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 “Middle initial moved out of first name”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagMiddle initial moved out of first nameClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-118208	ENR	Ykui M Bell	1965-12-01	UHC-62559-25	3646476692	6643 Oak St, Chandler, AZ, 85219	0.58	Middle initial moved out of first name Phone reformatted Member ID reformatted Street suffix standardised+5 more
ENR-104019	ENR	Aaron M Harper	1938-07-05	UHC-31201-42	2862380558	6894 Pine Dr, Minneapolis, MN, 55450	0.58	Middle initial moved out of first name Name re-cased Date of birth reformatted Phone reformatted+5 more
ENR-133771	ENR	Janet Z Yang	1971-10-02	UHC-47290-18	3858584468	9686 Cedar Ln, Sacramento, CA, 95824	0.58	Middle initial moved out of first name Name re-cased Date of birth reformatted Phone reformatted+5 more
ENR-136280	ENR	Thomas C Chavez	1964-11-24	UHC-88059-40	8137306586	146 Sunset Blvd, Columbus, OH, 43282	0.58	Middle initial moved out of first name Name re-cased Date of birth reformatted Phone reformatted+5 more
ENR-132172	ENR	Jeffrey A Castro	1990-11-05	UHC-34597-03	8813910960	3466 Mountain View Dr, Sacramento, CA, 95896	0.58	Middle initial moved out of first name Name re-cased Date of birth reformatted Phone reformatted+5 more
ENR-124011	ENR	Austin G Alvarado	1970-08-08	UHC-25449-29	3039362540	3546 Highland Ave, Chandler, AZ, 85293	0.58	Name split from “Last, First”Middle initial moved out of first name Two-digit birth year
ENR-103780	ENR	Linda W Henry	1983-07-14	UHC-84983-22	4112687226	7924 Church St, Tampa, FL, 33607	0.60	Middle initial moved out of first name Name re-cased Date of birth reformatted Phone reformatted+4 more
ENR-128287	ENR	Joe F Lucas	1988-09-18	UHC-29310-40	2633564464	8962 Main St, Tempe, AZ, 85259	0.60	Middle initial moved out of first name Name re-cased Date of birth reformatted Street suffix standardised+4 more
ENR-120957	ENR	Juhn E Ramos	1941-03-16	UHC-03305-70	4482304692	8029 Park Pl, San Antonio, TX, 78277	0.60	Middle initial moved out of first name Name re-cased Date of birth reformatted Phone reformatted+4 more
ENR-116430	ENR	Samuel C Kelley	1955-07-10	UHC-55006-25	7046110385	6204 Union St, Orlando, FL, 32816	0.60	Middle initial moved out of first name Name re-cased Date of birth reformatted Phone reformatted+4 more
ENR-129698	ENR	Hiroshi G Rivera	1952-01-23	UHC-30776-85	8885005013	5321 River Rd, Orlando, FL, 32859	0.60	Middle initial moved out of first name Name re-cased Date of birth reformatted Phone reformatted+4 more
ENR-114152	ENR	Joe N Gilbert	1955-07-08	UHC-26332-03	7267466952	1573 Union St, Fresno, CA, 93742	0.60	Middle initial moved out of first name Name re-cased Date of birth reformatted Phone reformatted+4 more
ENR-117391	ENR	Kimberly F Lawson	1977-01-25	UHC-30977-89	9074303047	4007 River Rd, Denver, CO, 80298	0.60	Middle initial moved out of first name Name re-cased Date of birth reformatted Street suffix standardised+4 more
ENR-120529	ENR	Janet T Hoffman	1977-04-21	UHC-00217-94	—	9782 Valley View Dr, Dallas, TX, 75231	0.60	Middle initial moved out of first name Name re-cased Date of birth reformatted Street suffix standardised+4 more
ENR-118439	ENR	Loggan I Robinson	1960-07-13	UHC-41049-44	9173299270	9414 Church St, Las Vegas, NV, 89118	0.60	Middle initial moved out of first name Name re-cased Phone reformatted Member ID reformatted+4 more
