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-104841	ENR	Alan X Chavez	1944-02-13	UHC-75933-71	—	1479 Pine Dr # 835, Dallas, TX, 75263	0.48	Name re-cased Phone missing area code Member ID reformatted Unit split from street+4 more
ENR-109734	ENR	Vincent M Meyer	2005-07-25	UHC-00737-86	7215726749	7588 Camelback Rd, Dallas, TX, 75251	0.48	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-137600	ENR	Rebecca Chaavez	1950-01-16	UHC-71339-57	7263254587	5053 Pine Dr Apt 20, Houston, TX, 77045	0.48	Two-digit birth year Phone reformatted Unit split from street 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
ENR-118915	ENR	Alice Morris	1990-01-24	UHC-76598-76	5165131138	1934 Indian School Rd, Mesa, AZ, 85252	0.48	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-138459	ENR	Lori Garza	2005-10-18	UHC-40978-84	4384821898	661 Baseline Rd, Miami, FL	0.48	Name re-cased Street suffix standardised Address re-cased City re-cased+4 more
ENR-131921	ENR	Dorothy Harvey	—	UHC-41546-10	—	4150 Apache Blvd, Glendale, AZ, 85322	0.48	Date of birth unreadable Street suffix standardised Address re-cased City re-cased+4 more
ENR-102594	ENR	Santiago X Ruiz	—	UHC-24348-69	5946875549	7526 Union St, Miami, FL	0.48	Name re-cased Date of birth missing Street suffix standardised Address re-cased+4 more
ENR-136919	ENR	Chris Roberts	—	UHC-44960-88	6243264161	4330 Mesa Dr, Los Angeles, CA, 90089	0.48	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+4 more
ENR-126523	ENR	Grace O Santos	2004-10-28	UHC-49448-46	6764433817	5620 Jefferson Ave, Gilbert, AZ	0.48	Middle initial moved out of first name Date of birth reformatted Member ID reformatted Street suffix standardised+4 more
ENR-139776	ENR	Martinez Andrea	1941-05-17	UHC-02997-04	—	5480 Baseline Rd, Los Angeles, CA, 90047	0.48	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+4 more
ENR-110932	ENR	Alan A Wilson	2001-03-06	—	—	9375 Camelback Rd # 912, Columbus, OH, 43279	0.48	Middle initial moved out of first name Name re-cased Unit split from street Street suffix standardised+4 more
ENR-117095	ENR	Kayyla L Reid	2003-09-12	UHC-98078-99	—	2115 Market St, Sacramento, CA, 95845	0.48	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-131608	ENR	Terry Obrien	1975-01-07	UHC-51549-18	—	4141 Union St, Mesa, AZ, 85244	0.48	Name split from “Last, First”Name re-cased SSN last four extracted Street suffix standardised+4 more
ENR-104340	ENR	Paul Little	1984-11-06	UHC-44878-82	2127981973	3698 Bayshore Dr, Los Angeles, CA, 90010	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-123536	ENR	Logan Carlson	—	UHC-21993-13	3998860100	3760 Main St, Mesa, AZ	0.48	Date of birth missing Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-116350	ENR	Ethan Torres	1965-03-17	UHC-32591-84	—	7779 Maple Ave, Columbus, OH, 43224	0.48	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+4 more
ENR-111477	ENR	Virginia J Le	1958-01-16	UHC-66102-15	2238709435	4073 Forest Ave, Scottsdale, AZ	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-139934	ENR	Jessica P Ball	1969-08-14	UHC-71411-11	—	262 Spring St, Mesa, AZ, 85216	0.48	Name re-cased Date of birth reformatted SSN last four extracted Street suffix standardised+4 more
ENR-137251	ENR	Aaron Gonzalez	1962-11-03	UHC-18772-45	2538912028	9680 Mountain View Dr, Seattle, WA, 98103	0.48	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
ENR-111811	ENR	Justin Anderson	1986-12-28	—	8695267790	3886 Church St, Glendale, AZ, 85373	0.48	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+4 more
ENR-120778	ENR	Melissa E James	2004-12-15	UHC-20496-59	—	5275 Church St, Los Angeles, CA, 90086	0.48	SSN last four extracted Street suffix standardised Address re-cased City re-cased+4 more
ENR-110474	ENR	Noah H Clark	1948-07-26	UHC-89607-22	2773709227	6089 Hillcrest Rd, Seattle, WA, 98121	0.48	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-122616	ENR	Shirley Bennett	—	UHC-38488-53	3919141801	8915 Canyon Rd, Plano, TX, 75024	0.48	Date of birth missing Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-115360	ENR	Arthur L Rice	—	UHC-25386-54	5812371863	4090 Market St, Los Angeles, CA, 90002	0.48	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+4 more
ENR-109639	ENR	Brian G Vazquez	1970-07-16	UHC-12630-18	3646615998	4314 Washington St, Sacramento, CA, 95831	0.48	Name split from “Last, First”Two-digit birth year Phone reformatted Member ID reformatted+4 more
