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 “Date of birth reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagDate of birth reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-400926	CLM	Priya F Chen	1999-03-03	—	—	6678 Ridge Rd, Nashville, TN, 37262	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-414347	CLM	Henry Jenkisn	1952-06-23	—	—	8487 Washington St, San Diego, CA, 92100	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-423433	CLM	Valentina Freeman	1967-01-26	UHC-64211-41	6844721103	5602 Harbor Blvd, Las Vegas, NV, 89139	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-414304	CLM	Knight Kathleen	1981-08-22	—	2336873624	3149 Park Pl, Dallas, TX	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-419207	CLM	Adam Roberts	1976-02-27	UHC-76557-89	—	5241 Lincoln Way, Minneapolis, MN, 55413	0.64	Date of birth reformatted Phone missing area code Email lower-cased Gender normalised+2 more
CLM-412464	CLM	Meyer Gloria	1998-04-17	UHC-03153-24	—	1137 Pine Dr, Houston, TX, 77008	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-421580	CLM	Bruce Garza	1983-07-07	UHC-57480-49	—	5857 Spring St, Houston, TX, 77056	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-425498	CLM	Amber Henry	1992-07-12	UHC-75407-58	—	5490 Indian School Rd, Chandler, AZ, 85206	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-419796	CLM	Evelyn Hart	2002-11-11	UHC-67231-57	5626768152	—	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Gender normalised+2 more
CLM-417521	CLM	Dick E Kelley	1963-12-07	UHC-11767-95	—	68 Desert Sky Blvd, Tucson, AZ, 85719	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-416749	CLM	Lauren Riley	1952-01-08	UHC-01311-77	—	1156 Hillcrest Rd, Minneapolis, MN	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-418074	CLM	Kelly Powell	1984-05-14	UHC-57639-35	—	1647 Oak St, Gilbert, AZ, 85212	0.64	Date of birth reformatted Member ID reformatted SSN last four extracted Street suffix standardised+2 more
CLM-418091	CLM	Brian M McCoy	1958-07-15	UHC-72352-98	—	8242 Union St, Tempe, AZ, 85238	0.64	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-411132	CLM	Lori T Garcia	1993-06-24	—	—	988 Sage Ct, Tampa, FL, 33691	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-427200	CLM	Sharon H Black	1957-01-15	—	3065355621	7161 Main St, Tempe, AZ, 85260	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-405625	CLM	Timothy Howell	1953-09-28	—	5526915775	5103 Oak St, Plano, TX, 75062	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-407636	CLM	Ana Mason	2002-01-10	UHC-43455-67	—	8872 Highland Ave, Charlotte, NC, 28224	0.64	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-408604	CLM	Robert Palmer	1968-04-05	—	—	7598 Meadow Ln, Seattle, WA, 98162	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-408187	CLM	Abigail Woods	1967-06-22	—	—	8938 Camelback Rd, Jacksonville, FL, 32262	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-401712	CLM	Nanncy Hall	1945-10-06	UHC-34097-24	—	4636 Harbor Blvd, Atlanta, GA, 30388	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-428701	CLM	Susan Hamilton	1983-12-09	UHC-49973-47	—	4288 Church St, Sacramento, CA	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+2 more
CLM-421527	CLM	Maria Montgomery	1949-04-12	—	6323746359	9106 Main St, Austin, TX, 78788	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-403523	CLM	Diego Castillo	2007-02-09	UHC-69309-44	8524490456	3312 Maple Ave, Houston, TX, 77038	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-431698	CLM	Kathryn Black	1962-06-13	UHC-47024-45	—	3202 River Rd, Nashville, TN, 37261	0.64	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-417528	CLM	Ailce Griffin	1973-02-01	UHC-73266-95	4854263168	393 Park Pl, Denver, CO	0.64	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-405030	CLM	Christopher Cunningham	1946-04-04	—	2956630065	3285 River Rd, Charlotte, NC	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-407017	CLM	David G Henry	1964-01-25	UHC-48679-36	—	4431 Harbor Blvd, Charlotte, NC, 28202	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-422610	CLM	Carlos Williiamson	1977-07-01	UHC-61358-72	7075107974	5335 Highland Ave, Tempe, AZ, 85242	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted State name converted to code+2 more
