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 “Name split from “Last, First””, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName split from “Last, First”Clear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-60251	TPA	Nathan Turner	1987-05-06	—	—	528 Market St, Gilbert, AZ, 85275	0.54	Name split from “Last, First”Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
TPA-59492	TPA	Diana Webb	1967-05-27	—	—	5776 Oak St, Scottsdale, AZ	0.54	Name split from “Last, First”Street suffix standardised Address re-cased ZIP missing+1 more
TPA-53485	TPA	Michelle Lee	1952-02-03	—	—	88 Highland Ave, Charlotte, NC, 28211	0.54	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+1 more
TPA-64238	TPA	Larry Webb	2004-10-23	—	—	6503 Church St, Orlando, FL	0.54	Name split from “Last, First”Street suffix standardised Address re-cased ZIP missing+1 more
TPA-54887	TPA	Justin Mason	2002-01-09	—	7604226272	8634 Sunset Blvd, Dallas, TX	0.54	Name split from “Last, First”Phone reformatted State name converted to code ZIP missing+1 more
TPA-54886	TPA	Justin Mason	2002-01-09	—	7604226272	8634 Sunset Blvd, Dallas, TX	0.54	Name split from “Last, First”Phone reformatted State name converted to code ZIP missing+1 more
TPA-50067	TPA	Evelyn Singh	1976-01-08	—	—	9466 Union St, Minneapolis, MN, 55477	0.54	Name split from “Last, First”Street suffix standardised Address re-cased Gender normalised+1 more
TPA-60277	TPA	Gerald Ruiz	1989-02-10	—	2346481263	8019 Canyon Rd, Columbus, OH, 43251	0.54	Name split from “Last, First”Street suffix standardised Address re-cased Gender normalised+1 more
TPA-53733	TPA	Stephen Patel	1961-07-20	—	—	8076 Highland Ave, Columbus, OH, 43290	0.54	Name split from “Last, First”Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
TPA-53732	TPA	Stephen Patel	1961-07-20	—	—	8076 Highland Ave, Columbus, OH, 43290	0.54	Name split from “Last, First”Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
TPA-62899	TPA	Virginia Ramos	1989-04-27	—	—	—	0.54	Name split from “Last, First”Two-digit birth year Gender normalised Whitespace trimmed+1 more
TPA-54449	TPA	Alxis Brooks	1966-03-25	—	—	741 Ridge Rd, San Antonio, TX, 78284	0.54	Name split from “Last, First”State name converted to code Email lower-cased Gender normalised+1 more
TPA-59315	TPA	Willie Le	1969-09-17	UHC-73240-85	—	6908 Oak St, Sacramento, CA	0.54	Name split from “Last, First”Street suffix standardised Address re-cased ZIP missing+1 more
TPA-58422	TPA	Joshua Hoffman	1949-01-03	—	—	5706 Desert Sky Blvd, Denver, CO	0.54	Name split from “Last, First”Street suffix standardised Address re-cased ZIP missing+1 more
TPA-53600	TPA	Mark Park	1959-03-08	—	—	8718 Church St, Gilbert, AZ	0.54	Name split from “Last, First”Street suffix standardised Address re-cased ZIP missing+1 more
TPA-55265	TPA	Heather Graham	1970-05-06	—	—	7236 Elm St Apt 7, Orlando, FL, 32835	0.54	Name split from “Last, First”Unit split from street Street suffix standardised Address re-cased+1 more
TPA-54436	TPA	Dylan Oliver	1958-01-17	—	—	—	0.56	Name split from “Last, First”Two-digit birth year Gender normalised Placeholder values cleared
TPA-52783	TPA	Don W Walsh	1951-05-07	—	8584013690	7131 Spring St, Denver, CO, 80243	0.56	Name split from “Last, First”Middle initial moved out of first name Gender normalised Placeholder values cleared
TPA-56121	TPA	Julia Cunningham	1954-05-28	UHC-98772-34	—	3668 Spring St, Austin, TX	0.56	Name split from “Last, First”City re-cased ZIP missing Gender normalised
TPA-53665	TPA	Mariana Fields	1960-11-22	—	—	3511 Main St, Phoenix, AZ, 85023	0.56	Name split from “Last, First”State name converted to code ZIP+4 trimmed Placeholder values cleared
TPA-56447	TPA	Rayomnd Nelson	1955-03-01	—	—	8292 Sunset Blvd Apt 8, Houston, TX, 77058	0.56	Name split from “Last, First”Unit split from street ZIP+4 trimmed Placeholder values cleared
TPA-56474	TPA	Wei Dunn	1946-05-02	—	—	6309 Lincoln Way # 257, Plano, TX, 75041	0.56	Name split from “Last, First”Two-digit birth year Unit split from street Placeholder values cleared
TPA-60143	TPA	Amber Watkins	1976-10-16	—	—	9383 Baseline Rd, Tempe, AZ	0.56	Name split from “Last, First”Two-digit birth year ZIP missing Placeholder values cleared
