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 “Gender normalised”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagGender normalisedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-114156	ENR	Bryan West	—	UHC-06733-87	9818814683	5578 Main St, Minneapolis, MN, 55420	0.54	Date of birth unreadable Street suffix standardised Address re-cased Email lower-cased+1 more
ENR-139720	ENR	Steven M Griffin	2008-09-14	UHC-95954-44	—	1826 Central Ave, Sacramento, CA, 95839	0.54	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-126812	ENR	Ahmed Reid	1947-12-15	UHC-00042-25	9192352753	3342 Grand Ave, Glendale, AZ	0.54	Street suffix standardised Address re-cased ZIP missing Gender normalised+1 more
ENR-114339	ENR	Mariana T McDonald	1963-02-15	UHC-89548-26	3913192929	6528 Sunset Blvd, Minneapolis, MN, 55459	0.54	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
ENR-139674	ENR	Gary Wagner	1964-06-27	UHC-71648-57	8843414597	7160 Desert Sky Blvd, San Antonio, TX, 78261	0.54	Two-digit birth year Phone reformatted State name converted to code Gender normalised+1 more
ENR-116253	ENR	Marcus B Cooper	1952-08-23	UHC-91372-60	8107917210	1213 Indian School Rd, Glendale, AZ, 85315	0.54	Name split from “Last, First”Street suffix standardised Address re-cased State code upper-cased+1 more
ENR-109412	ENR	Sara L Fields	—	UHC-44926-42	—	1134 Union St, Austin, TX, 78707	0.54	Name re-cased Date of birth unreadable Phone missing area code Gender normalised+1 more
ENR-104840	ENR	Diane Y Robinson	1940-05-24	UHC-27610-05	—	6707 Spring St # 180, Orlando, FL, 32806	0.54	Unit split from street Street suffix standardised Address re-cased Gender normalised+1 more
ENR-100449	ENR	Keyla Coleman	1975-01-03	UHC-81024-35	6152551314	1530 Apache Blvd, Tampa, FL, 33606	0.54	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
ENR-119500	ENR	Austin Wood	—	UHC-01868-34	—	5714 Cedar Ln, Atlanta, GA, 30356	0.54	Name split from “Last, First”Date of birth unreadable Gender normalised Whitespace trimmed+1 more
ENR-100916	ENR	Dylan B Scott	1971-07-22	UHC-89866-96	5498214267	450 Pine Dr, Houston, TX, 77048	0.54	Name split from “Last, First”Phone reformatted SSN last four extracted Gender normalised+1 more
ENR-112718	ENR	Joshua B Hoffman	—	UHC-75819-13	—	4968 Indian School Rd, Austin, TX, 78725	0.54	Name re-cased Date of birth missing Phone missing area code Gender normalised+1 more
ENR-106579	ENR	Andrew V Reyes	1977-12-22	UHC-82778-20	7628617286	6345 Ridge Rd, Eden Prairie, MN, 55368	0.54	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-118134	ENR	Linda Z Vargas	1986-06-11	UHC-27818-16	9188099494	9669 Mountain View Dr # 288, Scottsdale, AZ, 85205	0.54	Unit split from street Street suffix standardised Address re-cased Gender normalised+1 more
ENR-137400	ENR	Emma Y Alvarez	1980-08-14	UHC-46560-03	6956728941	1553 Bayshore Dr, Houston, TX, 77098	0.54	Name re-cased Two-digit birth year State name converted to code Email lower-cased+1 more
ENR-128354	ENR	Juan H Gonzalez	1998-07-01	UHC-25304-69	—	1356 Baseline Rd, Glendale, AZ, 85316	0.54	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
