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 “Whitespace trimmed”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagWhitespace trimmedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
PRV-25511	PRV	Lucia Benntet	1946-12-08	UHC-47654-57	7223619686	—	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
PRV-20705	PRV	Jonathan Cunningham	1971-01-22	—	6833334528	1755 Lake View Rd, Plano, TX, 75005	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-24466	PRV	Peterson S Terry	1940-03-22	—	7826611322	9120 Harbor Blvd, Miami, FL, 33121	0.78	Date of birth reformatted Gender normalised Plan code upper-cased Whitespace trimmed+1 more
PRV-29246	PRV	Jack Gray	1966-11-25	UHC-88547-19	9105895781	6736 Church St, Sacramento, CA, 95837	0.78	Name re-cased Two-digit birth year City re-cased Whitespace trimmed+1 more
PRV-20672	PRV	Denny Sandeers	1982-03-12	—	—	—	0.78	Name re-cased Email lower-cased Gender normalised Whitespace trimmed+1 more
PRV-25118	PRV	Kenneth Z Peeters	1991-09-06	—	8464055697	2744 Hillcrest Rd, Houston, TX, 77004	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-24963	PRV	Omar Hicks	1993-06-28	—	9682023886	—	0.78	Date of birth reformatted Phone reformatted Gender normalised Whitespace trimmed+1 more
PRV-24246	PRV	Donna Welch	—	UHC-78754-72	5074405110	—	0.78	Date of birth reformatted Date of birth unreadable Phone reformatted Email lower-cased+1 more
PRV-22410	PRV	Doris Cunnigham	1949-03-07	UHC-12346-13	3359438706	6648 Palm Dr, Chandler, AZ, 85284	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-21856	PRV	Jordan K Richards	1964-04-15	—	—	4417 Market St, Charlotte, NC, 28204	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-28276	PRV	Joan Vazquez	1958-10-06	—	3959648074	2813 Valley View Dr, Chandler, AZ, 85283	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-27575	PRV	Brenda Wells	1961-07-12	UHC-70706-56	6507345717	5623 Maple Ave, Mesa, AZ, 85251	0.78	Phone reformatted City re-cased ZIP+4 trimmed Whitespace trimmed+1 more
PRV-24875	PRV	Priya Brown	1939-10-04	—	9616654710	9357 Canyon Rd, Los Angeles, CA, 90062	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-24860	PRV	Aisha Z Chapman	—	—	2254697944	4462 Cedar Ln, Miami, FL, 33191	0.78	Date of birth missing Phone reformatted City re-cased Whitespace trimmed+1 more
PRV-23387	PRV	Alice Freeman	—	UHC-80293-63	8738938397	—	0.78	Name re-cased Date of birth unreadable Phone reformatted Whitespace trimmed+1 more
PRV-20141	PRV	Joan Y Bryant	1958-12-01	UHC-19390-36	5253887592	6477 Spring St, Mesa, AZ	0.78	Date of birth reformatted Phone reformatted ZIP missing Whitespace trimmed+1 more
PRV-27526	PRV	Nacy Daniels	1976-11-12	UHC-96138-11	6496387234	8662 Cedar Ln, Orlando, FL, 32823	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-26089	PRV	Jsese Williamson	1961-10-13	UHC-57888-13	—	5866 Pine Dr, Austin, TX, 78771	0.78	Date of birth reformatted City re-cased Gender normalised Whitespace trimmed+1 more
PRV-22320	PRV	Ahmed Vega	1991-05-16	—	3914332193	1975 Jefferson Ave, San Diego, CA, 92114	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-23305	PRV	Christina O Maldonado	1957-06-20	—	3633956290	8246 Valley View Dr, Eden Prairie, MN, 55379	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-22455	PRV	Cheryl Little	1951-06-21	—	2967803744	8771 Meadow Ln, Eden Prairie, MN, 55382	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-25540	PRV	Yuki Hanson	1981-03-04	UHC-02203-04	5829358898	—	0.78	Name re-cased Two-digit birth year Phone reformatted Whitespace trimmed+1 more
PRV-23001	PRV	Alice E Marshall	1988-11-22	—	6698641806	5036 Bayshore Dr, Plano, TX, 75009	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
PRV-20369	PRV	Timothy Reed	1963-03-14	—	2168700023	6904 Lincoln Way, Columbus, OH, 43203	0.78	Phone reformatted City re-cased Gender normalised Whitespace trimmed+1 more
PRV-21187	PRV	Doris Welch	1950-07-19	—	4428915456	2676 Forest Ave, Houston, TX, 77070	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
