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 “Placeholder values cleared”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPlaceholder values clearedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-104719	ENR	Alice F Oliver	1972-06-21	UHC-69662-54	5755303758	1841 Forest Ave, Sacramento, CA, 95875	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-127141	ENR	Jacqueline A Jimenez	2005-07-10	UHC-88420-64	2936448764	7921 Cedar Ln, Dallas, TX	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-126088	ENR	Linda Martin	2006-09-27	UHC-16338-39	4667239904	1063 Union St, Dallas, TX, 75262	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-101905	ENR	Olivia S Carroll	1979-07-19	UHC-59310-82	9138838310	3195 Harbor Blvd, Nashville, TN, 37255	0.62	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-120669	ENR	Kelly Montgomery	1962-05-24	UHC-89838-70	3537015695	8917 Valley View Dr, Sacramento, CA	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-100860	ENR	Yuki E Berry	1953-01-02	UHC-79256-52	9734468767	5752 Lincoln Way, Atlanta, GA	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-124894	ENR	Willie O Cruz	1971-07-16	UHC-94163-61	3236039794	—	0.62	Middle initial moved out of first name Name re-cased Two-digit birth year Phone reformatted+3 more
ENR-113447	ENR	Lauren J Butler	1948-12-06	—	—	5532 Sunset Blvd, Seattle, WA, 98139	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
ENR-103922	ENR	Mason M Maartin	1938-09-20	UHC-62733-27	4877911460	8500 Apache Blvd, Tucson, AZ, 85718	0.62	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-115496	ENR	Jessica V Jones	—	UHC-61731-01	5945321428	371 Meadow Ln, Glendale, AZ, 85346	0.62	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+3 more
ENR-115911	ENR	Pamela Hunt	1955-10-25	UHC-33974-06	9553073739	8769 Meadow Ln, Dallas, TX, 75298	0.62	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
ENR-135526	ENR	Kathleen O Fox	1975-03-13	UHC-30454-85	3574216903	7887 Hillcrest Rd, Gilbert, AZ, 85227	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-101278	ENR	Carol J Howard	1947-01-19	UHC-10532-70	9495369996	8380 Central Ave # 270, Sacramento, CA, 95843	0.62	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
ENR-102793	ENR	Brenda H Lee	1945-07-28	UHC-73450-07	—	6710 Central Ave, Glendale, AZ, 85311	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-137183	ENR	Dennis Z Whaeler	1998-07-16	UHC-00478-31	2279085271	1427 Maple Ave, Phoenix, AZ, 85029	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-129796	ENR	Paul L King	1938-01-15	UHC-40438-30	7426528430	327 Ridge Rd, Charlotte, NC, 28241	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-114416	ENR	Jacqueline Gonzales	1959-12-25	UHC-81384-42	4447472885	7284 Union St, Miami, FL	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-138659	ENR	Timothy U Jacobs	1944-08-19	UHC-20013-02	4835536919	2140 Palm Dr, Gilbert, AZ, 85240	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-138660	ENR	Timothy U Jacobs	1944-08-19	UHC-20013-02	4835536919	2140 Palm Dr, Gilbert, AZ, 85240	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-115173	ENR	Ken Santos	—	UHC-35521-44	5226564984	8325 Forest Ave, Atlanta, GA, 30393	0.62	Date of birth unreadable Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-125588	ENR	Joshua N Gardner	1963-05-18	UHC-50880-65	—	6814 Central Ave # 965, Orlando, FL, 32841	0.62	Name re-cased Date of birth reformatted Member ID reformatted Unit split from street+3 more
ENR-116982	ENR	Dorothy D Bishop	1975-12-12	UHC-06383-25	—	8850 Mesa Dr, Houston, TX, 77040	0.62	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-121184	ENR	Jose Fuller	1945-06-04	UHC-75059-81	4246642146	4934 Jefferson Ave, Fresno, CA, 93733	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-136593	ENR	Emam Q Clark	2005-11-07	UHC-74207-75	7826977088	8762 River Rd, Phoenix, AZ	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-102886	ENR	Charlotte Berry	1966-11-20	UHC-48530-99	6178568471	3697 Desert Sky Blvd, Austin, TX, 78711	0.62	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+3 more
