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-125611	ENR	Kelly V Greene	1963-12-04	UHC-79987-73	3306264325	6586 Market St, Las Vegas, NV	0.50	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-117609	ENR	Russell S Bailey	1987-04-01	UHC-87909-52	4224240293	4758 Maple Ave, Chandler, AZ, 85276	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+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-134082	ENR	Melissa S Hicks	1954-01-18	UHC-05893-60	7853754493	8011 Central Ave, Tempe, AZ, 85266	0.50	Middle initial moved out of first name Date of birth reformatted Phone reformatted City re-cased+3 more
ENR-131659	ENR	Olivia Cole	1982-06-23	UHC-64377-81	5763539617	915 Valley View Dr, Tampa, FL, 33659	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-141659	ENR	Omar O Vasquez	1948-02-20	UHC-98026-90	3389128104	2352 Spring St, Atlanta, GA, 30349	0.50	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+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-101980	ENR	Alice X Le	1943-10-22	UHC-49554-66	5785317456	845 Bayshore Dr, Charlotte, NC, 28234	0.50	Name split from “Last, First”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-142009	ENR	Lisa Knight	—	UHC-55792-79	4128534894	2320 Palm Dr, Dallas, TX, 75215	0.50	Name re-cased Date of birth unreadable Phone reformatted 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-132237	ENR	Randy U Fox	1941-10-24	UHC-87702-57	4125287256	8737 Valley View Dr, Minneapolis, MN	0.50	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+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-101086	ENR	Shirley Santiago	1957-01-23	UHC-02122-89	6385260045	4627 Apache Blvd, Tempe, AZ	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-111433	ENR	Jennifer H McCoy	1993-09-28	UHC-33786-54	6588741586	7647 Sunset Blvd, Dallas, TX, 75241	0.50	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-113130	ENR	Heather T Cox	1991-04-26	UHC-00078-47	5762936904	5992 Apache Blvd, Las Vegas, NV, 89143	0.50	Middle initial moved out of first name Date of birth reformatted Phone reformatted SSN last four extracted+3 more
ENR-132528	ENR	Randy Dunn	1998-10-09	UHC-86655-21	4626535238	1915 Ocean Ave # 657, Jacksonville, FL, 32243	0.50	Name re-cased Two-digit birth year Phone reformatted Unit split from street+3 more
ENR-118077	ENR	Vincent H Mills	1977-06-11	UHC-69802-96	4602437886	2548 Market St, Glendale, AZ, 85309	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-101769	ENR	Jose B Olson	2003-05-28	UHC-32021-76	9768270409	5299 Elm St, Jacksonville, FL	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-104885	ENR	Alexander J Marshall	1969-09-02	UHC-93972-26	9455477468	9664 Highland Ave, Dallas, TX, 75230	0.50	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+3 more
ENR-127491	ENR	Patrick Q Henderson	1968-09-17	UHC-63091-04	7089560937	5981 Park Pl, Tampa, FL, 33645	0.50	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+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-108721	ENR	Singh S Brenda	1999-05-10	UHC-58435-51	6762420877	7872 Indian School Rd, Glendale, AZ, 85389	0.50	Phone reformatted Street suffix standardised Address re-cased State name converted to code+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-134800	ENR	Cheryl Hernandez	1999-11-11	UHC-59365-23	2177932044	275 Park Pl # 704, Atlanta, GA, 30376	0.50	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-131226	ENR	Laurn L Johnston	1983-11-27	UHC-59566-95	6783463128	7541 Mountain View Dr Apt 20, San Antonio, TX, 78201	0.50	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-125912	ENR	Jack A Wallace	1997-11-15	UHC-74691-10	8824500777	2153 Elm St, Gilbert, AZ, 85290	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-115812	ENR	Lauren Olsno	1990-03-18	UHC-21681-25	6442761521	3523 Indian School Rd, Jacksonville, FL, 32260	0.50	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-142976	ENR	Amanda M Arnold	1995-04-08	UHC-03979-01	5357008100	5631 Sage Ct, Eden Prairie, MN	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-121485	ENR	Barbara R Diaz	1981-12-13	UHC-33594-96	3624880523	8743 Oak St, Gilbert, AZ, 85299	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-107167	ENR	Cheryl M Hill	1949-12-23	UHC-69418-07	7959883143	3321 Mountain View Dr, Chandler, AZ, 85213	0.50	Name split from “Last, First”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-115609	ENR	John Y Sanders	1999-07-08	UHC-07416-24	2016376492	7846 Mountain View Dr, Plano, TX, 75075	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-102472	ENR	Pamela Ruiz	—	UHC-56632-98	8947061618	2604 Baseline Rd, Gilbert, AZ, 85256	0.50	Name split from “Last, First”Date of birth unreadable Phone reformatted Street suffix standardised+3 more
ENR-113031	ENR	Elijah Hanson	2003-03-04	UHC-11708-39	2764045252	119 Indian School Rd Apt 8, Jacksonville, FL, 32200	0.50	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+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-119701	ENR	Anthony Ross	1940-11-24	UHC-19608-19	4488891620	9648 Highland Ave # 746, Las Vegas, NV, 89142	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+3 more
ENR-100464	ENR	Ralph B Little	1941-02-04	UHC-15915-54	8487806162	3843 Elm St, Tucson, AZ	0.50	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-108697	ENR	Gerrald Banks	2008-05-13	UHC-39464-74	2188807953	8023 Oak St, Chandler, AZ	0.50	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+3 more
ENR-102242	ENR	Michael Clark	2006-12-17	UHC-54207-07	6495472215	4197 Washington St # 167, Nashville, TN, 37262	0.50	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+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-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-127926	ENR	Chris U Ferguson	2003-09-16	UHC-41567-67	7735311242	541 Sage Ct, Fresno, CA, 93728	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-130310	ENR	Brittany Tucker	1999-05-07	UHC-67588-05	7143458723	6765 Central Ave, Los Angeles, CA, 90078	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-139110	ENR	Scott Martin	2006-07-10	UHC-42759-81	7247411792	3618 Cedar Ln, Dallas, TX, 75214	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-100085	ENR	Sara R Moore	1951-12-04	UHC-46190-75	3209663925	2308 Park Pl # 539, Phoenix, AZ, 85023	0.50	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+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

28,181 rows, page 38 of 564Previous Next