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

All sources, flag “Name split from “Last, First””, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName split from “Last, First”Clear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
PRV-28539	PRV	Peter Carlson	1949-05-26	UHC-51214-95	2592701194	206 Maple Ave, Tempe, AZ, 85230	0.62	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-416213	CLM	Timothy Fereman	1992-07-09	UHC-34025-60	9316966389	5657 Market St, Seattle, WA, 98103	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-425653	CLM	Frank Anderson	1985-02-13	—	2455658832	9725 Desert Sky Blvd, Tempe, AZ, 85250	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-431247	CLM	Gregory Dean	1986-04-16	—	3159014510	7680 Lake View Rd, Columbus, OH, 43200	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-120694	ENR	Ahmed L Meyer	1981-10-19	UHC-94500-92	2555211062	5017 Canyon Rd, Miami, FL, 33130	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-111414	ENR	Stephen H Ross	1967-10-22	UHC-82658-64	5525070734	8689 Park Pl, San Antonio, TX, 78221	0.62	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-119475	ENR	Cynthia Jensen	1959-05-28	UHC-82520-15	—	454 Apache Blvd, Columbus, OH, 43277	0.62	Name split from “Last, First”Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-408909	CLM	Brandon G Jacobs	1955-08-05	UHC-10592-72	—	9500 Grand Ave, Orlando, FL, 32825	0.62	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-131154	ENR	Judy B Burns	2005-12-12	UHC-78712-92	7358660169	7490 Spring St, Seattle, WA, 98149	0.62	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+3 more
CLM-406825	CLM	Grace Kelly	1992-06-04	UHC-21222-79	—	5725 Maple Ave, San Diego, CA, 92122	0.62	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
PRV-24242	PRV	William R Allen	1953-06-12	—	3647074187	430 Highland Ave, Dallas, TX, 75267	0.62	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-125675	ENR	Emily Jenkins	1991-03-01	UHC-63131-22	7337855742	3664 Camelback Rd, Austin, TX, 78775	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-134231	ENR	Kelly E Hudson	—	—	2177551084	7389 Willow Ct, Mesa, AZ, 85205	0.62	Name split from “Last, First”Date of birth reformatted Date of birth unreadable Phone reformatted+3 more
ENR-133174	ENR	Patricia Z Garza	1984-07-28	UHC-22917-70	6234721707	9752 Maple Ave, Tucson, AZ, 85731	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-55807	TPA	Susan Matthews	1979-01-19	—	2013210863	9469 Ocean Ave, Charlotte, NC, 28232	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-100894	ENR	Camila S McCoy	1944-02-20	UHC-14938-40	—	5624 Ridge Rd, Charlotte, NC, 28258	0.62	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+3 more
PRV-28912	PRV	Hannah Morrison	1983-07-12	UHC-56979-48	4438803052	3111 Grand Ave, Austin, TX, 78728	0.62	Name split from “Last, First”Phone reformatted Member ID reformatted City re-cased+3 more
CLM-408414	CLM	Janice Diaz	1987-06-13	UHC-88057-73	—	2994 Indian School Rd, Chandler, AZ, 85267	0.62	Name split from “Last, First”Member ID reformatted Street suffix standardised Address re-cased+3 more
TPA-57552	TPA	Danny E Cooper	1969-07-18	—	6208011209	6979 Desert Sky Blvd, Seattle, WA, 98167	0.62	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-21408	PRV	Yuki Nguyen	1955-01-22	UHC-27496-70	8686306366	1631 Jefferson Ave, Orlando, FL, 32805	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-116894	ENR	Bradley Howard	1942-12-02	UHC-20927-06	9024438375	2391 Indian School Rd, Tempe, AZ, 85203	0.62	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-408405	CLM	Marilyn Meyer	1969-04-26	UHC-34872-28	—	7037 Forest Ave, Fresno, CA, 93745	0.62	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+3 more
