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-422878	CLM	Gabriel Price	1959-11-11	UHC-79021-88	7559818132	9889 Washington St, Minneapolis, MN, 55445	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-403638	CLM	Nicole Wood	2002-05-07	—	5276237566	3460 Sage Ct, San Antonio, TX, 78286	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-403286	CLM	Dunna Ray	1983-03-12	UHC-80670-11	6565855854	888 Highland Ave, Atlanta, GA, 30317	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-420156	CLM	Theresa Tucker	1972-03-03	—	8127805521	6849 Grand Ave, Glendale, AZ, 85397	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-414529	CLM	Bryan Anderson	1956-03-03	—	2096502196	2161 Meadow Ln, Orlando, FL, 32842	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-403102	CLM	Brandon Wagner	1960-12-16	UHC-41934-48	2828577953	1788 Highland Ave, Charlotte, NC, 28202	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-416682	CLM	Kayla S Muray	1988-09-07	—	9564426103	6435 Palm Dr, Mesa, AZ, 85295	0.76	Name re-cased Two-digit birth year Phone reformatted City re-cased+2 more
CLM-428811	CLM	Dylan Lynch	1999-03-16	—	8609209818	5219 Baseline Rd, Orlando, FL, 32866	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-417631	CLM	Walter Gray	1982-03-01	—	8963925398	4202 Camelback Rd, Atlanta, GA, 30336	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-432330	CLM	Rachhel Matthews	1985-04-21	UHC-14779-96	7363774936	8619 Lincoln Way, Los Angeles, CA, 90084	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-429979	CLM	David Rogers	1959-11-20	UHC-96860-46	6533380593	9118 Mountain View Dr, Orlando, FL, 32811	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-413494	CLM	Richard A Greene	1997-02-19	UHC-86270-14	5553089583	1273 Spring St, Miami, FL, 33191	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-413323	CLM	Eugene Webb	1998-04-24	—	3103051170	6304 Grand Ave, Tampa, FL, 33686	0.76	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+2 more
CLM-412743	CLM	Jose P Bryant	1974-02-01	UHC-24385-05	5919765784	7395 Harbor Blvd, San Antonio, TX, 78238	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-430853	CLM	Arthur Reid	1952-06-05	—	4499742444	4854 Church St, Miami, FL, 33163	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-417245	CLM	Alexaner Cruz	1939-10-24	UHC-37791-88	6322530751	3701 Sage Ct, Plano, TX, 75050	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-423338	CLM	Camila Foster	1956-01-09	UHC-60110-40	2246822080	6637 Forest Ave, Columbus, OH, 43267	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-417626	CLM	Omar Sandoval	1988-10-09	UHC-06877-43	9317437233	6551 Grand Ave, San Antonio, TX, 78223	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-418771	CLM	Juan Lene	1965-04-02	UHC-46484-18	7112893968	7809 Lake View Rd, Mesa, AZ, 85200	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-430119	CLM	Kenneth Austin	1999-05-12	UHC-79067-76	2295598320	9530 Forest Ave, Miami, FL, 33121	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-400729	CLM	Jacob Grant	1995-02-18	—	4407839259	1832 Oak St, Seattle, WA, 98172	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-419497	CLM	Richard Y Bennett	1947-10-11	UHC-79772-04	4762349443	9652 Forest Ave, Austin, TX, 78702	0.76	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+2 more
