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

Third-party administrator, flag “Placeholder values cleared”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPlaceholder values clearedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-57045	TPA	Joan Q Padilla	1968-09-01	—	—	—	0.68	Middle initial moved out of first name Name re-cased Two-digit birth year Placeholder values cleared
TPA-59520	TPA	Dick H Hamilton	2000-10-03	UHC-08968-49	—	4119 Highland Ave # 996, Columbus, OH	0.68	Name re-cased Unit split from street ZIP missing Placeholder values cleared
TPA-57992	TPA	Brian McCoy	1958-07-15	—	—	8242 Union St, Tempe, AZ, 85238	0.68	State name converted to code Gender normalised Whitespace trimmed Placeholder values cleared
TPA-57993	TPA	Brian McCoy	1958-07-15	—	—	8242 Union St, Tempe, AZ, 85238	0.68	State name converted to code Gender normalised Whitespace trimmed Placeholder values cleared
TPA-53269	TPA	Joseph C King	—	—	7038362946	9130 Broadway, Jacksonville, FL, 32290	0.68	Date of birth unreadable Phone reformatted Gender normalised Placeholder values cleared
TPA-53234	TPA	Eric Palmer	1964-11-24	—	—	7424 Palm Dr Apt 22, Los Angeles, CA, 90025	0.68	Unit split from street Street suffix standardised Address re-cased Placeholder values cleared
TPA-63480	TPA	Ray A Meyer	1983-01-04	—	—	5905 Mountain View Dr, Gilbert, AZ, 85221	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Placeholder values cleared
TPA-62346	TPA	Arthur Kelley	2008-10-01	—	—	7852 Union St, Charlotte, NC, 28253	0.68	Two-digit birth year ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
TPA-52413	TPA	Shirley Estrada	1982-10-07	—	—	1380 Mountain View Dr, Tempe, AZ, 85202	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Placeholder values cleared
TPA-53393	TPA	Billy Hat	1986-01-16	—	—	6343 Ridge Rd, San Antonio, TX, 78288	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Placeholder values cleared
TPA-63399	TPA	Judith Davis	1977-06-09	UHC-83672-30	—	5600 Meadow Ln, Glendale, AZ, 85361	0.68	Two-digit birth year Street suffix standardised Address re-cased Placeholder values cleared
TPA-64347	TPA	Robert Lewis	1938-06-12	—	—	1524 Oak St, Sacramento, CA, 95858	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Placeholder values cleared
TPA-54327	TPA	Alan Nunez	2003-08-05	—	9433305822	6551 Maple Ave, Tampa, FL, 33644	0.68	Street suffix standardised Address re-cased Gender normalised Placeholder values cleared
TPA-51286	TPA	Mason Santos	1964-03-21	—	—	8308 Canyon Rd, Glendale, AZ, 85385	0.68	Name split from “Last, First”State name converted to code Whitespace trimmed Placeholder values cleared
TPA-59850	TPA	Sara Matthews	—	—	—	—	0.68	Name re-cased Date of birth unreadable SSN last four extracted Placeholder values cleared
TPA-55017	TPA	Beverly Schultz	1980-07-15	—	—	—	0.68	Two-digit birth year Email lower-cased Gender normalised Placeholder values cleared
TPA-53627	TPA	Jerry King	1983-09-23	—	—	2993 Ocean Ave, Tampa, FL, 33632	0.68	Two-digit birth year Street suffix standardised Address re-cased Placeholder values cleared
TPA-63856	TPA	Jennifer X Wong	1956-10-21	—	4244742948	3291 Sunset Blvd, Gilbert, AZ, 85259	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Placeholder values cleared
TPA-62126	TPA	Julie Garrtt	1940-06-04	UHC-79164-92	2333135139	5021 Pine Dr, San Antonio, TX, 78221	0.68	Two-digit birth year Phone reformatted Gender normalised Placeholder values cleared
TPA-55479	TPA	Ahmed Wright	1972-11-22	UHC-78812-39	—	617 Camelback Rd, Chandler, AZ, 85214	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Placeholder values cleared
TPA-50775	TPA	Walter I Washington	1944-03-04	—	—	2644 Hillcrest Rd, San Diego, CA, 92127	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Placeholder values cleared
TPA-64456	TPA	Mason V Payne	1979-11-17	—	3238353551	5013 Forest Ave, Atlanta, GA, 30385	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Placeholder values cleared
TPA-55700	TPA	Janice Hunt	—	—	8569003404	5192 Lincoln Way, Charlotte, NC, 28268	0.68	Date of birth unreadable Phone reformatted Gender normalised Placeholder values cleared
TPA-55463	TPA	Amy Wiliamson	1982-11-20	—	—	7943 Desert Sky Blvd, Jacksonville, FL, 32201	0.68	Name split from “Last, First”Date of birth reformatted State name converted to code Placeholder values cleared
