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 “City re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagCity re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
PRV-23794	PRV	Cynthia Mejia	1957-06-17	—	5234744072	8021 Spring St, Austin, TX, 78792	0.88	Name re-cased Date of birth reformatted Phone reformatted City re-cased+2 more
PRV-27622	PRV	Scott Duncan	1970-06-06	—	2014421258	71 Bayshore Dr, Los Angeles, CA, 90071	0.88	Date of birth reformatted Phone reformatted City re-cased Email lower-cased+2 more
PRV-22766	PRV	Mariana J Jimenez	1965-07-21	—	9015991310	4008 Church St, Miami, FL, 33101	0.88	Name re-cased Phone reformatted City re-cased State code upper-cased+2 more
PRV-29199	PRV	Anthony Perkins	1988-06-09	UHC-29134-84	4156884151	5905 Elm St, Las Vegas, NV, 89113	0.88	Phone reformatted Member ID reformatted City re-cased Email lower-cased+2 more
PRV-29047	PRV	Raymond Q Alvarado	1940-05-14	UHC-63639-31	2114911603	1325 Market St, Dallas, TX, 75230	0.88	Name re-cased Phone reformatted Member ID reformatted City re-cased+2 more
PRV-24236	PRV	Emily D Wells	1971-03-28	—	8798240310	2695 Mountain View Dr, San Diego, CA, 92155	0.88	Name re-cased Date of birth reformatted Phone reformatted City re-cased+2 more
PRV-20154	PRV	Joseph Jordan	1959-10-27	—	2418246598	6397 Highland Ave, Scottsdale, AZ, 85227	0.88	Name re-cased Date of birth reformatted Phone reformatted City re-cased+2 more
PRV-25295	PRV	Gloria Deaan	1970-08-16	UHC-28610-05	6426518782	7126 Meadow Ln, Miami, FL, 33137	0.90	Name re-cased Phone reformatted City re-cased Whitespace trimmed+1 more
PRV-24523	PRV	Melissa Fisher	1988-09-10	—	6708264013	7841 Willow Ct, Miami, FL, 33114	0.90	Date of birth reformatted Phone reformatted City re-cased Whitespace trimmed+1 more
PRV-26838	PRV	Nicole F Santos	1938-12-19	—	2537013915	9029 Ocean Ave, Minneapolis, MN, 55437	0.90	Date of birth reformatted Phone reformatted City re-cased Whitespace trimmed+1 more
PRV-27801	PRV	Gerald K Robertson	1945-09-20	—	—	2789 Palm Dr, Phoenix, AZ, 85083	0.90	Name re-cased Date of birth reformatted City re-cased Whitespace trimmed+1 more
PRV-25737	PRV	Amber Munoz	1984-08-17	UHC-03266-71	5585273189	9780 Maple Ave, Chandler, AZ, 85275	0.90	Phone reformatted City re-cased Email lower-cased Whitespace trimmed+1 more
PRV-28710	PRV	Kathryn Mendez	1968-06-22	UHC-53197-07	7433484944	7362 Maple Ave, Tucson, AZ, 85782	0.90	Date of birth reformatted Phone reformatted City re-cased Whitespace trimmed+1 more
PRV-23585	PRV	Catherine Tucker	1967-02-09	—	9256588008	7520 Ridge Rd, Austin, TX, 78746	0.90	Name re-cased Date of birth reformatted City re-cased Whitespace trimmed+1 more
PRV-22711	PRV	Justin Morgan	1956-06-21	—	6767539937	4401 Desert Sky Blvd, Tempe, AZ, 85233	0.90	Name re-cased Phone reformatted City re-cased Whitespace trimmed+1 more
PRV-22710	PRV	Justin Morgan	1956-06-21	—	6767539937	4401 Desert Sky Blvd, Tempe, AZ, 85233	0.90	Name re-cased Phone reformatted City re-cased Whitespace trimmed+1 more
