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 “Name re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-103621	ENR	Brandon Y Obrrien	1985-10-23	UHC-52239-76	8319827605	2492 Forest Ave, Las Vegas, NV, 89131	0.60	Name split from “Last, First”Name re-cased Date of birth reformatted Phone reformatted+4 more
ENR-112448	ENR	Jerry Anderson	2006-12-25	UHC-02296-66	7557009346	5218 Lake View Rd, San Antonio, TX, 78227	0.60	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
ENR-132753	ENR	Jennifer Sanchez	1947-03-13	UHC-17356-59	7176815041	3948 Canyon Rd, Mesa, AZ, 85254	0.60	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-107160	ENR	Emma S Lopez	1940-08-10	UHC-18654-27	2364020917	9378 Union St, Nashville, TN	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-104064	ENR	Stevens Amber	1992-09-18	UHC-79182-12	7656264037	3816 Mesa Dr, Charlotte, NC, 28233	0.60	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-113265	ENR	Cheryl Y Carroll	1967-02-19	UHC-80042-98	6004780411	6440 Union St, San Antonio, TX, 78213	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-105039	ENR	Wayne M Lawrence	1938-02-18	UHC-40777-26	4917798003	6921 Sage Ct, Jacksonville, FL, 32200	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-127610	ENR	Shirley F Graham	2005-11-13	UHC-24244-75	4215322700	9296 Maple Ave, Sacramento, CA, 95851	0.60	Middle initial moved out of first name Name re-cased Date of birth reformatted Phone reformatted+4 more
ENR-119958	ENR	Amber R Burke	1994-03-09	UHC-16041-55	—	8073 Sunset Blvd, Austin, TX, 78758	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-135270	ENR	Melissa N Bennett	1966-01-21	UHC-74500-76	—	9773 Indian School Rd, Los Angeles, CA	0.60	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+4 more
ENR-111896	ENR	Kathleen V Clark	1999-06-28	UHC-53597-08	6642513912	7249 Spring St, Las Vegas, NV	0.60	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-116384	ENR	Kevin P Lewis	1972-06-28	UHC-47662-48	2736147265	772 Willow Ct, Los Angeles, CA, 90065	0.60	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
ENR-123377	ENR	Steve M Guerrero	1966-09-27	UHC-23579-55	6562849300	1690 Union St # 111, San Diego, CA, 92192	0.60	Name re-cased Phone reformatted Unit split from street Street suffix standardised+4 more
ENR-116836	ENR	Robert B Dixon	2000-10-05	UHC-69644-63	5745804447	7749 Meadow Ln, Denver, CO, 80234	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-116255	ENR	Charlie Soto	1980-10-08	UHC-26975-03	3764246105	833 Jefferson Ave, Eden Prairie, MN, 55352	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-109270	ENR	Mark K Fisher	1990-05-05	—	—	585 Spring St Apt 24, Chandler, AZ, 85258	0.60	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+4 more
ENR-109269	ENR	Mark K Fisher	1990-05-05	—	—	585 Spring St Apt 24, Chandler, AZ, 85258	0.60	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+4 more
ENR-142859	ENR	Jeremy Jacobs	1965-10-04	UHC-51630-28	5878285211	4442 Meadow Ln, Seattle, WA, 98134	0.60	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-115815	ENR	Jerry Y Price	1957-10-17	UHC-62204-46	4324037551	563 Desert Sky Blvd, Glendale, AZ, 85340	0.60	Name re-cased Phone reformatted Member ID reformatted SSN last four extracted+4 more
ENR-100485	ENR	Munoz Elizabeth	1982-02-13	UHC-40216-61	—	4165 Willow Ct, Columbus, OH, 43235	0.60	Name re-cased Member ID reformatted SSN last four extracted Street suffix standardised+4 more
ENR-130134	ENR	Kimberly P Gutierrez	2007-02-14	UHC-33455-54	7488836952	7415 Ridge Rd, Jacksonville, FL, 32204	0.60	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+4 more
ENR-125027	ENR	Anthony Weber	1986-11-02	UHC-65934-35	4307245735	1777 River Rd, Mesa, AZ, 85277	0.60	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
ENR-104216	ENR	Terry Rodriugez	1964-02-21	UHC-76538-79	3492659436	2114 Ocean Ave, Fresno, CA, 93791	0.60	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-104217	ENR	Terry Rodriugez	1964-02-21	UHC-76538-79	3492659436	2114 Ocean Ave, Fresno, CA, 93791	0.60	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-137933	ENR	Victoria Nunze	1991-02-24	UHC-10473-09	7912379308	5348 Central Ave, Houston, TX, 77087	0.60	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