TPA-58855	TPA	Paul Medina	1979-09-11	—	—	6454 Forest Ave, Orlando, FL	0.68	Street suffix standardised Address re-cased ZIP missing Placeholder values cleared
TPA-58091	TPA	Gary Hart	1983-01-04	—	—	5166 Ridge Rd, Mesa, AZ, 85272	0.68	Name split from “Last, First”State name converted to code Whitespace trimmed Placeholder values cleared
TPA-52850	TPA	Logan Powell	1961-06-22	—	—	9821 Cedar Ln, Sacramento, CA, 95845	0.68	Street suffix standardised Address re-cased ZIP+4 trimmed Placeholder values cleared
TPA-59259	TPA	Madison Tucker	1963-10-17	—	—	5673 River Rd, Columbus, OH	0.68	Two-digit birth year ZIP missing Whitespace trimmed Placeholder values cleared
TPA-50338	TPA	Margaret Pena	1985-10-06	—	—	978 Market St, Eden Prairie, MN, 55319	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Placeholder values cleared
TPA-54662	TPA	Cynthia Ryan	1948-04-19	—	8147336786	1187 Broadway, San Antonio, TX, 78200	0.68	Two-digit birth year State name converted to code Whitespace trimmed Placeholder values cleared
TPA-50411	TPA	Emily O Hudson	1963-09-10	—	—	7372 Grand Ave, Fresno, CA	0.68	Street suffix standardised Address re-cased ZIP missing Placeholder values cleared
TPA-59143	TPA	Emily Jones	—	—	—	9687 Valley View Dr, Orlando, FL, 32808	0.68	Date of birth missing City re-cased State name converted to code Placeholder values cleared
TPA-60286	TPA	Patrick Hawkins	2007-10-27	UHC-18890-29	—	4154 Baseline Rd, Charlotte, NC, 28207	0.68	Name re-cased State name converted to code ZIP+4 trimmed Placeholder values cleared
TPA-57609	TPA	Andrea Anderson	1945-09-25	—	—	1436 Cedar Ln, San Antonio, TX, 78250	0.68	Date of birth reformatted State name converted to code Gender normalised Placeholder values cleared
TPA-57368	TPA	Sandra Vega	1949-12-23	UHC-13934-86	—	—	0.68	Name re-cased Two-digit birth year Gender normalised Placeholder values cleared
TPA-56208	TPA	Ruszell Le	1946-09-18	—	—	509 Central Ave, Dallas, TX, 75275	0.68	Street suffix standardised Address re-cased Gender normalised Placeholder values cleared
TPA-51931	TPA	Hannah Pierce	1997-06-26	—	—	340 Indian School Rd, Orlando, FL, 32857	0.68	Street suffix standardised Address re-cased Gender normalised Placeholder values cleared
TPA-50657	TPA	Amanda Lee	1944-07-18	—	—	114 Mesa Dr, Atlanta, GA, 30338	0.68	Street suffix standardised Address re-cased Gender normalised Placeholder values cleared
TPA-50656	TPA	Amanda Lee	1944-07-18	—	—	114 Mesa Dr, Atlanta, GA, 30338	0.68	Street suffix standardised Address re-cased Gender normalised Placeholder values cleared
TPA-53774	TPA	Susan Murphy	1996-06-03	—	—	—	0.68	Name split from “Last, First”Gender normalised Whitespace trimmed Placeholder values cleared
TPA-58005	TPA	Robert Franklin	1956-02-12	—	7522231700	—	0.68	Two-digit birth year Phone reformatted Gender normalised Placeholder values cleared
TPA-53575	TPA	Yuki Wagner	1980-05-17	UHC-11396-96	6375562087	123 Sage Ct, Nashville, TN, 37205	0.68	Name split from “Last, First”ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
TPA-61232	TPA	Ahmed Li	1964-03-09	—	8592720573	754 Elm St, Seattle, WA, 98104	0.68	Street suffix standardised Address re-cased ZIP+4 trimmed Placeholder values cleared
TPA-51704	TPA	Tony Jenesn	1983-08-12	—	—	4054 Church St, Tampa, FL, 33636	0.68	Street suffix standardised Address re-cased State name converted to code Placeholder values cleared
TPA-55034	TPA	Tran Brenda	1994-10-17	—	—	9506 Lake View Rd Apt 23, Tucson, AZ, 85739	0.68	Name re-cased Unit split from street Gender normalised Placeholder values cleared
TPA-63385	TPA	Bryan Weber	1945-07-26	UHC-47291-99	—	5198 Willow Ct, Fresno, CA	0.68	Name re-cased State name converted to code ZIP missing Placeholder values cleared
TPA-62897	TPA	Bruce Q Wilson	2007-09-09	—	—	2098 Baseline Rd, Tampa, FL, 33668	0.68	City re-cased State name converted to code Gender normalised Placeholder values cleared
TPA-55552	TPA	Sarah Singh	2004-10-21	—	—	6395 Bayshore Dr, Nashville, TN, 37224	0.68	Name re-cased ZIP+4 trimmed Gender normalised Placeholder values cleared
TPA-61701	TPA	Tyler Patel	1955-10-09	UHC-72738-99	—	2695 Hillcrest Rd, Dallas, TX	0.68	Name split from “Last, First”Date of birth reformatted ZIP missing Placeholder values cleared
TPA-58984	TPA	Jerry Martin	1939-03-08	—	—	8116 Ridge Rd, Nashville, TN, 37256	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Placeholder values cleared

14,135 rows, page 96 of 283Previous Next