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 “Street suffix standardised”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagStreet suffix standardisedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
PRV-21572	PRV	Sara Patel	2002-03-22	UHC-48728-33	7678398428	1780 Baseline Rd, Tucson, AZ, 85768	0.74	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+3 more
PRV-24591	PRV	Kathleen Crawford	1999-06-01	UHC-99013-43	3078235692	5269 Jefferson Ave, Glendale, AZ, 85356	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-29240	PRV	Mary Hudzon	1995-01-14	UHC-28041-40	7754797193	9385 Mesa Dr, San Diego, CA, 92171	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-29521	PRV	Alan Harris	1946-08-05	—	6765925049	1221 Union St, Minneapolis, MN, 55422	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-24690	PRV	Kenneth Thompson	1952-02-21	—	4765472424	2624 Central Ave, San Antonio, TX, 78270	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-23716	PRV	Christian W Lane	1971-03-19	—	9039419029	5676 Meadow Ln, Jacksonville, FL, 32260	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-20120	PRV	Camila Bryant	1941-07-01	UHC-78163-31	4093755405	517 Harbor Blvd, Columbus, OH, 43259	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-26351	PRV	Marcus O Nichols	2005-03-17	UHC-25674-18	3672142096	3722 Camelback Rd, Eden Prairie, MN, 55322	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-25769	PRV	Jennifer Dean	1954-01-02	UHC-62336-89	6205421689	8007 Indian School Rd, Jacksonville, FL, 32204	0.74	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+3 more
PRV-21651	PRV	Amanda Wright	1972-08-09	—	4056449641	1297 Willow Ct, Charlotte, NC, 28241	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-21652	PRV	Amanda Wright	1972-08-09	—	4056449641	1297 Willow Ct, Charlotte, NC, 28241	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-21613	PRV	Albert Mason	1954-03-14	UHC-72233-68	7695936039	2440 Desert Sky Blvd, Glendale, AZ, 85355	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-20543	PRV	Teresa Chavez	1953-05-09	UHC-36535-42	4362124413	1648 Valley View Dr, Eden Prairie, MN, 55343	0.74	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
PRV-27600	PRV	Alice Hunter	2006-08-21	UHC-81231-21	6005691813	2357 Indian School Rd, Plano, TX, 75062	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-28256	PRV	Logan Laron	1945-04-19	UHC-56916-28	9866887457	6157 Forest Ave, Phoenix, AZ, 85053	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-22291	PRV	Julia Mitchell	1953-11-03	UHC-66986-06	3719875870	9134 Cedar Ln, Nashville, TN, 37211	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-27153	PRV	Deborah Vargas	1944-06-26	—	4096433678	4953 Apache Blvd, Minneapolis, MN, 55473	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-21249	PRV	Jeffrey Larson	1955-09-24	UHC-00373-95	2895514159	5242 Jefferson Ave, Scottsdale, AZ, 85236	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-21602	PRV	Wayne Gutierrez	1982-11-13	UHC-35850-27	4287131616	7979 Park Pl, Miami, FL, 33196	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-24201	PRV	Kathryn Nunez	1984-11-27	—	7087994006	3733 Meadow Ln, Los Angeles, CA, 90025	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-23824	PRV	Melissa Rose	1954-07-10	UHC-51916-72	8748714040	6028 Maple Ave, Phoenix, AZ, 85084	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-20485	PRV	Terry Hansen	1956-10-09	—	4798898424	9836 Camelback Rd, Gilbert, AZ, 85294	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-26986	PRV	Fatima Z Bell	1997-02-17	—	3783962460	3325 Harbor Blvd, Miami, FL, 33179	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-25160	PRV	Amanda Weaver	2008-06-06	—	6942664323	7895 Park Pl, Plano, TX, 75007	0.74	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
