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 “ZIP+4 trimmed”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagZIP+4 trimmedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-139022	ENR	Joseph Brooks	1949-02-20	UHC-78973-47	4986566407	4944 Lake View Rd, Tampa, FL, 33658	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-113099	ENR	Bryan W Lawson	2006-03-27	UHC-80563-50	6498813937	9354 Pine Dr, Houston, TX, 77071	0.50	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-142298	ENR	Alexis T Nunez	1962-05-04	UHC-93711-09	2929832165	9582 Grand Ave, Denver, CO, 80210	0.50	Middle initial moved out of first name Date of birth reformatted Phone reformatted State name converted to code+3 more
ENR-111107	ENR	Lauren Rberts	1985-08-02	UHC-80177-29	—	2732 Palm Dr, Denver, CO, 80216	0.50	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
ENR-116863	ENR	Eryc Phillips	1951-12-09	UHC-15080-41	6688516313	8796 Ridge Rd, Seattle, WA, 98149	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-136970	ENR	Amy W Greene	1973-10-15	UHC-32627-26	5878699506	2894 Canyon Rd, Austin, TX, 78707	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-123054	ENR	Santiago Jimenez	1956-04-15	UHC-32526-93	9626234592	6514 Central Ave Apt 28, Chandler, AZ, 85260	0.50	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
ENR-135782	ENR	Hart S Michelle	—	UHC-85075-29	5489911708	2271 Lake View Rd, Houston, TX, 77096	0.50	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+3 more
ENR-142445	ENR	Judith V Sandoval	1983-09-26	UHC-66168-19	8722459728	5058 Lake View Rd, Charlotte, NC, 28204	0.50	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
ENR-142159	ENR	Joan P Kelly	2000-02-05	UHC-83052-16	8794305856	3036 Washington St, Gilbert, AZ, 85208	0.50	Two-digit birth year Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
ENR-101863	ENR	Stephhanie A Black	1984-02-20	UHC-71521-26	8072891271	3602 Meadow Ln, Mesa, AZ, 85278	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-137014	ENR	Becky C Hamilton	1954-02-23	UHC-26416-03	2155193615	2665 Indian School Rd, Plano, TX, 75019	0.50	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
ENR-102172	ENR	Martha D Harrison	1980-03-26	UHC-15211-78	6556061026	7138 Lincoln Way, Denver, CO, 80288	0.50	Name re-cased City re-cased State name converted to code ZIP+4 trimmed+3 more
ENR-124822	ENR	Hannah R Ryan	1983-08-14	UHC-82129-98	3147035927	604 Washington St, Minneapolis, MN, 55449	0.50	Middle initial moved out of first name Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-124559	ENR	Marilyn T Reyes	1975-10-22	UHC-73685-77	3649536284	6140 Baseline Rd # 257, Eden Prairie, MN, 55365	0.50	Phone reformatted Member ID reformatted Unit split from street Street suffix standardised+3 more
ENR-125794	ENR	Bruce Bryant	2000-02-16	UHC-90920-70	5849927490	2016 Grand Ave Apt 13, Eden Prairie, MN, 55361	0.50	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-114230	ENR	Jerry G Phillips	1991-05-02	UHC-17758-10	2074126546	1057 Meadow Ln, Charlotte, NC, 28280	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-134354	ENR	Helen C Maldonado	1993-11-23	UHC-15722-40	4666404177	6844 Highland Ave, Charlotte, NC, 28285	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-117538	ENR	Marcus Whitte	1984-02-10	—	—	3172 Main St, Scottsdale, AZ, 85299	0.50	Name re-cased Street suffix standardised Address re-cased State name converted to code+3 more
ENR-113532	ENR	Megan T Garcia	1979-11-28	UHC-85835-94	8296506587	9530 Forest Ave, Austin, TX, 78723	0.50	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
ENR-138189	ENR	Amy K Morrison	1977-02-06	UHC-29243-33	4846396784	4055 Palm Dr, Austin, TX, 78794	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-120386	ENR	Arjun Chavez	1979-07-17	UHC-26292-82	9826161875	3090 Apache Blvd, Tucson, AZ, 85770	0.50	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+3 more
ENR-125208	ENR	Camila E Fowler	1956-08-27	UHC-16999-76	6932846411	8730 River Rd, Eden Prairie, MN, 55369	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-134413	ENR	Tom O Ortiz	2003-10-15	UHC-63591-98	4166854456	2226 Lincoln Way, Eden Prairie, MN, 55300	0.50	Name split from “Last, First”Phone reformatted SSN last four extracted City re-cased+3 more
