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-411964	CLM	Frances Porter	1962-08-20	UHC-44995-70	—	9881 Lincoln Way, Las Vegas, NV	0.54	Date of birth reformatted State name converted to code ZIP missing Gender normalised+1 more
CLM-407560	CLM	Brandon Boyd	1988-06-11	UHC-74380-08	—	2563 Union St, Glendale, AZ, 85395	0.54	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-413141	CLM	Serah Olson	2002-10-06	UHC-21778-67	7564019099	6116 Willow Ct, Fresno, CA, 93786	0.56	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+6 more
CLM-403000	CLM	Bruce Y Jones	1971-05-22	UHC-03857-67	7869575176	5240 Washington St, Charlotte, NC, 28234	0.56	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+6 more
CLM-409097	CLM	Joan Chavez	2006-02-14	UHC-73132-10	5769695537	7276 Spring St, Eden Prairie, MN, 55340	0.56	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+6 more
CLM-415093	CLM	Julie Flores	1949-03-17	UHC-51387-50	8248847687	7740 Highland Ave, Gilbert, AZ	0.56	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+6 more
CLM-427769	CLM	Madison Obrien	1943-10-16	UHC-27298-84	9333446784	7820 Palm Dr, Nashville, TN, 37261	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
CLM-416993	CLM	Meyer Ana	1985-10-10	UHC-60179-69	—	1364 Mountain View Dr, Atlanta, GA	0.58	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+5 more
CLM-424092	CLM	Kahterine Warren	1975-08-08	UHC-61644-88	5057801963	8205 Willow Ct, Mesa, AZ, 85201	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
CLM-425174	CLM	James Richardsno	—	UHC-80635-16	3658397185	4127 Highland Ave, Gilbert, AZ, 85229	0.58	Name re-cased Date of birth reformatted Date of birth unreadable Phone reformatted+5 more
CLM-412850	CLM	Kathleen Butler	1997-07-03	—	5743413084	7271 Jefferson Ave, Jacksonville, FL, 32263	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
CLM-416886	CLM	Gregory Young	1988-10-01	—	6574684359	7653 Baseline Rd, Houston, TX, 77022	0.58	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+5 more
CLM-412821	CLM	Teresa Reynolds	1957-06-02	UHC-27736-33	2096971136	6445 Park Pl, Plano, TX, 75029	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
CLM-431416	CLM	Zachary L Jenkins	1986-03-05	UHC-48075-09	7163638531	911 Apache Blvd, Austin, TX, 78752	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
CLM-419125	CLM	Harold Marquez	1987-02-02	UHC-77141-58	9349833759	7215 Highland Ave, Charlotte, NC	0.58	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+5 more
CLM-403603	CLM	Peter Rose	1939-04-16	—	7494000201	7632 Maple Ave, Sacramento, CA, 95884	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
CLM-416032	CLM	Marc J Tucker	2000-11-21	—	6069159266	6343 Palm Dr, Austin, TX, 78799	0.58	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+5 more
CLM-411321	CLM	Roy Simmons	2005-01-21	UHC-73280-23	5586656058	1753 Baseline Rd, Scottsdale, AZ, 85272	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
CLM-412953	CLM	Rachel Diaz	1999-12-10	UHC-34219-67	5266524855	9301 Highland Ave, Nashville, TN, 37232	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
CLM-417011	CLM	Justin Jackson	2000-09-20	—	8585457206	446 Highland Ave, San Antonio, TX	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
CLM-416717	CLM	Jery Y Montgomery	1973-01-26	—	6969847323	9637 Valley View Dr, San Diego, CA, 92137	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
CLM-412845	CLM	Jerry Romero	1964-03-24	UHC-98312-99	—	855 Lake View Rd Apt 2, Tucson, AZ, 85786	0.58	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+5 more
CLM-412844	CLM	Jerry Romero	1964-03-24	UHC-98312-99	—	855 Lake View Rd Apt 2, Tucson, AZ, 85786	0.58	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+5 more
CLM-419410	CLM	Debra Cox	1993-06-22	UHC-62132-15	2829083125	8967 Desert Sky Blvd, Columbus, OH, 43297	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
CLM-431908	CLM	Zachary I Ramos	2005-02-23	—	4659933339	9573 Valley View Dr, Miami, FL, 33173	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
