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 “ZIP+4 trimmed”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagZIP+4 trimmedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-51037	TPA	Terry Z Johnston	1948-11-09	UHC-45521-73	7623354194	5215 Highland Ave, Orlando, FL, 32887	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted ZIP+4 trimmed+1 more
PRV-28431	PRV	Susan C Hamilton	1983-12-09	—	9683469728	4288 Church St # 742, Sacramento, CA, 95810	0.66	Phone reformatted Unit split from street ZIP+4 trimmed Whitespace trimmed+1 more
PRV-26088	PRV	Judith L Ford	1949-12-12	—	8073744480	4967 Cedar Ln, Chandler, AZ, 85263	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-112190	ENR	Andy Salazar	1982-11-12	UHC-40525-97	7804750049	1044 Oak St, Scottsdale, AZ, 85246	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
TPA-57102	TPA	Pamela Ruiz	1973-02-23	—	—	383 Meadow Ln, Charlotte, NC, 28235	0.66	City re-cased State code upper-cased ZIP+4 trimmed Gender normalised+1 more
ENR-105372	ENR	Zachary R Carpenter	1946-09-12	UHC-74272-06	3255728760	4234 Central Ave, Phoenix, AZ, 85025	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-432260	CLM	Arthur Turner	1996-10-25	UHC-79544-73	5504083128	3704 Mountain View Dr, Gilbert, AZ, 85271	0.66	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+1 more
CLM-432024	CLM	Randy Parker	1952-10-17	—	—	5505 Grand Ave, Houston, TX, 77013	0.66	Name re-cased Date of birth reformatted ZIP+4 trimmed Gender normalised+1 more
ENR-141977	ENR	Cheryl Gibson	2006-02-01	UHC-20907-17	9647574340	6384 Sunset Blvd, Sacramento, CA, 95819	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
TPA-64264	TPA	Judith Sanddoval	1983-09-26	—	—	5058 Lake View Rd, Charlotte, NC, 28204	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more
CLM-410192	CLM	Denise Guerrero	1997-11-18	—	—	638 Central Ave, Tempe, AZ, 85291	0.66	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-139634	ENR	Evvelyn Kim	1991-05-18	UHC-97183-17	8627110973	3615 Palm Dr, Seattle, WA, 98117	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
PRV-20634	PRV	Sara Hamilton	1977-01-11	UHC-62889-75	5066014372	1559 Broadway, Seattle, WA, 98113	0.66	Name split from “Last, First”Date of birth reformatted Address re-cased ZIP+4 trimmed+1 more
ENR-113011	ENR	Dine Johnson	1961-12-02	UHC-39148-39	2468226657	2253 Broadway, Tucson, AZ, 85745	0.66	Name re-cased Address re-cased State name converted to code ZIP+4 trimmed+1 more
ENR-136286	ENR	Wllie D Nguyen	1987-11-23	UHC-05114-92	8322992306	9795 Highland Ave, San Diego, CA, 92196	0.66	Name re-cased Date of birth reformatted Phone reformatted ZIP+4 trimmed+1 more
CLM-417777	CLM	Henry Hudson	1962-05-17	—	3995319723	3276 Camelback Rd, Glendale, AZ, 85374	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
PRV-20782	PRV	Sandra K Wallace	1943-05-15	—	6383857939	9327 Lincoln Way, Mesa, AZ, 85228	0.66	Phone reformatted ZIP+4 trimmed Gender normalised Whitespace trimmed+1 more
TPA-54856	TPA	Carl Thompson	1958-01-03	—	—	683 Spring St, Orlando, FL, 32803	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more
PRV-29391	PRV	Patricia Watson	1939-08-16	UHC-72592-06	—	5752 Desert Sky Blvd, Eden Prairie, MN, 55352	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more
ENR-105076	ENR	Charles Z Mendoza	1989-12-26	UHC-16827-22	8502743377	4650 Hillcrest Rd, Sacramento, CA, 95858	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-136589	ENR	Paamela K Evans	1982-04-03	UHC-26032-41	5662584815	2330 Sage Ct, Eden Prairie, MN, 55322	0.66	Name split from “Last, First”Phone reformatted ZIP+4 trimmed Email lower-cased+1 more
CLM-403200	CLM	Samantha Watson	1998-11-08	UHC-51081-81	6914193597	3602 Ocean Ave, Phoenix, AZ, 85006	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-416582	CLM	Mason Ramirez	1988-07-17	UHC-04462-47	—	7429 Bayshore Dr, Jacksonville, FL, 32296	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more
ENR-117535	ENR	Rachel Marshall	1988-03-07	UHC-50684-24	7239051021	8677 Washington St, Gilbert, AZ, 85214	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
TPA-58112	TPA	Omar Evans	1971-06-08	—	—	3145 Jefferson Ave, Charlotte, NC, 28242	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more
