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 “Two-digit birth year”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagTwo-digit birth yearClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
PRV-24230	PRV	Aisha Ryan	2006-03-11	—	9812238695	7550 Spring St, Gilbert, AZ, 85220	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
PRV-29027	PRV	Christopher Ross	1990-02-16	UHC-51132-99	7698326458	5213 Spring St, Seattle, WA, 98152	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
PRV-21113	PRV	Tyler Wagner	1952-07-18	UHC-10977-65	6309165474	8381 Main St, Gilbert, AZ, 85270	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
PRV-21522	PRV	Dylan I Hill	1962-01-21	—	2656423198	5307 Valley View Dr, Charlotte, NC, 28251	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
PRV-20850	PRV	Gabriel Simpson	1943-02-15	UHC-23523-26	7445042495	6302 Lake View Rd, Chandler, AZ, 85210	0.62	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+3 more
PRV-26293	PRV	Walter Cook	1962-06-25	UHC-07206-18	8353676991	4996 Meadow Ln, Tampa, FL, 33611	0.62	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-24662	PRV	Mary James	1951-07-02	—	8399511799	4017 Mountain View Dr, Scottsdale, AZ, 85265	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
PRV-22625	PRV	Mariana Mason	1965-12-17	UHC-25369-28	4572467847	7478 Mountain View Dr, Jacksonville, FL, 32270	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
PRV-24397	PRV	Alexander D Welch	1986-01-05	—	7666300088	2046 Palm Dr, Fresno, CA	0.62	Name re-cased Two-digit birth year Phone reformatted City re-cased+3 more
PRV-23772	PRV	Marilyn Peterson	1942-12-11	—	—	2853 River Rd, Phoenix, AZ, 85070	0.62	Two-digit birth year Street suffix standardised Address re-cased City re-cased+3 more
PRV-28419	PRV	Patricia S Davis	2002-01-17	—	6146052699	5868 Oak St, Plano, TX, 75095	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
PRV-25602	PRV	Dorothy Hughes	1980-03-27	—	7649083664	7079 Main St, Atlanta, GA, 30332	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
PRV-22636	PRV	Miike S Murphy	1985-10-03	UHC-63081-80	2512166136	4930 Central Ave, Plano, TX, 75039	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
PRV-26222	PRV	Laura White	1957-09-20	—	4803539112	693 Lincoln Way, Houston, TX, 77007	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
PRV-22283	PRV	Grace D Santiago	2002-12-09	—	8919238749	776 Forest Ave, Seattle, WA, 98118	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
PRV-20336	PRV	Samuel C Mejia	1960-06-12	—	8023123063	3111 Mesa Dr, Seattle, WA, 98180	0.62	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
PRV-22895	PRV	Stephen A Harrison	1963-08-13	—	8294007719	5551 Grand Ave, Seattle, WA, 98188	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
PRV-27817	PRV	Jordan Walker	1988-02-19	UHC-96381-04	2524509237	3465 Union St, Columbus, OH, 43291	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
PRV-24929	PRV	Carlos Ford	1973-06-22	UHC-51499-08	8544796446	3488 Palm Dr, Tucson, AZ, 85712	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
PRV-29092	PRV	Stephanie Lopez	1943-10-18	UHC-95228-95	6445980421	1921 Washington St, Gilbert, AZ, 85201	0.62	Two-digit birth year Phone reformatted Member ID reformatted Street suffix standardised+3 more
PRV-27231	PRV	Bruce Burke	1979-08-05	UHC-27034-47	—	8889 Canyon Rd, Tucson, AZ, 85730	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
PRV-24781	PRV	Ryan Elliott	1962-07-01	—	8323083910	5526 Sunset Blvd, San Antonio, TX, 78260	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-27916	PRV	Catherine S Johnson	1947-05-23	UHC-09489-58	6359917157	9299 Palm Dr, Seattle, WA, 98170	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-21032	PRV	Dylan D White	1939-01-15	—	8547426782	7746 Mountain View Dr, Houston, TX, 77050	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-26508	PRV	Kimberly G Hoffman	1949-03-15	—	—	1843 Mountain View Dr, Houston, TX, 77025	0.64	Two-digit birth year Street suffix standardised Address re-cased Email lower-cased+2 more
