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-28046	PRV	Daavid Henry	1938-09-08	UHC-00305-08	—	7188 Broadway, San Diego, CA, 92109	0.66	Address re-cased State name converted to code ZIP+4 trimmed Whitespace trimmed+1 more
PRV-24972	PRV	Adam Li	1945-01-18	UHC-03793-43	—	51 Oak St, Houston, TX, 77050	0.66	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-24018	PRV	Juan Welhc	1959-01-05	UHC-99208-18	3478201851	4917 Park Pl, San Antonio, TX, 78227	0.66	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed+1 more
PRV-20976	PRV	Jessica Burns	2007-05-20	UHC-28147-73	—	8189 Sage Ct Apt 7, Seattle, WA, 98114	0.66	Unit split from street Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-23845	PRV	Ronald Snyder	1957-07-20	—	—	1398 Harbor Blvd, Tampa, FL	0.66	Name re-cased State name converted to code ZIP missing Whitespace trimmed+1 more
PRV-23837	PRV	Albert Mendez	1972-10-21	—	3938663302	1232 Desert Sky Blvd, Houston, TX, 77004	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-24111	PRV	Paul Gilbert	1952-08-21	UHC-18539-67	6952328172	6577 Ridge Rd, Houston, TX, 77048	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more
PRV-22773	PRV	Nathan Cunningham	1938-05-08	UHC-14810-76	—	8203 Lake View Rd, Atlanta, GA, 30399	0.66	Name re-cased State name converted to code Gender normalised Whitespace trimmed+1 more
PRV-23436	PRV	Zachay Knight	1959-07-23	UHC-03561-97	—	6436 Grand Ave, Charlotte, NC, 28290	0.66	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-27016	PRV	Calros Jenzen	1988-06-19	—	—	5801 Canyon Rd Apt 38, Tucson, AZ, 85700	0.66	Name re-cased Two-digit birth year Unit split from street Whitespace trimmed+1 more
PRV-23485	PRV	Keith R Ross	1996-07-22	—	4175293226	7356 Maple Ave # 587, Houston, TX, 77015	0.66	Unit split from street Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-22921	PRV	Jason M Mills	1986-04-22	—	3524226638	2460 Grand Ave Apt 16, Tampa, FL, 33639	0.66	Phone reformatted Unit split from street ZIP+4 trimmed Whitespace trimmed+1 more
PRV-21057	PRV	Natalie Sandoval	1989-05-08	UHC-85144-55	8458762184	3009 River Rd, Sacramento, CA, 95887	0.66	Phone reformatted ZIP+4 trimmed Gender normalised Whitespace trimmed+1 more
PRV-20045	PRV	Julie Wilson	1965-12-07	UHC-58931-70	3513146084	766 Washington St, Austin, TX, 78745	0.66	Name split from “Last, First”Two-digit birth year Phone reformatted Whitespace trimmed+1 more
PRV-20572	PRV	Sarah D Grannt	1999-01-04	UHC-93690-53	3543233551	4672 Canyon Rd, Minneapolis, MN, 55413	0.66	Name split from “Last, First”Phone reformatted Email lower-cased Gender normalised+1 more
PRV-25856	PRV	Mason Rios	1939-11-04	UHC-42367-40	—	2850 Valley View Dr, Tampa, FL, 33690	0.66	Name split from “Last, First”Date of birth reformatted ZIP+4 trimmed Whitespace trimmed+1 more
PRV-26336	PRV	Wayne Marshall	1983-10-09	—	—	6085 Church St, San Antonio, TX, 78295	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-27019	PRV	Yuki Johnson	1960-07-06	—	2568028066	—	0.66	Name split from “Last, First”Date of birth reformatted Gender normalised Whitespace trimmed+1 more
PRV-22460	PRV	Gary Q West	1998-01-17	UHC-19798-12	9816612400	6358 Ocean Ave, Columbus, OH, 43278	0.66	Date of birth reformatted Phone reformatted State name converted to code Gender normalised+1 more
PRV-22871	PRV	Olivia Bradley	1969-04-23	—	7374687565	3185 Apache Blvd, Las Vegas, NV, 89116	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-26279	PRV	Anthony Parker	1987-01-26	UHC-91210-46	—	6120 River Rd, Denver, CO, 80262	0.66	Date of birth reformatted Phone missing area code Gender normalised Whitespace trimmed+1 more
PRV-20603	PRV	Christina Perez	2000-01-20	UHC-96033-78	4557544897	9108 Meadow Ln, Gilbert, AZ, 85255	0.66	Two-digit birth year Phone reformatted State name converted to code Whitespace trimmed+1 more
PRV-27448	PRV	Sarah T Prker	1990-02-23	—	2538286454	7418 Forest Ave, Denver, CO, 80280	0.66	Name re-cased Two-digit birth year State name converted to code Whitespace trimmed+1 more
PRV-20648	PRV	—Junk	1963-12-16	—	9434918669	6990 Sunset Blvd, Dallas, TX, 75285	0.66	Date of birth reformatted ZIP+4 trimmed Whitespace trimmed Placeholder values cleared+1 more