ENR-107588	ENR	Kelly Wong	2007-06-01	UHC-18814-73	5664562492	7943 Pine Dr, Dallas, TX	0.54	Street suffix standardised Address re-cased ZIP missing Gender normalised+1 more
ENR-139067	ENR	Christian Duncan	1986-08-20	UHC-25272-99	4623183349	2753 Mountain View Dr, Los Angeles, CA, 90002	0.54	Name split from “Last, First”Two-digit birth year Phone reformatted Email lower-cased+1 more
ENR-130893	ENR	Steven Hunt	—	UHC-31698-06	—	2211 Willow Ct, Charlotte, NC, 28208	0.54	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+1 more
ENR-118203	ENR	William W Thomas	1963-02-12	UHC-69152-82	—	6444 Ridge Rd, Scottsdale, AZ, 85280	0.54	Name re-cased Phone missing area code State name converted to code Gender normalised+1 more
ENR-110415	ENR	Bradley X Robinson	1985-07-17	UHC-47589-10	7894143744	5501 Sunset Blvd, Tampa, FL, 33681	0.54	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-138197	ENR	Diane Diaz	—	—	—	3673 Ocean Ave, Atlanta, GA, 30336	0.54	Date of birth unreadable Street suffix standardised Address re-cased Gender normalised+1 more
ENR-120781	ENR	Edwad Santiago	1961-01-24	UHC-06807-55	9312845963	8477 Baseline Rd, Tempe, AZ, 85299	0.54	Street suffix standardised Address re-cased ZIP+4 trimmed Gender normalised+1 more
ENR-115214	ENR	Hannah Andrews	1987-09-21	UHC-15893-43	2962932989	9390 Palm Dr, Sacramento, CA	0.54	Name split from “Last, First”State code upper-cased ZIP missing Gender normalised+1 more
ENR-118975	ENR	Phillip L Barnes	2005-01-26	UHC-12496-07	8088462056	2781 Indian School Rd, Denver, CO, 80279	0.54	Two-digit birth year Phone reformatted State name converted to code Gender normalised+1 more
ENR-113719	ENR	Amy Yang	2002-08-10	UHC-84531-10	4735748930	1529 Market St, Fresno, CA, 93761	0.54	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-119745	ENR	Bobby Bowman	1956-08-05	UHC-05130-58	2445047058	362 Indian School Rd Apt 32, Las Vegas, NV, 89191	0.54	Name split from “Last, First”Phone reformatted Unit split from street Gender normalised+1 more
ENR-112449	ENR	Jerry Anderson	2006-12-25	UHC-02296-66	7557009346	5218 Lake View Rd, San Antonio, TX, 78227	0.56	Street suffix standardised Address re-cased State name converted to code Gender normalised
ENR-117256	ENR	Sara S Espinoza	1997-01-27	UHC-90159-04	7938200340	5773 Central Ave, Los Angeles, CA, 90072	0.56	Name split from “Last, First”Two-digit birth year Email lower-cased Gender normalised
ENR-119476	ENR	Johnny Henry	1944-01-19	UHC-67530-07	8532614998	9524 Desert Sky Blvd Apt 10, Atlanta, GA, 30391	0.56	Phone reformatted Unit split from street ZIP+4 trimmed Gender normalised
ENR-107353	ENR	Vargas A Mark	1982-06-13	UHC-25967-45	6382418379	7658 Oak St, Phoenix, AZ, 85019	0.56	Name split from “Last, First”Two-digit birth year Gender normalised Placeholder values cleared
ENR-135961	ENR	Philip Q Valdez	2002-07-04	UHC-98601-37	6855070551	5651 Ridge Rd, Los Angeles, CA, 90090	0.56	Name split from “Last, First”Phone reformatted ZIP+4 trimmed Gender normalised
ENR-111695	ENR	Betsy Soto	1942-07-20	UHC-24398-25	—	4815 Valley View Dr, Tampa, FL, 33658	0.56	Phone missing area code Street suffix standardised Address re-cased Gender normalised
