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-64116	TPA	Karen Spencer	1969-12-21	—	—	1338 Cedar Ln, Phoenix, AZ, 85004	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-63392	TPA	Ann Williamson	1963-02-12	—	5907757710	567 Meadow Ln, Atlanta, GA, 30322	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
TPA-63844	TPA	Elizabeth Matthews	1994-08-26	UHC-83163-59	—	8220 Bayshore Dr, Orlando, FL, 32855	0.66	Member ID reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
TPA-55238	TPA	Nancy Stephens	2005-01-22	—	—	8008 Ocean Ave, Scottsdale, AZ, 85205	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Email lower-cased+1 more
TPA-50714	TPA	Judy Schultz	1971-11-05	—	—	4311 Sage Ct # 928, Mesa, AZ, 85235	0.66	Unit split from street Street suffix standardised Address re-cased State code upper-cased+1 more
TPA-58359	TPA	Lawrence Burke	1981-07-17	—	—	6947 Apache Blvd, Mesa, AZ, 85251	0.66	Street suffix standardised Address re-cased City re-cased ZIP+4 trimmed+1 more
TPA-56472	TPA	Rachel Ray	1956-09-26	—	—	4441 Palm Dr # 535, Fresno, CA, 93791	0.66	Unit split from street Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-54292	TPA	Jessica Chavez	2008-08-08	—	—	3793 Washington St, Phoenix, AZ, 85091	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
TPA-52621	TPA	Thomas Armstrong	1993-12-04	UHC-87670-07	—	1436 Elm St, Austin, TX, 78709	0.66	Street suffix standardised Address re-cased Email lower-cased Gender normalised+1 more
TPA-60265	TPA	Sara Roberts	1950-08-19	—	—	7982 Maple Ave, Fresno, CA, 93799	0.66	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+1 more
TPA-57775	TPA	Mark Ford	—	—	—	2379 Lake View Rd, Eden Prairie, MN, 55352	0.66	Date of birth missing Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-63641	TPA	Joseph Lucas	1963-11-28	—	—	4555 Lincoln Way, Atlanta, GA, 30345	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-61809	TPA	Robert Harper	1995-09-18	—	—	4989 Main St, Chandler, AZ, 85219	0.66	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-56893	TPA	Richard Sandoval	1947-10-27	—	6922986423	7359 Harbor Blvd, San Diego, CA, 92107	0.66	Name split from “Last, First”Phone reformatted City re-cased State name converted to code+1 more
TPA-56892	TPA	Richard Sandoval	1947-10-27	—	6922986423	7359 Harbor Blvd, San Diego, CA, 92107	0.66	Name split from “Last, First”Phone reformatted City re-cased State name converted to code+1 more
TPA-57799	TPA	Helen V Bailey	1953-03-28	—	—	6658 Maple Ave, Seattle, WA, 98172	0.66	Middle initial moved out of first name Name re-cased ZIP+4 trimmed Whitespace trimmed+1 more
TPA-52140	TPA	Gabriel Medina	1972-08-05	—	—	5361 Ocean Ave, Tempe, AZ, 85262	0.66	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
TPA-61804	TPA	Janice Duncan	2003-08-22	UHC-43398-21	—	1469 Central Ave, Los Angeles, CA, 90099	0.66	Member ID reformatted Street suffix standardised Address re-cased State name converted to code+1 more
TPA-60667	TPA	Aisha Bishop	—	—	—	2430 Maple Ave, Orlando, FL, 32871	0.66	Name re-cased Date of birth unreadable City re-cased ZIP+4 trimmed+1 more
TPA-58856	TPA	—Junk	1966-06-07	—	—	723 Camelback Rd, Chandler, AZ, 85211	0.66	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared+1 more
TPA-56839	TPA	Cheryl K Nunez	1974-03-17	—	8004872922	—	0.66	Name split from “Last, First”Phone reformatted Gender normalised Whitespace trimmed+1 more
TPA-57747	TPA	Mark George	1938-12-13	UHC-88108-61	9339409905	—	0.66	Phone reformatted SSN last four extracted Gender normalised Whitespace trimmed+1 more
TPA-58923	TPA	Beverly Chen	1946-04-03	—	—	3317 Park Pl # 825, Las Vegas, NV, 89155	0.66	Unit split from street Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-51429	TPA	Arthur Halll	—	—	—	686 Church St, Glendale, AZ, 85360	0.66	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+1 more
TPA-57890	TPA	Sara Jones	1965-11-04	—	—	5042 Main St, Columbus, OH, 43243	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
