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-428657	CLM	Aisha Cox	1948-11-27	UHC-40748-27	7857593363	3223 Harbor Blvd, Las Vegas, NV, 89152	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-420507	CLM	Judith H Sanchez	1994-04-11	—	3222076248	6227 Main St # 475, Charlotte, NC, 28201	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+4 more
CLM-424685	CLM	Johnson Teresa	—	UHC-93030-14	2097641862	3273 Washington St, Austin, TX, 78701	0.48	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-424333	CLM	Sofia Patel	2000-03-25	—	2619156113	5736 Ocean Ave Apt 15, Chandler, AZ, 85298	0.48	Name re-cased Two-digit birth year Phone reformatted Unit split from street+4 more
CLM-404919	CLM	Cheryl M Bryant	—	—	2389474949	6111 Willow Ct, San Antonio, TX, 78214	0.48	Name re-cased Date of birth missing Phone reformatted Street suffix standardised+4 more
CLM-418459	CLM	Lawrence Russell	1987-08-05	—	2872850074	1418 River Rd, Dallas, TX, 75233	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-422792	CLM	Julie M Guzman	1963-02-20	UHC-93993-35	2596593030	885 Church St, Glendale, AZ, 85371	0.48	Name split from “Last, First”Middle initial moved out of first name Phone reformatted Member ID reformatted+4 more
CLM-401732	CLM	Priya M Bryant	1995-09-20	—	9698744362	2965 Lake View Rd, Chandler, AZ, 85288	0.48	Middle initial moved out of first name Name re-cased Phone reformatted Street suffix standardised+4 more
CLM-411346	CLM	Will Dunn	1953-06-10	UHC-72312-69	7783642545	702 Palm Dr, Atlanta, GA, 30319	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-402869	CLM	Jennifer Phillips	—	UHC-74884-63	2782826784	338 Main St, Jacksonville, FL, 32268	0.48	Date of birth missing Phone reformatted Member ID reformatted Street suffix standardised+4 more
CLM-420317	CLM	Lori Black	1953-07-21	UHC-24306-35	4089533436	4320 River Rd, Fresno, CA, 93743	0.48	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+4 more
CLM-427645	CLM	Sofia Arnold	1973-09-13	UHC-41265-38	6218378889	423 Market St, Sacramento, CA, 95843	0.48	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
CLM-430627	CLM	Edward A Hunt	1999-06-24	—	9463364219	2783 Bayshore Dr # 610, Atlanta, GA, 30385	0.48	Name re-cased Phone reformatted Unit split from street Street suffix standardised+4 more
CLM-405111	CLM	Terry Peterson	1964-12-22	—	5813042921	298 Desert Sky Blvd, Glendale, AZ	0.48	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
CLM-425206	CLM	Paul Porter	1941-07-27	UHC-28456-84	2483459516	4240 Church St, Plano, TX, 75025	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted SSN last four extracted+4 more
CLM-425668	CLM	Angela Gonzalez	1964-02-05	—	2923059509	1263 Meadow Ln, Tempe, AZ	0.48	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+4 more
CLM-425463	CLM	Teresa T Powell	1981-09-23	—	8253675625	6134 Cedar Ln Apt 22, Orlando, FL, 32863	0.48	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+4 more
CLM-410493	CLM	Maria Silva	1963-04-08	—	3607762240	4127 Church St, Denver, CO, 80249	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-421952	CLM	Samuel Fisher	1970-06-03	UHC-59857-84	3586546233	2380 Highland Ave, Seattle, WA, 98111	0.48	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+4 more
CLM-409705	CLM	Brian Reid	1972-04-13	UHC-22030-18	2792120513	7920 Valley View Dr, Orlando, FL	0.48	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-431815	CLM	Chharles Clark	1989-03-17	UHC-21985-17	8814692770	8197 Mesa Dr # 112, Tempe, AZ	0.48	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
CLM-401235	CLM	Amanda G Sullivan	1941-09-23	—	9464907836	3262 Lake View Rd, Jacksonville, FL, 32241	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-418261	CLM	Jonahtan H Ferguson	1981-06-09	—	4302798328	4690 Forest Ave, Gilbert, AZ, 85276	0.48	Phone reformatted Street suffix standardised Address re-cased City re-cased+4 more
CLM-429541	CLM	Omar O Boyd	1939-02-16	UHC-90001-13	6292445501	5368 Lake View Rd, Tempe, AZ, 85257	0.48	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+4 more
CLM-431020	CLM	Sarah S Dunn	—	UHC-26514-98	2545140687	4136 Grand Ave Apt 5, Dallas, TX, 75268	0.48	Date of birth unreadable Phone reformatted Unit split from street Street suffix standardised+4 more
