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 “Name re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
PRV-28917	PRV	Lucia Welch	1987-03-03	UHC-60974-69	5014514426	7565 Maple Ave, Plano, TX, 75030	0.90	Name re-cased Phone reformatted City re-cased Whitespace trimmed+1 more
PRV-25393	PRV	Deborah Estrada	1991-03-10	—	7318527594	5054 Park Pl, San Antonio, TX, 78210	0.90	Name re-cased Phone reformatted City re-cased Whitespace trimmed+1 more
PRV-22473	PRV	Aisha Scott	1950-09-05	—	9789081586	—	0.90	Name re-cased Phone reformatted Email lower-cased Whitespace trimmed+1 more
PRV-29379	PRV	Jonathen Bishop	1998-06-24	UHC-27890-40	7253008403	5797 Desert Sky Blvd, Mesa, AZ, 85215	0.90	Name re-cased Phone reformatted Email lower-cased Whitespace trimmed+1 more
PRV-27375	PRV	Jerry W Carlson	1968-03-22	—	7747935492	6575 Market St, Orlando, FL, 32873	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
PRV-22459	PRV	Carol U Vazquez	1949-01-12	—	9268387556	—	0.90	Name re-cased Date of birth reformatted Email lower-cased Whitespace trimmed+1 more
PRV-21915	PRV	Yuki Santiago	1941-04-09	—	4699762795	—	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
PRV-20969	PRV	Henry Cheryl	1955-08-19	UHC-97793-44	5987324108	4304 Canyon Rd, Tucson, AZ, 85764	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
PRV-20968	PRV	Henry Cheryl	1955-08-19	UHC-97793-44	5987324108	4304 Canyon Rd, Tucson, AZ, 85764	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
PRV-21901	PRV	Logan Powell	1961-06-22	UHC-51488-43	—	9821 Cedar Ln, Sacramento, CA, 95845	0.90	Name re-cased City re-cased Email lower-cased Whitespace trimmed+1 more
PRV-28907	PRV	Brittany Ferguson	1944-05-18	UHC-92938-61	3197434136	6556 Ocean Ave, San Diego, CA, 92127	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
PRV-25530	PRV	Cynthia Perkins	1954-01-11	—	7882885535	3711 Mountain View Dr, Plano, TX, 75017	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
PRV-21111	PRV	Kenneth Tucker	1947-04-12	—	2384297613	1345 Meadow Ln, Gilbert, AZ, 85250	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
PRV-24761	PRV	Christian Edwards	1977-03-19	—	4458577107	—	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
PRV-29035	PRV	Christina S Jacobs	1969-07-14	UHC-14937-07	4656196844	—	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
PRV-24065	PRV	Allen Harold	1982-05-24	—	7466087016	—	0.90	Name re-cased Phone reformatted Email lower-cased Whitespace trimmed+1 more
PRV-29354	PRV	Ralph Rodriguez	1991-08-03	UHC-39276-85	2873964684	7263 Washington St, Plano, TX, 75098	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
PRV-26557	PRV	Melissa Morgan	1992-09-11	UHC-68202-82	8502646613	7009 Harbor Blvd, Tampa, FL, 33665	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
PRV-26984	PRV	Mei Warren	1993-04-28	—	9109426521	2861 Lincoln Way, San Diego, CA, 92197	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
PRV-28023	PRV	Daniel Nunez	1954-01-09	—	2176217578	—	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
PRV-22961	PRV	Gary West	1940-04-16	—	6032037228	5456 Cedar Ln, Eden Prairie, MN, 55398	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
PRV-23733	PRV	Susan Watson	1941-02-08	—	2403161345	2514 Broadway, Atlanta, GA, 30335	0.90	Name re-cased Phone reformatted City re-cased Whitespace trimmed+1 more
PRV-23732	PRV	Susan Watson	1941-02-08	—	2403161345	2514 Broadway, Atlanta, GA, 30335	0.90	Name re-cased Phone reformatted City re-cased Whitespace trimmed+1 more
PRV-21911	PRV	Jesse Pierce	1960-02-11	—	4439093185	8153 Broadway, Las Vegas, NV, 89190	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
PRV-21857	PRV	Omar Collins	2001-09-13	UHC-17620-38	2292227324	9690 Hillcrest Rd, Atlanta, GA, 30341	0.90	Name re-cased Phone reformatted Member ID reformatted Whitespace trimmed+1 more
PRV-26396	PRV	Emma L Vea	1940-08-26	UHC-61278-63	4944118245	—	0.90	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+1 more
