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-411494	CLM	Kayla Carr	1964-05-19	—	—	37 Camelback Rd, Phoenix, AZ, 85042	0.80	Date of birth reformatted ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
CLM-412140	CLM	Ronnald Alexander	1990-01-09	—	5356360269	4525 Union St # 360, Jacksonville, FL, 32229	0.80	Date of birth reformatted Unit split from street City re-cased Whitespace trimmed
CLM-415518	CLM	Wei Kim	1968-03-07	UHC-37453-94	—	7066 Hillcrest Rd, Houston, TX, 77052	0.80	Date of birth reformatted Gender normalised Whitespace trimmed Placeholder values cleared
CLM-409517	CLM	Amanda Nunez	1973-09-04	UHC-71122-93	—	7796 Main St, Atlanta, GA	0.80	Date of birth reformatted ZIP missing Whitespace trimmed Placeholder values cleared
CLM-421038	CLM	Evelyn Gray	1968-09-15	—	—	5902 Canyon Rd, Denver, CO, 80284	0.80	Name split from “Last, First”Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-421037	CLM	Evelyn Gray	1968-09-15	—	—	5902 Canyon Rd, Denver, CO, 80284	0.80	Name split from “Last, First”Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-426512	CLM	Brian Carpenter	1975-09-10	UHC-74079-84	—	—	0.80	Name re-cased Date of birth reformatted Phone missing area code Whitespace trimmed
CLM-431388	CLM	Wayne Howard	1957-01-13	—	—	3649 Ridge Rd Apt 26, Fresno, CA, 93718	0.80	Date of birth reformatted Unit split from street Email lower-cased Placeholder values cleared
CLM-402451	CLM	Bevverly Miller	1938-01-27	UHC-85811-35	—	7645 Central Ave Apt 37, San Diego, CA, 92180	0.80	Name re-cased Date of birth reformatted Unit split from street Placeholder values cleared
CLM-417746	CLM	Charlie Richardson	1963-11-23	UHC-92117-87	—	9013 Highland Ave, Minneapolis, MN, 55483	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-405264	CLM	Judith Armstrong	1987-10-18	UHC-17023-89	7363228520	7259 Pine Dr, Scottsdale, AZ	0.80	Name re-cased Date of birth reformatted ZIP missing Placeholder values cleared
CLM-413597	CLM	Arjun Reid	1965-02-05	UHC-36341-34	—	9218 Maple Ave, Atlanta, GA, 30370	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-431307	CLM	Amber Mills	1988-04-07	UHC-83923-02	4644549085	6809 River Rd, San Diego, CA	0.80	Date of birth reformatted ZIP missing Whitespace trimmed Placeholder values cleared
CLM-423787	CLM	Sandra Vasquez	1938-09-12	UHC-61566-57	—	5203 Church St, Dallas, TX, 75283	0.80	Date of birth reformatted SSN last four extracted Whitespace trimmed Placeholder values cleared
CLM-424027	CLM	Yuki Evans	1984-12-08	—	—	8031 Broadway, San Antonio, TX	0.80	Date of birth reformatted ZIP missing Whitespace trimmed Placeholder values cleared
CLM-401520	CLM	Christopher Chen	1983-02-11	UHC-36761-10	—	7443 Main St, Chandler, AZ	0.80	Date of birth reformatted ZIP missing Whitespace trimmed Placeholder values cleared
CLM-403230	CLM	Rachel Washington	1964-11-02	—	—	7169 Broadway, Glendale, AZ, 85382	0.80	Name split from “Last, First”Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-420017	CLM	Santiago Jimenez	1984-08-25	—	8444390603	—	0.80	Name split from “Last, First”Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-420561	CLM	Dot Fowler	1990-02-06	UHC-10722-65	—	2653 Lincoln Way, Phoenix, AZ, 85079	0.80	Date of birth reformatted City re-cased State name converted to code Whitespace trimmed
CLM-411387	CLM	Mateo Medina	1950-03-15	UHC-80796-72	—	5639 Willow Ct, Sacramento, CA, 95805	0.80	Name split from “Last, First”Date of birth reformatted Member ID reformatted Placeholder values cleared
CLM-414735	CLM	Shirley R Alvarez	1957-10-21	—	—	—	0.80	Name split from “Last, First”Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-412138	CLM	Camila Morgan	1992-07-21	UHC-73268-26	7844103472	2671 Lake View Rd, Orlando, FL, 32899	0.80	Name re-cased Date of birth reformatted State name converted to code Placeholder values cleared
CLM-419327	CLM	Ann Hduson	1947-09-06	—	—	2748 Palm Dr, Eden Prairie, MN	0.80	Date of birth reformatted City re-cased ZIP missing Placeholder values cleared
