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-29500	PRV	Arjun Hanson	1962-01-24	UHC-47578-88	6287326931	7609 Spring St, Seattle, WA	0.78	Name re-cased Phone reformatted ZIP missing Whitespace trimmed+1 more
PRV-26962	PRV	Shirley L Harrison	1940-04-24	—	7475212037	3720 Camelback Rd, Atlanta, GA, 30356	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-25224	PRV	Adam Ruiz	2002-03-19	—	5249089026	4394 Apache Blvd, Charlotte, NC, 28251	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-21968	PRV	Kenneth R Hunter	1970-02-17	UHC-04666-05	4315968454	7067 Indian School Rd, Fresno, CA, 93789	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-20406	PRV	Nancy George	1946-06-28	—	3134241295	6342 Forest Ave # 511, Scottsdale, AZ, 85290	0.78	Name re-cased Phone reformatted Unit split from street Whitespace trimmed+1 more
PRV-28061	PRV	Douglas Hawkins	1949-10-14	—	4096948184	9435 Harbor Blvd, Nashville, TN, 37274	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-29524	PRV	Samantha E Johnston	1973-06-25	UHC-14942-21	8578481142	—	0.78	Date of birth reformatted Email lower-cased Gender normalised Whitespace trimmed+1 more
PRV-21780	PRV	Marc A Roberts	2005-04-16	UHC-52099-28	4009156736	1639 River Rd, Miami, FL, 33122	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-24415	PRV	Yuki Russell	1942-02-14	UHC-06443-59	4839904752	4736 Ridge Rd, Mesa, AZ, 85223	0.78	Name re-cased Phone reformatted State name converted to code Whitespace trimmed+1 more
PRV-22125	PRV	Diane Alvarez	1998-06-11	—	3585520249	7578 Central Ave, Plano, TX, 75055	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-21783	PRV	Richard Duncna	1965-12-24	—	5126635512	573 Oak St, Houston, TX	0.78	Date of birth reformatted Phone reformatted ZIP missing Whitespace trimmed+1 more
PRV-27507	PRV	Nancy Gibson	1977-06-23	UHC-33101-19	5344699459	8766 Indian School Rd, Las Vegas, NV, 89149	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-28509	PRV	Isabella Schmidt	1970-02-22	—	6229878960	8440 Ridge Rd, Glendale, AZ, 85369	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
PRV-21322	PRV	Kathleen Guzman	2004-11-07	UHC-40091-84	5015225365	—	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
PRV-20747	PRV	Carl S Watson	1942-06-01	UHC-93057-38	8743462772	2747 Mountain View Dr, Jacksonville, FL, 32262	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-22983	PRV	Emmma Campbell	1971-11-15	UHC-47039-85	—	4875 Central Ave, Mesa, AZ, 85268	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
PRV-24124	PRV	Angela Espinoza	2005-12-14	UHC-85864-70	4256206749	—	0.78	Name re-cased Two-digit birth year Member ID reformatted Whitespace trimmed+1 more
PRV-20249	PRV	Camila Tran	1973-11-02	—	8637311081	5949 Park Pl, Mesa, AZ, 85228	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-24807	PRV	Anthony H Rodriguez	2002-10-08	UHC-83511-59	—	1004 Palm Dr, Minneapolis, MN, 55457	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
PRV-22610	PRV	Paul Patel	1969-07-13	—	5283493801	9164 Union St, Sacramento, CA, 95802	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-24576	PRV	Vincent Bishop	1941-07-16	UHC-65761-48	2245069724	6350 Jefferson Ave, Charlotte, NC, 28215	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-20811	PRV	Li Gerald	1954-12-24	UHC-76640-91	7913213625	2913 Apache Blvd, Gilbert, AZ, 85201	0.78	Date of birth reformatted Phone reformatted ZIP+4 trimmed Whitespace trimmed+1 more
PRV-25173	PRV	Rachel Webb	2001-04-13	—	3127625131	5298 Maple Ave, Atlanta, GA, 30378	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-26164	PRV	Ana Gordon	1985-02-13	—	7134699142	4498 Washington St, Columbus, OH, 43210	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-29213	PRV	Russell Munoz	1963-01-27	UHC-30448-14	5286990617	5968 Spring St, Seattle, WA, 98171	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-29212	PRV	Russell Munoz	1963-01-27	UHC-30448-14	5286990617	5968 Spring St, Seattle, WA, 98171	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-25547	PRV	Paul E White	1995-03-22	—	9138684896	—	0.78	Name re-cased Phone reformatted Gender normalised Whitespace trimmed+1 more
