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 “State name converted to code”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagState name converted to codeClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
PRV-25825	PRV	Danielle X Cox	1943-04-12	—	7134007297	5635 Spring St, Sacramento, CA, 95887	0.74	Date of birth reformatted Phone reformatted City re-cased State name converted to code+3 more
PRV-25824	PRV	Danielle X Cox	1943-04-12	—	7134007297	5635 Spring St, Sacramento, CA, 95887	0.74	Date of birth reformatted Phone reformatted City re-cased State name converted to code+3 more
PRV-26844	PRV	Nathan Watkins	1974-08-06	—	7983243819	2794 Market St, Minneapolis, MN, 55461	0.74	Name re-cased Date of birth reformatted Phone reformatted City re-cased+3 more
PRV-20408	PRV	Joe Y Reid	1960-07-03	UHC-26803-21	7926307434	8020 Sunset Blvd, Seattle, WA, 98118	0.74	Name re-cased Phone reformatted Member ID reformatted City re-cased+3 more
PRV-22162	PRV	Lisa J Bryant	1997-02-06	—	9268184628	5893 Meadow Ln, Nashville, TN, 37224	0.74	Name re-cased Date of birth reformatted Phone reformatted City re-cased+3 more
PRV-20168	PRV	Diego Sanchez	1965-02-07	UHC-13365-28	5905475100	9567 Park Pl, Charlotte, NC, 28231	0.74	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+3 more
PRV-22882	PRV	Jess Fox	1991-05-08	—	4932291787	2148 Apache Blvd, Jacksonville, FL, 32241	0.76	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+2 more
PRV-27589	PRV	Mariana Hansen	1948-10-02	—	3297020131	7499 Desert Sky Blvd, Eden Prairie, MN, 55370	0.76	Date of birth reformatted Phone reformatted State name converted to code Email lower-cased+2 more
PRV-25560	PRV	Eugene Nunez	1969-01-28	—	4899350703	2385 Mesa Dr, Sacramento, CA, 95807	0.76	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+2 more
PRV-26782	PRV	Susan X Webb	1952-10-06	UHC-58050-50	4289285824	2347 Lincoln Way, Eden Prairie, MN, 55390	0.76	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+2 more
PRV-23065	PRV	Mei Weber	2005-05-07	—	5263491293	7138 Indian School Rd, Eden Prairie, MN, 55310	0.76	Name re-cased Phone reformatted City re-cased State name converted to code+2 more
PRV-27977	PRV	Alexander Hudson	1964-03-17	UHC-67582-64	4126394110	965 Hillcrest Rd, Gilbert, AZ, 85290	0.76	Name re-cased Phone reformatted Member ID reformatted State name converted to code+2 more
PRV-21588	PRV	Jessica S Alexander	1973-06-17	—	5955116045	5403 Jefferson Ave, Phoenix, AZ, 85034	0.76	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+2 more
PRV-22941	PRV	Thmas Reid	1998-06-09	UHC-15942-46	8642650053	5700 Broadway, Jacksonville, FL, 32274	0.76	Name re-cased Date of birth reformatted Address re-cased State name converted to code+2 more
PRV-28192	PRV	Denise S Little	1975-11-22	UHC-01972-71	7135072421	3747 Market St, Mesa, AZ, 85207	0.76	Name re-cased Date of birth reformatted Phone reformatted City re-cased+2 more
PRV-26900	PRV	Hiroshi A Greene	1999-03-25	—	7598521273	2623 Maple Ave, Las Vegas, NV, 89176	0.76	Name re-cased Date of birth reformatted Phone reformatted City re-cased+2 more
PRV-25073	PRV	Wayne Moorris	1984-06-07	UHC-85819-24	8166404542	3686 Main St, Charlotte, NC, 28267	0.76	Date of birth reformatted Phone reformatted Member ID reformatted State name converted to code+2 more
PRV-24793	PRV	Anthony Reed	1942-05-02	—	8332751534	6410 Cedar Ln, Nashville, TN, 37221	0.76	Name re-cased Phone reformatted City re-cased State name converted to code+2 more
PRV-28100	PRV	Ros A Gary	1970-06-13	—	8015340747	6125 Sunset Blvd, Columbus, OH, 43268	0.76	Date of birth reformatted Phone reformatted State name converted to code Plan code upper-cased+2 more
PRV-23880	PRV	Jeremy Romero	1954-11-14	UHC-73018-04	3467871225	4322 Bayshore Dr, Sacramento, CA, 95834	0.76	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+2 more
PRV-27673	PRV	Diego Lucas	1952-06-09	UHC-55378-42	7373470504	5253 Church St, Columbus, OH, 43205	0.76	Date of birth reformatted Phone reformatted State name converted to code Email lower-cased+2 more
PRV-23604	PRV	Beverly Y Hunt	1984-05-06	—	3373336093	1902 Maple Ave, Gilbert, AZ, 85246	0.76	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+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-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-21493	PRV	Emma O Reed	1991-06-07	UHC-91196-41	6332224385	161 Desert Sky Blvd, Charlotte, NC, 28294	0.76	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+2 more
