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 “Street suffix standardised”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagStreet suffix standardisedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-400109	CLM	Priya Griffin	1949-11-04	UHC-95233-69	9116045800	229 Elm St, Atlanta, GA, 30360	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-429926	CLM	Mariana Sullivan	1995-08-21	UHC-13963-60	—	2901 Central Ave, Columbus, OH, 43200	0.64	Member ID reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-405827	CLM	Fields Mayr	1988-03-05	UHC-83147-55	6723571152	9296 Oak St, Gilbert, AZ, 85248	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-404909	CLM	Kathryn Carpenter	1943-01-12	—	—	9041 Palm Dr, Gilbert, AZ, 85216	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-408157	CLM	Amy Freeman	—	UHC-93204-01	—	2646 Desert Sky Blvd, Sacramento, CA, 95895	0.64	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+2 more
CLM-411213	CLM	Stephanie Z Torres	2006-11-14	UHC-99975-09	—	3934 Forest Ave, Mesa, AZ, 85295	0.64	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
CLM-415001	CLM	Alan J Hfofman	1971-07-28	UHC-60711-43	5624324799	5888 Church St, Mesa, AZ, 85247	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-405734	CLM	Beverly Hughes	1988-06-28	—	—	3148 Cedar Ln, Plano, TX, 75003	0.64	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+2 more
CLM-419812	CLM	Margaret G Chavez	1972-11-16	—	9282038691	27 Sage Ct, Seattle, WA, 98131	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
CLM-421841	CLM	Philip Owens	2004-08-19	—	—	391 Sunset Blvd, Fresno, CA, 93797	0.64	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
CLM-422341	CLM	Albert Gardner	1993-09-01	UHC-51913-36	3099985364	232 Jefferson Ave, Mesa, AZ, 85299	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-419473	CLM	Margaret Bryant	1978-09-05	UHC-57103-48	9366816704	9466 Church St, Gilbert, AZ, 85227	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-428011	CLM	Michael Williams	1957-11-18	UHC-52094-05	7867011267	6144 Palm Dr, Glendale, AZ, 85394	0.64	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-426849	CLM	Kathryn J Thompson	1988-02-25	UHC-66658-75	—	9214 Forest Ave, Minneapolis, MN, 55416	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-405830	CLM	Barbara Wallace	1984-12-25	UHC-80497-35	7807297947	3506 Willow Ct, Phoenix, AZ, 85081	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-419698	CLM	Ralph Fisher	1980-10-06	UHC-03677-05	—	4339 Elm St # 241, Charlotte, NC, 28268	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
CLM-431831	CLM	Maria Hart	1957-06-22	—	—	6164 Oak St, Tempe, AZ, 85263	0.64	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
CLM-424384	CLM	Steve Campbell	1987-11-27	—	7257192835	4595 Union St # 765, Plano, TX, 75099	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-430357	CLM	Ryan Morgan	1999-03-04	UHC-41447-09	2786929304	4448 Church St, Chandler, AZ, 85232	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
CLM-431164	CLM	Rachel Walker	1993-07-16	UHC-21829-60	—	5745 Willow Ct, Denver, CO, 80251	0.64	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+2 more
CLM-420957	CLM	Dennis Baker	1960-04-15	UHC-04952-25	7579563538	954 Sunset Blvd Apt 19, Scottsdale, AZ, 85288	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-423230	CLM	Judith Hicks	1972-05-26	UHC-95621-67	—	7709 Desert Sky Blvd, Sacramento, CA, 95801	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-422289	CLM	Danielle Kennedy	1951-09-09	UHC-96120-70	7155947020	3051 Camelback Rd, Tampa, FL, 33601	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-408441	CLM	Sean V Sanders	2004-02-05	UHC-48053-23	—	3327 Grand Ave, Scottsdale, AZ, 85264	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-424789	CLM	Stephanie B Jenkins	1972-11-19	UHC-66957-95	4266098211	1363 Sunset Blvd, Columbus, OH, 43252	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-424262	CLM	Lawrence Carpenter	1948-04-25	—	—	132 Valley View Dr, Columbus, OH, 43281	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