CLM-412806	CLM	Matthew B Phillips	1974-09-16	UHC-56067-41	3757864725	9725 Jefferson Ave, Austin, TX, 78755	0.66	Name split from “Last, First”Phone reformatted ZIP+4 trimmed Whitespace trimmed+1 more
CLM-402379	CLM	Julia Bailey	1954-05-06	UHC-66212-73	—	9691 Church St, Charlotte, NC, 28251	0.66	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-403708	CLM	Logan Sanchez	1970-12-08	UHC-37017-96	—	1334 Ridge Rd, Chandler, AZ, 85268	0.66	Street suffix standardised Address re-cased City re-cased ZIP+4 trimmed+1 more
ENR-119255	ENR	Alex Vasquez	1951-09-23	UHC-55510-39	7973625493	4517 Ridge Rd, Seattle, WA, 98176	0.66	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
CLM-415316	CLM	Sara K Scott	1958-06-18	—	—	9443 Broadway # 572, Tempe, AZ, 85270	0.66	Unit split from street Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more
TPA-60584	TPA	Mariana Dixon	1990-10-07	—	3932577303	6216 Camelback Rd, Scottsdale, AZ, 85224	0.66	Two-digit birth year Phone reformatted ZIP+4 trimmed Whitespace trimmed+1 more
ENR-130806	ENR	Mary J Watkins	1994-02-25	UHC-68504-43	5853388926	6724 Baseline Rd, Jacksonville, FL, 32288	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
TPA-55409	TPA	Thomas Richards	1945-02-21	—	—	4221 Oak St, Las Vegas, NV, 89129	0.66	Street suffix standardised Address re-cased City re-cased ZIP+4 trimmed+1 more
TPA-53340	TPA	Burton Logan	1945-08-04	—	—	9374 Canyon Rd, Houston, TX, 77017	0.66	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
PRV-21321	PRV	Jerry Perry	1994-05-25	UHC-81449-36	7478219402	6462 Mesa Dr, Eden Prairie, MN, 55398	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-130645	ENR	Brittany Henderson	1993-01-25	UHC-53888-91	5749071503	799 Elm St, Eden Prairie, MN, 55340	0.66	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
ENR-130144	ENR	Diana H Bradley	1938-05-07	UHC-06344-17	3325115816	3157 Market St, Tucson, AZ, 85722	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more
PRV-20669	PRV	Sofia Day	1938-07-28	—	4638595313	2714 Ocean Ave, Chandler, AZ, 85245	0.66	Name re-cased Phone reformatted State name converted to code ZIP+4 trimmed+1 more
ENR-119637	ENR	Kathryn Munoz	1998-10-19	UHC-94263-23	9265036461	6393 Mesa Dr, Dallas, TX, 75262	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-415727	CLM	Randy Marshall	2007-12-17	UHC-21917-14	—	1355 Harbor Blvd, Los Angeles, CA, 90048	0.66	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-415652	CLM	Thheresa Young	1940-01-10	UHC-74149-85	—	97 Broadway Apt 2, Sacramento, CA, 95843	0.66	Date of birth reformatted Unit split from street Address re-cased ZIP+4 trimmed+1 more
ENR-108086	ENR	Katherine H Stephnes	1941-09-05	UHC-94512-44	7707153349	2233 Pine Dr, Scottsdale, AZ, 85283	0.66	Phone reformatted ZIP+4 trimmed Gender normalised Whitespace trimmed+1 more
TPA-58432	TPA	Victoria Yang	1998-08-24	—	8715532764	4664 Forest Ave, Gilbert, AZ, 85248	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-123369	ENR	Brandon K Gibson	1981-12-23	UHC-11579-39	6695503338	3333 Maple Ave, Denver, CO, 80292	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-140826	ENR	Jimmy Boyd	1970-07-01	UHC-89043-53	6055788362	4572 Lake View Rd, Mesa, AZ, 85287	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more
ENR-132017	ENR	Carol Peterson	1988-03-27	UHC-20697-04	9047784461	7116 Central Ave, Columbus, OH, 43230	0.66	Name re-cased Phone reformatted State name converted to code ZIP+4 trimmed+1 more
ENR-136991	ENR	Andrea Reyes	—	—	6593771365	5494 Church St, Tampa, FL, 33666	0.66	Date of birth unreadable Phone reformatted ZIP+4 trimmed Whitespace trimmed+1 more
CLM-401820	CLM	Jon Rivera	1992-08-01	—	3459145090	728 Central Ave, Chandler, AZ, 85268	0.66	Name re-cased Phone reformatted State name converted to code ZIP+4 trimmed+1 more
ENR-127963	ENR	Maria E Spencer	1977-03-27	UHC-16004-64	7254509368	973 Sage Ct, Eden Prairie, MN, 55349	0.66	Name split from “Last, First”Phone reformatted State code upper-cased ZIP+4 trimmed+1 more
ENR-102890	ENR	Camila Snyder	1953-12-15	UHC-87849-68	3419919078	5462 Union St, Austin, TX, 78776	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more

8,263 rows, page 101 of 166Previous Next