ENR-128785	ENR	Christine W Singh	1971-02-03	UHC-80809-93	2526413605	835 Main St, Tempe, AZ, 85255	0.60	Middle initial moved out of first name Name re-cased Date of birth reformatted Street suffix standardised+4 more
ENR-126182	ENR	Mason B Stewart	1961-06-25	UHC-38574-16	3233545682	6930 Sunset Blvd, Sacramento, CA, 95875	0.60	Middle initial moved out of first name Name re-cased Date of birth reformatted Phone reformatted+4 more
ENR-126235	ENR	Albert E Dean	1990-11-20	UHC-88054-86	5273213288	5601 Market St, Sacramento, CA, 95829	0.60	Middle initial moved out of first name Name re-cased Date of birth reformatted Phone reformatted+4 more
ENR-129475	ENR	Philip I Hanson	1996-01-09	UHC-81956-03	9847546213	4609 Spring St, Eden Prairie, MN, 55373	0.60	Middle initial moved out of first name Name re-cased Date of birth reformatted Phone reformatted+4 more
ENR-127045	ENR	Mary E Prike	1946-09-18	UHC-79267-93	5314924067	4950 Union St, San Antonio, TX, 78285	0.60	Middle initial moved out of first name Name re-cased Date of birth reformatted Street suffix standardised+4 more
ENR-106291	ENR	Mateo V Perkins	2004-11-20	UHC-15495-94	3846192115	8531 Ridge Rd, Nashville, TN, 37270	0.60	Middle initial moved out of first name Name re-cased Phone reformatted Street suffix standardised+4 more
ENR-114510	ENR	Robert Q Collins	1952-01-11	UHC-33675-90	9125616549	626 Spring St, Sacramento, CA, 95859	0.60	Middle initial moved out of first name Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-131487	ENR	Joshua D Wagner	1939-06-04	UHC-39831-74	7076156058	6809 Market St, San Diego, CA, 92175	0.60	Middle initial moved out of first name Name re-cased Phone reformatted Street suffix standardised+4 more
ENR-103073	ENR	Sharon A Garza	1965-03-01	UHC-87804-96	4345597683	6519 Union St, Denver, CO, 80247	0.60	Middle initial moved out of first name Name re-cased Date of birth reformatted Phone reformatted+4 more
ENR-128595	ENR	Zachaary S Schmidt	1956-03-03	UHC-39649-87	5389724331	9274 Canyon Rd, Houston, TX, 77067	0.60	Middle initial moved out of first name Name re-cased Date of birth reformatted Phone reformatted+4 more
ENR-118527	ENR	Robert Z Jensen	2007-07-06	UHC-59264-90	4962551741	396 Apache Blvd, Nashville, TN, 37228	0.60	Middle initial moved out of first name Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-103468	ENR	Samantha T West	1943-12-24	UHC-38587-30	5536641665	303 Cedar Ln, Dallas, TX, 75299	0.60	Middle initial moved out of first name Name re-cased Date of birth reformatted Phone reformatted+4 more
ENR-104283	ENR	Diego U Willis	1976-12-04	UHC-87330-63	3998853867	5065 Ocean Ave, Chandler, AZ, 85274	0.60	Middle initial moved out of first name Name re-cased Date of birth reformatted Phone reformatted+4 more
ENR-104284	ENR	Diego U Willis	1976-12-04	UHC-87330-63	3998853867	5065 Ocean Ave, Chandler, AZ, 85274	0.60	Middle initial moved out of first name Name re-cased Date of birth reformatted Phone reformatted+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-102300	ENR	Joan O Larson	1998-08-21	UHC-90608-23	2823842901	605 Oak St, Tampa, FL, 33666	0.60	Middle initial moved out of first name Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-138462	ENR	Carolyn R Ortega	1998-06-15	UHC-89704-73	2495826222	8513 Sage Ct, Charlotte, NC, 28218	0.60	Middle initial moved out of first name Date of birth reformatted Phone reformatted Street suffix standardised+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-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-116317	ENR	Olivia X Pena	1962-11-01	UHC-64907-39	4994022698	3732 Lake View Rd, Las Vegas, NV, 89186	0.60	Middle initial moved out of first name Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-107295	ENR	Mason D Ryan	1990-04-02	—	5065248906	5688 Pine Dr, Chandler, AZ, 85297	0.60	Middle initial moved out of first name Name re-cased Phone reformatted Street suffix standardised+4 more