TPA-55295	TPA	Adam I Howell	—	—	—	—	0.56	Name split from “Last, First”Date of birth unreadable Gender normalised Placeholder values cleared
TPA-53227	TPA	Jean Edwards	1991-12-01	UHC-85008-34	—	4057 Sage Ct Apt 4, Sacramento, CA, 95868	0.56	Name split from “Last, First”Unit split from street Gender normalised Whitespace trimmed
TPA-50523	TPA	Amy Gonzalez	2008-11-09	—	—	492 Bayshore Dr, Glendale, AZ, 85309	0.56	Name split from “Last, First”Phone missing area code ZIP+4 trimmed Placeholder values cleared
TPA-59016	TPA	Nicole George	2006-06-12	—	—	5730 Sunset Blvd # 529, Austin, TX, 78750	0.56	Name split from “Last, First”Unit split from street Gender normalised Placeholder values cleared
TPA-55639	TPA	Danielle Jordan	1998-12-05	—	—	5513 Market St Apt 18, Phoenix, AZ, 85087	0.56	Name split from “Last, First”Phone missing area code Unit split from street Placeholder values cleared
TPA-52643	TPA	Nick X Gonzales	1999-02-28	—	—	3035 Harbor Blvd, Glendale, AZ, 85333	0.56	Name split from “Last, First”State name converted to code Gender normalised Placeholder values cleared
TPA-59072	TPA	Eugene Wong	1941-11-04	—	—	3733 Forest Ave, Tempe, AZ, 85240	0.58	Name split from “Last, First”Phone missing area code State name converted to code
TPA-57297	TPA	Barbara King	1994-08-04	UHC-36646-18	5698474577	337 Sunset Blvd, Denver, CO, 80229	0.60	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+4 more
TPA-56613	TPA	Laura Stone	1995-02-17	—	8614098541	9078 Canyon Rd, Tampa, FL, 33658	0.60	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
TPA-53596	TPA	Walter Clark	1938-04-23	—	4622831591	6835 Oak St, San Diego, CA, 92132	0.60	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
TPA-58611	TPA	Roy Obrien	2008-09-19	UHC-39363-94	8718344031	—	0.60	Name split from “Last, First”Name re-cased Date of birth reformatted Phone reformatted+4 more
TPA-56814	TPA	Raymond Martinez	1964-07-23	UHC-76339-68	3256581547	5764 Desert Sky Blvd, Scottsdale, AZ, 85244	0.60	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+4 more
TPA-58921	TPA	Jackson Susan	1985-02-10	—	5748993895	1342 Mountain View Dr, Mesa, AZ, 85280	0.60	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
TPA-59988	TPA	Roger Bennett	2000-03-02	UHC-51537-03	2312656060	6308 Spring St, Austin, TX, 78757	0.60	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
TPA-51896	TPA	Randy Castro	1969-09-18	—	2895446528	8169 Oak St, Las Vegas, NV, 89161	0.60	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
TPA-57620	TPA	Naoh U Price	1969-11-08	UHC-27165-52	5552532220	4559 Market St, Plano, TX, 75026	0.60	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
TPA-63535	TPA	Rebecca J Gardner	1948-03-04	—	—	9408 Union St, Eden Prairie, MN, 55377	0.62	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-59474	TPA	Frances X Vega	2006-03-18	UHC-07350-60	—	2973 Elm St, Miami, FL, 33150	0.62	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-61963	TPA	Ruth E Bishop	1990-05-13	—	5734364466	804 Oak St, Atlanta, GA, 30347	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-57535	TPA	Ruth Z Price	1971-01-26	—	3438950785	4460 Mesa Dr, Las Vegas, NV, 89187	0.62	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-57179	TPA	Bradley D Burton	1996-09-28	—	3613039971	2223 Valley View Dr, Tucson, AZ, 85775	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-52992	TPA	Angela P Ross	1939-12-23	—	5428900259	6160 Ridge Rd, Tucson, AZ, 85722	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-60806	TPA	Terry J Hunter	1961-07-17	UHC-31301-61	6836296684	6487 Oak St, Houston, TX, 77084	0.62	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-58997	TPA	Maria Romero	1964-03-15	—	—	4347 Willow Ct, Dallas, TX, 75275	0.62	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-62464	TPA	Adam Obrien	1982-04-02	—	—	4314 Sunset Blvd, Chandler, AZ, 85208	0.62	Name split from “Last, First”Name re-cased Date of birth reformatted Street suffix standardised+3 more
TPA-57229	TPA	Raymond Santos	1959-02-12	—	8946100025	1830 Spring St, Atlanta, GA, 30311	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-60658	TPA	Michelle Black	1997-12-14	—	8809157048	8695 Lincoln Way, Atlanta, GA, 30398	0.62	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more

1,488 rows, page 10 of 30Previous Next