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 “Name re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-426151	CLM	Ryn Gibson	2000-03-10	UHC-58746-33	—	—	0.78	Name re-cased Date of birth reformatted Phone missing area code Whitespace trimmed+1 more
CLM-418109	CLM	Mason Murphy	1990-01-13	—	6529300587	6170 Ridge Rd, Seattle, WA, 98159	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-412114	CLM	Denise Day	1996-07-21	UHC-59634-29	—	2491 Highland Ave, Tempe, AZ, 85243	0.78	Name re-cased Two-digit birth year Member ID reformatted Whitespace trimmed+1 more
CLM-423839	CLM	Noah Ortiz	1988-06-04	UHC-65429-19	6593427028	—	0.78	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+1 more
CLM-416535	CLM	Yuki Ward	1948-12-23	—	—	4400 Central Ave, Miami, FL, 33132	0.78	Name re-cased City re-cased Gender normalised Whitespace trimmed+1 more
CLM-425358	CLM	Nathan Patterson	1954-10-23	—	—	5732 Harbor Blvd, Los Angeles, CA, 90066	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-403915	CLM	Arthur Guzman	—	—	6309628444	3255 Market St, Mesa, AZ, 85268	0.78	Name re-cased Date of birth unreadable Phone reformatted City re-cased+1 more
CLM-407524	CLM	Kelly Nunez	1969-07-08	UHC-71535-19	—	2972 Washington St, Phoenix, AZ, 85025	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
CLM-420673	CLM	Mary Weber	1964-12-04	UHC-98691-21	6949401767	8305 Ocean Ave, Glendale, AZ, 85301	0.78	Name re-cased Date of birth reformatted Phone reformatted Email lower-cased+1 more
CLM-416904	CLM	Camila Daniels	1945-06-13	UHC-20797-65	5426017294	2438 Sage Ct Apt 34, Phoenix, AZ, 85053	0.78	Name re-cased Member ID reformatted Unit split from street Whitespace trimmed+1 more
CLM-406518	CLM	Sarah Hudsson	2007-06-07	—	—	7942 Spring St, Eden Prairie, MN, 55302	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-417145	CLM	Anna Burke	1938-07-28	—	—	6502 Mesa Dr, Dallas, TX, 75203	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-405982	CLM	Abigail George	1993-07-19	UHC-48841-18	—	—	0.78	Name re-cased Date of birth reformatted Phone missing area code Whitespace trimmed+1 more
CLM-424047	CLM	Henry Ross	1987-12-05	UHC-22131-74	—	2139 Spring St, Tucson, AZ, 85788	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
CLM-424048	CLM	Henry Ross	1987-12-05	UHC-22131-74	—	2139 Spring St, Tucson, AZ, 85788	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
CLM-408124	CLM	Camila Smith	1979-08-09	UHC-76027-62	—	2559 Broadway, Denver, CO, 80229	0.78	Name re-cased Address re-cased Gender normalised Whitespace trimmed+1 more
CLM-410132	CLM	Nicole Z Porter	1973-01-24	—	3604564633	8253 River Rd, Seattle, WA, 98181	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-416931	CLM	Nathan Gonzales	2006-02-18	UHC-41893-36	6422183948	—	0.78	Name re-cased Date of birth reformatted Gender normalised Whitespace trimmed+1 more
CLM-411172	CLM	Juan Dixon	1982-04-10	—	—	7198 Church St, Atlanta, GA, 30367	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-417658	CLM	Carlos McCoy	1981-10-23	—	—	5251 Main St, Tampa, FL, 33640	0.78	Name re-cased Street suffix standardised Address re-cased Plan code upper-cased+1 more
CLM-432792	CLM	Amber Henry	1999-02-18	UHC-83006-33	—	1075 Market St, Fresno, CA, 93709	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-427180	CLM	Jacob Pattterson	1994-09-20	UHC-78868-43	—	3426 Maple Ave, Dallas, TX, 75278	0.78	Name re-cased Date of birth reformatted State name converted to code Whitespace trimmed+1 more
CLM-429060	CLM	Frank Sanchez	1993-06-22	UHC-65332-50	3205769379	3489 Ridge Rd, Miami, FL, 33153	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-431119	CLM	Philip Bradley	1947-05-21	UHC-22562-15	—	8709 Palm Dr, Jacksonville, FL, 32210	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-405148	CLM	Elijah Flores	1966-09-10	UHC-89771-64	5144282516	7879 Market St, Los Angeles, CA, 90040	0.78	Name re-cased Street suffix standardised Address re-cased Email lower-cased+1 more