TPA-55350	TPA	Ronald Alexander	1990-01-09	—	—	4525 Union St, Jacksonville, FL, 32229	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
TPA-60877	TPA	VincentJunk	1973-06-20	UHC-26763-55	2977589648	8234 Jefferson Ave, San Antonio, TX, 78246	0.66	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared+1 more
TPA-52347	TPA	Santiago Gardner	1988-07-05	UHC-96725-82	6222516731	628 Oak St, San Antonio, TX, 78217	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
TPA-54268	TPA	Priya Roberts	—	—	5755388631	7499 Market St, Las Vegas, NV, 89101	0.66	Date of birth missing Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-50373	TPA	Bryan Turner	1951-09-08	—	—	1071 Baseline Rd, Houston, TX, 77049	0.66	Date of birth reformatted SSN last four extracted Street suffix standardised Address re-cased+1 more
TPA-53994	TPA	Joseph Lewis	1946-01-13	—	—	2854 Camelback Rd, Las Vegas, NV, 89171	0.66	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-64312	TPA	Christina Cooer	1958-05-08	—	—	6821 Sage Ct, Miami, FL, 33179	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
TPA-55941	TPA	Scott Fuller	1965-02-05	—	8076727536	7273 Mountain View Dr # 675, Miami, FL, 33115	0.66	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
TPA-64069	TPA	Timothy Gonzales	1991-10-25	—	2468541764	6157 Market St, Houston, TX, 77065	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted Gender normalised+1 more
TPA-52507	TPA	Jonathan Foster	1953-09-06	—	—	7387 Lake View Rd Apt 37, Charlotte, NC, 28284	0.66	Unit split from street Street suffix standardised Address re-cased City re-cased+1 more
TPA-64340	TPA	Jdy Chen	1980-06-18	—	7352380371	7401 Desert Sky Blvd, Fresno, CA, 93790	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
TPA-53473	TPA	Tyler Long	1981-04-15	—	4175177821	277 Jefferson Ave, Dallas, TX	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP missing+1 more
TPA-55250	TPA	Olivia Anderson	1990-05-17	—	—	4847 Bayshore Dr, Tucson, AZ, 85760	0.66	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed+1 more
TPA-55967	TPA	Linda I Wang	1979-05-24	—	—	528 Sage Ct, Seattle, WA, 98117	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
TPA-57898	TPA	Thomas Hamilton	1948-05-17	UHC-56407-31	8888782186	3220 Bayshore Dr # 433, Eden Prairie, MN, 55323	0.66	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
TPA-58797	TPA	Mateo O Hansen	1996-01-23	UHC-39094-52	—	1668 Jefferson Ave, Chandler, AZ, 85243	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
TPA-55453	TPA	Mei W Lee	1996-04-03	—	—	850 Pine Dr, Atlanta, GA, 30397	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
TPA-55718	TPA	Jean Graham	1961-08-15	—	2056761681	1653 Ridge Rd, Tampa, FL, 33658	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
TPA-53964	TPA	Danielle Ward	2003-09-25	—	—	8315 Central Ave, Scottsdale, AZ, 85262	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-58302	TPA	Camila Tran	1958-03-13	UHC-16446-89	—	1343 Forest Ave # 446, Phoenix, AZ, 85032	0.66	Name re-cased Unit split from street Street suffix standardised Address re-cased+1 more
TPA-58303	TPA	Camila Tran	1958-03-13	UHC-16446-89	—	1343 Forest Ave # 446, Phoenix, AZ, 85032	0.66	Name re-cased Unit split from street Street suffix standardised Address re-cased+1 more
TPA-58776	TPA	Lisa Harrison	1983-07-19	—	—	2224 Ocean Ave, Minneapolis, MN, 55431	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
TPA-52040	TPA	Margaret Smith	1976-01-15	UHC-25071-63	—	1446 Ridge Rd, Chandler, AZ, 85248	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
TPA-58732	TPA	Emma Dean	1989-04-24	—	9285827900	1260 Ocean Ave, Orlando, FL, 32827	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
TPA-61238	TPA	Mariana Patel	1956-02-11	—	—	2743 Apache Blvd, Gilbert, AZ, 85230	0.66	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed+1 more

14,135 rows, page 77 of 283Previous Next