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

Enrollment, flag “Placeholder values cleared”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPlaceholder values clearedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-128593	ENR	Gregory Q Romero	1946-11-20	UHC-97200-08	2022846618	8178 Sage Ct, Orlando, FL, 32844	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-128934	ENR	Aisha Knight	1989-12-02	UHC-67772-21	9625929286	7610 Mesa Dr, Eden Prairie, MN, 55397	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-125149	ENR	Nicholas M Williams	1971-03-10	UHC-71075-39	4594974434	9666 Pine Dr, Nashville, TN, 37293	0.74	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+3 more
ENR-114360	ENR	Martha U Ford	1961-02-21	UHC-56717-41	9767378504	5939 Palm Dr, Las Vegas, NV, 89155	0.74	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-115435	ENR	Gabriel Lucsa	2006-11-13	UHC-55887-30	4243176665	702 Valley View Dr, Tampa, FL, 33622	0.74	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-114499	ENR	Paul H Howell	1968-11-17	UHC-90978-39	3039472238	5171 Sunset Blvd, Tucson, AZ, 85755	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-108756	ENR	Katherine Contreras	2008-08-11	UHC-56653-97	—	5484 Mountain View Dr, San Diego, CA, 92100	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-123708	ENR	Yuki M Murphy	1946-05-16	UHC-24467-37	7952192534	9111 Jefferson Ave, Fresno, CA, 93759	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-139896	ENR	Magaret I Jordan	1985-06-26	UHC-43705-52	6437042374	4851 Harbor Blvd, Denver, CO	0.74	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+3 more
ENR-123553	ENR	Doroothy Ryan	1968-08-15	UHC-07579-14	—	4228 River Rd, Houston, TX, 77096	0.74	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-121732	ENR	Amy Thompson	1987-11-09	UHC-57787-63	8997949203	364 Pine Dr, Phoenix, AZ, 85006	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-104272	ENR	Arthur M Hall	1938-11-24	UHC-87611-37	2655323170	6568 Cedar Ln, Chandler, AZ, 85245	0.74	Name re-cased Date of birth reformatted Member ID reformatted State name converted to code+3 more
ENR-130277	ENR	Andrew L Torres	1961-08-03	UHC-97596-90	7829374162	300 Forest Ave Apt 33, Plano, TX, 75010	0.74	Name re-cased Phone reformatted Unit split from street City re-cased+3 more
ENR-107782	ENR	Elijah Gutierrez	1956-03-07	UHC-30192-34	9134951749	4457 Sunset Blvd, Mesa, AZ, 85227	0.74	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-137627	ENR	Kelly Howell	1959-06-26	UHC-34719-56	4817739782	4015 Washington St, Tempe, AZ, 85263	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-141888	ENR	Logan U Flores	1967-12-06	UHC-41865-47	6116988988	7165 Sunset Blvd, Sacramento, CA, 95876	0.74	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-114437	ENR	Ralph X Stevens	1970-01-07	UHC-93694-52	2485432346	5840 Baseline Rd, San Antonio, TX, 78267	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-105507	ENR	Brandon Wheeler	1991-04-27	UHC-86735-24	5237307219	1886 Lake View Rd, Atlanta, GA, 30395	0.74	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-132544	ENR	Susan T Lane	1960-03-01	UHC-73756-54	9684148455	2400 Hillcrest Rd, San Diego, CA, 92144	0.74	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-129400	ENR	Sara M Matthews	2006-12-07	UHC-87077-35	8944280578	3547 Highland Ave, Tucson, AZ, 85724	0.74	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+3 more
ENR-109347	ENR	Arjun Robinson	1993-04-08	UHC-87526-10	2673156991	9798 River Rd, Charlotte, NC, 28239	0.74	Name re-cased Date of birth reformatted Phone reformatted City re-cased+3 more
ENR-142560	ENR	Hannah X Dominguez	1942-05-23	UHC-10928-36	9067238081	2610 Maple Ave, Gilbert, AZ, 85234	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-111046	ENR	Donna W Ferguson	1952-11-17	UHC-64369-08	2526279130	6244 Hillcrest Rd, Nashville, TN	0.74	Name re-cased Date of birth reformatted Phone reformatted City re-cased+3 more
