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

Claims, flag “Name re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-406025	CLM	Jesse Fields	1948-04-01	—	2475310915	829 Central Ave, Dallas, TX, 75288	0.68	Name re-cased Street suffix standardised Address re-cased State name converted to code
CLM-405710	CLM	Zachary D Thompson	1973-11-22	UHC-15871-31	—	1881 Ridge Rd, Scottsdale, AZ, 85213	0.68	Name re-cased Two-digit birth year Gender normalised Placeholder values cleared
CLM-422420	CLM	Justin Franklin	1940-06-22	UHC-07882-41	—	5435 Palm Dr # 459, Columbus, OH, 43235	0.68	Name re-cased Two-digit birth year Unit split from street Placeholder values cleared
CLM-400983	CLM	David Moreno	1968-02-28	—	—	7932 Willow Ct # 668, Plano, TX, 75047	0.68	Name re-cased Phone missing area code Unit split from street Placeholder values cleared
CLM-416887	CLM	Jerry K Huhes	1983-05-26	—	—	1707 Hillcrest Rd, Seattle, WA, 98147	0.68	Name re-cased SSN last four extracted Street suffix standardised Address re-cased
CLM-413777	CLM	Elizabeth Martinez	1998-12-22	—	—	2780 Desert Sky Blvd, Atlanta, GA, 30343	0.68	Name re-cased Two-digit birth year SSN last four extracted Placeholder values cleared
CLM-409871	CLM	Ana Cunninghaam	1972-03-03	UHC-35095-35	—	1845 Desert Sky Blvd, Scottsdale, AZ, 85299	0.68	Name re-cased Two-digit birth year Street suffix standardised Address re-cased
CLM-421341	CLM	Gloria Martinez	1959-09-01	UHC-12879-76	—	840 Central Ave # 941, Las Vegas, NV	0.68	Name re-cased Unit split from street ZIP missing Placeholder values cleared
CLM-428063	CLM	Carolyn Henry	1941-09-17	UHC-10251-23	—	924 River Rd, Dallas, TX, 75256	0.68	Name re-cased ZIP+4 trimmed Gender normalised Placeholder values cleared
CLM-407160	CLM	Dylan Stewart	1969-11-13	UHC-17496-87	—	1139 Willow Ct, Mesa, AZ, 85254	0.68	Name re-cased Two-digit birth year Street suffix standardised Address re-cased
CLM-400610	CLM	Roger P Tran	—	UHC-00583-18	7616571574	2965 Camelback Rd, San Antonio, TX, 78238	0.68	Name re-cased Date of birth missing Gender normalised Placeholder values cleared
CLM-416412	CLM	Amber B Bryant	1989-11-09	UHC-16604-78	—	—	0.68	Name re-cased Two-digit birth year Gender normalised Placeholder values cleared
CLM-414724	CLM	Jose Carlson	1959-11-04	UHC-41726-72	—	2996 Elm St, Fresno, CA, 93744	0.68	Name re-cased State name converted to code Gender normalised Placeholder values cleared
CLM-403198	CLM	Brenda Estrada	1963-12-15	UHC-89999-03	—	8397 Canyon Rd, Tucson, AZ	0.68	Name re-cased ZIP missing Gender normalised Placeholder values cleared
CLM-413584	CLM	Christian Gonzalez	—	—	—	—	0.68	Name re-cased Date of birth missing Gender normalised Placeholder values cleared
CLM-431761	CLM	RebeccaJunk	1954-12-27	UHC-91958-97	—	8352 Main St # 772, Phoenix, AZ, 85042	0.68	Name re-cased Unit split from street Placeholder values cleared No usable name (quarantined)
CLM-403532	CLM	Mateo Kim	1983-07-15	—	4143974812	1057 Mountain View Dr, Atlanta, GA, 30338	0.68	Name re-cased Phone reformatted State name converted to code Gender normalised
CLM-422550	CLM	Bobby Payne	1988-08-17	UHC-54861-76	—	7432 Palm Dr # 275, Columbus, OH, 43248	0.68	Name re-cased SSN last four extracted Unit split from street Placeholder values cleared
CLM-424726	CLM	Jerry Jordan	1997-06-11	UHC-64857-05	—	2771 Spring St # 470, Tempe, AZ	0.68	Name re-cased Unit split from street ZIP missing Placeholder values cleared
CLM-418324	CLM	Omar Moore	—	UHC-47663-42	2598112902	—	0.68	Name re-cased Date of birth unreadable Gender normalised Plan code upper-cased
CLM-431848	CLM	Roy U James	2008-11-12	UHC-07344-39	5557193929	—	0.68	Name re-cased SSN last four extracted Gender normalised Placeholder values cleared
CLM-429285	CLM	Samantha Watkins	1991-09-24	—	2036662020	935 Cedar Ln Apt 39, Columbus, OH, 43276	0.68	Name re-cased Unit split from street Gender normalised Placeholder values cleared
CLM-413556	CLM	Johnny Watkins	—	UHC-85271-08	—	7718 River Rd, Nashville, TN, 37276	0.68	Name re-cased Date of birth unreadable Gender normalised Placeholder values cleared
CLM-405823	CLM	Carolyn Luna	1947-05-20	UHC-73667-01	—	3808 Forest Ave, Chandler, AZ	0.68	Name re-cased ZIP missing Gender normalised Placeholder values cleared
CLM-409868	CLM	Santiago Garza	1994-07-26	—	—	4439 Highland Ave Apt 19, Atlanta, GA, 30315	0.68	Name re-cased Unit split from street State name converted to code Placeholder values cleared
