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 “Placeholder values cleared”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPlaceholder values clearedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-429913	CLM	Josh U Castro	1977-01-11	—	7054916373	7336 Sunset Blvd Apt 8, Charlotte, NC, 28243	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-421664	CLM	Rebecca Gonzalez	1944-09-04	UHC-31410-51	—	8753 Ocean Ave, Nashville, TN, 37248	0.64	Street suffix standardised Address re-cased Gender normalised Plan code upper-cased+2 more
CLM-430482	CLM	George S Nelson	1941-04-27	UHC-72655-13	5636544348	9584 Desert Sky Blvd, Fresno, CA, 93700	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-421380	CLM	Alexis Hilll	1952-02-12	—	6143904329	4089 River Rd, Tucson, AZ, 85788	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted State name converted to code+2 more
CLM-429256	CLM	Jeffrey Stewart	1951-09-14	—	8096679938	9574 Maple Ave, Orlando, FL	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
CLM-410755	CLM	Mateo Cook	—	UHC-41125-17	—	—	0.64	Name re-cased Date of birth missing Phone missing area code Member ID reformatted+2 more
CLM-421886	CLM	Brittany P Fuller	1939-10-04	—	7165006523	1183 Elm St, Mesa, AZ, 85254	0.64	Name re-cased Phone reformatted ZIP+4 trimmed Gender normalised+2 more
CLM-423911	CLM	Russell Ward	1968-09-05	UHC-88290-82	—	1653 Maple Ave, Glendale, AZ, 85323	0.64	Phone missing area code Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-423621	CLM	Bobby Cole	1989-06-10	UHC-51664-05	8076249165	231 Desert Sky Blvd, Columbus, OH	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-429269	CLM	Amada Q Day	2003-05-12	—	—	16 Indian School Rd, Miami, FL, 33165	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
CLM-423448	CLM	Russell Wallace	1958-10-21	UHC-92159-02	—	7077 Washington St Apt 1, Fresno, CA, 93778	0.64	Unit split from street City re-cased Email lower-cased Gender normalised+2 more
CLM-412634	CLM	Mateo Estrada	1981-01-25	—	9019565774	3838 Mountain View Dr, Glendale, AZ, 85344	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-423810	CLM	Natalie G Crawford	1943-07-06	UHC-94219-79	8056690292	6101 Forest Ave, Miami, FL, 33144	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
CLM-421059	CLM	Deborah F Sandoval	—	—	—	6170 Sage Ct, Seattle, WA, 98191	0.64	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+2 more
CLM-421716	CLM	Jessica U Gutierrez	1975-10-27	—	6817862168	1699 Valley View Dr, Los Angeles, CA, 90068	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-413495	CLM	Snadra Q Murphy	1982-09-27	UHC-50635-15	—	2648 Mesa Dr, Minneapolis, MN, 55424	0.64	Member ID reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-425049	CLM	Mark Johnson	1989-09-14	UHC-68075-73	—	3957 Willow Ct, Scottsdale, AZ, 85265	0.64	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
CLM-428404	CLM	Julie Evans	1989-03-18	—	3147588213	8423 Main St, Plano, TX, 75054	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-405481	CLM	Megan Reynolds	1954-09-13	UHC-83388-10	—	9684 Highland Ave Apt 14, Dallas, TX, 75253	0.64	Unit split from street Street suffix standardised Address re-cased City re-cased+2 more
CLM-419969	CLM	—Junk	1950-01-23	UHC-98453-38	—	1973 Harbor Blvd, Glendale, AZ, 85385	0.64	Street suffix standardised Address re-cased Email lower-cased Whitespace trimmed+2 more
CLM-403500	CLM	John Contreras	1980-02-28	UHC-95942-06	—	2831 Baseline Rd, Miami, FL, 33140	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-432742	CLM	Joan Weber	1973-06-08	UHC-20455-78	—	9509 Park Pl, San Diego, CA, 92153	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
