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 “State name converted to code”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagState name converted to codeClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
PRV-27196	PRV	Victoria K Rice	1998-09-15	—	6683900220	4405 Palm Dr, Glendale, AZ, 85355	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
PRV-22063	PRV	Andrew Woods	1973-11-16	UHC-68285-69	9343582652	872 Union St, Gilbert, AZ, 85250	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
PRV-28396	PRV	Jack Warren	1966-02-10	—	8407697979	2998 Mountain View Dr, Dallas, TX, 75297	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
PRV-27165	PRV	Diane Dominguez	1946-08-06	—	9789858984	9605 Union St, Sacramento, CA, 95862	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
PRV-26545	PRV	Sandra Z Alexander	1950-04-13	—	7763019396	8420 Forest Ave, Fresno, CA, 93709	0.58	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+5 more
PRV-23134	PRV	Eric Lane	1948-11-21	UHC-13620-95	5986373246	1483 Meadow Ln, Fresno, CA, 93756	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-29256	PRV	Maria H Cruz	1976-05-06	UHC-53660-81	9605553923	629 Market St, San Diego, CA, 92110	0.60	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
PRV-29005	PRV	Mark Banks	1986-12-28	UHC-06187-42	2886049707	2326 Meadow Ln, Chandler, AZ, 85254	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-22563	PRV	Roger Morrison	1992-03-22	—	9242176416	1173 Apache Blvd, Las Vegas, NV, 89139	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-28643	PRV	Deborah Hall	1983-01-08	UHC-03263-45	3367124151	3592 Maple Ave, Sacramento, CA, 95844	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
PRV-26437	PRV	Gerald Bell	1972-01-17	—	7545231201	581 Oak St, Mesa, AZ, 85264	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-25313	PRV	Sean Dixon	2000-10-04	—	3477550518	3247 Mountain View Dr, Nashville, TN, 37264	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-21236	PRV	Stephen Hicks	2003-03-01	—	3595564090	2494 Oak St, Austin, TX, 78782	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
PRV-23912	PRV	Matthew N Fowler	1946-10-15	—	6606137410	5316 Washington St, Chandler, AZ, 85235	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-24588	PRV	Ethan Welch	1991-03-18	UHC-78275-78	6135024126	3867 Highland Ave, Miami, FL, 33199	0.60	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
PRV-24132	PRV	Carlos U Daniels	1943-06-12	—	4954171444	7763 Main St, Gilbert, AZ, 85218	0.60	Phone reformatted Street suffix standardised Address re-cased City re-cased+4 more
PRV-21912	PRV	Joan Estrada	1989-09-22	—	7264451391	5173 Highland Ave, Nashville, TN, 37298	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-29066	PRV	Aaron Freeman	1945-07-07	—	9792565843	6995 Oak St, Mesa, AZ, 85216	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
PRV-20887	PRV	Judith Pena	1939-08-25	UHC-47584-45	5615105268	1931 Baseline Rd, Denver, CO, 80265	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-26822	PRV	Arthur Jimenez	2001-02-01	UHC-75581-43	7044303301	4586 Lake View Rd, Eden Prairie, MN, 55342	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
PRV-27379	PRV	Christine V White	1945-10-20	—	6519930768	9707 Bayshore Dr, Gilbert, AZ, 85269	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-22180	PRV	Daniel M Garcia	1961-06-10	—	4136142747	7755 Washington St, Mesa, AZ, 85270	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-25763	PRV	Cheryl F Rivera	1943-05-15	UHC-22669-61	5642154559	2517 Baseline Rd, Tempe, AZ, 85257	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
PRV-22969	PRV	Sarh Wright	2007-07-09	UHC-88130-96	—	3671 Sunset Blvd, Nashville, TN, 37271	0.60	Member ID reformatted Street suffix standardised Address re-cased City re-cased+4 more
PRV-24359	PRV	Randy Meyer	1984-07-26	UHC-39293-88	7072619905	2773 Mountain View Dr, Tucson, AZ, 85753	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