ENR-129929	ENR	Randy Stewart	1955-03-05	UHC-05456-20	—	8689 Grand Ave, San Diego, CA, 92137	0.60	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+4 more
ENR-138236	ENR	Evelyn Grant	1977-07-28	UHC-10977-25	5597806749	1772 Mountain View Dr # 232, Minneapolis, MN, 55442	0.60	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
ENR-121532	ENR	Grace U Soto	1948-12-28	UHC-03021-42	—	9467 Harbor Blvd, Chandler, AZ, 85281	0.60	Middle initial moved out of first name Name re-cased Member ID reformatted Street suffix standardised+4 more
ENR-108810	ENR	Megan X Le	1985-01-07	—	3237450606	3665 Washington St, Tampa, FL, 33636	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-132604	ENR	Andrew H Palmer	1939-02-02	UHC-25445-68	4727111552	4190 Meadow Ln, Sacramento, CA	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-115696	ENR	Kimberly I Hunter	1983-09-07	UHC-75741-71	7283996473	3181 Forest Ave, San Antonio, TX, 78290	0.60	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
ENR-117241	ENR	Helen K Morales	1959-10-23	UHC-42089-79	3252917069	3155 Apache Blvd, Los Angeles, CA, 90026	0.60	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
ENR-110022	ENR	Frank M Tarn	1951-05-03	UHC-06995-33	6883038399	1692 Sunset Blvd Apt 27, San Diego, CA, 92149	0.60	Name re-cased Phone reformatted Member ID reformatted Unit split from street+4 more
ENR-107104	ENR	Marcus Spencer	1947-03-27	UHC-75217-26	—	8143 Oak St, Miami, FL, 33127	0.60	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+4 more
ENR-134221	ENR	Russell L Ruiz	1988-10-09	UHC-24684-36	6944616234	5862 Jefferson Ave, Sacramento, CA	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-103159	ENR	Alexis N Nguyen	1960-09-04	UHC-40777-06	4247615077	9279 Forest Ave, Houston, TX, 77040	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-108298	ENR	Billy Lopez	1986-07-01	UHC-13319-91	4766387685	5763 Hillcrest Rd, Gilbert, AZ, 85202	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-107840	ENR	Rachel M West	1951-09-13	UHC-58253-49	2376717144	6249 Harbor Blvd # 352, Houston, TX, 77067	0.60	Middle initial moved out of first name Name re-cased Date of birth reformatted Phone reformatted+4 more
ENR-123322	ENR	Amy Boyd	1941-04-09	UHC-38686-34	5793209927	2242 Indian School Rd, Tampa, FL, 33655	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-141763	ENR	Gary Q Peters	1974-05-07	UHC-57117-44	6122374597	157 Spring St, Columbus, OH, 43230	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-104002	ENR	Ranyd Ward	1980-01-25	UHC-24436-39	7975544450	1813 Union St # 905, Plano, TX, 75009	0.60	Name re-cased Phone reformatted Member ID reformatted Unit split from street+4 more
ENR-115764	ENR	Charlotte Vargas	1977-08-08	UHC-37948-31	9469432870	3912 Harbor Blvd, Minneapolis, MN, 55471	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-116025	ENR	Sarah Sullivan	1968-10-17	UHC-55633-98	3043402380	4140 Highland Ave # 395, San Diego, CA, 92155	0.60	Name re-cased Phone reformatted Unit split from street Street suffix standardised+4 more
ENR-135978	ENR	Hannah Z Palmer	1971-02-15	UHC-66921-31	2983609730	3561 Oak St, Charlotte, NC, 28284	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-108944	ENR	Virginia Clark	1948-02-25	UHC-21787-94	9696052278	670 Sage Ct, Glendale, AZ, 85356	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-112074	ENR	Zachary O Nichols	1973-09-11	UHC-39053-23	6344942060	7771 Harbor Blvd, Atlanta, GA, 30378	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-141931	ENR	Michael C Kim	—	UHC-02686-18	9009701989	351 Union St, Austin, TX, 78787	0.60	Name re-cased Date of birth unreadable Phone reformatted Member ID reformatted+4 more
ENR-132427	ENR	Ahmed Lewis	1992-06-19	UHC-65200-10	8107477113	2645 Forest Ave, Columbus, OH, 43209	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-111417	ENR	Danielle Warren	1978-07-03	UHC-02346-95	2193497984	4650 Maple Ave, Plano, TX, 75033	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-136203	ENR	Kyle D Berry	1974-03-04	UHC-50009-25	7483400614	8080 Jefferson Ave, Chandler, AZ, 85226	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more

17,310 rows, page 49 of 347Previous Next