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 “Unit split from street”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagUnit split from streetClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-412854	CLM	Aisha McCoy	1988-10-09	—	—	5542 River Rd # 636, Atlanta, GA, 30315	0.68	Unit split from street City re-cased ZIP+4 trimmed 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-429779	CLM	Elizabeth Grent	1975-08-09	—	9776231497	7355 Palm Dr Apt 34, Sacramento, CA, 95882	0.68	Phone reformatted Unit split from street Street suffix standardised Address re-cased
CLM-412834	CLM	William Black	1967-03-21	—	—	5405 Sunset Blvd Apt 11, Jacksonville, FL, 32243	0.68	Two-digit birth year Unit split from street Whitespace trimmed Placeholder values cleared
CLM-411107	CLM	Carol D Thumas	1955-07-27	UHC-25221-32	5184709440	621 Apache Blvd Apt 36, San Diego, CA, 92113	0.68	Phone reformatted Unit split from street Street suffix standardised Address re-cased
CLM-430997	CLM	Lawrence Moore	1994-07-19	UHC-61864-11	—	4563 Elm St # 643, Dallas, TX, 75260	0.68	Unit split from street State name converted to code Whitespace trimmed Placeholder values cleared
CLM-403033	CLM	Keith Morales	1973-08-27	UHC-51608-34	—	9255 Washington St # 573, Plano, TX, 75009	0.68	Unit split from street Street suffix standardised Address re-cased Placeholder values cleared
CLM-431172	CLM	Zachary Adamms	1959-02-12	—	8083152134	5796 Broadway Apt 21, Orlando, FL, 32841	0.68	Name split from “Last, First”Unit split from street Whitespace trimmed Placeholder values cleared
CLM-418793	CLM	Larry Chapman	1981-11-16	UHC-75031-60	—	3349 Union St Apt 29, Eden Prairie, MN, 55390	0.68	Member ID reformatted Unit split from street ZIP+4 trimmed 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-420256	CLM	Joe Olson	1986-02-15	UHC-47916-67	—	8847 Market St # 779, Scottsdale, AZ	0.68	Unit split from street City re-cased ZIP missing Whitespace trimmed
CLM-418611	CLM	Douglas Day	1946-08-13	UHC-15264-54	5553947248	3209 Washington St Apt 3, Orlando, FL, 32814	0.68	Phone reformatted Unit split from street Gender normalised Placeholder values cleared
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-428032	CLM	Lawrence Johnston	1981-05-16	—	—	5252 Highland Ave # 413, Tempe, AZ, 85240	0.68	Unit split from street Street suffix standardised Address re-cased Placeholder values cleared
CLM-429674	CLM	Rachel Baker	2006-10-24	—	—	4703 Ocean Ave # 214, Tucson, AZ, 85707	0.68	Unit split from street State name converted to code Whitespace trimmed Placeholder values cleared
CLM-410962	CLM	Marttha Patel	1948-05-04	—	—	7106 Harbor Blvd Apt 2, Las Vegas, NV, 89184	0.68	Name split from “Last, First”Date of birth reformatted Unit split from street Placeholder values cleared
CLM-427626	CLM	Lori Allen	1970-06-02	UHC-82292-56	—	1131 Central Ave # 932, Chandler, AZ, 85248	0.68	Unit split from street Street suffix standardised Address re-cased Placeholder values cleared
CLM-420899	CLM	Elizabeth Schultz	1967-12-24	UHC-01992-56	—	9384 Pine Dr Apt 34, Fresno, CA, 93758	0.68	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased
CLM-432393	CLM	Bevelry K Carlson	1981-05-25	—	—	7248 Grand Ave Apt 25, Austin, TX, 78747	0.68	Unit split from street Street suffix standardised Address re-cased Placeholder values cleared
CLM-409789	CLM	Hannah Lewis	2002-06-28	—	8918067254	236 Church St # 728, Denver, CO, 80227	0.68	Phone reformatted Unit split from street Street suffix standardised Address re-cased
CLM-409617	CLM	Albert P Hayes	1944-07-03	—	—	7339 Hillcrest Rd Apt 9, Plano, TX, 75091	0.68	Unit split from street State name converted to code Whitespace trimmed 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-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-429856	CLM	Kyle Austin	1987-03-04	UHC-55692-22	—	8976 Spring St Apt 11, Atlanta, GA, 30387	0.68	Name split from “Last, First”Unit split from street Whitespace trimmed Placeholder values cleared
CLM-409256	CLM	Arjun Elliott	1997-06-07	UHC-67426-37	—	6148 Grand Ave Apt 14, Tampa, FL, 33654	0.68	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased
CLM-402827	CLM	Ruth Wells	—	—	8227708183	7402 Sage Ct # 791, Tempe, AZ, 85264	0.68	Date of birth unreadable Unit split from street Whitespace trimmed Placeholder values cleared
CLM-409532	CLM	Nency Salazar	1981-03-05	UHC-90313-65	8346663805	4822 Sunset Blvd # 686, Columbus, OH, 43220	0.68	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased
CLM-410222	CLM	Elijah Gutierrez	1994-08-15	UHC-33290-15	—	2882 Spring St # 194, Los Angeles, CA, 90052	0.68	Unit split from street Street suffix standardised Address re-cased 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-413420	CLM	Doris U Hamilton	1949-03-21	—	—	8807 Indian School Rd Apt 7, Los Angeles, CA, 90063	0.68	Name split from “Last, First”Date of birth reformatted Unit split from street Placeholder values cleared
CLM-411158	CLM	Keenneth E Fuller	1968-10-21	UHC-48254-48	5127562363	7076 Lake View Rd Apt 33, Seattle, WA, 98176	0.68	Unit split from street Street suffix standardised Address re-cased Placeholder values cleared
CLM-411408	CLM	Nancy V Castillo	1967-03-21	—	5223231228	8927 Pine Dr Apt 40, Tucson, AZ, 85723	0.68	Name split from “Last, First”Unit split from street Whitespace trimmed Placeholder values cleared
CLM-430284	CLM	Alexis X Morrison	1981-10-24	UHC-67872-19	—	9552 Forest Ave # 901, Austin, TX, 78712	0.68	Unit split from street City re-cased 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-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-428214	CLM	Joan K Hart	2000-04-24	—	5742970924	8881 Lake View Rd Apt 24, Jacksonville, FL, 32215	0.68	Phone reformatted Unit split from street Gender normalised 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-416860	CLM	Amber Jackson	1940-04-15	—	—	6024 Market St # 790, Plano, TX, 75052	0.68	Unit split from street Street suffix standardised Address re-cased Placeholder values cleared
CLM-417688	CLM	Patricia Cooper	1972-01-15	—	—	2892 Pine Dr Apt 22, Jacksonville, FL, 32281	0.68	Unit split from street City re-cased ZIP+4 trimmed Placeholder values cleared
CLM-415531	CLM	Laura Q Ramos	1995-07-22	UHC-35531-48	4758625474	9515 Jefferson Ave # 156, Tucson, AZ, 85754	0.68	Member ID reformatted Unit split from street Gender normalised Placeholder values cleared
CLM-431421	CLM	Noah White	1944-06-22	UHC-99894-75	2627925315	6884 River Rd # 263, Fresno, CA, 93759	0.68	Phone reformatted Unit split from street Gender normalised Placeholder values cleared
CLM-423955	CLM	Tyer Edwards	1988-03-04	UHC-69572-78	8425081422	8005 Church St # 102, Los Angeles, CA, 90056	0.68	Phone reformatted Unit split from street State name converted to code Placeholder values cleared
CLM-423661	CLM	Andrew U Nunez	—	UHC-64434-62	—	9834 Elm St # 965, Austin, TX, 78793	0.68	Date of birth unreadable Unit split from street Whitespace trimmed Placeholder values cleared
CLM-432729	CLM	Madison Thomas	1945-05-25	UHC-45958-44	—	9336 Maple Ave Apt 4, Minneapolis, MN, 55440	0.68	Date of birth reformatted SSN last four extracted Unit split from street Placeholder values cleared
CLM-404888	CLM	Linda Murraay	—	UHC-87160-20	—	9085 Washington St Apt 7, Mesa, AZ, 85250	0.68	Date of birth missing Unit split from street Whitespace trimmed Placeholder values cleared
CLM-425065	CLM	Terry Watson	1944-11-06	—	9459152615	706 Forest Ave Apt 23, San Diego, CA, 92144	0.68	Phone reformatted Unit split from street State name converted to code Whitespace trimmed
CLM-411608	CLM	Lawrence Weaver	1964-02-04	UHC-26133-98	9292120024	3519 Church St Apt 15, Tempe, AZ, 85219	0.68	Name split from “Last, First”Date of birth reformatted Unit split from street Whitespace trimmed
CLM-406802	CLM	Jacob N Kinng	1970-03-14	—	5236796588	7963 Lake View Rd # 297, Tempe, AZ, 85266	0.68	Name split from “Last, First”Phone reformatted Unit split from street Placeholder values cleared
CLM-401765	CLM	Walter Wang	1947-09-13	—	—	5093 Grand Ave # 799, Plano, TX, 75090	0.68	Date of birth reformatted Unit split from street Gender normalised Placeholder values cleared

2,038 rows, page 32 of 41Previous Next