CLM-425335	CLM	Marcus Porter	1949-11-29	—	2345966785	958 Market St # 936, Fresno, CA, 93784	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-421752	CLM	Linda T Johnon	—	—	8787245719	3980 Baseline Rd, Columbus, OH, 43215	0.64	Name re-cased Date of birth missing Phone reformatted Street suffix standardised+2 more
CLM-427713	CLM	Jennifer McCoy	1950-09-26	UHC-92337-58	—	8713 Main St, Nashville, TN, 37208	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
CLM-429070	CLM	Catherine Sanchez	2004-06-08	UHC-09685-12	3179904730	9542 Mountain View Dr Apt 29, Charlotte, NC, 28231	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-405846	CLM	Lori Allen	1972-01-06	UHC-66446-36	6232845986	8219 Bayshore Dr, Denver, CO, 80213	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-419823	CLM	Randy J Guzman	1967-11-04	UHC-25385-67	—	5574 Elm St, Houston, TX, 77011	0.64	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
CLM-418570	CLM	Susan Alvarez	1965-11-01	UHC-58484-22	—	8399 River Rd, San Diego, CA, 92108	0.64	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-420952	CLM	Hiroshi Montgomery	1976-04-17	UHC-28875-07	7828558376	1778 Ridge Rd, Miami, FL, 33123	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-417146	CLM	Lucia White	1991-07-18	UHC-66434-91	—	4563 Lincoln Way, Sacramento, CA, 95853	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-423941	CLM	Marcus Myers	1949-12-23	UHC-16071-16	—	2919 Harbor Blvd # 295, Scottsdale, AZ, 85218	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
CLM-428100	CLM	Deborah Fox	1982-06-04	UHC-40257-90	—	3808 Highland Ave, Houston, TX, 77059	0.64	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-428407	CLM	Richard Rice	1977-10-05	UHC-29214-90	—	2371 Mesa Dr, Plano, TX, 75010	0.64	Two-digit birth year Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-428406	CLM	Richard Rice	1977-10-05	UHC-29214-90	—	2371 Mesa Dr, Plano, TX, 75010	0.64	Two-digit birth year Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-401016	CLM	Janet Gibson	1966-08-04	—	—	8053 Mesa Dr, Jacksonville, FL, 32262	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
CLM-421497	CLM	Emma Dean	2001-02-28	UHC-64762-98	2672224022	4006 Meadow Ln, Nashville, TN, 37231	0.64	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+2 more
CLM-420542	CLM	Priya Gutierrez	2005-09-07	UHC-28590-73	—	2606 Elm St, Charlotte, NC, 28279	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
CLM-413334	CLM	Douglas Henderson	1997-01-10	UHC-07476-51	7709386490	1129 Market St, Eden Prairie, MN, 55365	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-423472	CLM	Walter Hudson	1939-11-17	UHC-10004-82	9547087269	7989 Lake View Rd, Houston, TX, 77053	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-427963	CLM	Jeffrey B Hunter	1974-07-13	UHC-42787-34	—	3234 Sage Ct, San Diego, CA, 92176	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
CLM-429513	CLM	Julia Lucas	1981-07-20	UHC-72844-78	3215592607	504 Sunset Blvd, Minneapolis, MN, 55447	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-401073	CLM	Bobby Hawkins	1938-05-01	UHC-47552-02	—	6533 Pine Dr, Las Vegas, NV, 89123	0.64	Street suffix standardised Address re-cased State code upper-cased Gender normalised+2 more
CLM-425933	CLM	Janet Wells	1987-07-25	UHC-54496-81	—	4618 Ridge Rd, Los Angeles, CA, 90055	0.64	Name re-cased Street suffix standardised Address re-cased State code upper-cased+2 more
CLM-415313	CLM	Mariana H Harrison	2007-03-03	UHC-02249-15	5877232833	5365 Union St, Glendale, AZ, 85337	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-401191	CLM	Dennis Li	1967-06-16	UHC-05445-31	—	5730 Park Pl, Atlanta, GA, 30346	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more

16,411 rows, page 130 of 329Previous Next