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-21863	PRV	Brian Hawkins	1978-08-10	UHC-30150-73	6573612030	1350 Sage Ct, Tucson, AZ	0.80	Member ID reformatted ZIP missing Whitespace trimmed Placeholder values cleared
PRV-20276	PRV	Debbie Powell	1956-03-01	UHC-05099-83	—	931 Market St, Tempe, AZ, 85203	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
PRV-21094	PRV	Christopher Pierce	1985-09-16	UHC-28425-80	—	5397 Ridge Rd, Austin, TX, 78793	0.80	Date of birth reformatted State name converted to code Whitespace trimmed Placeholder values cleared
PRV-23952	PRV	Ahmed Ryan	1980-04-17	—	4033404537	—	0.80	Phone reformatted Gender normalised Whitespace trimmed Placeholder values cleared
PRV-21842	PRV	Alexis X Wheeler	1957-05-26	—	3639724297	6355 Highland Ave, Orlando, FL, 32890	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
PRV-27308	PRV	Austin C Gray	1995-04-07	—	6172155226	305 Canyon Rd Apt 13, Denver, CO, 80220	0.80	Phone reformatted Unit split from street Whitespace trimmed Placeholder values cleared
PRV-20691	PRV	Ethan Black	2006-05-10	—	7625812027	4513 Washington St, Columbus, OH, 43285	0.80	Name split from “Last, First”Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-21452	PRV	Richard H Morgan	1955-04-20	—	4133936157	4555 Apache Blvd, Tucson, AZ, 85770	0.80	Name re-cased Two-digit birth year Whitespace trimmed Placeholder values cleared
PRV-20941	PRV	Peter K Adams	2003-05-10	—	3706468573	—	0.80	Name split from “Last, First”Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-21340	PRV	Hannah Wood	1982-10-02	UHC-77455-70	—	8882 Harbor Blvd, Houston, TX, 77005	0.80	Name split from “Last, First”Date of birth reformatted Whitespace trimmed Placeholder values cleared
PRV-20236	PRV	Christina Peters	1943-10-27	UHC-28826-82	3535380503	—	0.80	Name split from “Last, First”Date of birth reformatted Whitespace trimmed Placeholder values cleared
PRV-25171	PRV	Raymond Fox	2000-10-21	—	3466170408	7089 Mesa Dr, Eden Prairie, MN, 55306	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
PRV-29586	PRV	Mason Pyane	1979-11-17	UHC-28896-14	3238353551	5013 Forest Ave, Atlanta, GA, 30385	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
PRV-28350	PRV	Michael Bailey	1962-12-12	—	4582418069	3103 Lake View Rd, San Diego, CA, 92146	0.80	Phone reformatted Gender normalised Whitespace trimmed Placeholder values cleared
PRV-21442	PRV	Santago Ross	1972-09-08	—	2448777865	3583 Hillcrest Rd, Phoenix, AZ, 85004	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
PRV-28473	PRV	Nicholas O King	1992-05-02	UHC-48082-65	—	2780 Oak St, San Antonio, TX, 78231	0.80	Date of birth reformatted ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
PRV-22607	PRV	Santiago S Moore	1962-07-03	UHC-27250-83	—	7197 Indian School Rd, Glendale, AZ, 85371	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
PRV-22551	PRV	Stephen Munoz	1971-04-11	—	5838556176	4303 Maple Ave, Scottsdale, AZ, 85280	0.80	Phone reformatted State name converted to code Whitespace trimmed Placeholder values cleared
PRV-20068	PRV	Diane Lucas	1950-03-12	—	9809946134	3522 Jefferson Ave, Tampa, FL, 33637	0.80	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed
PRV-28596	PRV	Bobby Wilson	1994-01-12	—	2094822436	—	0.80	Name split from “Last, First”Date of birth reformatted Whitespace trimmed Placeholder values cleared
PRV-24266	PRV	Diana Mendez	1997-04-20	—	3518197282	—	0.80	Name re-cased Gender normalised Whitespace trimmed Placeholder values cleared
PRV-22648	PRV	Cheryl Dunn	1987-12-14	UHC-78434-31	—	6313 Highland Ave, Eden Prairie, MN, 55363	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
PRV-28841	PRV	Nicholas Bishop	2008-12-10	—	—	7846 Washington St, Scottsdale, AZ, 85281	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
PRV-25936	PRV	Christina S Butler	1945-03-13	UHC-65441-35	3592576327	—	0.80	Two-digit birth year Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-27599	PRV	Diego C Snyder	1944-01-08	UHC-57459-82	3989341877	2917 Washington St, Seattle, WA, 98101	0.80	Two-digit birth year Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-21325	PRV	Kyle Williamson	1988-10-24	—	9493935064	5641 Meadow Ln, Gilbert, AZ, 85226	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
