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-430604	CLM	Elizabeth Lane	1984-04-14	—	3724998421	8892 Apache Blvd # 967, Minneapolis, MN, 55483	0.66	Phone reformatted Unit split from street Gender normalised Whitespace trimmed+1 more
CLM-413084	CLM	Hiroshi Rogers	1987-08-07	UHC-98848-91	—	3858 Baseline Rd # 604, Miami, FL, 33173	0.66	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+1 more
CLM-429990	CLM	Arthur Nichols	—	UHC-48023-89	9557925499	1576 Mountain View Dr Apt 25, Columbus, OH, 43208	0.66	Name re-cased Date of birth unreadable Unit split from street City re-cased+1 more
CLM-429074	CLM	Cammila P Andrews	—	UHC-07406-76	2402934059	6437 Broadway Apt 4, Charlotte, NC, 28235	0.66	Date of birth unreadable Unit split from street Address re-cased City re-cased+1 more
CLM-404547	CLM	Teresa Washington	1954-06-04	—	—	7191 Church St Apt 4, San Antonio, TX, 78279	0.66	Name re-cased Unit split from street Street suffix standardised Address re-cased+1 more
CLM-413546	CLM	Isabella Payne	1990-06-09	UHC-66895-50	9306151880	2458 Forest Ave Apt 15, Houston, TX, 77019	0.66	Date of birth reformatted Phone reformatted Unit split from street Gender normalised+1 more
CLM-413547	CLM	Isabella Payne	1990-06-09	UHC-66895-50	9306151880	2458 Forest Ave Apt 15, Houston, TX, 77019	0.66	Date of birth reformatted Phone reformatted Unit split from street Gender normalised+1 more
CLM-404757	CLM	Jesse Gardner	1984-12-15	—	—	7386 Central Ave Apt 12, Glendale, AZ, 85358	0.66	Name re-cased Unit split from street Street suffix standardised Address re-cased+1 more
CLM-408865	CLM	Michelle Bowman	1947-11-06	—	—	8737 Ridge Rd # 410, Austin, TX, 78747	0.66	Unit split from street Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-426768	CLM	Virginia Green	1963-10-26	—	—	8700 Sunset Blvd # 490, San Diego, CA, 92126	0.66	Unit split from street Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-407537	CLM	Virginia Yang	1988-08-28	UHC-41415-62	6856039563	200 Jefferson Ave Apt 37, Mesa, AZ, 85287	0.66	Phone reformatted Unit split from street State code upper-cased ZIP+4 trimmed+1 more
CLM-403301	CLM	Dylan Stone	1961-03-05	UHC-00232-43	4332721170	1977 Market St # 466, Denver, CO, 80248	0.66	Date of birth reformatted Phone reformatted Unit split from street ZIP+4 trimmed+1 more
CLM-414160	CLM	Brandon Fowler	1937-06-25	UHC-57396-57	—	820 Mesa Dr Apt 14, Minneapolis, MN, 55444	0.66	Name re-cased Unit split from street Street suffix standardised Address re-cased+1 more
CLM-407907	CLM	Heather Guzman	1994-03-07	—	8756394925	8989 Pine Dr Apt 12, Minneapolis, MN, 55479	0.66	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
CLM-413037	CLM	Jessica T Snyder	1964-07-06	UHC-92417-51	2095371111	7170 Desert Sky Blvd # 916, Sacramento, CA, 95866	0.66	Name re-cased Two-digit birth year Phone reformatted Unit split from street+1 more
CLM-421919	CLM	Betty Griffin	1955-04-26	—	—	8221 Bayshore Dr Apt 32, Sacramento, CA, 95861	0.66	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+1 more
CLM-422079	CLM	Natalie J Murphy	2002-12-24	—	7959920488	2401 Union St Apt 17, Austin, TX	0.66	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+1 more
CLM-421924	CLM	Theresa Henry	1990-12-11	—	—	8184 Meadow Ln Apt 11, San Diego, CA, 92175	0.66	Name re-cased Unit split from street Street suffix standardised Address re-cased+1 more
CLM-406613	CLM	Jose O Roberts	1924-07-12	UHC-90725-16	—	1301 Elm St # 495, Jacksonville, FL, 32290	0.66	Unit split from street Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-410234	CLM	Janice W Lopez	1947-05-11	—	7883163428	2564 Lincoln Way Apt 1, San Antonio, TX, 78293	0.66	Phone reformatted Unit split from street Gender normalised Whitespace trimmed+1 more
CLM-429002	CLM	Jessica E Peterson	2006-07-07	—	8457061133	8905 Indian School Rd Apt 23, Scottsdale, AZ, 85296	0.66	Unit split from street Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-403459	CLM	Judy Patel	1967-02-01	UHC-05568-99	6736740282	2365 Grand Ave # 289, Tucson, AZ, 85742	0.66	Name re-cased Phone reformatted Unit split from street ZIP+4 trimmed+1 more
CLM-415923	CLM	Marcus B Alexander	1987-11-15	UHC-89293-82	—	1390 Valley View Dr Apt 6, Tempe, AZ, 85294	0.66	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+1 more
CLM-427981	CLM	Abigail R Rios	1979-05-26	UHC-06532-92	—	5815 Bayshore Dr # 723, San Antonio, TX, 78296	0.66	Date of birth reformatted Unit split from street State name converted to code Whitespace trimmed+1 more
CLM-410133	CLM	Andrew Little	1972-07-06	—	—	3646 Sunset Blvd # 675, Tempe, AZ, 85217	0.66	Unit split from street Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-420636	CLM	Jackie Munoz	1995-02-03	—	—	7856 Mountain View Dr Apt 30, Miami, FL, 33123	0.66	Name re-cased Unit split from street Street suffix standardised Address re-cased+1 more