PRV-25777	PRV	Rachel Freeman	1974-12-07	—	9563321775	7580 Central Ave, Nashville, TN, 37276	0.90	Name re-cased City re-cased State code upper-cased Whitespace trimmed+1 more
PRV-23254	PRV	Adam A Weaver	1941-07-08	—	2108899697	4901 Spring St, Mesa, AZ, 85271	0.90	Phone reformatted City re-cased State code upper-cased Email lower-cased+1 more
PRV-24067	PRV	Nancy D Walsh	1946-02-24	UHC-03744-02	9755220095	5331 Lake View Rd, Minneapolis, MN, 55449	0.90	Phone reformatted Member ID reformatted City re-cased Whitespace trimmed+1 more
PRV-28553	PRV	Johnny T Armstrong	1957-10-05	UHC-89431-35	8637177539	7191 Main St, Las Vegas, NV, 89149	0.90	Date of birth reformatted Phone reformatted City re-cased Whitespace trimmed+1 more
PRV-21556	PRV	Christopehr Wallace	2000-08-07	—	5297517988	2898 Indian School Rd, San Diego, CA, 92101	0.90	Name re-cased Phone reformatted City re-cased Whitespace trimmed+1 more
PRV-29173	PRV	Willie Walker	1944-02-16	UHC-63045-56	5155736492	3616 Oak St, Los Angeles, CA, 90057	0.90	Name re-cased Phone reformatted City re-cased Whitespace trimmed+1 more
PRV-21022	PRV	Ewdard N Porter	1999-07-28	UHC-26683-20	—	226 Broadway, Houston, TX, 77018	0.90	Name re-cased Member ID reformatted City re-cased Whitespace trimmed+1 more
PRV-26461	PRV	Ryan Garrett	2005-04-05	UHC-63270-32	—	7441 Market St, Minneapolis, MN, 55455	0.90	Name re-cased Date of birth reformatted City re-cased Whitespace trimmed+1 more
PRV-29081	PRV	Janet Lewis	1970-10-07	—	6164624999	3583 River Rd, Phoenix, AZ, 85055	0.90	Name re-cased Date of birth reformatted Phone reformatted City re-cased+1 more
PRV-26616	PRV	Sharon Campbell	1956-06-07	UHC-06772-04	4465041093	878 Canyon Rd, Tucson, AZ, 85718	0.90	Name re-cased Phone reformatted City re-cased Email lower-cased+1 more
PRV-23564	PRV	Judy Cooper	1964-09-18	—	—	3369 Apache Blvd, Gilbert, AZ, 85221	0.90	Date of birth reformatted City re-cased Email lower-cased Whitespace trimmed+1 more
PRV-20911	PRV	Mariana C Collins	1966-09-24	—	7359498191	9011 Pine Dr, Jacksonville, FL, 32277	0.90	Name re-cased Phone reformatted City re-cased Whitespace trimmed+1 more
PRV-25864	PRV	Theresa Garcia	1940-11-08	UHC-73103-71	9435629635	2889 Camelback Rd, Fresno, CA, 93725	0.90	Name re-cased Phone reformatted Member ID reformatted City re-cased+1 more
PRV-21357	PRV	Brenda L Stephens	2000-03-02	—	8762196814	7450 Spring St, Tampa, FL, 33658	0.90	Name re-cased Date of birth reformatted Phone reformatted City re-cased+1 more
PRV-27687	PRV	Martha Snyder	1989-05-08	—	7964328536	6526 Broadway, Plano, TX, 75074	0.90	Name re-cased Date of birth reformatted City re-cased Email lower-cased+1 more
PRV-22850	PRV	Mariana Q Stevens	1967-07-19	—	8007454249	2593 Main St, Minneapolis, MN, 55471	0.90	Name re-cased Phone reformatted City re-cased Whitespace trimmed+1 more
PRV-25255	PRV	Diane Meyer	1984-01-08	—	8974579450	6924 Apache Blvd, Las Vegas, NV, 89182	0.90	Date of birth reformatted Phone reformatted City re-cased Whitespace trimmed+1 more
