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-410337	CLM	Evelyn McDonald	1960-11-01	—	—	1973 Sage Ct, Chandler, AZ, 85242	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
CLM-432606	CLM	George Ramos	1962-03-15	UHC-92611-30	6926011459	2114 Willow Ct, Seattle, WA, 98113	0.80	Name re-cased Phone reformatted ZIP+4 trimmed Placeholder values cleared
CLM-412874	CLM	Donna F Le	1965-02-06	UHC-38557-93	3839133452	6110 Valley View Dr, Chandler, AZ, 85262	0.80	Name re-cased Two-digit birth year Phone reformatted Whitespace trimmed
CLM-410449	CLM	Diane Burke	2005-07-17	—	8889678215	4779 Union St, Denver, CO, 80222	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
CLM-410915	CLM	Betty Wilsoon	2001-09-19	UHC-90824-27	—	4772 Desert Sky Blvd, Tampa, FL, 33684	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
CLM-400389	CLM	Charles Willis	1954-04-17	UHC-75469-91	—	2631 Lincoln Way, Austin, TX, 78745	0.80	Name re-cased Gender normalised Whitespace trimmed Placeholder values cleared
CLM-418219	CLM	Maria Nichols	2008-12-19	UHC-08241-19	—	1977 Harbor Blvd, Phoenix, AZ, 85081	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
CLM-426380	CLM	Anan Boyd	1965-11-09	—	—	6021 Broadway, Dallas, TX, 75287	0.80	Name re-cased Gender normalised Whitespace trimmed Placeholder values cleared
CLM-413563	CLM	Sopiha Roberts	1977-02-18	UHC-64051-25	—	6874 Canyon Rd, Miami, FL, 33123	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
CLM-430403	CLM	Bobby Jones	1990-10-25	UHC-20647-08	4317075242	8156 Lake View Rd, Austin, TX, 78778	0.80	Name re-cased Phone reformatted Street suffix standardised Address re-cased
CLM-428553	CLM	Edward Shaw	1980-02-19	UHC-85465-64	—	1063 Cedar Ln, Scottsdale, AZ, 85268	0.80	Name re-cased Member ID reformatted Gender normalised Placeholder values cleared
CLM-424984	CLM	Marilyn James	1952-06-17	UHC-01639-27	8354061542	1285 Palm Dr, Glendale, AZ, 85367	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
CLM-430778	CLM	Katherine Wheeler	1982-06-17	—	—	5094 Maple Ave, Las Vegas, NV, 89196	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
CLM-431807	CLM	Beverly Warren	1949-07-15	UHC-50109-81	—	3744 River Rd, Tucson, AZ, 85789	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
CLM-427931	CLM	Jack J Taylor	1971-03-07	UHC-47608-49	—	—	0.80	Name re-cased Date of birth reformatted Phone missing area code Placeholder values cleared
CLM-418657	CLM	Tucker Gay	2000-06-04	UHC-38611-50	—	5434 Desert Sky Blvd, Orlando, FL	0.80	Name re-cased ZIP missing Email lower-cased Placeholder values cleared
CLM-428203	CLM	Lawrence Ryan	2001-09-23	—	—	—	0.80	Name re-cased Gender normalised Whitespace trimmed Placeholder values cleared
CLM-404389	CLM	Denise Bailey	1985-08-04	—	—	463 Cedar Ln, Tampa, FL, 33636	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
CLM-427763	CLM	David Coleman	1968-07-18	—	—	1912 Broadway, Los Angeles, CA, 90098	0.80	Name re-cased Address re-cased ZIP+4 trimmed Placeholder values cleared
CLM-411180	CLM	Keith Jones	1956-01-16	UHC-84478-19	—	4325 Church St, Gilbert, AZ, 85296	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
CLM-417903	CLM	Bruce Holmes	1987-02-03	UHC-07074-32	—	4044 Grand Ave, Minneapolis, MN, 55423	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
CLM-402183	CLM	Susan Montgomery	1962-01-04	UHC-46842-28	—	—	0.80	Name re-cased Gender normalised Whitespace trimmed Placeholder values cleared
CLM-428332	CLM	Jordan Geore	1959-06-18	—	—	6040 Bayshore Dr, Scottsdale, AZ, 85268	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
CLM-422378	CLM	Hiroshi V Gonzales	1986-06-12	UHC-70398-64	2936217265	1483 Canyon Rd, Houston, TX	0.80	Name re-cased Date of birth reformatted Phone reformatted ZIP missing
CLM-421756	CLM	Jean Ramirez	2005-03-05	UHC-02634-12	5376725919	—	0.80	Name re-cased Two-digit birth year Phone reformatted Placeholder values cleared
