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 “Whitespace trimmed”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagWhitespace trimmedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-425089	CLM	Wei B Rodriguez	1944-09-20	UHC-29509-85	—	8123 Mountain View Dr, Tempe, AZ, 85254	0.60	Name re-cased Phone missing area code Member ID reformatted Street suffix standardised+4 more
CLM-402528	CLM	Arthur Munoz	2006-05-28	UHC-53883-63	9609752681	657 Sunset Blvd, Tempe, AZ, 85252	0.60	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
CLM-428478	CLM	Brandon Sanchez	1967-08-24	UHC-70694-47	3565802709	2492 Grand Ave, Nashville, TN, 37257	0.60	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+4 more
CLM-431614	CLM	Sean Hamilton	1939-06-15	—	—	4965 Palm Dr, Seattle, WA, 98113	0.60	Name re-cased Street suffix standardised Address re-cased City re-cased+4 more
CLM-413178	CLM	Lisa Clark	1977-03-13	UHC-08004-40	—	5429 Sunset Blvd, Atlanta, GA, 30336	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
CLM-411340	CLM	Anthony Hiill	2003-07-19	UHC-15437-91	4644284895	7834 Palm Dr # 320, Mesa, AZ, 85266	0.60	Name re-cased Phone reformatted Member ID reformatted Unit split from street+4 more
CLM-427476	CLM	Margaret Gonzales	1981-02-10	UHC-59119-32	8317311167	6102 Valley View Dr, Orlando, FL, 32807	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-425131	CLM	Wei Medina	1952-10-25	UHC-05721-07	—	4780 Lake View Rd Apt 4, Plano, TX, 75067	0.60	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+4 more
CLM-423491	CLM	Mariana Flores	1977-09-19	UHC-75178-35	7913273035	8810 Elm St, Gilbert, AZ, 85254	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-426345	CLM	Omar Weaver	2002-02-28	UHC-71491-85	7039799708	4595 Sage Ct, Fresno, CA, 93782	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-415442	CLM	Samuel Castro	1975-05-08	UHC-99010-79	9047985083	216 Indian School Rd, Dallas, TX, 75266	0.60	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
CLM-424288	CLM	Mei Rogers	1965-01-05	UHC-26204-76	—	6945 Jefferson Ave, Miami, FL	0.60	Name re-cased Street suffix standardised Address re-cased City re-cased+4 more
CLM-401479	CLM	Roger Ortiz	1945-02-12	UHC-02384-96	3637014238	2298 Ocean Ave Apt 1, Tempe, AZ, 85201	0.60	Name re-cased Phone reformatted Unit split from street Street suffix standardised+4 more
CLM-407489	CLM	Timothy Nichols	1989-07-13	UHC-96375-54	7635111728	8409 Bayshore Dr Apt 26, San Antonio, TX, 78268	0.60	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+4 more
CLM-406520	CLM	Melissa Q Montgomery	1985-02-11	—	3985284849	1611 Spring St, Plano, TX, 75087	0.60	Phone reformatted Street suffix standardised Address re-cased City re-cased+4 more
CLM-432080	CLM	Scott Campbell	1947-06-03	—	3803424135	15 Hillcrest Rd, Sacramento, CA, 95811	0.60	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
CLM-425054	CLM	MarkJunk	1941-03-17	—	4454490533	6407 Spring St, Jacksonville, FL, 32232	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-425350	CLM	Dorothy Patterson	1963-07-14	UHC-01755-52	—	3384 Cedar Ln, Nashville, TN, 37266	0.60	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+4 more
CLM-417977	CLM	Park Hiroshi	—	—	5464354921	4378 Apache Blvd, Gilbert, AZ, 85241	0.60	Name re-cased Date of birth missing Phone reformatted Street suffix standardised+4 more
CLM-405785	CLM	Pamela Jordan	1982-06-16	UHC-28186-78	8656907925	2690 Highland Ave, Phoenix, AZ, 85048	0.60	Two-digit birth year Phone reformatted Member ID reformatted Street suffix standardised+4 more
CLM-428160	CLM	Grace Phillips	1971-09-14	UHC-93122-46	3805608428	1782 Valley View Dr, Fresno, CA, 93704	0.60	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+4 more
CLM-431810	CLM	Samuel Richards	1984-02-14	—	2645453770	2173 Mountain View Dr, Phoenix, AZ, 85006	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-401266	CLM	Marilyn Long	1982-08-17	—	4696515047	4829 Oak St, Atlanta, GA, 30357	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-424255	CLM	Scott N Anedrson	1987-07-26	—	2314012079	4712 Hillcrest Rd, Glendale, AZ, 85348	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-418283	CLM	Abigail Aguilar	1997-05-25	UHC-54533-25	—	8621 Hillcrest Rd, Las Vegas, NV	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