PRV-25491	PRV	Megan Washington	1972-11-17	UHC-86025-95	3808779671	2946 Maple Ave Apt 23, Nashville, TN, 37276	0.66	Unit split from street Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-22702	PRV	Nikholas Gomez	1968-02-09	—	4793730345	5772 Mesa Dr, Phoenix, AZ	0.66	Name split from “Last, First”Phone reformatted ZIP missing Whitespace trimmed+1 more
PRV-27679	PRV	Valentina H Reed	1942-04-11	—	—	5582 Maple Ave, San Diego, CA, 92117	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-23428	PRV	Keith Mills	1969-12-07	—	8646607825	278 Hillcrest Rd # 759, Seattle, WA, 98106	0.66	Date of birth reformatted Unit split from street ZIP+4 trimmed Whitespace trimmed+1 more
PRV-21840	PRV	Emily Cruz	2006-02-24	—	7376475456	9514 Spring St, Mesa, AZ, 85245	0.66	Name split from “Last, First”Phone reformatted State name converted to code Whitespace trimmed+1 more
PRV-22418	PRV	Priya Z Clark	1940-07-26	—	7576815457	2277 Bayshore Dr, Plano, TX	0.66	Street suffix standardised Address re-cased ZIP missing Whitespace trimmed+1 more
PRV-20647	PRV	Julie Hansen	1973-09-25	UHC-11629-44	4145977826	667 Oak St, Eden Prairie, MN, 55336	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more
PRV-20674	PRV	George Castillo	2008-10-04	UHC-12374-30	2074700932	5752 Sage Ct, Phoenix, AZ, 85055	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
PRV-23039	PRV	Gary Simpson	—	UHC-25382-23	—	963 Meadow Ln, Nashville, TN, 37238	0.66	Date of birth missing Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-23040	PRV	Gary Simpson	—	UHC-25382-23	—	963 Meadow Ln, Nashville, TN, 37238	0.66	Date of birth missing Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-23916	PRV	Stephen Schmidt	1948-08-13	—	—	4988 Pine Dr, Glendale, AZ, 85340	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more
PRV-20243	PRV	Melissa J Alexander	1944-12-03	—	3332505168	8745 Ocean Ave, Charlotte, NC, 28210	0.66	Phone reformatted ZIP+4 trimmed Gender normalised Whitespace trimmed+1 more
PRV-29033	PRV	Joseph I Lucas	1963-11-28	UHC-13804-58	6302689018	4555 Lincoln Way, Atlanta, GA, 30345	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
PRV-29034	PRV	Joseph I Lucas	1963-11-28	UHC-13804-58	6302689018	4555 Lincoln Way, Atlanta, GA, 30345	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
PRV-21127	PRV	Diana J Russell	1999-01-05	—	—	3778 Apache Blvd, Tempe, AZ, 85228	0.66	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-29587	PRV	Eugene A Graham	1950-06-16	—	—	7226 Oak St, Atlanta, GA, 30343	0.66	Phone missing area code Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-23409	PRV	Juan C Singh	1968-07-02	—	—	4657 Cedar Ln, Miami, FL, 33155	0.66	Phone missing area code Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-24249	PRV	Jordan Porter	2001-04-17	—	—	2631 Highland Ave, Austin, TX, 78707	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-22833	PRV	Brenda Turner	1983-08-03	UHC-44384-04	—	1252 Mountain View Dr, Columbus, OH, 43294	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
PRV-20825	PRV	Cynthia Gibson	—	—	2595105991	7483 Church St, San Diego, CA, 92144	0.66	Date of birth unreadable Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-25889	PRV	Mei White	1958-08-20	UHC-19755-67	7335976534	3997 Central Ave, Eden Prairie, MN, 55329	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-26660	PRV	Dylan Reid	1943-12-05	UHC-30535-48	6455474498	2056 Mesa Dr, Plano, TX, 75058	0.66	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-24139	PRV	Chris Green	1954-06-08	—	9306245467	2440 Market St, Los Angeles, CA, 90072	0.66	Name re-cased State name converted to code ZIP+4 trimmed Whitespace trimmed+1 more
PRV-22659	PRV	Raymond Pierce	—	—	—	9508 Market St, Eden Prairie, MN, 55328	0.66	Name re-cased Date of birth missing Gender normalised Whitespace trimmed+1 more
PRV-20890	PRV	Christian T Rivera	2000-04-11	UHC-95771-57	5122835725	2617 Sage Ct, Seattle, WA	0.66	Name re-cased Two-digit birth year ZIP missing Whitespace trimmed+1 more
PRV-28239	PRV	Roy Gonzalez	1944-06-16	UHC-99240-65	9507968171	1918 Elm St, Chandler, AZ, 85293	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more

5,467 rows, page 40 of 110Previous Next