PRV-21606	PRV	Brian Martin	1955-12-12	—	2929755523	8828 Cedar Ln, Seattle, WA, 98113	0.78	Name re-cased Phone reformatted Gender normalised Whitespace trimmed+1 more
PRV-25584	PRV	Joe Fox	1969-04-05	UHC-72012-65	5587681049	62 Broadway, Mesa, AZ	0.78	Phone reformatted Address re-cased ZIP missing Whitespace trimmed+1 more
PRV-29070	PRV	Daniel Mejia	1965-07-17	—	8766420344	7763 Ocean Ave, Columbus, OH, 43222	0.78	Name re-cased City re-cased Gender normalised Whitespace trimmed+1 more
PRV-26665	PRV	Carl Brns	1967-04-08	—	5543241443	8720 Highland Ave, Glendale, AZ, 85393	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-24119	PRV	Maria Little	1995-08-17	—	—	8543 Ridge Rd, Charlotte, NC, 28284	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-24755	PRV	Doris M Anderson	1940-06-16	—	4764683227	5796 Broadway, Sacramento, CA, 95828	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
PRV-23354	PRV	Brenda Y Montgomery	1990-01-10	UHC-06242-21	2159996590	8095 Grand Ave, Los Angeles, CA, 90071	0.78	Date of birth reformatted Phone reformatted State name converted to code Whitespace trimmed+1 more
PRV-25932	PRV	Brittany Adams	2005-06-11	UHC-46200-50	5989978463	—	0.78	Date of birth reformatted Phone reformatted Gender normalised Whitespace trimmed+1 more
PRV-24775	PRV	Danielle Foster	1954-06-27	UHC-72462-66	8375395481	4979 Sage Ct, Orlando, FL	0.78	Name re-cased Phone reformatted ZIP missing Whitespace trimmed+1 more
PRV-26903	PRV	Kathleen O Edwards	—	—	9648259461	—	0.78	Name re-cased Date of birth missing Phone reformatted Whitespace trimmed+1 more
PRV-29406	PRV	Denise Morales	1952-09-16	UHC-22051-95	2914943140	6636 Meadow Ln, Charlotte, NC, 28220	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-28645	PRV	Victoria Gray	1978-09-01	UHC-19111-25	5256166349	580 Sage Ct, Eden Prairie, MN, 55334	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-20205	PRV	Brandon Jackson	1938-03-22	—	8882214017	—	0.78	Name re-cased Phone reformatted Gender normalised Whitespace trimmed+1 more
PRV-27531	PRV	Abigail B Stone	1952-01-07	—	7735189731	7249 River Rd, Seattle, WA, 98171	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-23667	PRV	Dennis Castro	2000-05-06	UHC-54013-05	3268442329	5520 Washington St, Miami, FL, 33174	0.78	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+1 more
PRV-22381	PRV	Marcus Y Scott	2003-02-20	UHC-58921-89	5475676342	2530 Harbor Blvd, Mesa, AZ, 85252	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-23829	PRV	Jacqueline Little	1987-12-24	—	4069434164	8051 Camelback Rd, Eden Prairie, MN, 55303	0.78	Name re-cased Phone reformatted ZIP+4 trimmed Whitespace trimmed+1 more
PRV-22400	PRV	Sofia Porter	2002-07-04	—	2304349910	1396 Apache Blvd, Austin, TX, 78708	0.78	Phone reformatted SSN last four extracted State code upper-cased Whitespace trimmed+1 more
PRV-20285	PRV	Donna H Sanchez	1979-09-22	UHC-51598-69	5599370001	2472 Harbor Blvd, Scottsdale, AZ, 85225	0.78	Name re-cased Two-digit birth year Phone reformatted Whitespace trimmed+1 more
PRV-24872	PRV	Logan Kelly	1978-06-24	UHC-35916-53	8965104633	6858 Central Ave, Nashville, TN, 37221	0.78	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+1 more
PRV-22276	PRV	Mark Robertson	1956-05-14	UHC-79068-41	7818490952	3376 Indian School Rd, Phoenix, AZ, 85053	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-27194	PRV	Ahmed X Mejia	1950-08-22	UHC-77938-49	6628419650	8436 Indian School Rd, San Diego, CA, 92198	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-24706	PRV	Betty Hart	1993-04-17	—	—	—	0.78	Name re-cased Phone missing area code Email lower-cased Whitespace trimmed+1 more

5,467 rows, page 69 of 110Previous Next