PRV-25366	PRV	Brian Price	1958-10-20	UHC-78316-88	7703849318	2834 Broadway, Las Vegas, NV, 89171	0.60	Name re-cased Date of birth reformatted Phone reformatted City re-cased+4 more
PRV-20440	PRV	Larry Ortega	1970-10-10	UHC-13292-28	3102216691	6320 Baseline Rd, Eden Prairie, MN, 55358	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-20049	PRV	Janet Reynolds	2006-01-25	—	4838155220	2291 Central Ave, Dallas, TX, 75275	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
PRV-29098	PRV	Ahmed O Coleman	1975-03-03	—	5126065971	4581 Forest Ave, Columbus, OH, 43255	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-25103	PRV	Arthur T Burke	1969-01-09	UHC-65754-38	3563516373	9271 Desert Sky Blvd, Dallas, TX, 75216	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-26246	PRV	Alexis Payne	1960-09-09	UHC-05678-36	8432121327	309 Indian School Rd, Phoenix, AZ, 85062	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-25838	PRV	Jen Guerrero	1942-11-07	UHC-50155-20	9665290172	8528 Washington St, Fresno, CA, 93701	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-24715	PRV	Timothy Robertson	1952-01-06	UHC-04478-97	4249515029	2331 Valley View Dr, Orlando, FL, 32820	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-28345	PRV	Martha E Estrada	1990-04-12	UHC-83322-47	5293748078	4612 Park Pl, Miami, FL, 33164	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
PRV-28507	PRV	Steven Cunningham	1982-11-19	UHC-73884-40	5426180439	9570 Palm Dr, Jacksonville, FL, 32217	0.60	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+4 more
PRV-24599	PRV	Ray R Prriya	1962-05-28	—	9709037558	7268 Cedar Ln, Gilbert, AZ, 85287	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
PRV-22973	PRV	Dylan F Wheeler	2000-01-26	UHC-34756-24	7058103344	5635 Palm Dr, Eden Prairie, MN, 55303	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-29352	PRV	Ralph R Andrews	1985-06-10	—	—	3086 Desert Sky Blvd, Fresno, CA, 93728	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
PRV-26221	PRV	Jeremy Garcia	1967-05-14	UHC-83726-54	6663163964	5842 Forest Ave, Sacramento, CA, 95862	0.60	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
PRV-21375	PRV	Lisa Jimenez	1985-04-16	UHC-89522-53	4492953475	8398 Indian School Rd, Los Angeles, CA, 90009	0.60	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+4 more
PRV-29583	PRV	Steve Marquez	2002-01-24	UHC-20259-21	8772854623	1142 Hillcrest Rd, Sacramento, CA, 95864	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-25189	PRV	Jeremy Young	1981-06-24	—	9063797467	4942 Main St, Las Vegas, NV, 89132	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-27729	PRV	Lauren Nunz	1981-10-25	—	7892727876	4391 Oak St, Nashville, TN, 37213	0.62	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+3 more
PRV-26402	PRV	Mariana Auztin	1967-10-15	UHC-60247-95	7875392929	5576 Oak St, Denver, CO, 80282	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
PRV-23085	PRV	Joshua Rogers	1964-01-23	—	7892493354	7625 Maple Ave, San Diego, CA, 92187	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-23992	PRV	Henry Q Dan	1970-09-10	UHC-91438-57	6778814211	2175 Jefferson Ave, Glendale, AZ, 85347	0.62	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
PRV-26121	PRV	Davis Deborah	1953-07-11	UHC-21383-58	5963862981	9882 Valley View Dr, Austin, TX, 78745	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
PRV-28616	PRV	Andrew Brown	1975-10-17	—	6199336966	7476 Apache Blvd # 576, San Diego, CA, 92144	0.62	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
PRV-27289	PRV	Martha Hart	1992-08-09	—	6112168218	8285 Oak St, Orlando, FL, 32874	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
PRV-26548	PRV	Mariana Franlkin	1954-12-15	—	8135063873	6836 Main St, Plano, TX, 75019	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more

926 rows, page 8 of 19Previous Next