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-28674	PRV	Mateo T Riley	1995-03-20	UHC-78610-28	6438338072	231 Cedar Ln, Eden Prairie, MN, 55313	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-27103	PRV	Doris Powell	1975-10-28	—	8973165951	1164 Grand Ave, Las Vegas, NV, 89153	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-24982	PRV	Jnoathan Alvarez	2005-09-12	UHC-37217-80	5853818945	7872 Meadow Ln, Eden Prairie, MN, 55392	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-27207	PRV	Samuel Simmnos	1945-05-25	UHC-47169-69	—	519 Grand Ave, Orlando, FL, 32885	0.78	Street suffix standardised Address re-cased Email lower-cased Whitespace trimmed+1 more
PRV-27715	PRV	Jose Hunter	2001-02-17	UHC-26224-70	—	9111 Maple Ave, Seattle, WA, 98100	0.78	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+1 more
PRV-26997	PRV	Janet G Medina	1969-11-27	UHC-08466-39	8256302595	9565 Lake View Rd, Scottsdale, AZ, 85226	0.78	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+1 more
PRV-25802	PRV	Mery Franklin	1942-09-17	UHC-63571-51	2198708516	728 Washington St, Austin, TX, 78725	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-26613	PRV	Michael Reynolds	2006-01-17	UHC-88165-10	4427216562	6996 Cedar Ln, Dallas, TX, 75289	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
PRV-21180	PRV	Nicholas Crawford	2005-03-02	UHC-87530-99	9496814784	8939 Palm Dr, Houston, TX, 77065	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-23602	PRV	Benjamin Robinson	2006-11-02	UHC-34560-42	2866185207	5706 Church St, Scottsdale, AZ, 85295	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-22225	PRV	Joe Silva	1944-11-08	UHC-53993-88	3675180514	3387 River Rd, Mesa, AZ, 85247	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-20163	PRV	Tyler Moreno	1994-11-12	UHC-79913-58	2462919795	1312 Ridge Rd, Seattle, WA, 98120	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-23989	PRV	Logan H Wang	2001-03-04	—	5619720419	9242 Park Pl, Phoenix, AZ, 85058	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-29412	PRV	Diane Chavez	1971-09-18	—	3069769457	7566 Mountain View Dr, Jacksonville, FL, 32255	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-23670	PRV	Abigail Alexander	1940-03-04	—	5822914748	6190 Indian School Rd, Atlanta, GA, 30392	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-22515	PRV	Knneth U Larson	1982-07-22	UHC-86392-72	3224386680	3899 Central Ave, Tempe, AZ, 85267	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-26092	PRV	Roy X Young	1964-04-11	—	6443274383	3149 Mountain View Dr, Jacksonville, FL, 32273	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-20715	PRV	Ethan Hughes	1959-03-09	—	4583701146	3985 Palm Dr, Tucson, AZ, 85755	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-25200	PRV	Henry Jacobs	1983-09-26	—	3334796139	9810 Palm Dr, Houston, TX, 77083	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-28418	PRV	Lawrence Little	1939-09-04	—	2588354136	8794 Harbor Blvd, Phoenix, AZ, 85094	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-21615	PRV	Mason Gomez	1962-04-19	—	7955081423	3565 Hillcrest Rd, Gilbert, AZ, 85264	0.78	Street suffix standardised Address re-cased State code upper-cased Whitespace trimmed+1 more
PRV-27678	PRV	Wei Arnold	1976-05-23	UHC-93430-91	5936496455	9213 Pine Dr, Glendale, AZ, 85331	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-23092	PRV	Hannah Watson	1995-07-27	UHC-44586-69	7182887677	9895 Bayshore Dr, San Antonio, TX, 78224	0.78	Street suffix standardised Address re-cased Plan code upper-cased Whitespace trimmed+1 more
PRV-26930	PRV	Evelyn Z Hill	1943-08-03	UHC-49905-98	5399879574	3867 Desert Sky Blvd, San Antonio, TX, 78265	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-28526	PRV	Arjun Hudson	1999-04-14	UHC-69955-67	3663862344	4237 Sunset Blvd, Gilbert, AZ, 85297	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
