	5507012262	251 Main St, Eden Prairie, MN, 55323	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
PRV-29203	PRV	Jordan Brooks	1963-03-19	UHC-55414-72	7516578927	9719 Church St, Plano, TX, 75053	0.76	Member ID reformatted Street suffix standardised Address re-cased City re-cased+2 more
PRV-23531	PRV	Russell U Armstrong	1968-04-21	UHC-31168-68	9105869820	7959 Sunset Blvd, Columbus, OH, 43203	0.76	Name split from “Last, First”Date of birth reformatted Phone reformatted City re-cased+2 more
PRV-24131	PRV	Dorothy Boyd	1945-09-27	—	9676789974	7813 Lincoln Way, Sacramento, CA, 95894	0.76	Name re-cased Phone reformatted City re-cased Gender normalised+2 more
PRV-24108	PRV	Jesse M Sandoval	1962-10-14	—	8762674493	2084 Jefferson Ave, Jacksonville, FL, 32286	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
PRV-23026	PRV	Austin Herrera	2002-09-12	—	—	9279 Park Pl, Charlotte, NC, 28268	0.76	Name split from “Last, First”Date of birth reformatted City re-cased Email lower-cased+2 more
PRV-24786	PRV	Melissa Henderson	1956-08-04	UHC-06487-05	4466595844	3872 Highland Ave, Los Angeles, CA, 90021	0.76	Name re-cased Date of birth reformatted Phone reformatted City re-cased+2 more
PRV-21713	PRV	Larry Bradley	1979-01-15	UHC-38911-80	—	1967 Meadow Ln, Tucson, AZ, 85756	0.76	Street suffix standardised Address re-cased City re-cased Email lower-cased+2 more
PRV-23114	PRV	Kenneth G Wells	1941-09-05	—	9677092475	6601 Highland Ave, Chandler, AZ, 85284	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
PRV-21235	PRV	Raymond H Hanson	1990-05-20	UHC-40217-49	7143911775	3321 Grand Ave, Atlanta, GA, 30388	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-23050	PRV	Ronald Dominguez	1989-05-26	—	2437453045	4274 Desert Sky Blvd, San Antonio, TX, 78200	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
PRV-24179	PRV	Megan Andews	1974-07-14	—	4377103717	9086 Palm Dr, Columbus, OH, 43274	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
PRV-24783	PRV	Victoria W Mitchell	1998-08-11	—	7943558855	2965 Forest Ave, Chandler, AZ, 85264	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
PRV-28191	PRV	Aaron Reid	1968-04-25	—	7645795913	1642 Apache Blvd, Miami, FL, 33146	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
PRV-23383	PRV	Ethan Taylor	1961-01-06	UHC-92353-02	4448375219	6658 Highland Ave, Austin, TX, 78739	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-21339	PRV	Sean Torres	1939-04-18	UHC-30998-65	6906765655	1225 Park Pl, Las Vegas, NV, 89121	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-22714	PRV	Carol Lane	1956-06-01	—	5757499827	7896 Willow Ct, Mesa, AZ, 85250	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-26179	PRV	Angela Lee	1983-06-07	UHC-45982-35	9624405853	7108 Meadow Ln, Sacramento, CA, 95803	0.76	Name split from “Last, First”Date of birth reformatted Phone reformatted City re-cased+2 more
PRV-24814	PRV	Alan Maldonado	1940-09-18	UHC-40405-98	9648640740	3947 Willow Ct, Fresno, CA, 93760	0.76	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
PRV-28843	PRV	Kyle Kennedy	1994-02-14	UHC-77184-96	5887905978	357 Canyon Rd, Eden Prairie, MN, 55387	0.76	Name split from “Last, First”Date of birth reformatted City re-cased Email lower-cased+2 more
PRV-23205	PRV	Wei H Gardner	1966-07-12	—	5825679306	7036 Central Ave, San Diego, CA, 92132	0.76	Date of birth reformatted Phone reformatted City re-cased Gender normalised+2 more
PRV-23681	PRV	Stephen Duncan	1963-01-07	—	8456888882	2845 Market St, Tampa, FL, 33648	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-25601	PRV	Heather Morales	1942-08-03	—	4087260394	6122 Baseline Rd, Austin, TX, 78708	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
PRV-24279	PRV	Santiago M Woods	1999-07-20	—	6578935566	8090 Lake View Rd # 730, Chandler, AZ, 85278	0.76	Date of birth reformatted Phone reformatted Unit split from street City re-cased+2 more
