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 “Phone reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPhone reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-110956	ENR	Diego D Nguyen	1985-12-09	UHC-13195-60	3068492793	7290 Hillcrest Rd, Tempe, AZ, 85278	0.52	Name split from “Last, First”Phone reformatted State name converted to code Gender normalised+2 more
ENR-114708	ENR	Beverly L Wilson	1994-07-13	UHC-95133-67	6424395390	554 Pine Dr, Atlanta, GA, 30349	0.52	Name split from “Last, First”Middle initial moved out of first name Date of birth reformatted Phone reformatted+2 more
ENR-129453	ENR	Alexis Ross	2001-04-24	UHC-76669-06	8743808836	2335 Baseline Rd Apt 19, Atlanta, GA, 30386	0.52	Two-digit birth year Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-130122	ENR	Natalie Payne	1972-03-19	UHC-54535-12	5883360794	3159 Maple Ave, Columbus, OH, 43268	0.52	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-137499	ENR	Billy L Ford	—	UHC-13141-01	4184924143	5605 Sunset Blvd, Tempe, AZ, 85247	0.52	Date of birth missing Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-131771	ENR	Nathan T Ward	1943-08-19	UHC-63876-99	6962544629	1774 Bayshore Dr, Gilbert, AZ	0.52	Two-digit birth year Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-140174	ENR	Nancy Le	1985-02-27	UHC-53754-11	6362354894	9375 Washington St, Scottsdale, AZ	0.52	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-111624	ENR	Alice Fox	—	UHC-49138-69	7556918267	4968 Mountain View Dr, Charlotte, NC	0.52	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-108975	ENR	Zachary Wallace	1994-02-09	UHC-31902-21	2969309719	7504 Ridge Rd, Miami, FL, 33109	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-100043	ENR	Julie G Carter	1979-07-02	UHC-96665-30	5939060630	1136 Desert Sky Blvd, Charlotte, NC, 28292	0.52	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-102106	ENR	Brittany V Contreras	1961-08-02	UHC-96678-57	5372095027	4487 Pine Dr, Nashville, TN, 37283	0.52	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-140003	ENR	Elijah N Jensen	1939-08-12	UHC-95595-94	8934204656	8686 Harbor Blvd, Houston, TX, 77009	0.52	Name split from “Last, First”Phone reformatted SSN last four extracted Street suffix standardised+2 more
ENR-107473	ENR	Olivia Chavez	1973-01-15	UHC-71126-91	6156628928	5964 Meadow Ln, Atlanta, GA, 30371	0.52	Name re-cased Two-digit birth year Phone reformatted SSN last four extracted+2 more
ENR-104741	ENR	Aaron Brown	2000-01-02	UHC-60711-09	5939337885	1818 Elm St, Sacramento, CA, 95859	0.52	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-100649	ENR	Angela Palmer	1967-07-24	UHC-70076-87	7597020119	8072 Church St, Mesa, AZ	0.52	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-118770	ENR	Ralph Reed	1978-06-03	UHC-28797-29	3289065305	6164 Main St, Nashville, TN, 37205	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-136258	ENR	Margaret R Cook	1996-09-07	UHC-09865-45	6703615197	8085 Grand Ave # 180, Orlando, FL, 32845	0.52	Name split from “Last, First”Phone reformatted Member ID reformatted Unit split from street+2 more
ENR-117737	ENR	Eugene T Hanson	1955-06-03	UHC-51392-83	7994356982	4699 Washington St, Atlanta, GA, 30324	0.52	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-110439	ENR	Randy L Murphy	1944-02-26	UHC-31162-50	8496614340	243 Central Ave, Charlotte, NC, 28250	0.52	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-133873	ENR	Amy J Jacobs	1952-01-01	UHC-84427-31	3709816363	5267 Main St, San Diego, CA, 92158	0.52	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+2 more
ENR-135603	ENR	Grace Davis	2000-05-18	UHC-22284-67	6634670721	436 Spring St, Denver, CO	0.52	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-123404	ENR	Susan Y Herrera	—	UHC-06139-07	6624850951	1060 Meadow Ln, Las Vegas, NV, 89156	0.52	Date of birth missing Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-136204	ENR	Victoria F Clark	1988-04-08	UHC-71043-44	3966356640	9334 Grand Ave, Minneapolis, MN, 55437	0.52	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-131029	ENR	Yukki Elliott	1992-02-18	UHC-02081-19	5678289868	4413 Church St, Chandler, AZ, 85273	0.52	Name split from “Last, First”Date of birth reformatted Phone reformatted State name converted to code+2 more
