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 “Whitespace trimmed”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagWhitespace trimmedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
PRV-28302	PRV	Jerry Perkins	1988-01-07	UHC-63351-43	8097555262	9878 Desert Sky Blvd, Atlanta, GA, 30380	0.76	Name re-cased Phone reformatted SSN last four extracted City re-cased+2 more
PRV-25079	PRV	Valentina Wood	1989-02-20	UHC-77504-30	8498752268	464 Oak St, Gilbert, AZ, 85297	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-25949	PRV	Madison Henderson	1985-12-16	UHC-63607-78	5004203551	2197 Highland Ave, San Diego, CA, 92140	0.76	Name re-cased Date of birth reformatted Member ID reformatted Gender normalised+2 more
PRV-22712	PRV	Jean X Butler	1998-12-11	UHC-71890-62	9232705573	4831 Apache Blvd, Los Angeles, CA, 90095	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
PRV-25873	PRV	Grace Carr	1938-12-11	—	8033354003	9265 Palm Dr, Minneapolis, MN, 55427	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-25739	PRV	Albert Vazquez	1962-10-05	UHC-98681-94	9026907527	7251 Central Ave, Austin, TX, 78754	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-27344	PRV	Julia Wright	1994-05-15	UHC-22171-70	6068452677	5217 Main St, Dallas, TX, 75241	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-23931	PRV	Isabella U Payne	1990-06-09	—	9306151880	2458 Forest Ave, Houston, TX, 77019	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-23321	PRV	Kathleen Robertson	1975-05-13	—	3522814693	7407 Pine Dr, Tampa, FL, 33685	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-22792	PRV	Priya West	1999-03-13	UHC-77568-76	2489756166	1090 Broadway, Eden Prairie, MN, 55382	0.76	Name re-cased Phone reformatted Address re-cased Gender normalised+2 more
PRV-25910	PRV	Judy Willis	1997-06-11	—	8972562951	1681 Highland Ave, Nashville, TN, 37215	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-21604	PRV	Lawrence Warren	1961-05-03	UHC-31399-31	5063183429	7599 Indian School Rd, Miami, FL, 33150	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-22529	PRV	Rachel V Ford	2006-09-06	UHC-33536-04	2424692124	9233 Pine Dr, Minneapolis, MN, 55486	0.76	Date of birth reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
PRV-24463	PRV	Edward Garcia	1942-12-09	—	4818602544	5691 Lincoln Way, Austin, TX, 78786	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-23855	PRV	Jonathan Wang	1939-08-09	—	7423288984	4103 Mountain View Dr, Orlando, FL, 32857	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
PRV-29118	PRV	Sue Knight	1999-02-05	—	6093148800	1461 Mesa Dr, Gilbert, AZ, 85299	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-27784	PRV	Mark Holmes	1985-06-05	—	6576990025	9633 River Rd, Houston, TX	0.76	Name re-cased Phone reformatted City re-cased ZIP missing+2 more
PRV-21296	PRV	Brian Payne	1975-03-02	UHC-79800-32	5162696689	7007 Valley View Dr, Mesa, AZ, 85235	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
PRV-25136	PRV	Kathy L Weber	1983-04-19	UHC-61537-64	9667907447	6853 Lake View Rd, San Antonio, TX, 78232	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
PRV-27262	PRV	Morales Kevin	2005-06-13	UHC-41017-23	9069539933	8345 Park Pl, Sacramento, CA, 95808	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
PRV-20643	PRV	Bradley Anderson	1976-07-24	UHC-50591-26	4063021271	5819 Forest Ave, Las Vegas, NV, 89120	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
PRV-20642	PRV	Bradley Anderson	1976-07-24	UHC-50591-26	4063021271	5819 Forest Ave, Las Vegas, NV, 89120	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
PRV-22570	PRV	Elijah Vega	1948-05-08	—	3405042350	925 Spring St, Chandler, AZ, 85215	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-24436	PRV	Michelle L Lee	1942-09-04	UHC-24537-63	2074848993	182 Canyon Rd, Los Angeles, CA, 90030	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-25888	PRV	Santiago Obrien	1991-08-09	—	4775862551	9425 Maple Ave, Scottsdale, AZ, 85237	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-24648	PRV	Geoorge V Weaver	1982-06-25	—	4384378463	1304 Bayshore Dr, Nashville, TN, 37281	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
