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-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-27555	PRV	Benjamin Turner	1986-11-22	UHC-15001-22	8614303476	8717 Desert Sky Blvd, San Antonio, TX, 78209	0.90	Name re-cased Phone reformatted State code upper-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-28371	PRV	Randy E Carpenter	1977-11-13	—	2086033139	—	0.90	Name re-cased Date of birth reformatted Phone reformatted Email lower-cased+1 more
PRV-28479	PRV	Janice Garrett	1959-02-15	—	3524507434	2391 River Rd, Plano, TX, 75045	0.90	Name re-cased Date of birth reformatted Phone reformatted Plan code upper-cased+1 more
PRV-21116	PRV	Catherine Warren	1967-02-15	UHC-42276-35	8208426413	—	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
PRV-26759	PRV	Kathleen Alvaraado	2006-09-04	UHC-63954-89	9107986533	1905 Sage Ct, Columbus, OH, 43226	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
PRV-26485	PRV	Priya H Ortiz	1943-10-11	UHC-82529-11	6228358243	3640 Lake View Rd, Dallas, TX, 75241	0.90	Name re-cased Phone reformatted Member ID reformatted Email lower-cased+1 more
PRV-24176	PRV	Raymond Lawrence	1949-08-08	UHC-59874-28	7416800946	—	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
PRV-21495	PRV	Carolyn Hansen	1986-10-11	UHC-55770-24	9388365226	9510 Mesa Dr, Dallas, TX, 75268	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
PRV-23802	PRV	Sean Hunter	1963-07-21	UHC-31403-34	9216874431	4045 Market St, Sacramento, CA, 95809	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
PRV-26362	PRV	Gary Rodriguez	2008-10-26	—	6567775399	3031 Bayshore Dr, Tucson, AZ, 85773	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
PRV-23505	PRV	Ana Bradley	1999-03-06	—	7198603873	1725 Spring St, Las Vegas, NV, 89173	0.90	Name re-cased Phone reformatted State code upper-cased Whitespace trimmed+1 more
PRV-20596	PRV	Lisa H Payne	1986-05-06	—	4609187364	4985 Sage Ct, Atlanta, GA, 30333	0.90	Name re-cased Date of birth reformatted Phone reformatted 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-23822	PRV	Roy P Smith	1945-01-07	—	4653773812	—	0.90	Name re-cased Phone reformatted Email lower-cased Whitespace trimmed+1 more
PRV-27212	PRV	Jusstin Bowman	1980-11-01	UHC-62449-29	6663242365	—	0.90	Name re-cased Phone reformatted Email lower-cased Whitespace trimmed+1 more
PRV-21953	PRV	Donald Torres	1963-09-18	—	7587485754	4999 Jefferson Ave, Charlotte, NC, 28240	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
PRV-24431	PRV	Nathan S Salazar	1968-03-03	—	8448358897	—	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
PRV-22867	PRV	Ahmed Ortega	1938-01-24	UHC-80634-45	4853672099	2686 Cedar Ln, Houston, TX, 77044	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
PRV-23769	PRV	Doris Evans	1939-12-19	—	3579224649	7062 Apache Blvd, Fresno, CA, 93772	0.90	Name re-cased Date of birth reformatted Phone reformatted Email lower-cased+1 more
PRV-24964	PRV	Danielle Garza	1978-11-07	UHC-79202-96	9648631091	—	0.90	Name re-cased Phone reformatted Email lower-cased Whitespace trimmed+1 more
PRV-24601	PRV	Priya Ray	1962-05-28	UHC-58523-45	9709037558	7268 Cedar Ln, Gilbert, AZ, 85287	0.90	Name re-cased Date of birth reformatted Phone reformatted Email lower-cased+1 more
PRV-25736	PRV	Austin R Cunningham	2005-12-11	—	6392836784	4366 Forest Ave, Phoenix, AZ, 85002	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