ENR-103791	ENR	Christina D Crawford	1956-06-26	UHC-10362-89	4245444443	5106 Desert Sky Blvd, Eden Prairie, MN, 55310	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-142725	ENR	Santiago W McDonald	—	UHC-59608-33	6896673729	6607 Jefferson Ave, Miami, FL, 33176	0.52	Name split from “Last, First”Date of birth unreadable Phone reformatted Street suffix standardised+2 more
ENR-100146	ENR	Anna H McDonald	1972-03-16	UHC-61383-31	7837594369	5798 Union St, Los Angeles, CA, 90015	0.52	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-114865	ENR	Judith M Fox	1948-03-11	UHC-81588-93	4246330248	3009 Mountain View Dr, Minneapolis, MN	0.52	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-139962	ENR	Sara N Alvarado	2003-01-03	UHC-48967-87	8239092793	3430 Desert Sky Blvd, Houston, TX	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-112425	ENR	Etan Alvraez	1955-12-04	UHC-95573-58	9707017180	349 Mountain View Dr, Nashville, TN, 37269	0.52	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-104502	ENR	Timothy Hamilton	1952-01-26	UHC-90711-45	8204608804	6114 Church St, Eden Prairie, MN, 55359	0.52	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-110970	ENR	Alexander I Shaw	1938-03-04	UHC-11225-39	4905439961	5813 Market St, Orlando, FL	0.52	Middle initial moved out of first name Date of birth reformatted Phone reformatted ZIP missing+2 more
ENR-114586	ENR	King Sofia	1959-10-18	UHC-08034-30	4546029507	1813 Valley View Dr Apt 31, Scottsdale, AZ, 85248	0.52	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-117606	ENR	Emily X Willis	2001-01-12	UHC-12444-58	2564537672	1859 Market St, Miami, FL, 33168	0.52	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-101409	ENR	Olivia I Carrr	1950-07-25	—	6778441730	3834 Forest Ave Apt 20, Jacksonville, FL, 32222	0.52	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-118078	ENR	Joshua O Lawson	1965-11-09	—	5304886448	7160 Apache Blvd, Denver, CO	0.52	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-126267	ENR	XJunk	1994-02-07	UHC-72104-05	8603519447	8276 Spring St, Las Vegas, NV	0.52	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-126268	ENR	XJunk	1994-02-07	UHC-72104-05	8603519447	8276 Spring St, Las Vegas, NV	0.52	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-122321	ENR	Sara C Burton	—	UHC-23295-30	4926145177	9018 Bayshore Dr, Gilbert, AZ, 85285	0.52	Name split from “Last, First”Date of birth unreadable Phone reformatted Street suffix standardised+2 more
ENR-120562	ENR	Anna C Fox	1995-06-05	UHC-77555-18	4938302103	8586 Central Ave, San Diego, CA	0.52	Middle initial moved out of first name Phone reformatted City re-cased ZIP missing+2 more
ENR-108626	ENR	Kevin Boyd	2007-02-20	UHC-41277-68	4229242477	9379 Ridge Rd Apt 30, Columbus, OH	0.52	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-102311	ENR	Kenneth Marshall	—	UHC-85421-07	6645396274	7655 Camelback Rd # 370, Las Vegas, NV, 89190	0.52	Date of birth unreadable Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-109712	ENR	Amber Z Moreno	—	UHC-42609-25	4634784921	7167 Elm St, Chandler, AZ, 85240	0.52	Date of birth missing Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-136287	ENR	Bradley E Lawrence	1991-06-06	UHC-86126-65	8235323645	4747 Desert Sky Blvd, Jacksonville, FL	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-101416	ENR	Martha C Murphy	1950-02-01	UHC-96988-57	6187760369	8376 Camelback Rd, Scottsdale, AZ, 85232	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-138672	ENR	Nicholas V Wood	2001-03-23	UHC-57484-49	4495610991	3622 Oak St, Tampa, FL, 33675	0.52	Name split from “Last, First”Phone reformatted SSN last four extracted Street suffix standardised+2 more
ENR-138527	ENR	Deborah Y Waard	1989-10-07	UHC-37082-41	6374497703	817 Willow Ct, Minneapolis, MN, 55447	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-100549	ENR	Joshua Willis	1945-04-07	UHC-25334-79	4337639259	6663 Oak St Apt 14, Sacramento, CA, 95835	0.52	Name split from “Last, First”Phone reformatted Member ID reformatted Unit split from street+2 more
ENR-140830	ENR	Elizzabeth V Lucas	2008-07-01	UHC-40561-13	8098235084	8572 Sage Ct Apt 37, Plano, TX	0.52	Name re-cased Two-digit birth year Phone reformatted Unit split from street+2 more
ENR-114075	ENR	Ethna Jacobs	1943-12-05	UHC-87152-41	7244354459	8666 Mountain View Dr, Glendale, AZ	0.52	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more

28,181 rows, page 56 of 564Previous Next