ENR-138636	ENR	Wayne W Fuller	1986-06-06	UHC-56628-53	5197180552	1113 Camelback Rd, Tucson, AZ, 85774	0.50	Name re-cased Street suffix standardised Address re-cased State name converted to code+3 more
ENR-110942	ENR	Julia Jensen	1958-06-21	UHC-89834-38	3894618707	6824 Broadway, Phoenix, AZ, 85014	0.50	Name split from “Last, First”Date of birth reformatted Member ID reformatted ZIP+4 trimmed+3 more
ENR-116970	ENR	Gerald M Pena	1978-10-23	UHC-42304-14	—	9382 Bayshore Dr # 723, Phoenix, AZ, 85038	0.50	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
ENR-118572	ENR	Jessicca Wang	2003-01-20	UHC-04085-61	4653325459	5652 Meadow Ln, Sacramento, CA, 95839	0.50	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
ENR-103964	ENR	Terry D Lane	1969-03-27	UHC-59619-27	7423245453	2703 Hillcrest Rd, Los Angeles, CA, 90071	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-122804	ENR	Isabella Cook	2003-12-09	UHC-20907-19	4063223680	1808 Elm St, Eden Prairie, MN, 55386	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-138427	ENR	Joseph I Riley	1974-11-28	UHC-21875-34	5145502294	6915 Hillcrest Rd, Gilbert, AZ, 85223	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-136027	ENR	Jessica Snyder	1947-04-25	UHC-52061-50	2045991278	7810 Ocean Ave, Glendale, AZ, 85357	0.50	Name re-cased Phone reformatted Member ID reformatted SSN last four extracted+3 more
ENR-104405	ENR	Mei U Guzman	1948-06-07	UHC-54129-77	4847578175	5967 Grand Ave, Mesa, AZ, 85206	0.50	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
ENR-104667	ENR	Bradley H Wallace	1970-04-28	UHC-69793-41	7449822214	2777 Market St, Minneapolis, MN, 55419	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-116978	ENR	Andrea Cole	2007-01-25	UHC-40033-82	8165347853	7899 Lake View Rd # 510, San Diego, CA, 92172	0.50	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
ENR-105192	ENR	Jennifer B Schmidt	—	UHC-32919-73	5357091043	1207 Washington St, Atlanta, GA, 30360	0.50	Date of birth unreadable Street suffix standardised Address re-cased City re-cased+3 more
ENR-105546	ENR	Frank X Contreras	1959-06-18	UHC-79195-30	6285032006	5259 Spring St, Mesa, AZ, 85274	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-131092	ENR	Wayne V Thomas	2006-10-19	UHC-05470-01	9253166014	5517 Harbor Blvd, Tampa, FL, 33664	0.50	Phone reformatted Street suffix standardised Address re-cased State name converted to code+3 more
ENR-109216	ENR	Denise Santos	1938-08-19	UHC-94172-06	5652734992	8780 Indian School Rd, Tampa, FL, 33662	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-113172	ENR	Mark F Washington	1964-09-02	UHC-44921-94	9122515141	4833 Grand Ave # 987, Phoenix, AZ, 85062	0.50	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-130429	ENR	Dense Young	1969-11-18	UHC-62842-53	5053136925	2167 Desert Sky Blvd, Tempe, AZ, 85268	0.50	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+3 more
ENR-130430	ENR	Dense Young	1969-11-18	UHC-62842-53	5053136925	2167 Desert Sky Blvd, Tempe, AZ, 85268	0.50	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+3 more
ENR-106766	ENR	Cynthia Wheeler	1967-04-23	UHC-95456-05	4642145610	5995 Jefferson Ave, San Antonio, TX, 78256	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-128755	ENR	Lauren I Herny	1963-04-11	UHC-79485-14	7333805644	5723 Park Pl, Glendale, AZ, 85325	0.50	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-121951	ENR	Jerry F Willlis	1999-02-11	UHC-87696-23	4878186751	5985 Camelback Rd, Glendale, AZ, 85396	0.50	Member ID reformatted Street suffix standardised Address re-cased State name converted to code+3 more
ENR-139877	ENR	Douglas Russell	1997-07-01	UHC-42827-25	3455252431	3018 Harbor Blvd, Sacramento, CA, 95872	0.50	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
ENR-113572	ENR	Jose Y Ross	2005-07-10	UHC-02279-47	9205245106	477 Willow Ct Apt 3, Austin, TX, 78727	0.50	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
ENR-115709	ENR	Lawrence Q Ramirez	1998-06-26	UHC-12458-11	5586917924	5181 Desert Sky Blvd, Scottsdale, AZ, 85268	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-103215	ENR	Heather Howard	1954-04-18	UHC-56509-49	8185394398	784 Forest Ave # 867, Houston, TX, 77048	0.50	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
ENR-115882	ENR	Randy Graham	1965-11-03	UHC-32783-43	3702437308	4838 Highland Ave, Fresno, CA, 93785	0.50	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more

3,951 rows, page 15 of 80Previous Next