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 “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
CLM-420699	CLM	Donna Guerrero	1993-09-18	UHC-56642-68	4732970994	—	0.66	Two-digit birth year Phone reformatted Gender normalised Whitespace trimmed+1 more
CLM-417076	CLM	Billy Griffin	1986-06-20	UHC-51997-76	—	1134 Valley View Dr, Houston, TX, 77016	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-414335	CLM	Mariana Parker	2008-11-14	UHC-18863-52	8676421234	9046 Church St, Gilbert, AZ, 85224	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more
CLM-425657	CLM	Mason Bkaer	1942-12-28	UHC-52066-68	—	7065 Harbor Blvd, Columbus, OH, 43262	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more
CLM-409119	CLM	Joe Freeman	2007-11-17	—	—	7788 Meadow Ln, Miami, FL, 33128	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
CLM-418787	CLM	Larry Green	1958-08-24	UHC-67519-46	—	7068 Lake View Rd, Orlando, FL, 32830	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
CLM-418677	CLM	Yuki H Hanson	—	UHC-02203-04	—	6392 Bayshore Dr, Fresno, CA, 93749	0.66	Name re-cased Date of birth unreadable Gender normalised Whitespace trimmed+1 more
CLM-421239	CLM	Parker Elizabeth	1941-06-22	—	—	1852 Cedar Ln, Seattle, WA, 98141	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-431965	CLM	Eric H Young	1949-09-14	—	3852300313	—	0.66	Two-digit birth year Phone reformatted Gender normalised Whitespace trimmed+1 more
CLM-400422	CLM	Denny Warren	2007-05-11	UHC-29646-24	7352396322	4604 Washington St Apt 15, Eden Prairie, MN, 55305	0.66	Unit split from street Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-409179	CLM	Omar Contreras	1990-04-12	UHC-81935-53	—	920 Valley View Dr, Columbus, OH	0.66	Street suffix standardised Address re-cased ZIP missing Whitespace trimmed+1 more
CLM-408195	CLM	Kelly Harris	1979-09-09	UHC-56453-10	—	1366 Highland Ave # 915, Tempe, AZ, 85209	0.66	Unit split from street Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-402730	CLM	Ronald P Howard	1974-04-01	UHC-34914-04	—	3729 Sage Ct, Glendale, AZ, 85322	0.66	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed+1 more
CLM-416396	CLM	John Anderson	—	UHC-74807-02	—	9872 Ocean Ave, Phoenix, AZ, 85087	0.66	Date of birth unreadable Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-404426	CLM	Christina Castro	1973-09-16	UHC-59692-44	8037465226	1514 Church St, Jacksonville, FL, 32245	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
CLM-423284	CLM	Jose Gordon	1994-04-13	UHC-27613-60	—	2402 Willow Ct, Tempe, AZ, 85268	0.66	Name split from “Last, First”Date of birth reformatted SSN last four extracted Whitespace trimmed+1 more
CLM-423285	CLM	Jose Gordon	1994-04-13	UHC-27613-60	—	2402 Willow Ct, Tempe, AZ, 85268	0.66	Name split from “Last, First”Date of birth reformatted SSN last four extracted Whitespace trimmed+1 more
CLM-412391	CLM	Omar Reyes	1965-10-23	UHC-05993-47	—	4469 Harbor Blvd Apt 33, Charlotte, NC, 28275	0.66	Unit split from street Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-419616	CLM	Eugene R Warren	1965-03-23	UHC-16651-20	5739904544	4103 Bayshore Dr Apt 10, Gilbert, AZ	0.66	Phone reformatted Unit split from street ZIP missing Whitespace trimmed+1 more
CLM-424022	CLM	Mike J Contreras	1958-01-23	—	—	4013 Pine Dr Apt 39, Seattle, WA, 98156	0.66	Unit split from street Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-424021	CLM	Mike J Contreras	1958-01-23	—	—	4013 Pine Dr Apt 39, Seattle, WA, 98156	0.66	Unit split from street Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-402500	CLM	Keith Mills	1940-08-12	UHC-71507-37	—	3588 Canyon Rd, Plano, TX, 75006	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
CLM-405539	CLM	Jesse Tucker	1983-05-04	—	—	4341 Church St, Glendale, AZ, 85315	0.66	Two-digit birth year City re-cased Gender normalised Whitespace trimmed+1 more
CLM-432002	CLM	Maark Johnson	1938-08-27	—	6626538832	3509 Main St, Fresno, CA, 93775	0.66	Name split from “Last, First”City re-cased ZIP+4 trimmed Whitespace trimmed+1 more
CLM-432030	CLM	Matthew Banks	—	UHC-11963-65	—	8415 Desert Sky Blvd, Seattle, WA, 98198	0.66	Date of birth missing Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-407238	CLM	Gerald E Pierce	1996-11-14	—	—	1752 Lake View Rd, Phoenix, AZ	0.66	Street suffix standardised Address re-cased ZIP missing Whitespace trimmed+1 more