PRV-28527	PRV	Frances Wood	1962-08-02	UHC-40418-04	4173919073	7219 Cedar Ln, Austin, TX, 78721	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
PRV-21514	PRV	Logan Rivera	1989-06-13	—	9575564909	7090 Maple Ave, Mesa, AZ, 85237	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
PRV-24014	PRV	Heather Q Schultz	2003-12-09	UHC-31606-78	—	8354 Baseline Rd, Tucson, AZ, 85745	0.76	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+2 more
PRV-29097	PRV	David Armstrong	2003-07-06	—	9633089533	6241 Hillcrest Rd, Glendale, AZ, 85369	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-20849	PRV	David J Turner	2008-02-01	—	—	6101 Palm Dr, Dallas, TX, 75294	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
PRV-26807	PRV	Alan Adams	1967-08-10	—	2804951766	3569 Meadow Ln, Minneapolis, MN, 55480	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-24154	PRV	Timothy N Rice	1994-11-24	—	—	8880 Forest Ave, Las Vegas, NV, 89193	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
PRV-27576	PRV	Denise W Chapman	2005-07-28	UHC-35764-34	4135650747	6110 Grand Ave, Chandler, AZ, 85264	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
PRV-20432	PRV	Daniel Stephens	1991-01-12	UHC-83301-02	9824255742	3320 Sunset Blvd, Denver, CO, 80259	0.76	Name re-cased Phone reformatted City re-cased Gender normalised+2 more
PRV-26427	PRV	Brenda W Edwards	1966-12-10	—	8634794468	5077 Hillcrest Rd, Charlotte, NC, 28204	0.76	Name re-cased Two-digit birth year Phone reformatted City re-cased+2 more
PRV-20390	PRV	Steven Y Lewis	1941-11-08	—	9614692590	5512 Ridge Rd, Glendale, AZ, 85379	0.76	Name re-cased Phone reformatted City re-cased State name converted to code+2 more
PRV-27534	PRV	Douglas Edwards	1962-05-28	—	6676298303	6463 Palm Dr, Denver, CO, 80246	0.76	Name re-cased Phone reformatted City re-cased State name converted to code+2 more
PRV-26194	PRV	Henry Myers	1953-05-04	—	2132071418	2969 Cedar Ln, Las Vegas, NV, 89100	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-26027	PRV	Alan J Kelly	1973-05-25	—	3325331571	8577 Baseline Rd, Jacksonville, FL, 32299	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
PRV-28086	PRV	Alexis Salazar	2003-10-05	UHC-58806-09	3797506143	4868 Lake View Rd, Las Vegas, NV, 89182	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
PRV-22262	PRV	Sofia Castro	1999-02-28	—	8704668083	3667 Cedar Ln, Charlotte, NC, 28253	0.76	Name re-cased Date of birth reformatted Phone reformatted City re-cased+2 more
PRV-26895	PRV	Jeffrey S Gutyerrez	2001-02-05	—	5304506803	8454 Forest Ave, Dallas, TX, 75288	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-26216	PRV	David Ray	2006-09-26	—	5379777346	8279 Mountain View Dr, Phoenix, AZ, 85014	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-28612	PRV	Cheryl Sanchez	2004-10-26	UHC-38922-46	3358407861	8988 Ocean Ave, San Antonio, TX	0.76	Date of birth reformatted Phone reformatted City re-cased ZIP missing+2 more
PRV-28397	PRV	Jack Warren	1966-02-10	—	8407697979	7172 Mountain View Dr, Los Angeles, CA, 90037	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
PRV-23019	PRV	Nicole Munoz	2006-06-19	—	4447610655	9023 Church St, Nashville, TN, 37248	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-24288	PRV	Kevin Morris	1938-05-10	UHC-09232-82	3923878287	2441 Forest Ave, Tucson, AZ, 85707	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-21253	PRV	Alexis Edwards	1976-03-25	—	2863973708	561 Indian School Rd, San Antonio, TX, 78201	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-28735	PRV	Karen Hayes	1944-09-06	UHC-95889-23	4973406912	6714 Union St, Eden Prairie, MN, 55386	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more

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