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 “Gender normalised”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagGender normalisedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
PRV-22383	PRV	Ryan Robinnson	1946-08-04	—	5448338811	—	0.80	Date of birth reformatted Phone reformatted Gender normalised Placeholder values cleared
PRV-26671	PRV	Lawrence M Gonzalez	1989-09-19	—	3114086887	4187 Spring St, Phoenix, AZ, 85036	0.80	Phone reformatted Gender normalised Whitespace trimmed Placeholder values cleared
PRV-27932	PRV	Daniel Y Jensen	1974-09-12	UHC-77446-05	9178022537	3605 Baseline Rd, Chandler, AZ, 85239	0.80	City re-cased Gender normalised Whitespace trimmed Placeholder values cleared
PRV-29455	PRV	Chuck A Nunez	1953-05-25	UHC-42084-71	8627104283	1663 Mesa Dr, Seattle, WA, 98179	0.80	Name re-cased Phone reformatted Gender normalised Placeholder values cleared
PRV-20034	PRV	Anna McDonald	1972-03-16	UHC-61383-31	7837594369	5798 Union St, Los Angeles, CA, 90015	0.80	Date of birth reformatted Phone reformatted Gender normalised Placeholder values cleared
PRV-21008	PRV	Robert Holmes	2006-04-09	—	9536015335	—	0.80	Phone reformatted Gender normalised Whitespace trimmed Placeholder values cleared
PRV-20103	PRV	Gloria U Woods	1998-09-16	UHC-12398-94	6929728201	—	0.80	Name re-cased Phone reformatted Gender normalised Placeholder values cleared
PRV-25826	PRV	Mason Wells	2004-02-13	UHC-76605-77	2822414322	—	0.80	Date of birth reformatted Phone reformatted Gender normalised Placeholder values cleared
PRV-25954	PRV	Laura P Perry	1980-02-09	UHC-48608-36	9038203639	—	0.80	Date of birth reformatted Phone reformatted Gender normalised Placeholder values cleared
PRV-27670	PRV	John Hayes	2002-11-20	UHC-59901-87	8908777429	—	0.80	Date of birth reformatted Gender normalised Whitespace trimmed Placeholder values cleared
PRV-21798	PRV	Randy X McCoy	1974-02-12	—	2436270035	—	0.80	Email lower-cased Gender normalised Whitespace trimmed Placeholder values cleared
PRV-20602	PRV	Natalie T Palmer	1973-09-04	UHC-30236-51	7367744331	—	0.80	Phone reformatted Gender normalised Whitespace trimmed Placeholder values cleared
PRV-28315	PRV	Sandra Johnston	1987-04-23	—	3706406971	8467 Sunset Blvd, Austin, TX, 78717	0.80	Name re-cased Phone reformatted Gender normalised Placeholder values cleared
PRV-21732	PRV	Peter Sullivan	1991-10-16	—	2683155340	9057 Broadway, Charlotte, NC, 28256	0.80	Name re-cased City re-cased Gender normalised Placeholder values cleared
PRV-24959	PRV	Kayla Riley	2002-07-20	UHC-81765-33	4152342567	—	0.80	Phone reformatted Gender normalised Whitespace trimmed Placeholder values cleared
PRV-21031	PRV	Martha Bell	1992-02-24	UHC-89637-12	6408730598	3913 Main St, Las Vegas, NV, 89131	0.80	Phone reformatted Gender normalised Whitespace trimmed Placeholder values cleared
PRV-27424	PRV	Michael V Cole	1958-07-12	UHC-18134-27	5285998440	—	0.80	Name re-cased Phone reformatted Gender normalised Placeholder values cleared
PRV-26458	PRV	Kayla Rike	1997-11-11	—	5106258098	3442 Church St, Gilbert, AZ, 85272	0.80	Name re-cased City re-cased Gender normalised Placeholder values cleared
PRV-20405	PRV	Austin Rice	1961-08-09	UHC-01782-05	6339088309	3657 Elm St, Tempe, AZ, 85217	0.80	Phone reformatted Gender normalised Whitespace trimmed Placeholder values cleared
PRV-24389	PRV	Natalie Medina	1945-12-24	UHC-96777-36	9484023277	—	0.80	Name re-cased Phone reformatted Gender normalised Placeholder values cleared
PRV-21825	PRV	Sophia Lynch	1967-10-21	UHC-01980-86	7369644069	—	0.80	Name re-cased Gender normalised Whitespace trimmed Placeholder values cleared
PRV-25068	PRV	Mason O Thompson	1973-11-12	—	6513483310	3206 Willow Ct, Tucson, AZ, 85745	0.80	Phone reformatted Gender normalised Whitespace trimmed Placeholder values cleared
PRV-23797	PRV	Sophia Ferguson	1956-12-12	—	6188715819	5698 Baseline Rd, San Antonio, TX, 78225	0.80	Phone reformatted Gender normalised Whitespace trimmed Placeholder values cleared
PRV-25566	PRV	Willie Walsh	1986-02-01	—	5423626204	408 Sage Ct, Scottsdale, AZ, 85249	0.80	Phone reformatted Gender normalised Whitespace trimmed Placeholder values cleared