PRV-23463	PRV	Eric Jordan	1988-01-16	—	8847680878	6155 Mesa Dr, Nashville, TN, 37240	0.90	Name re-cased Phone reformatted City re-cased Whitespace trimmed+1 more
PRV-21687	PRV	Amanda Larson	1946-09-26	UHC-81514-74	2384766490	1439 Desert Sky Blvd, Tempe, AZ, 85258	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
PRV-22065	PRV	Anna Burton	1951-06-22	—	6192285891	3373 Valley View Dr, Atlanta, GA, 30362	0.90	Name re-cased Date of birth reformatted Phone reformatted City re-cased+1 more
PRV-21466	PRV	William Ross	1984-03-20	—	3517753659	9411 Hillcrest Rd, Tampa, FL, 33647	0.90	Name re-cased Phone reformatted City re-cased Whitespace trimmed+1 more
PRV-25359	PRV	Susan Murphy	1969-07-25	—	3835492958	—	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
PRV-23661	PRV	Katherine Morales	1949-06-28	UHC-69962-70	7099215098	9500 Sunset Blvd, Los Angeles, CA, 90008	0.90	Name re-cased Phone reformatted City re-cased Email lower-cased+1 more
PRV-25964	PRV	Dorothy Greene	1965-11-01	UHC-20965-16	—	1956 Indian School Rd, Glendale, AZ, 85338	0.90	Name re-cased Date of birth reformatted Member ID reformatted Whitespace trimmed+1 more
PRV-24143	PRV	Michelle Rivera	1989-06-02	UHC-89576-64	3225737826	6134 Hillcrest Rd, Tampa, FL, 33667	0.90	Name re-cased Phone reformatted State code upper-cased Whitespace trimmed+1 more
PRV-24144	PRV	Michelle Rivera	1989-06-02	UHC-89576-64	3225737826	6134 Hillcrest Rd, Tampa, FL, 33667	0.90	Name re-cased Phone reformatted State code upper-cased Whitespace trimmed+1 more
PRV-26054	PRV	Gloria Tran	1945-05-04	UHC-23626-76	5176778499	—	0.90	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+1 more
PRV-25711	PRV	Mei West	1967-06-26	—	—	—	0.90	Name re-cased Date of birth reformatted Email lower-cased Whitespace trimmed+1 more
PRV-23808	PRV	Mariana P West	2004-11-18	UHC-69843-37	2752352705	597 Valley View Dr, Atlanta, GA, 30397	0.90	Name re-cased Date of birth reformatted Phone reformatted State code upper-cased+1 more
PRV-24654	PRV	Randy Marshall	2007-12-17	UHC-21917-14	5213290907	—	0.90	Name re-cased Date of birth reformatted Member ID reformatted Whitespace trimmed+1 more
PRV-28634	PRV	Jordan Carr	1973-07-06	UHC-39558-60	3682238387	205 Spring St, Gilbert, AZ, 85242	0.90	Name re-cased Phone reformatted Email lower-cased Whitespace trimmed+1 more
PRV-24906	PRV	Wayne Rojas	1963-03-11	UHC-44897-51	3146244470	6144 Spring St, Atlanta, GA, 30361	0.90	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+1 more
PRV-26549	PRV	Shraon Rose	2004-02-27	UHC-55095-57	2703965719	99 Lake View Rd, Orlando, FL, 32839	0.90	Name re-cased Phone reformatted State code upper-cased Whitespace trimmed+1 more
PRV-27536	PRV	Charles Morales	1996-07-06	—	8843696264	1061 Mesa Dr, Charlotte, NC, 28244	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
PRV-21328	PRV	Linda E Burton	1988-11-06	UHC-38270-36	2129682476	—	0.90	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+1 more
PRV-22060	PRV	Jesse Hudson	1973-08-21	—	8006928238	7065 Lincoln Way, Los Angeles, CA, 90025	0.90	Name re-cased Phone reformatted City re-cased Whitespace trimmed+1 more
PRV-26205	PRV	Sara Powell	2005-02-03	—	4595729223	3039 Sage Ct, Tucson, AZ, 85799	0.90	Name re-cased Date of birth reformatted Phone reformatted City re-cased+1 more
PRV-20913	PRV	Vincent Brooks	1946-11-09	—	4282903653	—	0.90	Name re-cased Phone reformatted Email lower-cased Whitespace trimmed+1 more
PRV-26426	PRV	Wayne B Lee	1949-01-02	UHC-57483-83	8754384567	6588 Sage Ct, Denver, CO, 80286	0.90	Name re-cased Phone reformatted City re-cased Whitespace trimmed+1 more
PRV-29545	PRV	Mary Foster	1978-06-27	UHC-70030-68	9672593697	—	0.90	Name re-cased Phone reformatted Member ID reformatted Whitespace trimmed+1 more
PRV-20675	PRV	Nicole I Torres	1982-01-12	—	6313922199	6945 Market St, San Diego, CA, 92103	0.90	Name re-cased Date of birth reformatted Phone reformatted State code upper-cased+1 more

3,816 rows, page 63 of 77Previous Next