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 “Phone reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPhone reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-421887	CLM	Brittany Fuller	1993-10-04	UHC-65472-14	7165006523	1183 Elm St, Mesa, AZ, 85254	0.78	Name re-cased Phone reformatted Gender normalised Whitespace trimmed+1 more
CLM-413903	CLM	Sarah Yang	1986-04-09	UHC-33199-01	3914297130	6429 Jefferson Ave, Nashville, TN, 37283	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-422323	CLM	Heather Cox	1957-09-25	—	6348182128	613 Ridge Rd, Los Angeles, CA, 90008	0.78	Phone reformatted City re-cased Gender normalised Whitespace trimmed+1 more
CLM-408137	CLM	Joseph Scott	1975-08-21	—	4276891203	7502 Desert Sky Blvd, Austin, TX, 78761	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-413251	CLM	Ben Carpenter	1988-11-08	UHC-14500-07	5583911446	—	0.78	Name split from “Last, First”Phone reformatted Member ID reformatted Whitespace trimmed+1 more
CLM-423484	CLM	Donna G Holmes	1958-03-17	UHC-94194-30	6802240241	—	0.78	Name re-cased Phone reformatted Gender normalised Whitespace trimmed+1 more
CLM-428746	CLM	Priiya L Phillips	1984-06-03	—	4853134742	1868 Hillcrest Rd, Miami, FL, 33156	0.78	Name re-cased Two-digit birth year Phone reformatted Whitespace trimmed+1 more
CLM-431265	CLM	Thomas Luna	1997-10-20	—	8886275690	4011 Main St, Orlando, FL, 32803	0.78	Date of birth reformatted Phone reformatted Gender normalised Whitespace trimmed+1 more
CLM-421598	CLM	Jacob Ramirez	1979-06-01	—	2072070968	6959 Willow Ct, Tempe, AZ, 85296	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-412972	CLM	Kathleen L Morgan	1960-02-04	UHC-81508-93	4873209652	2706 Elm St, Denver, CO, 80284	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-426582	CLM	Roy Powell	1980-11-27	UHC-17581-40	5032571479	482 Broadway, Plano, TX, 75010	0.78	Name re-cased Phone reformatted State name converted to code Whitespace trimmed+1 more
CLM-431555	CLM	Yuki Simpson	1964-09-27	—	2542366654	3800 Ridge Rd, Charlotte, NC, 28212	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-411887	CLM	Pamela G Lucas	1939-05-07	—	7537765688	5790 Union St, Austin, TX, 78759	0.78	Name re-cased Two-digit birth year Phone reformatted Whitespace trimmed+1 more
CLM-415100	CLM	Christina Diaz	1998-11-25	UHC-22718-61	8855504775	9396 Meadow Ln, Dallas, TX, 75272	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-422686	CLM	Maria Yang	1944-08-09	UHC-83885-20	9769464155	7807 Ridge Rd, Gilbert, AZ, 85279	0.78	Two-digit birth year Phone reformatted Member ID reformatted Whitespace trimmed+1 more
CLM-425674	CLM	Judith Martinez	1969-01-07	—	6636319880	7901 Spring St, Scottsdale, AZ, 85213	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-418196	CLM	Jake Little	1952-04-05	UHC-83659-74	3375392416	6539 Broadway, Phoenix, AZ	0.78	Name re-cased Phone reformatted Address re-cased ZIP missing+1 more
CLM-427565	CLM	Brian Patel	1955-12-13	—	8403111600	2765 Lincoln Way, Charlotte, NC, 28200	0.78	Date of birth reformatted Phone reformatted State name converted to code Whitespace trimmed+1 more
CLM-415511	CLM	Joyce Moreno	1990-12-20	—	9087208246	—	0.78	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+1 more
CLM-414991	CLM	Keith Jones	1987-02-19	UHC-95396-91	2474192342	5349 Palm Dr # 633, Orlando, FL, 32884	0.78	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+1 more
CLM-416130	CLM	Albert Vargas	1994-09-27	UHC-47502-36	9218845151	113 Willow Ct, Minneapolis, MN, 55444	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
CLM-415562	CLM	Olivia K Perez	1963-04-16	UHC-08021-88	5596402012	1737 Union St, Tampa, FL, 33689	0.78	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+1 more
