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
CLM-422055	CLM	Greg Bishop	1962-08-05	—	9844591436	8093 Canyon Rd, Atlanta, GA, 30366	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-110344	ENR	Ronald Espinoza	1981-09-20	UHC-88715-46	3695381020	763 Oak St, Atlanta, GA, 30355	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-408200	CLM	Theresa Trores	1990-03-18	—	3989496320	4431 Highland Ave, San Antonio, TX, 78202	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-128035	ENR	Mason C Armstrong	1957-06-27	UHC-42671-76	4399471705	6875 Palm Dr, San Antonio, TX, 78292	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-115869	ENR	Laryr Lawson	1976-03-23	UHC-59354-09	4535314055	4261 Apache Blvd, Phoenix, AZ, 85063	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
TPA-51313	TPA	Sharon Tran	1968-07-21	—	—	1198 Central Ave, Gilbert, AZ, 85215	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-131131	ENR	Arjun Padilla	2008-01-06	UHC-09207-46	5726481694	9809 Spring St, Tampa, FL, 33624	0.64	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+2 more
TPA-61366	TPA	Sara Robertson	1962-04-12	—	5869720474	910 Forest Ave, Phoenix, AZ, 85005	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-135670	ENR	Linda Carroll	1967-04-15	UHC-43840-07	4806575735	6679 Canyon Rd, San Antonio, TX, 78221	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-135671	ENR	Linda Carroll	1967-04-15	UHC-43840-07	4806575735	6679 Canyon Rd, San Antonio, TX, 78221	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
PRV-23234	PRV	Beverly Wilson	1994-07-13	UHC-95133-67	6424395390	554 Pine Dr, Atlanta, GA, 30349	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
TPA-51437	TPA	Beverly H Flores	1948-09-02	—	4573299529	107 Pine Dr, Las Vegas, NV, 89148	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-52473	TPA	Bradley Palmer	1952-02-11	—	2638619542	2004 Jefferson Ave, Seattle, WA, 98139	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-424737	CLM	Bradley Watkins	2008-04-01	UHC-12179-45	5773987294	4441 Valley View Dr, Atlanta, GA, 30329	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-140244	ENR	George T Hughes	1957-09-12	UHC-74485-63	5837205436	2144 Hillcrest Rd, San Diego, CA, 92144	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-400521	CLM	Danielle Fuller	1963-03-07	—	2572606122	8088 Central Ave, Phoenix, AZ, 85057	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-129920	ENR	Ruth K Aguilar	1995-07-04	UHC-73106-42	6329985888	7008 Cedar Ln, Mesa, AZ, 85207	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-61229	TPA	Donna Hicks	1952-04-13	—	—	2177 Highland Ave, Tempe, AZ, 85215	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-111455	ENR	Grace Powell	1981-05-01	UHC-74165-93	9277476343	973 Camelback Rd, Plano, TX, 75019	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-27350	PRV	Brittany Alvarado	1991-09-17	UHC-89357-17	5975826766	7794 Baseline Rd, Phoenix, AZ, 85044	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-417897	CLM	Brian Hamilton	1939-06-26	—	5164634652	8951 Market St, Atlanta, GA, 30341	0.64	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
ENR-141579	ENR	Steve J Maldonado	2006-11-09	UHC-17496-64	6578122888	563 Grand Ave, Tucson, AZ, 85704	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
TPA-64174	TPA	Margaret Stone	1939-12-20	—	9749293907	854 River Rd # 692, Phoenix, AZ, 85041	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+2 more
ENR-108577	ENR	Albert Banks	1998-02-12	UHC-93683-76	—	4654 Lake View Rd, San Diego, CA, 92144	0.64	Name split from “Last, First”Date of birth reformatted Member ID reformatted Street suffix standardised+2 more
ENR-105910	ENR	Mason Duncan	1984-04-28	UHC-64676-94	—	3258 Hillcrest Rd, Gilbert, AZ, 85216	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-404194	CLM	Jason Green	1941-11-27	—	5939084146	7548 Harbor Blvd, Tucson, AZ, 85738	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-20880	PRV	Jose E Richardson	1960-08-27	—	—	9388 Cedar Ln, Nashville, TN	0.64	Name split from “Last, First”Date of birth reformatted ZIP missing Plan code upper-cased+2 more