CLM-422022	CLM	Christina Graham	2000-01-21	UHC-41760-03	7554538929	6748 Camelback Rd, Jacksonville, FL, 32250	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-402919	CLM	Ben M Greene	1994-06-08	UHC-36280-57	—	1364 Oak St, Dallas, TX	0.64	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-415522	CLM	Bruce Reynolds	1945-07-01	UHC-33418-96	—	8688 Apache Blvd, Glendale, AZ, 85382	0.64	Name split from “Last, First”Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-414645	CLM	Brittany Harvey	1969-03-05	—	—	862 Willow Ct, Tempe, AZ, 85248	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
CLM-426461	CLM	Heather X Long	1969-11-19	—	8105821362	1715 Camelback Rd, San Antonio, TX, 78264	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-429811	CLM	Liz Ryan	1990-03-12	—	9104977778	9835 Park Pl, Eden Prairie, MN, 55370	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-410185	CLM	Saarh D Crawford	—	—	7438850092	1934 River Rd, Eden Prairie, MN	0.64	Name re-cased Date of birth unreadable Phone reformatted ZIP missing+2 more
CLM-403227	CLM	Yuki Richardson	1982-02-08	UHC-64259-10	6144330688	2434 Forest Ave, Eden Prairie, MN, 55340	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-412351	CLM	Harold Rogers	2005-10-15	UHC-54307-35	—	955 Lake View Rd, Eden Prairie, MN, 55301	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
CLM-412350	CLM	Harold Rogers	2005-10-15	UHC-54307-35	—	955 Lake View Rd, Eden Prairie, MN, 55301	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
CLM-404902	CLM	Gerald Cox	1971-10-05	UHC-87483-13	—	5111 Canyon Rd, Plano, TX, 75044	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
CLM-422330	CLM	Charles Cook	1998-06-25	—	5102279429	7590 Harbor Blvd # 368, San Diego, CA, 92174	0.64	Unit split from street Street suffix standardised Address re-cased City re-cased+2 more
CLM-428171	CLM	Megan Prez	1984-12-22	UHC-14015-28	4484811664	1460 Bayshore Dr, Miami, FL, 33161	0.64	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+2 more
CLM-429169	CLM	Keith Murphy	2002-11-25	UHC-50394-87	7234990871	7738 Central Ave, Las Vegas, NV, 89169	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-422850	CLM	George F Kelley	1982-01-24	—	6913678431	1386 Bayshore Dr, Gilbert, AZ, 85275	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-406236	CLM	Sharon Hanson	2000-07-07	—	—	33 River Rd, Sacramento, CA	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
CLM-422582	CLM	John Hughes	1947-09-08	UHC-46207-33	3283352963	1769 Mesa Dr, Tempe, AZ, 85216	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-408966	CLM	Logan M Carpenter	—	UHC-56149-76	—	7199 Bayshore Dr, Austin, TX, 78766	0.64	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+2 more
CLM-403426	CLM	Jessica Burns	2007-05-20	UHC-28147-73	4863633735	8189 Sage Ct, Seattle, WA, 98114	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-412752	CLM	Cruz U Rachel	1995-10-10	—	—	94 Palm Dr, Eden Prairie, MN, 55379	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-405156	CLM	Greg Hunt	1978-09-14	UHC-84710-60	—	6266 Ocean Ave, Seattle, WA	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+2 more
CLM-419209	CLM	Judith Robertson	1974-05-11	—	7009462387	9604 Elm St, Nashville, TN, 37268	0.64	Two-digit birth year Street suffix standardised Address re-cased City re-cased+2 more
CLM-416182	CLM	David Davis	1948-04-05	UHC-44621-94	—	5233 Maple Ave, Mesa, AZ, 85203	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-409033	CLM	Catherine Gordon	—	UHC-95390-20	5795674765	8861 River Rd, Austin, TX, 78780	0.64	Date of birth reformatted Date of birth unreadable Phone reformatted Gender normalised+2 more
CLM-432190	CLM	Doris Obrien	1973-11-11	—	—	8287 Grand Ave, Fresno, CA	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
CLM-425532	CLM	Stephen Y Webb	1950-06-21	UHC-02013-78	7028641262	7464 Canyon Rd, Minneapolis, MN, 55473	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-408084	CLM	Randy H Wod	1980-05-19	—	7357520739	4592 Desert Sky Blvd Apt 6, Glendale, AZ, 85346	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-412102	CLM	Ralph Price	1978-07-26	—	—	1502 Lake View Rd, Minneapolis, MN	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more

30,862 rows, page 112 of 618Previous Next