ENR-133023	ENR	Russell D Powell	1943-08-05	UHC-25362-61	2302988021	259 Union St, Miami, FL, 33168	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-114657	ENR	Lisa O Lawrence	1982-07-17	UHC-80790-01	7709300795	5492 Desert Sky Blvd, Charlotte, NC, 28246	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-124732	ENR	Jordan W Luna	1988-04-15	UHC-07147-55	6908539067	1909 Church St, Tampa, FL, 33614	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-107817	ENR	Benjamin Johnson	1970-02-15	UHC-89094-64	—	3802 Ocean Ave, Tucson, AZ, 85785	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-128084	ENR	Tiimothy Hicks	1998-07-05	UHC-30717-34	6125259951	2891 Mountain View Dr, Gilbert, AZ, 85247	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-125021	ENR	Joshua V Hoffman	1949-01-03	UHC-41776-34	5043946552	5706 Desert Sky Blvd, Denver, CO, 80281	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-111824	ENR	Kayla I Robinson	1991-12-08	UHC-55004-98	7306244131	3503 Broadway, Las Vegas, NV, 89198	0.74	Middle initial moved out of first name Phone reformatted Member ID reformatted City re-cased+3 more
ENR-130416	ENR	Donna S Rice	1949-11-17	UHC-89345-39	8397737615	7748 Baseline Rd, Glendale, AZ, 85314	0.74	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-131808	ENR	Wei B Vazquez	2006-01-12	UHC-51207-32	5803674684	2703 River Rd, Glendale, AZ, 85358	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-131540	ENR	Gabriel Chen	1943-12-11	UHC-95467-99	7464657267	7241 Baseline Rd, Sacramento, CA, 95894	0.74	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+3 more
ENR-118908	ENR	Bobby Rojas	1956-02-01	UHC-12955-91	2619159568	8893 Meadow Ln, Houston, TX, 77066	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-136573	ENR	Emily Palmer	1961-07-18	—	4499492838	2418 Oak St, Chandler, AZ, 85247	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-131854	ENR	Helen E Patel	1998-06-19	UHC-28883-81	7446562319	2454 Apache Blvd, Scottsdale, AZ, 85291	0.74	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-129619	ENR	Jacqueline P Bell	1997-04-19	UHC-28382-48	8718672673	9736 Ridge Rd, Denver, CO, 80241	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-141318	ENR	Carol Willis	1982-12-20	UHC-94078-03	9023256100	5189 Cedar Ln, Eden Prairie, MN, 55333	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-141319	ENR	Carol Willis	1982-12-20	UHC-94078-03	9023256100	5189 Cedar Ln, Eden Prairie, MN, 55333	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-131895	ENR	Camila Martinez	1950-06-19	UHC-56431-52	8297745668	8661 Willow Ct, Eden Prairie, MN, 55339	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-130967	ENR	Grace I Williams	1977-04-18	UHC-70016-34	2232374335	9067 Highland Ave, Jacksonville, FL, 32233	0.74	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-131229	ENR	Ana L Ortega	1980-12-12	UHC-66814-56	3939568528	2029 Washington St, Minneapolis, MN, 55456	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-102182	ENR	Brian K Syder	1969-11-19	UHC-67952-09	4712487301	6722 Grand Ave, Chandler, AZ, 85212	0.74	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-102183	ENR	Brian K Syder	1969-11-19	UHC-67952-09	4712487301	6722 Grand Ave, Chandler, AZ, 85212	0.74	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-115341	ENR	Cynthia Baker	1940-05-26	UHC-09215-77	7168993786	2238 Grand Ave, Nashville, TN, 37263	0.74	Date of birth reformatted Phone reformatted City re-cased ZIP+4 trimmed+3 more
ENR-120904	ENR	Terry Gomez	2002-01-21	UHC-97945-44	4658139961	875 Grand Ave, Eden Prairie, MN, 55359	0.74	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-115229	ENR	Gloira E Lynch	1980-11-13	UHC-57656-67	3779757975	4678 Grand Ave, Tempe, AZ, 85226	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-110438	ENR	Russell Lee	1938-07-21	UHC-29805-84	6637112755	9517 Canyon Rd, Eden Prairie, MN, 55366	0.74	Date of birth reformatted Phone reformatted SSN last four extracted City re-cased+3 more
ENR-115384	ENR	Grace Z Guzman	1982-12-19	UHC-39682-17	7566431855	3690 Central Ave, San Diego, CA, 92192	0.74	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+3 more
ENR-115385	ENR	Grace Z Guzman	1982-12-19	UHC-39682-17	7566431855	3690 Central Ave, San Diego, CA, 92192	0.74	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+3 more

16,916 rows, page 144 of 339Previous Next