CLM-401456	CLM	Teresa C Hill	1990-08-22	UHC-82145-43	—	8639 Meadow Ln, Seattle, WA, 98178	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-428539	CLM	Isabella Murphy	1957-02-06	UHC-81397-53	2226476767	1338 Central Ave, Columbus, OH, 43298	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-428914	CLM	Emma M Rodriguez	1977-10-28	—	—	8610 Church St, Tempe, AZ, 85221	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-408098	CLM	Ryan Richards	1980-05-09	UHC-91216-27	—	8087 Mesa Dr, Seattle, WA	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+2 more
CLM-432698	CLM	Rachel Adams	1939-03-26	UHC-34375-78	—	5892 Oak St, Tucson, AZ, 85724	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-432699	CLM	Rachel Adams	1939-03-26	UHC-34375-78	—	5892 Oak St, Tucson, AZ, 85724	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-416833	CLM	Katherine Walsh	1950-09-28	UHC-91901-69	7788921266	356 River Rd, Charlotte, NC, 28254	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-407185	CLM	Edward Watkins	2001-10-19	UHC-04151-64	9705959792	1525 Desert Sky Blvd # 383, Dallas, TX, 75275	0.64	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+2 more
CLM-401017	CLM	Melissa M Moreno	2000-09-17	—	5749501526	7186 Lake View Rd # 207, Chandler, AZ, 85207	0.64	Name re-cased Date of birth reformatted Unit split from street State name converted to code+2 more
CLM-421466	CLM	Karen Foster	1992-04-04	—	6845393615	6582 Pine Dr, Fresno, CA, 93712	0.64	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-431814	CLM	Diana Salazar	2001-02-17	UHC-69415-54	9375574820	9622 Desert Sky Blvd, Sacramento, CA, 95884	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-401414	CLM	Nathan Montgomery	2000-04-18	UHC-06179-36	9795500880	1072 Pine Dr, Phoenix, AZ, 85053	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-421848	CLM	Eric Perkins	—	UHC-30832-44	7378873712	3134 Mountain View Dr, Fresno, CA, 93767	0.64	Date of birth reformatted Date of birth unreadable Street suffix standardised Address re-cased+2 more
CLM-409000	CLM	Alan Ortiz	2008-07-18	UHC-87483-95	3786024767	8517 Highland Ave, Columbus, OH, 43203	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-401285	CLM	Austin Rice	1961-08-09	UHC-01782-05	6339088309	3657 Elm St, Tempe, AZ, 85217	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-431122	CLM	Bradley Clark	2005-09-18	—	4464295367	1924 Sage Ct, Tampa, FL	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-417338	CLM	Jerry Rmaos	1974-10-07	—	3894092273	5136 Elm St Apt 36, Sacramento, CA, 95880	0.64	Date of birth reformatted Phone reformatted Unit split from street Gender normalised+2 more
CLM-402148	CLM	Bobby Wilson	1971-02-25	UHC-12643-12	—	633 Meadow Ln, Miami, FL, 33117	0.64	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-402159	CLM	Ana Fox	1954-09-13	UHC-70153-80	6986402423	9363 Lake View Rd, Minneapolis, MN, 55496	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-402017	CLM	Raymond Hall	1978-08-11	—	8547646325	3690 Elm St, San Antonio, TX, 78298	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-430634	CLM	Alexis Morrison	1949-03-08	—	—	4439 Apache Blvd, Tampa, FL, 33646	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-400763	CLM	Billy Thomas	1961-12-16	—	—	394 Cedar Ln, Mesa, AZ, 85220	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more

10,559 rows, page 52 of 212Previous Next