CLM-404372	CLM	Elijah Hall	1996-09-24	UHC-02806-77	4925726487	5172 Willow Ct, Columbus, OH, 43284	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-431513	CLM	Lisa H Caastro	1991-01-19	—	7119064904	11 Elm St, Sacramento, CA, 95895	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-405271	CLM	SantiagoJunk	1962-03-21	UHC-47513-59	—	59 Washington St, Tempe, AZ, 85217	0.80	Date of birth reformatted Whitespace trimmed Placeholder values cleared No usable name (quarantined)
CLM-430279	CLM	Ruth Baker	1971-12-09	UHC-70391-44	9604275339	5236 Spring St, Tempe, AZ, 85208	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-421636	CLM	Willie Wang	1997-12-05	—	7644344853	—	0.80	Name split from “Last, First”Date of birth reformatted Phone reformatted Placeholder values cleared
CLM-406449	CLM	Brian E Flores	2001-06-10	UHC-95145-33	—	438 Baseline Rd, Tucson, AZ, 85741	0.80	Name split from “Last, First”Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-415088	CLM	—Junk	1958-01-03	UHC-25527-15	7282108827	—	0.80	Date of birth reformatted Whitespace trimmed Placeholder values cleared No usable name (quarantined)
CLM-420964	CLM	Arthur O Kelley	1973-10-12	—	—	5723 Washington St, Jacksonville, FL, 32202	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-418573	CLM	Kelly G Bishop	1958-01-12	UHC-23217-24	9615919930	—	0.80	Name split from “Last, First”Date of birth reformatted Phone reformatted Placeholder values cleared
CLM-404326	CLM	Danny S Fuller	1953-01-25	UHC-71153-24	8828932349	5148 Mesa Dr, Austin, TX, 78756	0.80	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased
CLM-422723	CLM	Terry West	1982-11-25	—	7538299365	4900 Church St, Los Angeles, CA, 90086	0.80	Date of birth reformatted Phone reformatted ZIP+4 trimmed Whitespace trimmed
CLM-419632	CLM	Maia Y Wooods	2000-05-04	UHC-74123-21	—	8856 Central Ave, Fresno, CA, 93747	0.80	Date of birth reformatted City re-cased Gender normalised Placeholder values cleared
CLM-400851	CLM	Scott Alexander	1938-02-10	UHC-45983-33	—	6524 Lincoln Way, Glendale, AZ, 85392	0.80	Date of birth reformatted City re-cased Gender normalised Placeholder values cleared
CLM-403062	CLM	Julie Cox	2008-04-06	—	4565150171	—	0.80	Name split from “Last, First”Date of birth reformatted Phone reformatted Placeholder values cleared
CLM-430892	CLM	Elijah Greene	1999-02-21	UHC-47987-55	—	8743 Willow Ct, San Antonio, TX, 78291	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-403852	CLM	Larry Arnold	1978-01-01	—	—	1043 Ocean Ave, Tucson, AZ, 85745	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-424560	CLM	Bruce Burke	1979-08-05	UHC-27034-47	—	—	0.80	Name split from “Last, First”Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-407136	CLM	Laura Stone	1984-10-19	UHC-63188-72	—	5772 Elm St Apt 26, Orlando, FL, 32874	0.80	Date of birth reformatted Unit split from street Whitespace trimmed Placeholder values cleared
CLM-419045	CLM	Fatima J Bryant	1991-08-14	—	—	9517 Lincoln Way, Sacramento, CA, 95858	0.80	Name re-cased Date of birth reformatted State name converted to code Placeholder values cleared
CLM-406940	CLM	Ann Ray	1941-11-28	—	—	1628 Bayshore Dr, San Diego, CA, 92149	0.80	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed
CLM-425592	CLM	Harold J Peterson	1963-12-09	UHC-37208-63	—	5963 Lake View Rd, Mesa, AZ, 85239	0.80	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed
CLM-418682	CLM	Aisha Snyder	1967-03-11	UHC-55261-40	—	—	0.80	Date of birth reformatted Gender normalised Whitespace trimmed Placeholder values cleared
CLM-430697	CLM	Rachel Wagnner	1981-04-09	UHC-43793-67	4245238136	8428 Indian School Rd, Austin, TX, 78749	0.80	Name re-cased Date of birth reformatted Gender normalised Placeholder values cleared
CLM-415460	CLM	Madison Padilla	1968-11-07	UHC-93662-76	—	6184 Ridge Rd, Miami, FL, 33178	0.80	Name split from “Last, First”Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-422766	CLM	Andrea Gomez	1987-10-27	UHC-49598-70	—	9419 Sunset Blvd, Tucson, AZ, 85762	0.80	Date of birth reformatted State name converted to code Whitespace trimmed Placeholder values cleared
CLM-421375	CLM	Douglas Kennedy	1959-02-15	UHC-25099-62	—	9050 Sunset Blvd, Eden Prairie, MN, 55335	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-411547	CLM	Maria Snyder	1966-05-27	UHC-84820-97	—	—	0.80	Date of birth reformatted Gender normalised Whitespace trimmed Placeholder values cleared

10,559 rows, page 136 of 212Previous Next