CLM-431319	CLM	Joe Thomas	2007-03-01	UHC-54570-05	—	—	0.80	Name re-cased Two-digit birth year Email lower-cased Placeholder values cleared
CLM-420165	CLM	Chris Jimenez	2000-08-25	UHC-90658-11	—	—	0.80	Name re-cased Two-digit birth year Whitespace trimmed Placeholder values cleared
CLM-418587	CLM	Debra Ortega	1998-11-09	—	—	3452 Meadow Ln, Orlando, FL, 32813	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
CLM-402405	CLM	Anthony Brooks	1992-02-12	UHC-38979-10	—	9264 Indian School Rd, Tempe, AZ, 85265	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
CLM-415582	CLM	Sofia Carpenter	—	UHC-23990-07	—	204 Ocean Ave, Dallas, TX, 75271	0.80	Name re-cased Date of birth unreadable Whitespace trimmed Placeholder values cleared
CLM-420686	CLM	Debra Warren	1972-08-21	UHC-72923-64	—	3834 Valley View Dr, Seattle, WA, 98121	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
CLM-420684	CLM	Billy Ramirez	1964-04-15	UHC-43295-81	9705343969	773 Union St, Charlotte, NC, 28213	0.80	Name re-cased Phone reformatted Street suffix standardised Address re-cased
CLM-412322	CLM	Terry Richards	1989-11-18	UHC-99279-22	—	2331 Apache Blvd, Minneapolis, MN, 55481	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
CLM-432621	CLM	Walter T Rios	1956-10-13	UHC-18644-99	—	3523 Broadway, Chandler, AZ	0.80	Name re-cased Address re-cased ZIP missing Placeholder values cleared
CLM-405142	CLM	Scott Obrien	1949-06-15	UHC-81125-80	—	2424 Mountain View Dr, Gilbert, AZ, 85243	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
CLM-407146	CLM	Kathleen Obrien	1953-02-15	UHC-76854-65	6242279150	6948 Pine Dr, Columbus, OH, 43294	0.80	Name re-cased Phone reformatted State name converted to code Placeholder values cleared
CLM-415245	CLM	Jeremy Vega	1977-08-14	—	—	3125 Sunset Blvd, Denver, CO, 80214	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
CLM-405185	CLM	Watson P Austin	1998-06-16	—	—	7865 Highland Ave, Minneapolis, MN, 55425	0.80	Name re-cased Two-digit birth year Whitespace trimmed Placeholder values cleared
CLM-419477	CLM	Laura E Flores	1974-03-11	UHC-25734-32	—	7067 Cedar Ln, Phoenix, AZ, 85018	0.80	Name re-cased State name converted to code Whitespace trimmed Placeholder values cleared
CLM-430672	CLM	Matthew Barnes	1970-12-14	UHC-50903-12	9775143867	—	0.80	Name re-cased Gender normalised Whitespace trimmed Placeholder values cleared
CLM-403774	CLM	Mei Hansen	1974-12-15	UHC-60681-93	—	—	0.80	Name re-cased Gender normalised Whitespace trimmed Placeholder values cleared
CLM-420744	CLM	Susan Vazquez	2005-09-06	UHC-65517-83	—	4082 Camelback Rd, Minneapolis, MN, 55440	0.80	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed
CLM-427025	CLM	Megan B Grant	1953-01-22	UHC-51192-01	—	9586 Forest Ave, Glendale, AZ, 85306	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
CLM-430982	CLM	Ann Castro	1979-07-15	UHC-18413-61	—	8768 Washington St, Charlotte, NC, 28237	0.80	Name re-cased Date of birth reformatted Gender normalised Placeholder values cleared
CLM-418918	CLM	Sophia Dean	1942-10-01	UHC-13490-98	5362665784	1036 River Rd, Chandler, AZ, 85242	0.80	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed
CLM-404451	CLM	Russell D Davis	1962-06-08	UHC-21001-65	—	—	0.80	Name re-cased Gender normalised Whitespace trimmed Placeholder values cleared
CLM-432335	CLM	Jonathan O Schultz	1945-06-08	—	—	3118 Pine Dr, Charlotte, NC, 28298	0.80	Name re-cased Date of birth reformatted ZIP+4 trimmed Placeholder values cleared
CLM-421873	CLM	Helen Gordon	2006-07-15	—	—	5110 Main St, Glendale, AZ, 85395	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
CLM-417516	CLM	Denise Oliver	1970-05-03	—	3693422245	7593 Washington St Apt 11, Columbus, OH, 43298	0.80	Name re-cased Phone reformatted Unit split from street Placeholder values cleared
CLM-419061	CLM	Donna Stone	1996-11-08	—	—	—	0.80	Name re-cased Phone missing area code Whitespace trimmed Placeholder values cleared

13,120 rows, page 164 of 263Previous Next