CLM-405279	CLM	Sophia Rojas	1998-07-08	UHC-02551-98	8635440636	2983 Canyon Rd, Columbus, OH, 43274	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-416385	CLM	Lara Perez	1961-02-26	—	6774685000	4678 Bayshore Dr, Dallas, TX, 75288	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-426160	CLM	Roy Watson	1981-02-16	UHC-53548-27	5969610633	7291 Hillcrest Rd, Glendale, AZ, 85303	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-416634	CLM	Bobby L Rice	1938-01-19	UHC-16174-42	5103470594	8491 Desert Sky Blvd, Sacramento, CA, 95810	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-430322	CLM	Amber McDonald	1956-01-06	—	7746687557	3030 Spring St, Tucson, AZ, 85763	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-406228	CLM	Nicholas Armstrong	1947-12-11	UHC-83109-91	2583355901	9735 Canyon Rd, Columbus, OH, 43289	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-401710	CLM	Betty Young	1987-10-28	UHC-02259-50	7782485860	8656 Sunset Blvd, Phoenix, AZ, 85071	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-407298	CLM	Ann N Washington	1963-12-28	UHC-77404-59	4203024821	5383 Mountain View Dr, Gilbert, AZ, 85282	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-431108	CLM	Jean McCoy	1936-12-09	—	5507371454	343 Maple Ave, Tampa, FL, 33600	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-409632	CLM	Madison Butler	2008-01-28	UHC-99173-26	6657307530	9668 Bayshore Dr, San Antonio, TX, 78240	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-431384	CLM	Stephen Mason	1947-02-10	UHC-44082-35	3455110924	5786 Church St, Austin, TX, 78721	0.76	Name re-cased Two-digit birth year Phone reformatted City re-cased+2 more
CLM-413375	CLM	Jacqueline Le	1977-04-28	UHC-21325-08	6019290911	4245 Meadow Ln, Las Vegas, NV, 89196	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-414190	CLM	Lori Rice	1950-07-23	—	2503648762	5646 Cedar Ln, Mesa, AZ, 85298	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-406791	CLM	Laura Holmes	1948-07-28	UHC-29275-38	4663076548	3945 Lincoln Way, Plano, TX, 75063	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-409931	CLM	Jose Carter	1996-09-11	UHC-93162-93	5076545104	9314 Jefferson Ave, Jacksonville, FL, 32281	0.76	Date of birth reformatted Phone reformatted City re-cased Gender normalised+2 more
CLM-405608	CLM	Diego Q Riley	1995-07-22	UHC-05758-75	2096792870	1017 Harbor Blvd, Miami, FL, 33136	0.76	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+2 more
CLM-429995	CLM	Ashley Marquez	1939-01-03	—	4835801301	384 Lake View Rd, Nashville, TN, 37279	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-416257	CLM	Philip Marshall	1941-02-24	UHC-91665-33	7685352956	3565 Broadway, Tucson, AZ, 85734	0.76	Phone reformatted Member ID reformatted Address re-cased City re-cased+2 more
CLM-412678	CLM	Lucia Dunn	1997-02-28	—	2592768878	3213 Grand Ave, Tempe, AZ, 85277	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-408341	CLM	Gloria Le	1940-08-28	UHC-26291-93	8386775087	1542 Highland Ave, Scottsdale, AZ, 85295	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-429360	CLM	Peggy Knight	1952-08-24	UHC-23298-02	6384374725	3058 Willow Ct, Tucson, AZ, 85787	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-409113	CLM	Wei Nalson	1975-03-28	UHC-64178-30	7305020182	5374 Mesa Dr, Tampa, FL, 33629	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-401383	CLM	Diana Stephens	1983-08-17	UHC-94285-82	5686410072	6739 Elm St, Tempe, AZ, 85228	0.76	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-410393	CLM	Lucia M Simpson	2000-07-06	UHC-91128-71	3045690763	7597 Ocean Ave, Atlanta, GA, 30376	0.76	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+2 more
CLM-410677	CLM	Grace Ross	1985-12-22	UHC-85981-15	2152747706	5740 Sunset Blvd, Eden Prairie, MN, 55308	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-404307	CLM	Lawrence Claark	1996-12-10	UHC-09797-27	8802015475	6263 River Rd, Chandler, AZ, 85265	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-413182	CLM	Roy Smith	1945-01-07	—	4653773812	5453 Market St, Scottsdale, AZ, 85283	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-402782	CLM	Wei Carlson	1949-12-04	—	6729008203	3604 Hillcrest Rd, Glendale, AZ, 85302	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more

11,960 rows, page 98 of 240Previous Next