PRV-29414	PRV	Stephanie E Alvarado	2006-12-17	—	4554158798	985 Ridge Rd, San Antonio, TX, 78240	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-22343	PRV	Debra Z Price	1948-07-26	—	4333085023	7061 Willow Ct, Houston, TX, 77082	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-26810	PRV	Teresa Chavez	1980-12-08	—	—	2318 Harbor Blvd, Mesa, AZ, 85214	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
PRV-22501	PRV	Margaret Hunter	2005-01-01	—	8467827683	5534 Union St, Denver, CO, 80290	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-26283	PRV	Hiroshi Z Pierce	2005-12-01	UHC-54268-51	4444619104	3552 Apache Blvd, Denver, CO, 80228	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
PRV-26284	PRV	Hiroshi Z Pierce	2005-12-01	UHC-54268-51	4444619104	3552 Apache Blvd, Denver, CO, 80228	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
PRV-22087	PRV	Emma Tucker	1955-10-18	UHC-67045-13	—	4116 Market St, Mesa, AZ, 85245	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-21023	PRV	Jacob Brown	1984-09-17	UHC-55032-13	—	2479 Camelback Rd, Dallas, TX, 75297	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-24555	PRV	Samuel Castro	1975-05-08	—	—	5853 Market St, Fresno, CA, 93729	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-24009	PRV	Dennis Spencer	1993-03-21	—	2505984817	230 Sunset Blvd, Austin, TX, 78739	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
PRV-29189	PRV	Frances R Bowman	1966-06-16	—	4054600635	6951 Union St, Gilbert, AZ, 85266	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
PRV-24170	PRV	Aam Chapman	1985-07-19	UHC-28802-93	5739619826	8709 Sage Ct, Eden Prairie, MN, 55360	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-24503	PRV	Hiroshi Baker	1982-11-19	UHC-72853-63	—	4990 Harbor Blvd, Orlando, FL, 32847	0.78	Name re-cased Street suffix standardised Address re-cased State code upper-cased+1 more
PRV-27015	PRV	Carlos Jensen	1988-06-19	UHC-53640-66	—	5801 Canyon Rd, Tucson, AZ, 85700	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
PRV-25019	PRV	Diane Rogers	2004-10-08	UHC-26032-76	9448180415	7771 Maple Ave, Gilbert, AZ, 85215	0.78	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+1 more
PRV-28342	PRV	Merilyn N Vazquez	1941-05-20	—	7948827844	8011 Meadow Ln, Gilbert, AZ, 85241	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-25427	PRV	Larwence W Lanne	2006-08-09	—	—	2237 Camelback Rd, Los Angeles, CA, 90083	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
PRV-23032	PRV	Julie X Cox	1948-06-25	—	3418386041	4661 Market St, Austin, TX, 78737	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-20028	PRV	Morales Debra	1999-05-17	—	4627541837	6145 Elm St, Las Vegas, NV, 89152	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-25872	PRV	Kathryn S Payne	1963-06-10	—	7187472042	3681 Main St, Atlanta, GA, 30317	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-27981	PRV	Nicholas H Le	1977-05-15	—	8577396860	4494 Spring St, Orlando, FL, 32812	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-27980	PRV	Nicholas H Le	1977-05-15	—	8577396860	4494 Spring St, Orlando, FL, 32812	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-24945	PRV	Jose Hall	1944-09-22	—	5253464344	8803 Church St, Austin, TX, 78753	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-26176	PRV	Brittany H Parker	1966-10-13	UHC-15235-59	5033064629	7950 River Rd, Scottsdale, AZ, 85213	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-27867	PRV	Teresa Woods	1993-02-08	—	7694075803	6410 Forest Ave, Eden Prairie, MN, 55330	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more

5,405 rows, page 94 of 109Previous Next