PRV-26870	PRV	Karen P Hoffmman	1997-12-06	—	8393562660	7045 Mesa Dr, Las Vegas, NV, 89150	0.80	Name re-cased Phone reformatted Gender normalised Placeholder values cleared
PRV-22832	PRV	Gabriel Wagner	1959-04-13	—	4998731225	—	0.80	Email lower-cased Gender normalised Whitespace trimmed Placeholder values cleared
PRV-23951	PRV	Sandra Williamson	1981-10-08	UHC-46877-79	4939425136	—	0.80	Phone reformatted Gender normalised Whitespace trimmed Placeholder values cleared
PRV-24369	PRV	Mason Lucas	1969-06-01	UHC-82569-27	4385568143	2967 Mesa Dr, Chandler, AZ, 85200	0.80	Name re-cased City re-cased Gender normalised Placeholder values cleared
PRV-24957	PRV	Alex Ross	1957-08-23	—	9546289856	2466 Harbor Blvd, Seattle, WA, 98176	0.80	Date of birth reformatted Gender normalised Whitespace trimmed Placeholder values cleared
PRV-26658	PRV	Timothy Phillips	2005-07-25	UHC-10844-40	3038615081	—	0.80	Phone reformatted Gender normalised Whitespace trimmed Placeholder values cleared
PRV-26706	PRV	Christina Graham	1948-09-14	UHC-81316-40	2953714632	—	0.80	Name re-cased Phone reformatted Gender normalised Placeholder values cleared
PRV-25162	PRV	Robert Soto	1978-02-19	—	—	—	0.80	Name re-cased Gender normalised Whitespace trimmed Placeholder values cleared
PRV-20289	PRV	Andrew Morgan	1987-12-08	UHC-78457-24	8403931682	—	0.80	Name re-cased Phone reformatted Gender normalised Placeholder values cleared
PRV-24638	PRV	Diego Jimenez	1957-09-14	—	7204520066	—	0.80	Phone reformatted Gender normalised Whitespace trimmed Placeholder values cleared
PRV-24639	PRV	Diego Jimenez	1957-09-14	—	7204520066	—	0.80	Phone reformatted Gender normalised Whitespace trimmed Placeholder values cleared
PRV-28799	PRV	Denise Pena	1998-08-10	—	9747975952	8859 Lake View Rd, Tucson, AZ, 85711	0.80	Date of birth reformatted Phone reformatted Gender normalised Placeholder values cleared
PRV-27045	PRV	Betty C Rose	1945-03-03	UHC-74182-23	6003562475	8135 Central Ave, Columbus, OH, 43210	0.80	Phone reformatted Gender normalised Whitespace trimmed Placeholder values cleared
PRV-26011	PRV	Paul Rilye	1973-02-14	—	2275951424	—	0.80	Phone reformatted Gender normalised Whitespace trimmed Placeholder values cleared
PRV-21385	PRV	Albert Griffin	1953-03-15	—	9378180044	2971 Canyon Rd, Minneapolis, MN, 55498	0.80	Phone reformatted Gender normalised Whitespace trimmed Placeholder values cleared
PRV-28958	PRV	Edward A Hunt	1999-06-24	UHC-76455-82	9463364219	—	0.80	Phone reformatted Gender normalised Whitespace trimmed Placeholder values cleared
PRV-25715	PRV	Ann Kennedy	1955-04-17	UHC-55225-29	—	5760 Cedar Ln, Chandler, AZ, 85261	0.80	Name re-cased Email lower-cased Gender normalised Placeholder values cleared
PRV-22382	PRV	Diana X Richards	2006-11-08	—	5577482727	3735 Cedar Ln, Mesa, AZ, 85296	0.80	Date of birth reformatted Phone reformatted Gender normalised Placeholder values cleared
PRV-28427	PRV	Virginia Bowman	1957-09-20	—	3187669881	5826 Hillcrest Rd, Atlanta, GA, 30346	0.80	Phone reformatted Gender normalised Whitespace trimmed Placeholder values cleared
PRV-26024	PRV	Jeffrey K Carter	1957-01-25	UHC-22659-67	6895492969	4976 Church St, Mesa, AZ, 85247	0.80	Date of birth reformatted Phone reformatted Gender normalised Placeholder values cleared
PRV-22613	PRV	Carlos Jenkins	1959-08-07	—	—	1581 Valley View Dr, Chandler, AZ, 85291	0.80	Date of birth reformatted City re-cased Gender normalised Placeholder values cleared
PRV-26366	PRV	Jacob Ramirez	1979-06-01	UHC-89226-72	2072070968	6959 Willow Ct, Tempe, AZ, 85296	0.80	Name re-cased Date of birth reformatted Gender normalised Placeholder values cleared
PRV-25233	PRV	Cynthia W Ford	1986-06-11	—	—	3753 Lincoln Way, Fresno, CA, 93791	0.82	Gender normalised Whitespace trimmed Placeholder values cleared
PRV-28966	PRV	Jack Torres	1949-02-10	—	3558995888	110 Spring St, Nashville, TN, 37271	0.82	Phone reformatted Gender normalised Placeholder values cleared
PRV-21024	PRV	Jackie Fowler	1991-02-11	UHC-54173-12	8907417379	9633 Central Ave, Los Angeles, CA, 90086	0.82	Phone reformatted Gender normalised Placeholder values cleared
PRV-24716	PRV	Rachel Allen	1990-08-27	—	9706551598	1261 Lake View Rd, Chandler, AZ, 85284	0.82	Name re-cased Gender normalised Placeholder values cleared

1,602 rows, page 30 of 33Previous Next