CLM-406948	CLM	Vincent Torres	1943-05-28	—	9349163273	867 Spring St, Minneapolis, MN, 55437	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
CLM-403427	CLM	Jessica Burns	2007-05-20	UHC-28147-73	4863633735	8189 Sage Ct # 415, Seattle, WA, 98114	0.58	Date of birth reformatted Phone reformatted Member ID reformatted Unit split from street+5 more
CLM-412160	CLM	Ben Rice	2001-11-22	UHC-00900-40	8745265526	5390 Baseline Rd, Los Angeles, CA, 90059	0.58	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+5 more
CLM-416776	CLM	Bryan Stavens	1997-05-16	UHC-77358-20	6423989218	287 Lincoln Way, Eden Prairie, MN	0.58	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+5 more
CLM-411313	CLM	Judy Rivera	1960-05-09	—	—	6789 Main St, Charlotte, NC, 28209	0.58	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+5 more
CLM-432003	CLM	Matthew P Guerrero	1986-04-08	—	9248899908	3291 Ridge Rd, Fresno, CA, 93789	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
CLM-410416	CLM	Theresa Foster	1965-09-06	UHC-25697-06	4606631243	8878 Lincoln Way, San Antonio, TX	0.58	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+5 more
CLM-421006	CLM	Adam McDoonald	1986-08-22	—	6815230456	5555 Sunset Blvd, Columbus, OH, 43214	0.58	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+5 more
CLM-422086	CLM	Joyce I Duncan	1994-06-08	UHC-27486-99	8044194490	1676 Baseline Rd, Seattle, WA, 98139	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
CLM-401918	CLM	Mary Mason	1994-08-06	UHC-85232-94	—	9474 Lake View Rd, Austin, TX, 78733	0.58	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+5 more
CLM-404495	CLM	Heather Soto	1972-04-28	UHC-92949-91	9742559371	4780 Union St, Tampa, FL, 33662	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
CLM-427051	CLM	Isabella Singh	1949-11-14	—	9162509220	8764 Baseline Rd, Columbus, OH, 43296	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
CLM-426676	CLM	Betty Pena	1979-03-21	UHC-94994-59	6775151078	9749 Pine Dr, Jacksonville, FL, 32230	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
CLM-415099	CLM	Emily Lane	2003-12-27	—	7469033892	6535 Mountain View Dr, Atlanta, GA	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
CLM-426362	CLM	Marcus Taylor	1995-03-07	UHC-98273-96	—	2498 Harbor Blvd, Austin, TX, 78787	0.58	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+5 more
CLM-430668	CLM	Doris Lynch	1946-01-01	UHC-46221-83	7339846398	905 Mountain View Dr, San Diego, CA, 92175	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
CLM-407593	CLM	Joe Turner	1997-09-21	UHC-65327-39	6117624390	3679 Lincoln Way, Denver, CO, 80227	0.58	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+5 more
CLM-420939	CLM	Judith N Soto	1995-03-06	UHC-74540-84	—	580 Jefferson Ave, San Antonio, TX, 78224	0.58	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+5 more
CLM-420185	CLM	Brenda Clark	1987-12-05	UHC-60924-40	9464699494	6334 Bayshore Dr, Gilbert, AZ	0.58	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+5 more
CLM-410160	CLM	Austin Schmidt	1973-01-04	UHC-91220-48	4272960862	6057 Palm Dr, Gilbert, AZ, 85286	0.58	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+5 more
CLM-416974	CLM	Jose Q Williamson	1947-04-24	UHC-42690-59	5177243856	6243 Ridge Rd, Tucson, AZ, 85751	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
CLM-415283	CLM	Keith I Cook	1957-07-25	—	6507316981	1901 Ocean Ave, Tempe, AZ, 85259	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
CLM-419930	CLM	Samuel Sullivan	2006-01-05	UHC-70445-32	3565345198	2208 Indian School Rd, Seattle, WA, 98182	0.58	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+5 more
CLM-413760	CLM	Andrea Wilson	2006-01-08	UHC-84921-80	—	4292 Pine Dr, Tempe, AZ	0.58	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+5 more
CLM-415696	CLM	Judy Burns	1980-12-09	—	2899148205	3367 Maple Ave # 582, Seattle, WA, 98109	0.58	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+5 more

10,559 rows, page 16 of 212Previous Next