ENR-117587	ENR	Camila B Snyder	1951-11-11	UHC-68703-09	3255531780	8443 Valley View Dr, Austin, TX, 78762	0.56	Name re-cased Two-digit birth year State name converted to code Gender normalised
ENR-124583	ENR	Jeffrey Moore	1985-05-28	UHC-66663-74	—	7212 Oak St, Miami, FL, 33171	0.56	Phone missing area code ZIP+4 trimmed Gender normalised Placeholder values cleared
ENR-107317	ENR	Jacqueline Reynolds	1982-11-20	UHC-88771-87	2869903127	5254 Main St, Las Vegas, NV, 89174	0.56	Name split from “Last, First”ZIP+4 trimmed Gender normalised Whitespace trimmed
ENR-113525	ENR	—Junk	1995-08-28	UHC-81219-28	—	7640 Spring St, Scottsdale, AZ, 85290	0.56	Street suffix standardised Address re-cased Gender normalised No usable name (quarantined)
ENR-140079	ENR	Ethan Ramos	1996-07-20	UHC-82654-90	5419892694	6394 Main St, Eden Prairie, MN, 55327	0.56	Two-digit birth year Street suffix standardised Address re-cased Gender normalised
ENR-129975	ENR	Harris Charlotte	1983-09-03	UHC-33150-54	8834642315	8326 Lake View Rd, Miami, FL, 33190	0.56	SSN last four extracted Street suffix standardised Address re-cased Gender normalised
ENR-140130	ENR	Kathryn Ray	—	UHC-54991-21	9389458983	9164 Apache Blvd, San Diego, CA, 92175	0.56	Date of birth missing Street suffix standardised Address re-cased Gender normalised
ENR-125226	ENR	Diego E Renolds	1965-08-28	UHC-43474-86	7816791916	3944 Market St, Phoenix, AZ, 85056	0.56	Phone reformatted SSN last four extracted State name converted to code Gender normalised
ENR-131697	ENR	Paul J Singh	1983-03-04	UHC-57553-42	6305054718	5711 Union St Apt 25, Seattle, WA, 98186	0.56	SSN last four extracted Unit split from street State code upper-cased Gender normalised
ENR-131696	ENR	Paul J Singh	1983-03-04	UHC-57553-42	6305054718	5711 Union St Apt 25, Seattle, WA, 98186	0.56	SSN last four extracted Unit split from street State code upper-cased Gender normalised
ENR-136869	ENR	Sandra Mendoza	—	UHC-30072-32	—	2553 Apache Blvd, Sacramento, CA, 95813	0.56	Date of birth unreadable Street suffix standardised Address re-cased Gender normalised
ENR-120868	ENR	Camila A Marshall	—	UHC-89742-06	3347020523	6341 Baseline Rd, Phoenix, AZ, 85066	0.56	Date of birth unreadable State name converted to code Gender normalised Whitespace trimmed
ENR-137741	ENR	John Banks	1954-12-04	UHC-23402-48	2033575143	6295 Jefferson Ave, Houston, TX, 77006	0.56	Street suffix standardised Address re-cased ZIP+4 trimmed Gender normalised
ENR-122641	ENR	Frances N Moreno	1978-09-23	UHC-65118-03	—	3535 Grand Ave, Tempe, AZ, 85289	0.56	Phone missing area code Street suffix standardised Address re-cased Gender normalised
ENR-108547	ENR	Joan Estrada	1989-09-22	UHC-34172-38	7264451391	5173 Highland Ave # 435, Nashville, TN, 37298	0.56	Phone reformatted Unit split from street ZIP+4 trimmed Gender normalised
ENR-128312	ENR	Andrea Y Grant	1989-02-09	UHC-84060-65	6242416008	4241 Baseline Rd, Dallas, TX, 75270	0.56	Phone reformatted State name converted to code ZIP+4 trimmed Gender normalised
ENR-101691	ENR	Lisa G Soto	1954-12-01	UHC-72865-77	9312285367	8026 Bayshore Dr, Miami, FL, 33186	0.56	Phone reformatted SSN last four extracted ZIP+4 trimmed Gender normalised

7,326 rows, page 51 of 147Previous Next