CLM-402801	CLM	Emily Walker	1997-10-13	—	—	350 Main St # 285, San Diego, CA, 92135	0.66	Unit split from street Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-414743	CLM	Shirley Lopez	1991-06-04	UHC-44235-49	—	1286 Park Pl Apt 22, Scottsdale, AZ, 85214	0.66	Unit split from street Street suffix standardised Address re-cased City re-cased+1 more
CLM-430230	CLM	Maria Montgomery	1951-04-08	—	6173444429	2720 Baseline Rd # 888, Plano, TX, 75056	0.66	Name re-cased Unit split from street City re-cased State name converted to code+1 more
CLM-432399	CLM	Ronald Cox	1994-08-04	UHC-07390-48	—	1782 Camelback Rd # 759, Scottsdale, AZ, 85231	0.66	Date of birth reformatted Unit split from street City re-cased Gender normalised+1 more
CLM-424898	CLM	Diego Freeman	1971-12-28	UHC-98952-98	—	3303 Ocean Ave # 485, Glendale, AZ, 85309	0.66	Name split from “Last, First”Member ID reformatted Unit split from street Whitespace trimmed+1 more
CLM-408085	CLM	Ryan Robinson	1946-08-04	—	—	1897 Ocean Ave Apt 2, Houston, TX, 77081	0.66	Date of birth reformatted Unit split from street ZIP+4 trimmed Whitespace trimmed+1 more
CLM-418241	CLM	Vincent Silva	1964-12-23	UHC-21678-20	—	1724 Valley View Dr # 352, Miami, FL, 33182	0.66	Name re-cased Unit split from street Street suffix standardised Address re-cased+1 more
CLM-419143	CLM	Yuki Perkins	1967-05-28	UHC-55774-23	—	329 Park Pl Apt 3, Dallas, TX, 75207	0.66	Name re-cased Unit split from street Street suffix standardised Address re-cased+1 more
CLM-420566	CLM	Roy Young	1964-04-11	UHC-43268-74	6443274383	3149 Mountain View Dr # 640, Jacksonville, FL, 32273	0.66	Unit split from street Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-422444	CLM	Amanda Alexander	1938-02-27	UHC-10695-82	9336832337	879 Sunset Blvd Apt 23, Houston, TX, 77027	0.66	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
CLM-425712	CLM	Ronald Moralse	1948-01-28	—	—	2228 Church St Apt 35, Phoenix, AZ	0.66	Unit split from street City re-cased ZIP missing Whitespace trimmed+1 more
CLM-417898	CLM	Albert McDonald	1964-10-20	UHC-92730-31	—	9197 Canyon Rd Apt 23, Columbus, OH, 43264	0.66	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+1 more
CLM-427267	CLM	Doris Ryan	1981-08-24	UHC-04166-33	3596909950	2666 Sage Ct # 632, Minneapolis, MN, 55480	0.66	Phone reformatted Member ID reformatted Unit split from street State name converted to code+1 more
CLM-420335	CLM	Christian Armstrong	1980-05-16	UHC-92644-64	3238546969	1291 Jefferson Ave Apt 37, Tampa, FL, 33668	0.66	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
CLM-413680	CLM	Brian F Wilson	1983-10-03	UHC-08927-59	—	955 Cedar Ln Apt 20, Miami, FL, 33107	0.66	Member ID reformatted Unit split from street State name converted to code Whitespace trimmed+1 more
CLM-409338	CLM	Bryan Boyd	1956-09-28	—	—	4755 Central Ave # 638, Nashville, TN, 37288	0.66	Name re-cased Unit split from street Street suffix standardised Address re-cased+1 more
CLM-416286	CLM	Mei Turner	1941-10-09	UHC-49851-73	—	9888 Sunset Blvd Apt 2, Scottsdale, AZ, 85219	0.66	Unit split from street Street suffix standardised Address re-cased Email lower-cased+1 more
CLM-426767	CLM	Virginia Green	1963-10-26	UHC-24354-61	2292047499	8700 Sunset Blvd Apt 2, San Diego, CA, 92126	0.66	Name re-cased Phone reformatted Unit split from street State name converted to code+1 more
CLM-405636	CLM	Brandon Snyder	1968-12-04	—	—	8063 Pine Dr Apt 28, Nashville, TN, 37248	0.66	Unit split from street Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-429407	CLM	Edward F Edwards	1964-11-24	—	—	1315 Apache Blvd Apt 7, Charlotte, NC, 28241	0.66	Name re-cased Unit split from street Street suffix standardised Address re-cased+1 more
CLM-402623	CLM	Luis Vega	1938-07-28	—	—	2560 Ocean Ave # 314, Minneapolis, MN, 55458	0.66	Unit split from street Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-422546	CLM	Pamela Tran	1947-06-05	UHC-02051-22	—	4889 Spring St Apt 37, Sacramento, CA, 95828	0.66	Unit split from street Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-408763	CLM	Alvarez Gerald	1956-10-14	UHC-63558-98	6056733343	3604 Mountain View Dr Apt 27, Miami, FL, 33132	0.66	Name re-cased Date of birth reformatted Unit split from street Gender normalised+1 more
CLM-400788	CLM	Alice Knight	1958-06-21	UHC-58125-21	—	6465 Pine Dr Apt 11, Orlando, FL, 32859	0.66	Unit split from street Street suffix standardised Address re-cased Whitespace trimmed+1 more

2,038 rows, page 27 of 41Previous Next