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 “State name converted to code”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagState name converted to codeClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-431143	CLM	Victoria Watson	1965-04-28	UHC-16748-13	6152945436	5576 Sunset Blvd, Glendale, AZ, 85367	0.48	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
ENR-120589	ENR	Fatima D Schmidt	1958-12-15	UHC-18800-64	—	8945 Jefferson Ave, Glendale, AZ, 85368	0.48	Name re-cased Street suffix standardised Address re-cased State name converted to code+4 more
TPA-59695	TPA	Kimberly G Hoffman	1949-03-15	—	—	3254 Jefferson Ave, San Diego, CA	0.48	Name re-cased Street suffix standardised Address re-cased City re-cased+4 more
TPA-59696	TPA	Kimberly G Hoffman	1949-03-15	—	—	3254 Jefferson Ave, San Diego, CA	0.48	Name re-cased Street suffix standardised Address re-cased City re-cased+4 more
ENR-118482	ENR	Christopher E Evans	1960-05-09	UHC-90954-06	5362182375	6340 Cedar Ln, San Diego, CA	0.48	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
PRV-25543	PRV	Alexis Jimenez	1971-09-20	—	4924128214	1687 Desert Sky Blvd, Miami, FL, 33106	0.48	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+4 more
CLM-423729	CLM	Harold Q Vasquez	1944-08-02	UHC-80565-93	—	1180 Sage Ct, Phoenix, AZ, 85028	0.48	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
CLM-410749	CLM	Gloria A Luna	2000-10-22	UHC-66011-86	8468266485	104 Ocean Ave, San Antonio, TX, 78221	0.48	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-107290	ENR	Bradley Morrsion	1982-11-11	UHC-89051-37	4197127965	461 Central Ave, Tucson, AZ, 85713	0.48	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-423792	CLM	Samantha Cox	1974-01-03	—	—	7598 Oak St, Dallas, TX, 75291	0.48	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+4 more
PRV-24200	PRV	Jennifer Vazquez	1946-07-25	—	7714455658	1445 Market St, Los Angeles, CA, 90048	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-134920	ENR	Sofia N Davys	1971-05-14	UHC-61212-01	—	1769 Lincoln Way Apt 32, Plano, TX, 75021	0.48	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+4 more
TPA-62935	TPA	George Hoewll	1984-03-09	—	2618974828	9286 Baseline Rd, Mesa, AZ, 85207	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-140062	ENR	Grace D Hughes	1965-10-15	UHC-78713-50	6717940564	181 Central Ave, Tampa, FL, 33632	0.48	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+4 more
CLM-400534	CLM	Carl Jacobs	1989-03-02	—	—	3975 Canyon Rd # 837, Gilbert, AZ, 85296	0.48	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+4 more
CLM-403242	CLM	Keith G Cunningham	1962-05-22	—	9387137318	6316 Central Ave, Charlotte, NC, 28224	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
PRV-26967	PRV	Soto Randy	1943-12-07	UHC-23233-32	8336914874	8000 Pine Dr, Dallas, TX, 75231	0.48	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-141678	ENR	Gabriel Vazquez	1979-05-14	UHC-22403-99	5247442623	2070 Apache Blvd, Phoenix, AZ, 85060	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-109171	ENR	Luis Bailey	1976-06-02	UHC-42810-13	3477249469	7673 Main St, Minneapolis, MN, 55451	0.48	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
TPA-64358	TPA	Duris McDonald	1977-06-19	UHC-00910-81	5318250759	566 Church St, Chandler, AZ, 85203	0.48	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+4 more
ENR-121278	ENR	Tyler Q Rose	1982-01-28	UHC-35992-83	—	959 Palm Dr, Mesa, AZ, 85272	0.48	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+4 more
ENR-123645	ENR	Carl N Valdez	1964-02-03	UHC-93111-39	4095222600	6049 Forest Ave, Atlanta, GA, 30380	0.48	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+4 more
PRV-21291	PRV	Dan Q Allen	1944-11-27	—	2332238726	9804 Camelback Rd, Houston, TX	0.48	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-135528	ENR	Frances E Vega	1981-01-14	UHC-40876-79	7665060586	8278 Ridge Rd, Dallas, TX, 75257	0.48	Phone reformatted Street suffix standardised Address re-cased City re-cased+4 more