CLM-424404	CLM	Catherine Bowman	1993-08-01	UHC-34034-90	—	2325 Lake View Rd, Columbus, OH, 43299	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-416804	CLM	Aaron Hernandez	1991-12-10	UHC-34558-20	—	4536 Union St, Tempe, AZ, 85254	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-405195	CLM	Jeremy T Garrett	1996-11-08	UHC-85404-26	—	2455 Pine Dr, Nashville, TN, 37279	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-409130	CLM	Ralph Ran	1945-11-25	—	3033437912	2491 Grand Ave, Gilbert, AZ, 85251	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-402839	CLM	Janet Harvey	1964-07-22	—	8706682954	7746 Palm Dr, Tucson, AZ, 85708	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-403232	CLM	Raymond Salazar	1996-10-11	—	—	9310 Bayshore Dr, Jacksonville, FL, 32238	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-404729	CLM	Jesse Hernandez	1989-02-19	—	—	2786 Spring St, Fresno, CA, 93736	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-412604	CLM	Lori Campbell	1980-01-13	UHC-28401-72	5544397034	231 Broadway, Fresno, CA, 93734	0.78	Name re-cased Date of birth reformatted Phone reformatted Address re-cased+1 more
CLM-422622	CLM	Robetr Ruiz	1994-03-05	UHC-81591-66	—	2249 Desert Sky Blvd, Charlotte, NC, 28258	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-402798	CLM	Jose Alvarez	1976-05-26	—	—	4639 Camelback Rd, Orlando, FL, 32867	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-414258	CLM	Roy Romero	1969-09-17	UHC-60685-91	—	31 Meadow Ln, Denver, CO, 80253	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-426272	CLM	Ruth I Dixon	1938-07-22	UHC-79049-36	9319270788	4358 Park Pl, Glendale, AZ, 85349	0.78	Name re-cased Two-digit birth year Phone reformatted City re-cased+1 more
CLM-425144	CLM	Christine Le	1993-01-19	UHC-95754-24	—	4272 Market St, Houston, TX, 77072	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-403003	CLM	Ethan Alexander	1973-07-04	UHC-55550-61	—	4421 Baseline Rd, Glendale, AZ, 85387	0.78	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+1 more
CLM-406384	CLM	Vincent Jenkins	1960-10-26	UHC-91130-49	—	789 Oak St, Tampa, FL	0.78	Name re-cased City re-cased ZIP missing Plan code upper-cased+1 more
CLM-431000	CLM	Judy Oliver	1939-04-05	UHC-16714-15	6075564845	9763 Harbor Blvd, Plano, TX, 75089	0.78	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+1 more
CLM-413239	CLM	Joseph Moore	1979-07-15	—	—	9013 Oak St, Tempe, AZ, 85281	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-415795	CLM	Charles Walker	1952-02-15	—	4335898997	2543 Oak St, Orlando, FL, 32828	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-400974	CLM	Mason Sanchez	2001-03-12	UHC-57803-79	—	9677 Camelback Rd, Tempe, AZ, 85240	0.78	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+1 more
CLM-403806	CLM	Austin H Mednoza	1939-04-11	—	—	4656 Baseline Rd, Chandler, AZ, 85245	0.78	Name re-cased City re-cased Gender normalised Whitespace trimmed+1 more
CLM-421865	CLM	Harold Rivera	1954-10-21	UHC-92156-95	—	2011 Park Pl, Jacksonville, FL, 32254	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
CLM-429204	CLM	Brian R Little	2007-11-25	—	—	—	0.78	Name re-cased Date of birth reformatted Phone missing area code Whitespace trimmed+1 more
CLM-426065	CLM	Carolyn Harrion	1953-01-10	—	8942155952	1087 Union St, Las Vegas, NV, 89186	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-412402	CLM	Jack Duncan	2002-09-20	UHC-98564-09	—	9199 Desert Sky Blvd, Fresno, CA, 93746	0.78	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+1 more
CLM-403181	CLM	Timothy Arnold	1943-09-15	UHC-84821-07	8992738049	—	0.78	Name re-cased Phone reformatted Gender normalised Whitespace trimmed+1 more

13,120 rows, page 143 of 263Previous Next