PRV-20904	PRV	Alice Ruiz	2004-04-27	—	7886610687	—	0.90	Name re-cased Date of birth reformatted Phone reformatted 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-28578	PRV	Nicole B Jordan	1958-06-05	UHC-95049-23	6652142279	—	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
PRV-25443	PRV	Sandra W Alexander	2008-02-26	—	6833750889	—	0.90	Name re-cased Phone reformatted Email lower-cased Whitespace trimmed+1 more
PRV-26839	PRV	Matthew Ferguson	1995-03-20	UHC-66125-48	5806281556	1582 Camelback Rd, Houston, TX, 77086	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
PRV-27172	PRV	Joseph Salazar	1961-06-11	UHC-42198-11	6534859138	8192 Sage Ct, Tucson, AZ, 85772	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
PRV-24923	PRV	Jerry Hall	2000-04-25	UHC-27759-66	9776046378	6492 Canyon Rd, Charlotte, NC, 28212	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
PRV-21103	PRV	Sean Carter	1949-03-08	—	7396785895	7966 Grand Ave, Tucson, AZ, 85719	0.90	Name re-cased Phone reformatted State code upper-cased Whitespace trimmed+1 more
PRV-28626	PRV	Alexis Ortiz	1969-08-06	—	2165467010	9086 Hillcrest Rd, San Diego, CA, 92184	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
PRV-29274	PRV	Camila Cook	1993-11-17	UHC-38400-90	5407392334	8990 Willow Ct, San Diego, CA, 92184	0.90	Name re-cased Phone reformatted Member ID reformatted 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-27741	PRV	Christopher H Robinson	1990-04-22	—	3142113859	2661 Valley View Dr, Los Angeles, CA, 90006	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
PRV-25991	PRV	Frances P Valdez	1957-04-24	UHC-77875-73	2466061892	—	0.90	Name re-cased Phone reformatted Email lower-cased Whitespace trimmed+1 more
PRV-28807	PRV	Patrick Garcia	1994-01-23	UHC-20619-89	8075762696	1341 Mesa Dr, Chandler, AZ, 85226	0.90	Name re-cased Date of birth reformatted Phone reformatted 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
PRV-28293	PRV	Gregory Cruz	1974-01-27	—	9865843553	5351 Market St, Jacksonville, FL, 32255	0.90	Name re-cased Phone reformatted City re-cased Whitespace trimmed+1 more
PRV-23823	PRV	Sara Stewart	1945-02-20	—	7667114993	—	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
PRV-29340	PRV	Maria Moore	1952-08-07	UHC-35971-23	2069663752	3317 Lincoln Way, Atlanta, GA, 30369	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
PRV-27383	PRV	Joshua Gray	1994-04-12	—	8249883339	1373 Lincoln Way, Sacramento, CA, 95872	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
PRV-26791	PRV	Priya Campbell	1946-03-08	UHC-62725-43	2305020740	310 Pine Dr, Chandler, AZ, 85235	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
PRV-23595	PRV	Maria McDonald	2008-06-24	—	7888941751	—	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
PRV-22540	PRV	Susan Murphy	1996-06-03	UHC-71234-34	7576674321	1234 Broadway, Tempe, AZ, 85231	0.90	Name re-cased Phone reformatted City re-cased Whitespace trimmed+1 more
PRV-21489	PRV	Debra Park	1957-01-10	—	6353207478	2847 Spring St, Glendale, AZ, 85369	0.90	Name re-cased Date of birth reformatted Email lower-cased Whitespace trimmed+1 more
PRV-25169	PRV	Donna A Evans	1960-11-01	UHC-46623-02	5206216393	4193 Forest Ave, Denver, CO, 80216	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
PRV-28461	PRV	Christina Gonzalez	1968-01-23	—	2084431625	87 Sage Ct, Jacksonville, FL, 32218	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more

3,816 rows, page 62 of 77Previous Next