ENR-137249	ENR	Ann Bowman	1970-06-15	UHC-58657-88	4508444063	6414 Ridge Rd, Phoenix, AZ, 85023	0.48	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+4 more
ENR-133359	ENR	Grace Armstrong	—	UHC-66399-35	—	6118 Sage Ct, Scottsdale, AZ, 85288	0.48	Name re-cased Date of birth missing Street suffix standardised Address re-cased+4 more
ENR-115316	ENR	Terry K Coleman	1939-09-10	UHC-28889-03	7553533818	9252 Lake View Rd, Gilbert, AZ	0.48	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+4 more
ENR-113646	ENR	Albert E Dixon	—	UHC-57246-87	2043815694	5441 Market St, Mesa, AZ, 85233	0.48	Name split from “Last, First”Date of birth unreadable Phone reformatted Street suffix standardised+4 more
ENR-121911	ENR	Sandra D Burton	1964-05-14	UHC-01994-05	9405487806	8931 Lake View Rd, Sacramento, CA, 95831	0.48	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+4 more
ENR-122522	ENR	Martha Davsi	2007-05-17	UHC-17115-19	5772209752	9349 Hillcrest Rd, Dallas, TX, 75258	0.48	Phone reformatted Street suffix standardised Address re-cased City re-cased+4 more
ENR-128264	ENR	Maria Salazar	1973-12-13	UHC-61139-77	—	2905 Harbor Blvd, Las Vegas, NV, 89192	0.48	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+4 more
ENR-127833	ENR	Alexis Payne	1960-09-09	UHC-05678-36	8432121327	309 Indian School Rd, Phoenix, AZ, 85062	0.48	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+4 more
ENR-133150	ENR	Shirley Thomas	1950-01-03	UHC-75591-40	8914942053	4157 Jefferson Ave # 452, San Diego, CA, 92155	0.48	Phone reformatted Unit split from street Street suffix standardised Address re-cased+4 more
ENR-114089	ENR	Keith B Olson	2006-03-05	UHC-20417-55	9494048924	500 Highland Ave, Sacramento, CA, 95828	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-137373	ENR	Tyler Y Peters	2001-11-01	UHC-32643-22	—	1544 Market St Apt 35, Fresno, CA, 93738	0.48	Name re-cased Unit split from street Street suffix standardised Address re-cased+4 more
ENR-102162	ENR	Garrett W Susan	2002-01-01	UHC-37392-40	4938965197	4354 Willow Ct # 729, Tempe, AZ, 85277	0.48	Name re-cased Phone reformatted Unit split from street Street suffix standardised+4 more
ENR-135994	ENR	Lisa F Evans	1994-05-23	UHC-03457-44	6116961911	3982 Willow Ct, Los Angeles, CA, 90056	0.48	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+4 more
ENR-115767	ENR	Alexander S Andrews	1968-12-21	UHC-09924-10	5906401615	9048 Central Ave, Chandler, AZ	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-131276	ENR	Mari Q Jenkins	2006-04-01	UHC-85849-89	7118276384	2486 Mountain View Dr # 977, Jacksonville, FL, 32232	0.48	Date of birth reformatted Phone reformatted Member ID reformatted Unit split from street+4 more
ENR-129823	ENR	Carlos I Evans	1979-12-27	UHC-89882-16	6617140876	9503 Desert Sky Blvd, Plano, TX, 75067	0.48	Name re-cased Street suffix standardised Address re-cased City re-cased+4 more
ENR-129822	ENR	Carlos I Evans	1979-12-27	UHC-89882-16	6617140876	9503 Desert Sky Blvd, Plano, TX, 75067	0.48	Name re-cased Street suffix standardised Address re-cased City re-cased+4 more
ENR-133743	ENR	Stephanie Chapman	—	—	6256883610	7839 Main St, Gilbert, AZ, 85262	0.48	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+4 more
ENR-111047	ENR	Jacob Aams	—	UHC-55116-75	6324990118	5341 Oak St, Minneapolis, MN, 55456	0.48	Name split from “Last, First”Date of birth unreadable Phone reformatted Street suffix standardised+4 more
ENR-138210	ENR	Juan L Hicks	1960-08-11	UHC-50167-56	—	8082 Hillcrest Rd, Fresno, CA	0.48	Name re-cased Two-digit birth year Member ID reformatted Street suffix standardised+4 more
ENR-108181	ENR	Peter S Cox	1954-07-02	UHC-84520-28	2525044820	9161 Baseline Rd, Tucson, AZ, 85760	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-126606	ENR	Beverly I Baker	1997-08-08	UHC-69779-08	—	5700 Maple Ave # 597, Atlanta, GA	0.48	Name re-cased Date of birth reformatted Unit split from street City re-cased+4 more
ENR-129395	ENR	Amanda Brooks	1966-05-17	UHC-53265-89	3354943327	497 Canyon Rd, Nashville, TN	0.48	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+4 more
ENR-124610	ENR	George E Shaw	1984-10-02	UHC-36004-77	—	6572 Bayshore Dr, Tucson, AZ, 85780	0.48	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+4 more

16,916 rows, page 13 of 339Previous Next