PRV-29060	PRV	Mariana Vargas	1944-09-26	UHC-68701-44	8884460464	4191 Willow Ct, Los Angeles, CA, 90062	0.76	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
PRV-21428	PRV	Vicnent H Hart	1976-04-05	UHC-99163-01	—	3166 Oak St, Minneapolis, MN, 55413	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
PRV-21625	PRV	Terry D Guzman	1950-12-08	—	4758712939	3966 Bayshore Dr, Nashville, TN, 37247	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-28898	PRV	Frank Martin	1985-02-26	—	9779718332	4732 Market St, Tampa, FL, 33652	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-20798	PRV	Patrick Chapman	1938-04-13	UHC-67096-01	4178858332	493 Camelback Rd, Dallas, TX, 75269	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-28305	PRV	Bryan Wheeler	1958-07-14	—	7467854283	6051 Broadway, Atlanta, GA, 30338	0.76	Date of birth reformatted Phone reformatted City re-cased ZIP+4 trimmed+2 more
PRV-24896	PRV	Laura I Herrera	1959-06-27	UHC-79427-43	2112781293	8443 Willow Ct, Phoenix, AZ, 85004	0.76	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
PRV-22520	PRV	Judith Dean	1998-06-17	—	9897444303	7492 Market St, Mesa, AZ, 85270	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-24338	PRV	Pamela K Butler	1995-11-10	UHC-80952-81	9757403631	8619 Spring St, Miami, FL, 33198	0.76	Date of birth reformatted Phone reformatted State name converted to code Email lower-cased+2 more
PRV-26890	PRV	Brandon Hall	1997-08-11	—	9214937486	1192 Union St, Chandler, AZ, 85280	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-22722	PRV	Raymond Campbell	2002-11-15	UHC-88385-96	7735217027	5500 Ocean Ave, Glendale, AZ, 85328	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-23886	PRV	Scott Rose	1985-06-01	—	7008722117	954 Canyon Rd, San Diego, CA, 92102	0.76	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
PRV-21230	PRV	Andrea Scott	1942-11-13	UHC-49963-79	5494208731	5272 Maple Ave, Chandler, AZ, 85271	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
PRV-24044	PRV	John Tucker	1994-11-15	UHC-06674-90	6424515710	5432 Park Pl, Miami, FL, 33174	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-29426	PRV	Jason Wells	1979-06-12	UHC-02719-63	8826052732	7236 Valley View Dr, San Antonio, TX, 78296	0.76	Member ID reformatted Street suffix standardised Address re-cased City re-cased+2 more
PRV-24258	PRV	Nancy R Cole	2002-04-25	UHC-89188-42	—	8672 Bayshore Dr, Atlanta, GA, 30324	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
PRV-25606	PRV	Amanda U King	1986-07-04	—	3299230443	1813 Maple Ave, Mesa, AZ, 85208	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-26285	PRV	Riley I Marcus	1963-12-07	UHC-91091-69	8256558062	7986 Union St, Los Angeles, CA, 90099	0.76	Date of birth reformatted Phone reformatted State name converted to code Email lower-cased+2 more
PRV-25055	PRV	Yuki Rios	1979-11-21	—	5425797223	2827 Central Ave, Orlando, FL, 32883	0.76	Name re-cased Two-digit birth year Phone reformatted City re-cased+2 more
PRV-29123	PRV	Nathan Lewis	1952-06-10	UHC-96932-40	8036967538	8798 Park Pl, Sacramento, CA, 95848	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-27574	PRV	Sharon L Stevens	1948-08-04	UHC-69450-62	6828459845	5794 Jefferson Ave, Los Angeles, CA, 90084	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-29247	PRV	Terry Hansen	1994-10-11	—	8696771414	213 Pine Dr, Columbus, OH, 43272	0.76	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
PRV-21827	PRV	Brittany Robinson	1966-08-08	UHC-17369-36	7726091297	521 Lincoln Way, Austin, TX, 78797	0.76	Name re-cased Phone reformatted City re-cased ZIP+4 trimmed+2 more
PRV-21790	PRV	Frank Murray	2006-09-23	UHC-51068-95	6035882037	6786 Mountain View Dr, Fresno, CA, 93779	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more

5,467 rows, page 62 of 110Previous Next