CLM-411624	CLM	George Day	1963-09-28	—	—	6255 River Rd, Phoenix, AZ, 85095	0.60	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+4 more
CLM-420819	CLM	Ashley Pena	—	UHC-93084-46	—	5362 Church St, Los Angeles, CA, 90017	0.60	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+4 more
CLM-401178	CLM	Mark Gomez	1962-09-20	—	4849056405	5250 Indian School Rd, Eden Prairie, MN, 55378	0.60	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-411533	CLM	Logan Collins	1944-12-21	—	5114008104	9814 Pine Dr, Las Vegas, NV, 89137	0.60	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
CLM-428299	CLM	Mychael N Carpenter	1995-07-11	UHC-99707-65	7864243532	8019 Market St, Plano, TX	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-422238	CLM	Joseph M Daniels	1995-07-13	—	8167990088	2516 Hillcrest Rd, Nashville, TN	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-432813	CLM	Valentina Jacobs	1974-08-06	—	8957016616	7801 Spring St, Las Vegas, NV, 89133	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-407281	CLM	Valentina Patterson	2008-06-26	UHC-12015-82	2892230620	2334 Baseline Rd, Chandler, AZ, 85208	0.60	Phone reformatted Street suffix standardised Address re-cased City re-cased+4 more
CLM-404691	CLM	Ahmed Vega	2002-10-16	UHC-10206-05	3932206753	3061 Maple Ave, Tucson, AZ, 85739	0.60	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+4 more
CLM-431690	CLM	Jacqueline Richards	2004-09-10	—	—	2754 Main St, Dallas, TX, 75298	0.60	Name re-cased Phone missing area code Street suffix standardised Address re-cased+4 more
CLM-429645	CLM	Joshua Q Campbell	1939-03-16	UHC-12728-30	6599837536	2377 Harbor Blvd # 561, Fresno, CA, 93745	0.60	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+4 more
CLM-409121	CLM	Julie Alvarez	1976-09-24	UHC-08988-72	5042120143	8968 Oak St, Tucson, AZ, 85762	0.60	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
CLM-410022	CLM	Tyler Carter	1997-10-16	UHC-34633-94	2467695867	7468 Lake View Rd, Los Angeles, CA, 90055	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-425603	CLM	Lauren Wang	1963-08-19	—	8896251698	6246 Park Pl, Nashville, TN, 37252	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-431026	CLM	Ronald Castro	1958-12-04	UHC-33034-68	—	2663 Meadow Ln, Seattle, WA, 98156	0.62	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-400012	CLM	Raymond Walsh	1951-11-03	UHC-09175-90	6463199468	764 Baseline Rd, Seattle, WA, 98198	0.62	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+3 more
CLM-400011	CLM	Raymond Walsh	1951-11-03	UHC-09175-90	6463199468	764 Baseline Rd, Seattle, WA, 98198	0.62	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+3 more
CLM-431958	CLM	Henry Ward	1939-03-06	UHC-63253-17	—	2753 Sunset Blvd, San Diego, CA, 92160	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-401778	CLM	Angela Reid	1943-08-06	—	5496372649	2793 Indian School Rd # 435, San Antonio, TX, 78239	0.62	Name re-cased Phone reformatted Unit split from street City re-cased+3 more
CLM-415597	CLM	Ruth Hall	1968-09-24	—	2722957547	470 Apache Blvd, Columbus, OH	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-408721	CLM	Jerry Scott	2004-10-26	UHC-49219-18	3052959367	8838 Baseline Rd, Nashville, TN	0.62	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+3 more
CLM-430728	CLM	Austin Santos	2004-09-16	—	3052768455	9199 Church St, Dallas, TX, 75207	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-422608	CLM	Jacqueline Flores	1974-06-19	—	6676841267	8905 Washington St, San Diego, CA, 92173	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-423086	CLM	Gabriel Park	1948-03-19	UHC-80454-21	7835290079	1820 Broadway, Houston, TX, 77060	0.62	Name re-cased Two-digit birth year Phone reformatted Address re-cased+3 more
CLM-418697	CLM	George E Shaw	1984-10-02	—	7996539568	6572 Bayshore Dr, Tucson, AZ	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more

18,771 rows, page 46 of 376Previous Next