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-411009	CLM	Teresa Richards	1985-08-22	UHC-83111-34	2689870712	808 Canyon Rd, Tampa, FL, 33661	0.36	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-416659	CLM	Laura Snyder	1995-09-09	UHC-48867-39	2632201636	1028 Canyon Rd Apt 5, Seattle, WA	0.36	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+4 more
CLM-430091	CLM	Yuki Spencer	1940-06-28	UHC-90438-72	8185216253	2541 Cedar Ln # 513, Plano, TX, 75002	0.36	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+4 more
CLM-420850	CLM	Julia McDunald	1990-11-24	UHC-03252-20	3606643257	7526 Hillcrest Rd # 470, Plano, TX, 75052	0.36	Name split from “Last, First”Date of birth reformatted Unit split from street City re-cased+4 more
CLM-402991	CLM	Jennifer Wood	1995-03-05	UHC-28217-72	3409560955	84 Union St, San Antonio, TX, 78269	0.36	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-401243	CLM	Douglas Simmons	1957-03-21	UHC-32473-84	6855865248	7378 Main St, Houston, TX, 77056	0.36	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+4 more
CLM-412508	CLM	Carlos Y Guerrero	1960-03-11	UHC-84016-21	—	53 Grand Ave, Gilbert, AZ	0.36	Name split from “Last, First”Date of birth reformatted Phone missing area code Street suffix standardised+4 more
CLM-432769	CLM	Margaret Hall	2004-11-13	—	—	548 Canyon Rd, Gilbert, AZ, 85212	0.36	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+4 more
CLM-418164	CLM	Lucia Delgado	1977-09-01	UHC-30422-08	5902161437	4775 Meadow Ln, Sacramento, CA, 95813	0.36	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+4 more
CLM-419701	CLM	Roy Fowler	—	UHC-48092-75	—	9436 Indian School Rd, Charlotte, NC, 28202	0.36	Name split from “Last, First”Date of birth reformatted Date of birth unreadable Street suffix standardised+4 more
CLM-430793	CLM	Lawrence Silva	1974-07-17	—	—	5164 Canyon Rd, Fresno, CA, 93726	0.36	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+4 more
CLM-410520	CLM	Evelyn West	1995-12-24	UHC-84463-14	—	1337 Forest Ave, Tempe, AZ	0.36	Date of birth reformatted SSN last four extracted Street suffix standardised Address re-cased+4 more
CLM-419884	CLM	Ken Daniels	1952-10-27	UHC-07036-99	—	2545 Palm Dr, Tampa, FL	0.36	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+4 more
CLM-417023	CLM	Jeremy Singh	1972-01-20	UHC-23990-52	—	5535 Bayshore Dr, Atlanta, GA, 30387	0.36	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+4 more
CLM-423180	CLM	Karen Campbell	1942-01-28	—	—	4437 River Rd, Columbus, OH, 43264	0.36	Date of birth reformatted Phone missing area code SSN last four extracted Street suffix standardised+4 more
CLM-409048	CLM	Ralph Simpson	1938-03-20	UHC-13940-20	—	4591 Park Pl, Phoenix, AZ, 85087	0.36	Date of birth reformatted SSN last four extracted Street suffix standardised Address re-cased+4 more
CLM-404297	CLM	—Junk	1965-03-12	—	6817966665	9269 Grand Ave, Houston, TX, 77086	0.36	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+4 more
CLM-425438	CLM	Donna Hicks	1952-04-13	UHC-61983-32	2439311212	2177 Highland Ave # 112, Tempe, AZ, 85215	0.36	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+4 more
CLM-422816	CLM	Natalie Ferguson	1942-05-16	UHC-75951-23	—	8350 Hillcrest Rd Apt 20, Tempe, AZ	0.36	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+4 more
CLM-400427	CLM	Heather Hunt	2001-05-18	UHC-54458-17	8444312433	4288 Baseline Rd, Sacramento, CA, 95890	0.36	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-403422	CLM	Joshua Wood	1948-11-14	—	—	1039 Jefferson Ave Apt 29, Miami, FL, 33151	0.36	Name split from “Last, First”Date of birth reformatted SSN last four extracted Unit split from street+4 more
CLM-421510	CLM	Anna Greene	1986-02-14	UHC-19124-93	—	9359 Lake View Rd, Denver, CO, 80222	0.36	Date of birth reformatted Phone missing area code SSN last four extracted Street suffix standardised+4 more
CLM-416215	CLM	Alan Maldonado	1940-09-18	UHC-40405-98	9648640740	3947 Willow Ct # 416, Fresno, CA, 93760	0.36	Date of birth reformatted Phone reformatted Unit split from street State name converted to code+4 more
CLM-405712	CLM	Lis Richardson	1990-06-10	UHC-29830-20	—	7253 Elm St # 117, Los Angeles, CA, 90080	0.36	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+4 more
CLM-410040	CLM	Jason Mills	1986-04-22	UHC-72396-45	—	2460 Grand Ave # 759, Tampa, FL, 33639	0.38	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+3 more