ENR-118564	ENR	Gabriel D Cloe	2007-05-03	UHC-91900-15	—	373 Cedar Ln, Houston, TX, 77062	0.62	Middle initial moved out of first name Name re-cased Street suffix standardised Address re-cased+3 more
ENR-119049	ENR	Raymond Y Ward	1973-06-13	UHC-67172-96	4636369559	3959 Sunset Blvd, Las Vegas, NV, 89197	0.62	Middle initial moved out of first name Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-127707	ENR	Madison I Fisher	1940-11-14	UHC-88122-62	—	2191 River Rd, Tampa, FL, 33675	0.62	Middle initial moved out of first name Name re-cased Street suffix standardised Address re-cased+3 more
ENR-110532	ENR	Brian C Schmidt	1958-10-15	—	5882885313	1569 Sunset Blvd, Tempe, AZ, 85296	0.62	Middle initial moved out of first name Name re-cased Date of birth reformatted Phone reformatted+3 more
ENR-122132	ENR	Larry V Cunningham	1981-10-10	UHC-55343-96	3823770299	2368 Canyon Rd, Tucson, AZ, 85721	0.62	Middle initial moved out of first name Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-132951	ENR	Stephanie K Ramos	1977-02-18	UHC-12597-01	—	282 Highland Ave, Tampa, FL, 33605	0.62	Middle initial moved out of first name Name re-cased Date of birth reformatted Street suffix standardised+3 more
ENR-100633	ENR	Debra W Davis	1986-02-13	UHC-91305-53	8346478281	1252 Church St, Orlando, FL, 32862	0.62	Middle initial moved out of first name Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-104484	ENR	Baker F Roy	1990-07-17	UHC-57070-14	2556490367	3701 Washington St, Tampa, FL, 33607	0.62	Middle initial moved out of first name Name re-cased Date of birth reformatted Phone reformatted+3 more
ENR-118171	ENR	Alexis F Peterson	1971-06-13	UHC-41655-03	2862788240	3155 Camelback Rd, Austin, TX, 78766	0.62	Middle initial moved out of first name Name re-cased Phone reformatted Street suffix standardised+3 more
ENR-106241	ENR	Amanda P Ward	1970-02-23	UHC-44504-28	3816714921	177 Park Pl, Columbus, OH, 43278	0.62	Middle initial moved out of first name Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-128679	ENR	Andrew K Tucker	1980-06-07	UHC-92091-72	8538245953	336 Indian School Rd, Sacramento, CA, 95842	0.62	Middle initial moved out of first name Name re-cased Phone reformatted Street suffix standardised+3 more
ENR-126114	ENR	Daniel R Ellliott	1944-03-10	UHC-52792-25	8264030069	8182 Washington St, San Diego, CA, 92172	0.62	Middle initial moved out of first name Name re-cased Date of birth reformatted Phone reformatted+3 more
ENR-112474	ENR	Madison Z Mendez	1988-10-11	UHC-71301-92	4598043383	8233 Bayshore Dr, Dallas, TX, 75257	0.62	Middle initial moved out of first name Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-123035	ENR	Jerry L Jenkins	1965-07-13	UHC-66005-72	6953877776	4174 Pine Dr, Tampa, FL, 33627	0.62	Middle initial moved out of first name Name re-cased Date of birth reformatted Phone reformatted+3 more

756 rows, page 7 of 16Previous Next