PRV-24904	PRV	Alexander Perkins	1959-03-26	—	7164336395	26 Camelback Rd, Plano, TX, 75058	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
PRV-21286	PRV	Nicole Smith	1957-12-16	—	—	7305 Canyon Rd, Mesa, AZ, 85226	0.80	Name re-cased Two-digit birth year Whitespace trimmed Placeholder values cleared
PRV-24330	PRV	Willie McCoy	1994-10-23	UHC-22083-44	—	1428 Cedar Ln, Fresno, CA, 93781	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
PRV-23271	PRV	Roy F Watkins	1955-04-27	UHC-25431-61	—	—	0.80	Name re-cased Two-digit birth year Whitespace trimmed Placeholder values cleared
PRV-23270	PRV	Roy F Watkins	1955-04-27	UHC-25431-61	—	—	0.80	Name re-cased Two-digit birth year Whitespace trimmed Placeholder values cleared
PRV-26888	PRV	Ana Foster	1989-09-08	—	3276168309	4119 Union St, Tempe, AZ, 85288	0.80	Phone reformatted ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
PRV-23163	PRV	Maria A Vazquez	1980-02-04	—	2478364773	8005 Mountain View Dr, Plano, TX, 75021	0.80	Middle initial moved out of first name Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-26474	PRV	Donald Griffin	1954-05-14	—	3372760907	3360 Mountain View Dr, Austin, TX, 78704	0.80	Phone reformatted Gender normalised Whitespace trimmed Placeholder values cleared
PRV-20894	PRV	Marcus Fields	1996-03-03	—	6133079537	8621 Oak St, Nashville, TN, 37241	0.80	Name re-cased State name converted to code Whitespace trimmed Placeholder values cleared
PRV-28300	PRV	Brittany Moore	1952-10-22	—	6772650694	2008 Park Pl, Atlanta, GA, 30323	0.80	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed
PRV-22690	PRV	Josaph Lewis	1946-01-13	UHC-59337-92	4262786896	6639 Mountain View Dr, Gilbert, AZ, 85244	0.80	Name re-cased Two-digit birth year Whitespace trimmed Placeholder values cleared
PRV-29254	PRV	Natalie Bennett	1992-11-25	—	9619633546	517 River Rd, Houston, TX, 77063	0.80	Phone reformatted Gender normalised Whitespace trimmed Placeholder values cleared
PRV-29255	PRV	Natalie Bennett	1992-11-25	—	9619633546	517 River Rd, Houston, TX, 77063	0.80	Phone reformatted Gender normalised Whitespace trimmed Placeholder values cleared
PRV-27891	PRV	Joe C Harvey	1970-03-07	UHC-23152-20	6054023698	7400 Spring St, Orlando, FL, 32890	0.80	Name split from “Last, First”Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-21351	PRV	Bruce Jensen	1946-11-15	—	3543815379	2311 Lincoln Way, Chandler, AZ, 85210	0.80	Phone reformatted Gender normalised Whitespace trimmed Placeholder values cleared
PRV-20086	PRV	Peter C Garrett	1981-03-11	UHC-70030-79	3327854244	8443 Oak St # 940, Fresno, CA, 93783	0.80	Phone reformatted Unit split from street Whitespace trimmed Placeholder values cleared
PRV-26467	PRV	Beverly Z Vasquez	1980-01-13	—	2784063649	3211 Meadow Ln Apt 35, Denver, CO, 80216	0.80	Phone reformatted Unit split from street Whitespace trimmed Placeholder values cleared
PRV-22421	PRV	Elizabeth F Lane	1943-05-04	—	2445185748	9077 Hillcrest Rd, Columbus, OH, 43224	0.80	Phone reformatted State name converted to code Whitespace trimmed Placeholder values cleared
PRV-26455	PRV	Ethan Jackson	1954-04-10	—	5583013069	801 Main St Apt 28, San Antonio, TX, 78269	0.80	Phone reformatted Unit split from street Whitespace trimmed Placeholder values cleared
PRV-24442	PRV	Grce Jenkins	1998-10-08	—	6244733419	4259 Sage Ct, Tampa, FL, 33608	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
PRV-21890	PRV	Marcus J Delgado	1990-12-17	UHC-19436-23	9009239963	2234 Camelback Rd, Glendale, AZ, 85375	0.80	Phone reformatted State name converted to code Whitespace trimmed Placeholder values cleared
PRV-26852	PRV	Rachel K Garza	1951-02-09	UHC-60032-54	2363283587	4470 Park Pl, Fresno, CA, 93732	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
PRV-20357	PRV	Logan Sims	1982-02-26	—	—	539 Meadow Ln, Houston, TX, 77006	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
PRV-28779	PRV	Kyle Powell	1962-10-08	—	5249192176	—	0.80	Name split from “Last, First”Phone reformatted Whitespace trimmed Placeholder values cleared

5,467 rows, page 80 of 110Previous Next