CLM-431102	CLM	Alexis Murray	1990-12-15	UHC-07375-77	—	5747 Camelback Rd, San Diego, CA, 92131	0.38	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+3 more
CLM-424718	CLM	Paul Gordon	1954-05-19	—	6838472125	9470 Camelback Rd, Miami, FL, 33165	0.38	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+3 more
CLM-419974	CLM	Ann M Weaver	1980-11-21	UHC-46632-16	9092391968	2201 Apache Blvd, Miami, FL, 33157	0.38	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-429879	CLM	Julie Pena	1994-12-14	—	—	9289 Ridge Rd, Atlanta, GA, 30309	0.38	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-411819	CLM	Christina Mendoza	1999-08-17	UHC-20663-15	—	4058 Washington St, Tempe, AZ, 85259	0.38	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-431969	CLM	Randy Foster	2000-01-18	UHC-46657-20	—	8906 Palm Dr, Denver, CO, 80215	0.38	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-418539	CLM	Ashley Thompson	1999-11-22	UHC-62776-77	—	8765 Central Ave, Eden Prairie, MN	0.38	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+3 more
CLM-410563	CLM	Mei Nelson	1998-05-06	UHC-81996-09	9375833268	6349 Indian School Rd # 558, San Antonio, TX, 78263	0.38	Name split from “Last, First”Date of birth reformatted Unit split from street Street suffix standardised+3 more
CLM-415716	CLM	Charlotte Lopez	1943-04-20	UHC-02280-02	6534522422	1647 Spring St, Tempe, AZ, 85236	0.38	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-428730	CLM	Joan Weber	1956-02-06	—	8395974612	1837 Sunset Blvd # 641, Atlanta, GA	0.38	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+3 more
CLM-404937	CLM	Sara Berry	1946-03-16	—	—	2208 Park Pl, Dallas, TX, 75271	0.38	Name split from “Last, First”Date of birth reformatted Phone missing area code Street suffix standardised+3 more
CLM-416937	CLM	AmberJunk	1950-05-03	UHC-16493-18	2847358059	3362 Pine Dr # 516, San Antonio, TX, 78252	0.38	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+3 more
CLM-400449	CLM	Margaret Cavez	1951-03-19	UHC-92419-11	—	5663 Spring St # 869, Minneapolis, MN, 55457	0.38	Name split from “Last, First”Date of birth reformatted Unit split from street Street suffix standardised+3 more
CLM-425686	CLM	Austin Robertson	1968-10-16	UHC-45622-09	—	7410 Ocean Ave Apt 39, Jacksonville, FL, 32222	0.38	Name split from “Last, First”Date of birth reformatted Unit split from street Street suffix standardised+3 more
CLM-429767	CLM	Eric A Burke	—	—	—	5360 Valley View Dr # 904, San Diego, CA, 92194	0.38	Name re-cased Date of birth reformatted Date of birth unreadable Unit split from street+3 more
CLM-410426	CLM	Emma E Garza	—	UHC-80361-35	—	9103 Jefferson Ave, Seattle, WA, 98141	0.38	Name split from “Last, First”Date of birth reformatted Date of birth unreadable City re-cased+3 more
CLM-420249	CLM	Nathan Mendoza	1952-11-13	UHC-94958-64	8034525812	5711 Elm St, Atlanta, GA	0.38	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-407481	CLM	Steven G Ellis	1944-12-28	UHC-97673-76	4918030432	6255 Park Pl, Jacksonville, FL, 32272	0.40	Name split from “Last, First”Middle initial moved out of first name Date of birth reformatted SSN last four extracted+2 more
CLM-416413	CLM	Nancy I Sandoval	1983-11-03	UHC-95939-67	9558260487	2398 Desert Sky Blvd, Scottsdale, AZ, 85284	0.40	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-431824	CLM	Tyler D Garza	1981-11-03	UHC-04182-51	—	4587 Maple Ave # 722, San Antonio, TX, 78207	0.44	Name re-cased Date of birth reformatted Member ID reformatted Unit split from street+6 more
CLM-408907	CLM	Gerald Maldonado	1995-11-12	UHC-91427-57	—	1415 Indian School Rd, Las Vegas, NV, 89111	0.44	Name re-cased Date of birth reformatted Member ID reformatted SSN last four extracted+6 more
CLM-402488	CLM	Susan Bell	1980-04-10	UHC-59959-19	2658995802	6313 Jefferson Ave, Los Angeles, CA, 90023	0.44	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+6 more
CLM-425779	CLM	Mark Long	1976-08-26	UHC-50062-61	3155420342	365 Camelback Rd # 468, Seattle, WA, 98171	0.44	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+6 more
CLM-420844	CLM	Jacob Jensen	1942-01-19	UHC-74692-41	4237326649	5608 Meadow Ln, Denver, CO	0.44	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+6 more
CLM-406009	CLM	Gerald Richardson	1957-04-11	UHC-52791-35	2998825660	1747 Sage Ct # 324, Gilbert, AZ, 85254	0.44	Date of birth reformatted Phone reformatted Member ID reformatted Unit split from street+6 more

10,559 rows, page 2 of 212Previous Next