ENR-102885	ENR	Charlotte Berry	1966-11-20	UHC-48530-99	6178568471	3697 Desert Sky Blvd, Austin, TX, 78711	0.62	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+3 more
ENR-115307	ENR	Jordan D Rice	1998-12-20	UHC-86786-63	5839810513	8735 Valley View Dr Apt 33, Las Vegas, NV, 89190	0.62	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-127980	ENR	Nicole W Dunn	1987-11-20	UHC-29283-47	9303599981	2594 Harbor Blvd, Charlotte, NC, 28271	0.62	Name re-cased Date of birth reformatted Phone reformatted ZIP+4 trimmed+3 more
ENR-125292	ENR	Sophia Butler	—	UHC-88598-31	4106501981	3012 Market St, Glendale, AZ, 85320	0.62	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+3 more
ENR-118664	ENR	Terry B Griffin	1990-01-10	UHC-30346-05	5068396868	3061 Jefferson Ave, Glendale, AZ, 85355	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-134600	ENR	Dorothy T Wagner	2002-11-17	UHC-05721-97	5252658092	5737 Lake View Rd, Tampa, FL, 33698	0.62	Name re-cased Phone reformatted Member ID reformatted City re-cased+3 more
ENR-127256	ENR	Logan I Griffin	2008-08-07	UHC-21233-88	8079732102	9614 Palm Dr, Columbus, OH, 43213	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-122178	ENR	Julia X Powell	2005-04-04	UHC-59905-63	7674276461	6540 Sunset Blvd, Glendale, AZ, 85355	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-110054	ENR	Edward Rojas	2001-02-15	UHC-51103-02	—	1525 Apache Blvd, Chandler, AZ, 85235	0.62	Member ID reformatted Street suffix standardised Address re-cased State code upper-cased+3 more
ENR-115314	ENR	Aaron O Tucker	1954-06-28	UHC-15352-54	—	8932 Mountain View Dr, Nashville, TN	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-126171	ENR	Harold B Long	1968-04-15	UHC-16295-54	3555180004	5271 Bayshore Dr, Orlando, FL, 32838	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+3 more
ENR-114937	ENR	Mariana B Edwards	1962-05-15	UHC-92193-98	6193700629	5454 Camelback Rd, Jacksonville, FL, 32242	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-130605	ENR	David D Barnes	1972-09-09	UHC-38781-88	3847053053	8997 Pine Dr, Charlotte, NC, 28203	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-108472	ENR	Laura Ray	1945-08-08	UHC-44783-15	8794298326	6445 Lake View Rd, Denver, CO, 80222	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-140964	ENR	Jordan Z Banks	1970-12-22	UHC-10276-84	8409919696	8078 Valley View Dr, San Antonio, TX, 78289	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
ENR-119815	ENR	Rachel Z Stone	1956-06-26	—	4474610540	6213 Washington St, Houston, TX, 77088	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-121767	ENR	Julia T Hansen	1986-07-22	UHC-54398-04	6624891593	2065 Mountain View Dr, Phoenix, AZ, 85019	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-127946	ENR	Mateo V Mendez	1939-09-12	UHC-78940-63	4788862683	1972 Baseline Rd, Eden Prairie, MN, 55335	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-123099	ENR	Arthur K Rojas	1958-06-23	—	3555961573	749 Church St, Miami, FL	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-142092	ENR	Wei L Rogers	1991-09-25	UHC-97411-91	7742378258	9562 Elm St, Orlando, FL, 32889	0.62	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+3 more
ENR-142668	ENR	Barbara Montgmoery	1940-07-04	UHC-47451-46	4798634206	6648 Palm Dr, Eden Prairie, MN, 55310	0.62	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
ENR-119709	ENR	Alan Z Wong	1972-08-15	UHC-15810-46	4606860412	5091 Canyon Rd, Eden Prairie, MN	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-121885	ENR	Janice Gonzales	1941-03-08	UHC-63619-57	4969405807	6691 Mesa Dr, Orlando, FL, 32819	0.62	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+3 more
ENR-124126	ENR	Madison P Watson	2001-01-27	UHC-15705-43	4945429925	3991 Pine Dr, Phoenix, AZ, 85037	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-104999	ENR	Camila V Walsh	1957-04-22	UHC-95340-27	5778404672	238 Market St, Miami, FL, 33187	0.62	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+3 more

16,916 rows, page 61 of 339Previous Next