ENR-129087	ENR	Judy Vega	1989-12-13	UHC-72698-48	5489972599	6343 Ocean Ave, San Diego, CA, 92192	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-137883	ENR	Alexander Reid	1976-07-20	UHC-22695-59	7307724789	5107 Lake View Rd, Plano, TX, 75027	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-141482	ENR	Mary V Hudson	1995-01-14	UHC-28041-40	7754797193	9385 Mesa Dr, San Diego, CA, 92171	0.64	Name split from “Last, First”Middle initial moved out of first name Date of birth reformatted Phone reformatted+2 more
CLM-430455	CLM	Ralph Phillips	1983-08-09	—	4636004576	6178 Park Pl, Austin, TX, 78712	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-425721	CLM	Kethleen Day	1966-11-21	—	4146753098	3932 Meadow Ln Apt 11, Tampa, FL, 33660	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+2 more
PRV-23510	PRV	Jean W Hamlton	1965-02-08	UHC-77149-18	4167143383	4244 Oak St, Tempe, AZ	0.64	Name split from “Last, First”Phone reformatted Member ID reformatted ZIP missing+2 more
CLM-424706	CLM	Nathan E Yang	1957-05-21	UHC-79738-91	4949271401	4848 Hillcrest Rd, Los Angeles, CA, 90002	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-400243	CLM	Pamela Gonzalez	1996-12-18	UHC-32865-94	8298741320	2138 Highland Ave, San Diego, CA, 92148	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Gender normalised+2 more
CLM-423366	CLM	Yuki Z Wright	1986-02-22	UHC-59968-86	9466835588	9017 Pine Dr, Jacksonville, FL, 32241	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-414440	CLM	Evelyn Q Guzman	1993-10-24	—	—	8001 Pine Dr, San Diego, CA, 92158	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-109342	ENR	Anna T Vega	1992-10-11	UHC-92950-24	7206469415	1640 Forest Ave, Eden Prairie, MN, 55388	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-122091	ENR	Doneld I Lawrence	1979-05-14	UHC-21826-52	4605562218	2558 Cedar Ln, Los Angeles, CA, 90035	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-124602	ENR	Joe W Hicks	1945-02-07	UHC-74258-84	3285159101	5161 Harbor Blvd, San Antonio, TX, 78208	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted ZIP+4 trimmed+2 more
ENR-132666	ENR	Santiago S Johnston	1984-11-15	UHC-34055-28	4182415755	5722 Spring St, Houston, TX, 77026	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted City re-cased+2 more
CLM-412544	CLM	Shirley Ryan	1986-10-27	—	6283490014	4300 Grand Ave, Tempe, AZ, 85243	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-142577	ENR	Douglas R Weaver	2008-03-14	UHC-31439-29	7586783104	1360 Jefferson Ave, Las Vegas, NV, 89105	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-26926	PRV	Peter Harper	1957-04-15	—	2522107241	4191 Grand Ave, Columbus, OH, 43284	0.64	Name split from “Last, First”Street suffix standardised Address re-cased Email lower-cased+2 more
PRV-28040	PRV	Adam Richards	2008-09-20	—	7764557343	1893 Sage Ct, Miami, FL, 33111	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-113924	ENR	Gregory Marquez	2005-03-18	UHC-19999-31	8656524871	7419 Oak St, Fresno, CA, 93772	0.64	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-103193	ENR	Brittany N Wright	1946-05-25	UHC-09549-37	3234081265	9086 Hillcrest Rd, Miami, FL, 33101	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-418142	CLM	Alexis Ortega	1967-10-25	—	5729478817	8143 Palm Dr, San Diego, CA, 92152	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-429464	CLM	George F Walker	2006-09-14	UHC-22901-24	8729423605	4176 Washington St, Sacramento, CA, 95864	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-414736	CLM	Johnny Hicks	1949-02-26	UHC-08693-71	4809016447	582 Ocean Ave, Austin, TX, 78737	0.64	Name split from “Last, First”Member ID reformatted Street suffix standardised Address re-cased+2 more

9,980 rows, page 82 of 200Previous Next