CLM-423136	CLM	Steven Gordon	1941-01-06	UHC-13949-67	4034659166	4531 Broadway, Seattle, WA, 98187	0.66	Name split from “Last, First”Phone reformatted Gender normalised Whitespace trimmed+1 more
CLM-431913	CLM	Michelle P Gutierrez	1964-12-17	—	8915690539	118 River Rd, Mesa, AZ, 85254	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
CLM-415131	CLM	Madison M Cole	1952-05-22	UHC-18386-41	—	2211 Central Ave, Plano, TX, 75005	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-415130	CLM	Madison M Cole	1952-05-22	UHC-18386-41	—	2211 Central Ave, Plano, TX, 75005	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-401560	CLM	Jessica Elliis	1963-07-27	UHC-59698-55	—	1791 Palm Dr, Atlanta, GA	0.66	Street suffix standardised Address re-cased ZIP missing Whitespace trimmed+1 more
CLM-426908	CLM	Frakn Garcia	1940-07-01	UHC-99822-51	7367514389	9059 Market St # 371, Denver, CO	0.66	Phone reformatted Unit split from street ZIP missing Whitespace trimmed+1 more
CLM-425715	CLM	Teresa H Fishher	1959-04-26	UHC-20504-81	5357686308	5150 Main St, Scottsdale, AZ, 85299	0.66	Name re-cased Two-digit birth year Gender normalised Whitespace trimmed+1 more
CLM-419296	CLM	Isabella H Walsh	1979-06-04	UHC-12076-16	—	8165 Camelback Rd, Orlando, FL, 32827	0.66	Two-digit birth year Member ID reformatted City re-cased ZIP+4 trimmed+1 more
CLM-411916	CLM	Nathan W Robertson	1995-01-26	UHC-43232-11	—	1798 Desert Sky Blvd, Fresno, CA, 93744	0.66	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-423920	CLM	Ralph Burke	1945-09-14	—	—	7792 Lake View Rd, Denver, CO, 80262	0.66	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-404521	CLM	Kathryn Perez	1986-11-13	UHC-05255-47	—	1011 Indian School Rd, Seattle, WA, 98117	0.66	SSN last four extracted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-404688	CLM	Ashley Bowman	1978-06-17	UHC-45993-85	—	6982 Mountain View Dr, Glendale, AZ, 85371	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
CLM-418544	CLM	Jerry Greeen	—	UHC-67734-23	—	9486 Baseline Rd, Eden Prairie, MN, 55320	0.66	Date of birth unreadable Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-432385	CLM	Stephen O Harris	2001-01-28	UHC-18624-69	—	6491 Grand Ave, Plano, TX	0.66	Street suffix standardised Address re-cased ZIP missing Whitespace trimmed+1 more
CLM-403619	CLM	Brandon Lopez	1955-02-03	UHC-50184-15	3293167866	4254 Desert Sky Blvd, Seattle, WA, 98167	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-415114	CLM	Charles Hill	1994-12-10	UHC-05062-59	—	7232 Grand Ave Apt 22, Denver, CO, 80239	0.66	Unit split from street Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-412843	CLM	Jerry Romero	1964-03-24	UHC-98312-99	2679081891	855 Lake View Rd, Tucson, AZ, 85786	0.66	Two-digit birth year Phone reformatted Gender normalised Whitespace trimmed+1 more
CLM-425372	CLM	Billy Welch	—	UHC-56313-40	—	1708 Hillcrest Rd, Eden Prairie, MN, 55309	0.66	Date of birth unreadable Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-419865	CLM	Samuel Marquez	1995-12-04	UHC-23159-56	—	927 Church St, Phoenix, AZ, 85093	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-423944	CLM	Michelle Martin	1980-04-09	UHC-00811-86	—	4748 Central Ave, Jacksonville, FL, 32263	0.66	Name re-cased State name converted to code ZIP+4 trimmed Whitespace trimmed+1 more
CLM-410058	CLM	Cheryl Carroll	1967-02-19	UHC-80042-98	6004780411	6440 Union St, San Antonio, TX, 78213	0.66	Phone reformatted State name converted to code Gender normalised Whitespace trimmed+1 more
CLM-414416	CLM	Roger Graham	1985-04-21	UHC-31502-30	—	8975 Sage Ct, Phoenix, AZ, 85046	0.66	City re-cased State name converted to code Gender normalised Whitespace trimmed+1 more
CLM-405745	CLM	Margaret Bryant	1965-09-06	UHC-79598-73	—	1180 Union St, Houston, TX, 77099	0.66	Street suffix standardised Address re-cased City re-cased State name converted to code+1 more
CLM-405562	CLM	Grace Kngiht	1976-05-11	—	—	7100 Camelback Rd, San Diego, CA, 92196	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more

18,771 rows, page 116 of 376Previous Next