PRV-25191	PRV	Elizabeth R Fisher	—	—	3406818983	8427 Main St, Jacksonville, FL, 32260	0.78	Name re-cased Date of birth unreadable City re-cased Whitespace trimmed+1 more
PRV-26064	PRV	Nathan A Bennett	1998-08-28	—	—	1469 Spring St, Eden Prairie, MN, 55313	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
PRV-25643	PRV	Lauren Chen	2003-04-01	UHC-04060-90	7099518613	8160 Indian School Rd, Austin, TX, 78773	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-25062	PRV	Charlotte Reid	1997-11-10	—	2822351642	8889 Main St, Mesa, AZ, 85273	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-23962	PRV	Amber Dean	1961-02-19	UHC-03303-76	7743126836	2058 Sage Ct, Mesa, AZ, 85253	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-29216	PRV	Roger Reid	1961-06-04	UHC-97347-56	3157127510	9877 Valley View Dr, Sacramento, CA, 95880	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-25890	PRV	Adam Hughes	1974-04-05	—	7572253575	4667 Sunset Blvd, Sacramento, CA, 95821	0.78	Name re-cased Phone reformatted ZIP+4 trimmed Whitespace trimmed+1 more
PRV-28913	PRV	Nicholas Oliver	1967-01-18	—	3179898853	7570 Lake View Rd, Houston, TX, 77050	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-25994	PRV	Raymond Elliott	1956-04-25	UHC-34636-62	8403759083	8816 Forest Ave, Denver, CO	0.78	Name re-cased Phone reformatted ZIP missing Whitespace trimmed+1 more
PRV-23164	PRV	Mari A Vazquez	1980-02-04	—	2478364773	1782 Bayshore Dr, Plano, TX, 75098	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
PRV-27782	PRV	Rachel Kennedy	1975-07-09	—	9426240881	8703 Park Pl, Phoenix, AZ, 85029	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-25913	PRV	Omar Bell	—	—	7913942176	—	0.78	Date of birth missing Phone reformatted Plan code upper-cased Whitespace trimmed+1 more
PRV-22415	PRV	Sufia Smith	1978-12-13	—	8097645285	7046 Market St, Las Vegas, NV, 89158	0.78	Name re-cased Phone reformatted Gender normalised Whitespace trimmed+1 more
PRV-28906	PRV	Daniel J Robertson	1966-08-04	—	3075974977	2584 Sunset Blvd, Chandler, AZ, 85259	0.78	Name re-cased Phone reformatted Gender normalised Whitespace trimmed+1 more
PRV-23024	PRV	Sean Z Bishop	1972-02-13	—	3277683915	1837 Grand Ave, Los Angeles, CA, 90082	0.78	Date of birth reformatted Phone reformatted SSN last four extracted Whitespace trimmed+1 more
PRV-25408	PRV	Mark Green	1989-09-03	—	8669707947	9414 Pine Dr, Sacramento, CA, 95881	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-20725	PRV	Mei G Torres	1955-05-20	—	2147934215	6149 Central Ave, Austin, TX, 78736	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-29207	PRV	Lerry Hunt	2006-04-09	—	5292811209	7696 Desert Sky Blvd, San Antonio, TX, 78273	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-29206	PRV	Lerry Hunt	2006-04-09	—	5292811209	7696 Desert Sky Blvd, San Antonio, TX, 78273	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-20860	PRV	Noah M Morales	1958-04-26	UHC-68816-49	3374582516	8322 Maple Ave, San Antonio, TX, 78212	0.78	Name re-cased Two-digit birth year Phone reformatted Whitespace trimmed+1 more
PRV-28819	PRV	Frank Yang	1954-06-13	UHC-01242-71	6147452696	4140 Jefferson Ave, Nashville, TN, 37272	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-26716	PRV	Bobby R Simpson	1980-03-27	UHC-39775-45	6924850062	4772 Highland Ave, Tempe, AZ, 85220	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-25338	PRV	Austin Thomas	2004-05-28	UHC-15598-86	2043320144	9416 Ocean Ave, Sacramento, CA, 95859	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-24734	PRV	Madison D Bryant	2006-08-09	—	8817913094	2645 Union St, Denver, CO, 80298	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-22635	PRV	Jean W Carr	1969-06-27	—	9024075205	901 Central Ave, Los Angeles, CA, 90095	0.78	Name re-cased Phone reformatted Gender normalised Whitespace trimmed+1 more

5,467 rows, page 75 of 110Previous Next