CLM-412930	CLM	Nicholas Price	1942-09-03	UHC-89676-44	8266868530	5158 Baseline Rd, Fresno, CA, 93794	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-120096	ENR	Abigail Q Reed	1986-07-19	UHC-99894-11	5374192280	8479 Spring St, Tampa, FL, 33650	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-23836	PRV	Frances Fields	1951-11-04	—	4146613290	565 Main St, Tempe, AZ, 85239	0.62	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-23835	PRV	Frances Fields	1951-11-04	—	4146613290	565 Main St, Tempe, AZ, 85239	0.62	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-119178	ENR	Andrea O Freeman	2006-08-15	UHC-42153-42	3934220811	8297 Sage Ct, Atlanta, GA, 30356	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-133107	ENR	Chapman P Maria	2006-09-26	UHC-47747-76	—	6252 Central Ave, Dallas, TX, 75202	0.62	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-130137	ENR	Yuki L Black	1947-04-17	UHC-81857-01	7638416178	892 Main St, Scottsdale, AZ, 85230	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-20818	PRV	Catherine Cook	1990-06-20	UHC-04400-74	6793246419	9282 Church St, Atlanta, GA, 30369	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Email lower-cased+3 more
PRV-25504	PRV	Ashley Thompson	1999-11-22	UHC-62776-77	4078435113	8765 Central Ave, Eden Prairie, MN	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted ZIP missing+3 more
TPA-60601	TPA	Lawrence Hayes	2003-11-18	UHC-66712-26	5074439864	1346 Mesa Dr, San Diego, CA, 92171	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-103922	ENR	Mason M Maartin	1938-09-20	UHC-62733-27	4877911460	8500 Apache Blvd, Tucson, AZ, 85718	0.62	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-421976	CLM	Thomas Wheeler	1951-03-02	—	6272382541	5073 Market St, Chandler, AZ, 85280	0.62	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-424194	CLM	David Lynch	1968-09-13	UHC-56000-70	7386679694	7366 Union St, Tempe, AZ, 85207	0.62	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-417331	CLM	Catherine Andrews	1959-08-12	—	8976250687	7499 Bayshore Dr, Denver, CO, 80272	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted State code upper-cased+3 more
ENR-124250	ENR	Kevin Turner	1952-04-04	UHC-45401-60	6223678928	5027 Ocean Ave, Columbus, OH, 43240	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-419819	CLM	Arthur Munoz	1956-01-04	UHC-55142-03	—	4160 Sage Ct, Tampa, FL, 33691	0.62	Name split from “Last, First”Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-410803	CLM	Fatima Baker	1982-12-22	UHC-98242-13	7482443393	7973 Apache Blvd, Chandler, AZ, 85289	0.62	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-55019	TPA	Mason Gardner	1957-02-01	—	5132816326	1165 Oak St, Tucson, AZ, 85786	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-417580	CLM	Henry Graham	1969-04-04	—	8152633479	46 Grand Ave, Plano, TX, 75023	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-417579	CLM	Henry Graham	1969-04-04	—	8152633479	46 Grand Ave, Plano, TX, 75023	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-125634	ENR	Brandon Sanders	1992-08-17	UHC-71390-78	2586629641	9596 Mountain View Dr, Phoenix, AZ, 85027	0.62	Name split from “Last, First”Date of birth reformatted Member ID reformatted Street suffix standardised+3 more
ENR-126171	ENR	Harold B Long	1968-04-15	UHC-16295-54	3555180004	5271 Bayshore Dr, Orlando, FL, 32838	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+3 more
ENR-125463	ENR	Jose Young	1984-02-23	UHC-85645-22	7606514825	4304 Canyon Rd, Tucson, AZ, 85702	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-108472	ENR	Laura Ray	1945-08-08	UHC-44783-15	8794298326	6445 Lake View Rd, Denver, CO, 80222	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-22844	PRV	Anthony S Phillips	1950-01-11	UHC-18242-24	5786686154	6503 Lake View Rd, Charlotte, NC, 28260	0.62	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
PRV-21636	PRV	Willie Schmidt	1978-04-21	UHC-26025-53	4779530898	5446 Forest Ave, Charlotte, NC, 28201	0.62	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-127946	ENR	Mateo V Mendez	1939-09-12	UHC-78940-63	4788862683	1972 Baseline Rd, Eden Prairie, MN, 55335	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-62318	TPA	Laura Arnnold	1982-09-24	—	3894033525	6320 Main St, Scottsdale, AZ, 85283	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more

9,980 rows, page 74 of 200Previous Next