PRV-27537	PRV	Elijah Wilson	1945-03-07	—	3272767470	8213 River Rd, Denver, CO, 80231	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
PRV-20586	PRV	Stephen Garza	1947-12-11	—	9046536487	9896 Ridge Rd, Orlando, FL, 32863	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-24712	PRV	Charles J Ray	1951-09-17	—	—	8897 Ridge Rd, Nashville, TN, 37227	0.74	Name re-cased Street suffix standardised Address re-cased State code upper-cased+3 more
PRV-28512	PRV	Priya Ryan	1989-06-17	UHC-94155-47	4776411864	6949 Canyon Rd, Chandler, AZ, 85249	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-25728	PRV	Joseph O Delgado	1980-05-26	UHC-93057-58	5163807761	7648 Jefferson Ave, San Diego, CA, 92159	0.74	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+3 more
PRV-26804	PRV	Kathleen Hughes	1949-12-20	UHC-40860-30	6968408950	5289 Oak St, Phoenix, AZ, 85065	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-24348	PRV	Patrikk Nguyen	2001-11-21	UHC-62124-12	6962571225	4943 Elm St, Sacramento, CA, 95809	0.74	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
PRV-28432	PRV	Gregory Pena	1944-04-24	UHC-46769-63	5237698601	1872 Meadow Ln, Columbus, OH, 43218	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
PRV-21458	PRV	Santiago Torres	1961-06-15	—	2596244074	5968 Park Pl, Tucson, AZ, 85756	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-20521	PRV	Virginia E Castillo	1992-06-06	UHC-00947-15	—	6133 Canyon Rd, Los Angeles, CA, 90090	0.74	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
PRV-28096	PRV	Tyler Sanders	1995-01-19	—	6497244073	1664 Forest Ave, Minneapolis, MN, 55456	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-23920	PRV	Bradley N Johnson	1940-08-14	UHC-61999-90	5215706159	5772 Ocean Ave, Mesa, AZ, 85292	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-25014	PRV	Naatlie Shaw	1966-08-15	UHC-04451-66	2396014239	491 Palm Dr, Sacramento, CA, 95819	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-27434	PRV	Alan Wheeler	1941-03-09	—	2066442524	2513 Bayshore Dr, Las Vegas, NV, 89167	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-25575	PRV	Robert B Washingtun	1969-04-03	UHC-52616-95	—	8721 Apache Blvd, Miami, FL, 33146	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
PRV-29184	PRV	Christina A Silva	1989-01-20	—	5524932005	4021 Maple Ave, Las Vegas, NV, 89161	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-27642	PRV	Ruth Z Ross	1970-04-21	—	5392567651	3071 Canyon Rd, Phoenix, AZ, 85096	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-28415	PRV	Frances Carlson	1966-02-26	UHC-63471-05	5128971480	6154 Grand Ave, Tampa, FL, 33608	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-28338	PRV	Elijah Z Le	1964-09-23	UHC-95173-48	—	9800 Elm St, Fresno, CA, 93709	0.74	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+3 more
PRV-25289	PRV	Adam O Rodriguez	1997-06-16	—	4485379656	7818 Oak St, San Diego, CA, 92131	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-21844	PRV	Dunn Terry	1970-06-22	—	4193152449	1568 Cedar Ln, San Antonio, TX, 78202	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-27941	PRV	Marilyn Guerrero	1997-05-12	UHC-29798-32	9315663424	3267 Mesa Dr, Orlando, FL, 32804	0.74	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
PRV-20552	PRV	Catherine J Bishop	1967-10-17	—	2628916417	513 Ocean Ave, Tempe, AZ, 85221	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-26168	PRV	Grace N Patterson	1983-10-22	UHC-65183-74	9579054803	2433 Forest Ave, Jacksonville, FL, 32214	0.74	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
PRV-25040	PRV	Juan George	1969-10-12	UHC-51548-97	6812589562	416 Hillcrest Rd, Austin, TX, 78790	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-28433	PRV	Andrea Boyd	2001-04-15	—	4288102609	6842 Harbor Blvd, Columbus, OH, 43208	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more

5,405 rows, page 69 of 109Previous Next