ENR-110740	ENR	Doris Jones	1970-08-26	UHC-98385-23	6407883084	1468 Mountain View Dr, Austin, TX, 78782	0.48	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-108259	ENR	Kathryn Lawson	—	UHC-39531-79	6822446367	6646 Canyon Rd, Orlando, FL, 32893	0.48	Name re-cased Date of birth missing Phone reformatted Street suffix standardised+4 more
ENR-107800	ENR	Kyle Q Snyder	1945-05-19	UHC-90590-98	5405635130	6754 Sage Ct, Tampa, FL, 33666	0.48	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+4 more
TPA-55650	TPA	Ryan Grant	1989-09-27	—	—	6174 Valley View Dr, Tucson, AZ	0.48	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
CLM-409582	CLM	Jennifer Riley	1988-04-14	—	—	4639 Baseline Rd, Jacksonville, FL, 32286	0.48	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+4 more
ENR-110698	ENR	Frank M Vasquez	2007-09-18	UHC-46737-11	8063187040	7100 Main St, Scottsdale, AZ, 85274	0.48	Name split from “Last, First”Phone reformatted Member ID reformatted City re-cased+4 more
CLM-423289	CLM	Hansen Richaard	1959-10-08	—	3505892402	1452 Cedar Ln Apt 10, Nashville, TN, 37215	0.48	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+4 more
ENR-142214	ENR	Diane Gordon	1974-08-21	UHC-37282-96	—	9704 Sage Ct, Plano, TX	0.48	Member ID reformatted Street suffix standardised Address re-cased State name converted to code+4 more
TPA-56825	TPA	Melissa Espinoza	1983-01-01	—	8757253436	4879 Jefferson Ave, Tucson, AZ, 85717	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-101665	ENR	Virginia L Thomas	1988-05-17	UHC-94590-15	9125701293	1797 Lake View Rd, Gilbert, AZ, 85235	0.48	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-112945	ENR	Olivia Tran	1980-03-18	UHC-76853-38	—	3305 Indian School Rd, Mesa, AZ, 85293	0.48	Street suffix standardised Address re-cased State name converted to code Email lower-cased+4 more
ENR-103106	ENR	Albert I Lane	1994-01-16	UHC-80551-45	6895672062	3769 Pine Dr, Denver, CO	0.48	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-113363	ENR	William Cnotreras	2002-04-08	UHC-63728-04	2025322515	3013 Grand Ave, Seattle, WA, 98116	0.48	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+4 more
CLM-419117	CLM	Cynthia B Turner	1951-09-10	UHC-24518-02	2889418563	8782 Hillcrest Rd, Miami, FL, 33107	0.48	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-128496	ENR	Camila I Adams	1985-01-02	UHC-65667-70	4819527172	918 Canyon Rd # 488, Tampa, FL, 33697	0.48	Phone reformatted Member ID reformatted Unit split from street Street suffix standardised+4 more
PRV-21247	PRV	Tereas N George	1971-06-02	—	4985603209	1320 Ridge Rd, San Diego, CA, 92124	0.48	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-130789	ENR	Matt Roberts	1981-08-12	UHC-34127-65	9213863935	5944 Bayshore Dr, Las Vegas, NV, 89188	0.48	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-21555	PRV	Arjun Bradley	1959-04-16	—	7419573764	8435 Bayshore Dr, Gilbert, AZ	0.48	Phone reformatted Street suffix standardised Address re-cased State name converted to code+4 more
ENR-122318	ENR	Alice Bailey	1960-05-04	UHC-91287-15	7244840697	1607 Union St, Phoenix, AZ, 85029	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-108233	ENR	Madison Aguilar	2001-03-02	UHC-63465-62	2406933650	2689 Forest Ave # 113, Mesa, AZ, 85258	0.48	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+4 more
CLM-405644	CLM	Stephen Chavez	1993-06-01	—	4379827788	3236 Jefferson Ave, San Antonio, TX, 78247	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-22859	PRV	PriyaJunk	1949-04-22	—	5755388631	7499 Market St, Las Vegas, NV, 89101	0.48	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-139467	ENR	Hannah Howell	1938-12-24	UHC-33142-04	9762549223	550 Palm Dr, Plano, TX, 75033	0.48	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
CLM-422322	CLM	Heather Cox	1957-09-25	UHC-48098-19	6348182128	613 Ridge Rd, Los Angeles, CA, 90008	0.48	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-133925	ENR	Ben Brown	1979-03-15	UHC-21896-71	6608941755	7984 Park Pl, Tempe, AZ, 85209	0.48	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
ENR-111929	ENR	Michelle Kennedy	1967-01-05	UHC-59953-53	2385631911	4335 Sunset Blvd, Miami, FL, 33141	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more

9,084 rows, page 23 of 182Previous Next