CLM-416516	CLM	Christian Ferguson	1949-08-19	UHC-15332-76	—	7562 Indian School Rd, Fresno, CA, 93733	0.68	Name re-cased Phone missing area code State name converted to code Placeholder values cleared
CLM-417019	CLM	Jean L Andrews	1940-07-07	UHC-62623-61	3016328058	4756 Jefferson Ave, Miami, FL, 33151	0.68	Name re-cased Two-digit birth year State name converted to code Placeholder values cleared
CLM-424741	CLM	Santiago Peterson	1979-11-22	—	—	5981 Jefferson Ave Apt 34, Dallas, TX, 75282	0.68	Name re-cased Two-digit birth year Unit split from street Placeholder values cleared
CLM-407038	CLM	Isabella Gomez	1977-02-04	UHC-25379-25	8992453642	2400 Willow Ct # 239, Austin, TX, 78722	0.68	Name re-cased Unit split from street Street suffix standardised Address re-cased
CLM-417156	CLM	Jesse Dean	1985-05-24	UHC-90899-50	—	8179 Ridge Rd, Chandler, AZ, 85206	0.68	Name re-cased ZIP+4 trimmed Gender normalised Placeholder values cleared
CLM-409029	CLM	Virginia A Porter	2005-02-24	UHC-89599-46	—	—	0.68	Middle initial moved out of first name Name re-cased Two-digit birth year Placeholder values cleared
CLM-421113	CLM	Eric Castillo	1941-01-03	UHC-84548-13	—	—	0.68	Name re-cased Two-digit birth year Gender normalised Placeholder values cleared
CLM-420104	CLM	Ashley Park	—	UHC-77999-99	—	—	0.68	Name re-cased Date of birth unreadable Phone missing area code Placeholder values cleared
CLM-418330	CLM	Brittany Jensen	1944-03-11	—	—	4147 Forest Ave, Minneapolis, MN, 55476	0.68	Name re-cased ZIP+4 trimmed Gender normalised Placeholder values cleared
CLM-423258	CLM	Mark Howell	2000-01-15	—	—	8095 Bayshore Dr, San Diego, CA	0.68	Name re-cased Street suffix standardised Address re-cased ZIP missing
CLM-430302	CLM	Debbie Perez	—	—	—	2625 Highland Ave, Chandler, AZ, 85246	0.68	Name re-cased Date of birth missing ZIP+4 trimmed Placeholder values cleared
CLM-411199	CLM	Peter McCoy	2000-04-02	UHC-64916-39	8799884815	3108 Desert Sky Blvd, Columbus, OH, 43270	0.68	Name re-cased Two-digit birth year State name converted to code Placeholder values cleared
CLM-406104	CLM	Vincent Welch	1993-09-10	UHC-82611-55	—	6269 Central Ave, Denver, CO, 80211	0.68	Name re-cased ZIP+4 trimmed Gender normalised Placeholder values cleared
CLM-429921	CLM	Richard Hall	1969-05-12	—	—	9227 Camelback Rd, Las Vegas, NV	0.68	Name re-cased ZIP missing Gender normalised Placeholder values cleared
CLM-414658	CLM	Sandra Taylor	2006-11-26	UHC-73410-51	—	93 Church St, Austin, TX	0.68	Name re-cased State name converted to code ZIP missing Placeholder values cleared
CLM-413851	CLM	Karen Wong	2001-09-25	UHC-75927-48	—	6744 Union St, Tempe, AZ, 85263	0.68	Name re-cased Street suffix standardised Address re-cased Gender normalised
CLM-413852	CLM	Karen Wong	2001-09-25	UHC-75927-48	—	6744 Union St, Tempe, AZ, 85263	0.68	Name re-cased Street suffix standardised Address re-cased Gender normalised
CLM-420384	CLM	Ronald P Espinoza	1971-03-13	—	—	5055 Highland Ave Apt 21, Nashville, TN, 37281	0.68	Middle initial moved out of first name Name re-cased Unit split from street Placeholder values cleared
CLM-405499	CLM	Alexis G Howell	1974-10-20	UHC-49365-80	7472619934	6614 Union St, Columbus, OH, 43222	0.68	Name re-cased Two-digit birth year State name converted to code Placeholder values cleared
CLM-414383	CLM	Kayla N Kelley	1951-11-09	UHC-25348-74	—	1189 Meadow Ln, Phoenix, AZ, 85049	0.68	Middle initial moved out of first name Name re-cased Two-digit birth year Placeholder values cleared
CLM-428916	CLM	Kathryn Cooper	2000-07-27	UHC-35430-35	—	2987 Spring St, San Antonio, TX, 78236	0.68	Name re-cased State name converted to code Gender normalised Placeholder values cleared
CLM-416122	CLM	Carl Schmidt	1963-05-09	UHC-97348-98	—	1359 Pine Dr, Mesa, AZ, 85254	0.68	Name re-cased Phone missing area code Street suffix standardised Address re-cased
CLM-427870	CLM	Cheryl Peterson	1958-03-10	UHC-22463-54	—	8368 Hillcrest Rd, Denver, CO, 80272	0.68	Name re-cased Two-digit birth year ZIP+4 trimmed Placeholder values cleared
CLM-419454	CLM	Maria Perkins	2001-09-19	UHC-59431-05	—	7167 Mountain View Dr, Tucson, AZ, 85738	0.68	Name re-cased Street suffix standardised Address re-cased Gender normalised
CLM-414331	CLM	Linda Weaver	2008-05-21	—	5002717806	3756 Meadow Ln, Plano, TX, 75057	0.68	Name re-cased Two-digit birth year Gender normalised Placeholder values cleared

13,120 rows, page 79 of 263Previous Next