CLM-400875	CLM	Timothy Kelly	1988-07-01	—	4893100129	2193 Mountain View Dr, Seattle, WA	0.48	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-422561	CLM	Keith Foster	1973-01-10	UHC-88227-23	8466971232	3575 Oak St, Phoenix, AZ, 85043	0.48	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+4 more
CLM-423204	CLM	Keith Griffin	1979-04-15	—	5088426049	1713 Cedar Ln, Sacramento, CA	0.48	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-420146	CLM	Susan Yang	2000-01-13	UHC-21009-42	4769869935	3414 Church St # 502, Jacksonville, FL, 32295	0.48	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
CLM-407340	CLM	Joshua Hanson	1960-08-22	—	7238151215	967 Oak St, Eden Prairie, MN, 55334	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-428452	CLM	Mateo Park	2002-04-13	UHC-21681-06	8743547087	5295 River Rd, Denver, CO	0.48	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-404954	CLM	Stephen Peterson	1980-01-06	UHC-33520-06	8478960624	9687 Central Ave, Dallas, TX, 75221	0.48	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-412970	CLM	Stephanie Chavez	1946-04-09	UHC-88000-54	9625728887	5606 Cedar Ln, Fresno, CA, 93729	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-414018	CLM	Mariana R Snatiago	2006-11-22	UHC-36282-56	5317807023	4386 Jefferson Ave Apt 23, Tucson, AZ, 85737	0.48	Middle initial moved out of first name Phone reformatted Unit split from street Street suffix standardised+4 more
CLM-426850	CLM	Kathryn Thompson	1988-02-25	UHC-66658-75	3849909239	9214 Forest Ave # 804, Minneapolis, MN, 55416	0.48	Name re-cased Two-digit birth year Phone reformatted Unit split from street+4 more
CLM-407270	CLM	Peter W Moore	1945-10-03	UHC-56208-08	2357630756	1771 Canyon Rd, Miami, FL, 33140	0.48	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-413596	CLM	Amanda Y McCoy	1969-01-12	UHC-80480-01	8678939961	428 Mesa Dr # 176, Houston, TX, 77016	0.48	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
CLM-416152	CLM	Nathan Le	—	UHC-58783-64	5219134034	6482 Forest Ave, Las Vegas, NV, 89182	0.48	Name re-cased Date of birth reformatted Date of birth unreadable Phone reformatted+4 more
CLM-420405	CLM	Sara Harvey	1984-02-18	UHC-26372-60	6245431462	8811 Church St, Denver, CO	0.48	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-415767	CLM	Mazon Castro	1957-09-28	UHC-01653-72	7644039675	4926 Main St, Austin, TX, 78768	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-432175	CLM	Anthony Park	2001-02-22	UHC-76242-39	2763139632	379 Oak St, Dallas, TX, 75231	0.48	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
CLM-431403	CLM	Gary Matthews	1945-11-13	UHC-27209-51	6818665792	4842 Pine Dr, Charlotte, NC, 28266	0.48	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+4 more
CLM-418564	CLM	George Z Li	1955-11-01	—	6522542957	9770 Jefferson Ave, Atlanta, GA, 30349	0.48	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-400543	CLM	Bryan Valdez	1986-09-17	—	5189839214	5624 Canyon Rd, Columbus, OH, 43273	0.48	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-402040	CLM	Mark Palmer	2008-07-25	—	6604513054	6191 Oak St Apt 3, Gilbert, AZ, 85298	0.48	Name re-cased Phone reformatted Unit split from street Street suffix standardised+4 more
CLM-416437	CLM	Anna F Baker	1944-10-27	UHC-10154-58	7227887847	3705 Palm Dr, Chandler, AZ, 85289	0.48	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-425714	CLM	Teresa Fisher	1959-04-26	UHC-20504-81	5357686308	5150 Main St, Scottsdale, AZ, 85299	0.48	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+4 more
CLM-430558	CLM	Valentina Johston	1981-12-19	—	4665431792	8285 Apache Blvd, Dallas, TX, 75245	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-417285	CLM	Aaron Ramos	1994-06-24	UHC-51082-43	3589880622	1086 Desert Sky Blvd, Orlando, FL, 32854	0.48	Two-digit birth year Phone reformatted Member ID reformatted Street suffix standardised+4 more
CLM-419893	CLM	Lawrence Jackson	—	UHC-33336-58	4302933514	8802 Harbor Blvd, Nashville, TN	0.48	Name re-cased Date of birth missing Phone reformatted Street suffix standardised+4 more

11,960 rows, page 9 of 240Previous Next