PRV-29227	PRV	Larry Wong	2001-10-02	UHC-68223-92	7385895507	5452 Ridge Rd, Orlando, FL, 32886	0.76	Name re-cased Date of birth reformatted State name converted to code Plan code upper-cased+2 more
PRV-26376	PRV	Shirley Yang	1953-08-08	UHC-48664-66	7602056421	699 Baseline Rd, Atlanta, GA, 30395	0.76	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+2 more
PRV-21922	PRV	Katherine Stevens	1952-12-20	UHC-93932-26	4288755375	7115 Apache Blvd, Jacksonville, FL, 32255	0.76	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+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-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-26943	PRV	Ethan Phhillips	1996-03-07	—	5539981186	8497 Oak St, Gilbert, AZ, 85282	0.76	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+2 more
PRV-22764	PRV	Jessica Brooks	1968-01-08	UHC-63784-90	5462337236	5621 Elm St, Glendale, AZ, 85362	0.78	Name re-cased Date of birth reformatted State name converted to code Whitespace trimmed+1 more
PRV-25267	PRV	Jose Scott	1979-05-02	—	7915452789	1716 Ridge Rd, Nashville, TN, 37283	0.78	Date of birth reformatted Phone reformatted State name converted to code Whitespace trimmed+1 more
PRV-27860	PRV	Sandra Ward	1996-05-25	—	6085460242	7221 Park Pl, Gilbert, AZ, 85275	0.78	Date of birth reformatted Phone reformatted State name converted to code Whitespace trimmed+1 more
PRV-26206	PRV	Sara Powell	2005-02-03	—	4595729223	4148 Ocean Ave, Houston, TX, 77044	0.78	Date of birth reformatted Phone reformatted State name converted to code Whitespace trimmed+1 more
PRV-29182	PRV	Denise Y Gibson	1973-06-15	—	5727006996	3493 Elm St, Charlotte, NC, 28256	0.78	Date of birth reformatted Phone reformatted City re-cased State name converted to code+1 more
PRV-26918	PRV	David Woods	1938-05-26	UHC-82071-75	6292712914	1578 Union St, Nashville, TN, 37211	0.78	Phone reformatted Member ID reformatted State name converted to code Whitespace trimmed+1 more
PRV-27900	PRV	Eugene Crawford	1954-05-05	—	9867989533	6267 Broadway, Scottsdale, AZ, 85277	0.78	Name re-cased Phone reformatted State name converted to code Whitespace trimmed+1 more
PRV-25269	PRV	Mason Rose	1948-06-12	UHC-72109-49	6539590695	1468 Central Ave, Phoenix, AZ, 85021	0.78	Date of birth reformatted Phone reformatted City re-cased State name converted to code+1 more
PRV-27906	PRV	Ethan Rogers	1938-12-18	UHC-76883-32	8694389533	1672 Spring St, San Antonio, TX, 78251	0.78	Date of birth reformatted Phone reformatted State name converted to code Email lower-cased+1 more
PRV-20905	PRV	Joyce L Hunt	1983-08-26	UHC-86921-20	2477112906	2307 Sage Ct, Phoenix, AZ, 85069	0.78	Name re-cased Date of birth reformatted State name converted to code Whitespace trimmed+1 more
PRV-22388	PRV	Shirlay Welch	1944-11-10	—	5096102614	5380 Washington St, Miami, FL, 33147	0.78	Name re-cased City re-cased State name converted to code Whitespace trimmed+1 more
PRV-21333	PRV	Sophia Howell	1997-04-28	—	4924674792	2377 Apache Blvd, San Diego, CA, 92144	0.78	Name re-cased Phone reformatted State name converted to code Whitespace trimmed+1 more
PRV-24796	PRV	Brittany Bennett	1976-03-01	UHC-13990-39	2598768170	8266 Central Ave, Gilbert, AZ, 85298	0.78	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+1 more
PRV-27198	PRV	Charles C Reynolds	1961-09-26	UHC-64561-81	—	6382 Apache Blvd, Orlando, FL, 32824	0.78	Name re-cased City re-cased State name converted to code Whitespace trimmed+1 more
PRV-27928	PRV	Barbara Carr	2000-03-19	—	5953887054	4270 Jefferson Ave, Orlando, FL, 32845	0.78	Name re-cased Phone reformatted State name converted to code Whitespace trimmed+1 more
PRV-21467	PRV	Jason Waker	1958-07-11	UHC-52858-40	9198299272	8763 Lincoln Way, Orlando, FL, 32826	0.78	Phone reformatted City re-cased State name converted to code Whitespace trimmed+1 more
PRV-20074	PRV	Madison Boyd	1997-10-09	—	4957631430	5761 Central Ave, Nashville, TN, 37230	0.78	Name re-cased Phone reformatted State name converted to code 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

926 rows, page 16 of 19Previous Next