CLM-408928	CLM	Paul Warren	1988-02-11	UHC-23202-90	6558986393	4438 Willow Ct, Los Angeles, CA, 90034	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-407439	CLM	Jose Morris	1962-08-02	UHC-54627-11	4032311547	9421 Cedar Ln, Eden Prairie, MN, 55331	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-415703	CLM	Juan Williams	1950-11-24	—	2572871449	8198 Lincoln Way, Scottsdale, AZ, 85279	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-415704	CLM	Juan Williams	1950-11-24	—	2572871449	8198 Lincoln Way, Scottsdale, AZ, 85279	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-417785	CLM	Jordan Mitchell	1999-01-13	UHC-41287-90	9138838022	882 Lake View Rd, Dallas, TX, 75281	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
CLM-415116	CLM	Rebecca Chavez	1973-10-17	UHC-20228-30	8185646492	1883 Main St, Plano, TX, 75084	0.78	Name re-cased Phone reformatted City re-cased Gender normalised+1 more
CLM-411800	CLM	Mary Castro	1960-07-19	UHC-41566-60	3518760783	7608 Ocean Ave, Seattle, WA, 98125	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-419248	CLM	Sophia Bell	1946-11-12	UHC-20089-46	5486368009	381 Jefferson Ave, Scottsdale, AZ, 85285	0.78	Phone reformatted City re-cased ZIP+4 trimmed Whitespace trimmed+1 more
CLM-413959	CLM	Maria Z Yang	2007-10-28	UHC-66599-90	6939148689	5815 Hillcrest Rd, Los Angeles, CA, 90047	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
CLM-414806	CLM	Janet Shaw	—	UHC-96109-23	2618567515	1812 Maple Ave, Glendale, AZ, 85306	0.78	Date of birth unreadable Phone reformatted City re-cased Whitespace trimmed+1 more
CLM-406290	CLM	Nathan W Powell	1989-03-17	UHC-58381-41	4416767283	683 Willow Ct, Seattle, WA, 98177	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-407918	CLM	Debra Z Price	1948-07-26	—	4333085023	7061 Willow Ct, Houston, TX, 77082	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-413204	CLM	Danielle Peterson	1989-06-24	UHC-96439-17	4604764356	5530 Harbor Blvd, San Antonio, TX, 78236	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-419543	CLM	Jeremy Chen	1968-08-04	UHC-98905-98	9016425683	—	0.78	Name re-cased Phone reformatted Gender normalised Whitespace trimmed+1 more
CLM-400059	CLM	Jeremy G Franklin	1974-09-25	—	7618885265	—	0.78	Name split from “Last, First”Phone reformatted Email lower-cased Whitespace trimmed+1 more
CLM-402127	CLM	Isabella C Dominuez	2002-03-04	UHC-51969-60	5953278160	5677 Sunset Blvd, Los Angeles, CA, 90082	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-422853	CLM	Julia Z Baker	1975-07-01	—	4634874714	659 Central Ave, Glendale, AZ, 85321	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-419136	CLM	Sara Austin	—	UHC-78609-92	4124953250	—	0.78	Name re-cased Date of birth unreadable Phone reformatted Whitespace trimmed+1 more
CLM-426307	CLM	Ruth Collins	1938-02-06	UHC-81446-80	4306046951	4725 Harbor Blvd, Charlotte, NC, 28279	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-415210	CLM	Lucia L Holmes	2007-02-04	—	7564792473	8617 Highland Ave, Glendale, AZ, 85314	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
CLM-405807	CLM	Ethan N Lee	1995-05-01	UHC-81069-13	4962284735	999 Church St, Mesa, AZ, 85219	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-422603	CLM	Thomas Day	1944-02-21	—	7829125892	1025 Mesa Dr, Miami, FL, 33171	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-428637	CLM	Pamela A Herrera	1962-07-27	UHC-00611-30	2573302019	5739 Camelback Rd, Austin, TX, 78718	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-424153	CLM	Ashley Danyels	1947-11-11	UHC-43740-11	7939626425	727 Baseline Rd, Nashville, TN, 37280	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-402620	CLM	Julie E Olson	1972-11-08	—	5783076515	2676 Hillcrest Rd, Jacksonville, FL, 32251	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-428907	CLM	Joe Stephens	1979-07-04	UHC-66206-52	4637402306	2551 Maple Ave, Tucson, AZ, 85745	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-421238	CLM	Elizabeth Parker	1941-06-22	UHC-00177-45	4622746372	1852 Cedar Ln, Seattle, WA, 98141	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-403386	CLM	Margaret G Daniels	1967-05-01	—	9134685584	6083 Canyon Rd, Tucson, AZ, 85725	0.78	Name re-cased Phone reformatted SSN last four extracted Whitespace trimmed+1 more

11,960 rows, page 127 of 240Previous Next