PRV-29483	PRV	Luis Jones	1948-05-16	UHC-28777-79	9778047251	2298 Sage Ct, Phoenix, AZ, 85096	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-26395	PRV	Arjun Hansen	2001-05-27	—	7488549079	4213 Spring St, Minneapolis, MN, 55428	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-21802	PRV	Bobby Q Medina	1981-03-07	UHC-80283-64	5973759403	4451 Desert Sky Blvd, Charlotte, NC, 28243	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
PRV-24274	PRV	Mason Weaver	1946-08-27	—	3287084598	248 Palm Dr, Fresno, CA, 93706	0.64	Two-digit birth year Street suffix standardised Address re-cased City re-cased+2 more
PRV-23416	PRV	Eugene Freeman	1940-02-19	—	8984501490	8536 Oak St, Austin, TX, 78732	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-25012	PRV	Jake X Hughes	1979-12-21	—	6844144837	7401 Washington St, Atlanta, GA, 30391	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-26598	PRV	Larry Marshall	1971-07-04	UHC-53367-57	5284209087	1466 Grand Ave, Minneapolis, MN, 55410	0.64	Two-digit birth year Street suffix standardised Address re-cased City re-cased+2 more
PRV-22110	PRV	Janice Harvey	1968-12-21	—	4693479054	6297 Sage Ct, Dallas, TX, 75297	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-24027	PRV	Green Hiroshi	1992-07-05	—	—	367 Harbor Blvd, Tempe, AZ, 85249	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
PRV-23420	PRV	Donald Vargas	1975-12-28	—	9384110399	4449 Meadow Ln, Plano, TX, 75081	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-20832	PRV	Tyler Crawford	1968-08-07	—	7255015011	9252 Ridge Rd, Plano, TX, 75095	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
PRV-28767	PRV	Betty Hicks	1974-12-13	UHC-35810-71	6556029001	—	0.64	Name re-cased Two-digit birth year Phone reformatted Email lower-cased+2 more
PRV-24694	PRV	Camila Marshall	1956-12-09	UHC-89742-06	3347020523	6341 Baseline Rd, Phoenix, AZ, 85066	0.64	Name re-cased Two-digit birth year Phone reformatted State name converted to code+2 more
PRV-28919	PRV	Raymond Peters	1972-08-03	—	9416962019	2221 Lake View Rd Apt 31, Austin, TX, 78732	0.64	Name re-cased Two-digit birth year Phone reformatted Unit split from street+2 more
PRV-26503	PRV	Sean Tucker	1942-02-27	UHC-15420-32	6769874210	4803 Canyon Rd, Minneapolis, MN, 55433	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-20556	PRV	Obrien Valentina	1965-06-13	UHC-50153-59	8578412143	—	0.64	Name re-cased Two-digit birth year Phone reformatted Gender normalised+2 more
PRV-20555	PRV	Obrien Valentina	1965-06-13	UHC-50153-59	8578412143	—	0.64	Name re-cased Two-digit birth year Phone reformatted Gender normalised+2 more
PRV-23567	PRV	Janet Sanders	1963-04-02	—	3977111586	—	0.64	Name re-cased Two-digit birth year Phone reformatted Gender normalised+2 more
PRV-28090	PRV	Sofia G Price	1970-08-23	—	7288038801	2370 Spring St, Phoenix, AZ, 85001	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-25005	PRV	Michelle Andrews	1993-08-24	—	2377871199	6315 Highland Ave, Orlando, FL	0.64	Name re-cased Two-digit birth year Phone reformatted ZIP missing+2 more
PRV-28468	PRV	Vincent N Knight	1984-07-24	UHC-99113-10	3082349708	2594 Sunset Blvd, Phoenix, AZ, 85002	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-27986	PRV	Randy Owens	2005-12-13	UHC-66110-46	9163843627	5875 Church St, Fresno, CA, 93795	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
PRV-23576	PRV	Heather Berry	1949-09-19	—	8427084547	1192 Hillcrest Rd, Scottsdale, AZ, 85284	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-29567	PRV	Rachel I Adams	1939-03-26	UHC-34375-78	6705879506	5892 Oak St, Tucson, AZ, 85724	0.64	Two-digit birth year Phone reformatted Member ID reformatted Street suffix standardised+2 more
PRV-23528	PRV	Laura I Clark	2003-12-25	UHC-21114-84	7105808930	5815 Grand Ave, Fresno, CA, 93710	0.64	Name re-cased Two-digit birth year Member ID reformatted Street suffix standardised+2 more

690 rows, page 6 of 14Previous Next