PRV-28845	PRV	Maria D Williams	1981-03-22	UHC-03452-96	9642466627	3689 River Rd, Denver, CO, 80224	0.90	Name re-cased Phone reformatted City re-cased Whitespace trimmed+1 more
PRV-29141	PRV	Thoomas Mendoza	1953-12-26	—	9013653279	8758 Indian School Rd, San Antonio, TX, 78251	0.90	Name re-cased Date of birth reformatted Phone reformatted City re-cased+1 more
PRV-25693	PRV	Douglas Y Lynch	1983-02-10	UHC-36045-91	6092888751	365 Maple Ave, Gilbert, AZ, 85275	0.90	Name re-cased Date of birth reformatted Phone reformatted City re-cased+1 more
PRV-27203	PRV	Tyler Wagner	1977-08-17	UHC-29723-33	4056658474	8116 Willow Ct, San Antonio, TX, 78239	0.90	Name re-cased City re-cased Email lower-cased Whitespace trimmed+1 more
PRV-28863	PRV	Lauren D Barnes	1993-09-09	—	5672444736	9543 Union St, Denver, CO, 80206	0.90	Name re-cased Phone reformatted City re-cased Whitespace trimmed+1 more
PRV-24306	PRV	Steven George	1971-03-07	UHC-39607-73	8165342757	1231 Park Pl, Los Angeles, CA, 90067	0.90	Phone reformatted Member ID reformatted City re-cased Whitespace trimmed+1 more
PRV-20382	PRV	Julia Sanders	1990-03-17	UHC-75221-78	9889045241	9533 Washington St, Denver, CO, 80232	0.90	Date of birth reformatted Phone reformatted Member ID reformatted City re-cased+1 more
PRV-21260	PRV	Gregory Jensen	2005-08-16	UHC-11923-03	6088586740	3096 Pine Dr, Scottsdale, AZ, 85285	0.90	Date of birth reformatted Phone reformatted City re-cased Whitespace trimmed+1 more
PRV-24016	PRV	Jose Adams	1938-05-09	UHC-52436-99	3018157190	3613 Ridge Rd, Jacksonville, FL, 32233	0.90	Date of birth reformatted Phone reformatted City re-cased Whitespace trimmed+1 more
PRV-22727	PRV	Cynthia Elliott	2007-09-02	UHC-38722-48	5113382771	9248 Sage Ct, San Antonio, TX, 78200	0.90	Phone reformatted Member ID reformatted City re-cased Whitespace trimmed+1 more
PRV-29577	PRV	Dorothy J Brown	1944-01-28	—	6807695955	8317 Mountain View Dr, Nashville, TN, 37241	0.90	Name re-cased Phone reformatted City re-cased Email lower-cased+1 more
PRV-29249	PRV	Douglas Cruz	1961-04-01	—	2817939656	9571 Baseline Rd, Columbus, OH, 43278	0.90	Phone reformatted City re-cased State code upper-cased Whitespace trimmed+1 more
PRV-20953	PRV	Lawrence M Burke	1951-03-07	UHC-58705-65	4887835554	1137 Palm Dr, Gilbert, AZ, 85259	0.90	Name re-cased Phone reformatted City re-cased Whitespace trimmed+1 more
PRV-28190	PRV	Marcus Montgomery	1966-02-07	UHC-94734-12	7392227653	1942 Meadow Ln, Chandler, AZ, 85203	0.90	Name re-cased Phone reformatted City re-cased Whitespace trimmed+1 more
PRV-25375	PRV	Shirley Le	2002-03-28	UHC-24005-09	9148077555	7260 Market St, Mesa, AZ, 85220	0.90	Date of birth reformatted Phone reformatted City re-cased Whitespace trimmed+1 more
PRV-24116	PRV	Mdaison G Stone	1980-10-02	—	4096645277	1621 Central Ave, Las Vegas, NV, 89196	0.90	Date of birth reformatted Phone reformatted City re-cased Whitespace trimmed+1 more
PRV-29277	PRV	Henry Rojas	1974-05-02	—	3472937102	7604 Hillcrest Rd, Tempe, AZ, 85216	0.90	Name re-cased Phone reformatted City re-cased Whitespace trimmed+1 more

1,737 rows, page 31 of 35Previous Next