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

All sources, flag “Phone missing area code”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPhone missing area codeClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-105214	ENR	Richard Z Bradley	1994-10-22	UHC-16054-13	—	3775 Highland Ave, Plano, TX, 75085	0.80	Name re-cased Phone missing area code Member ID reformatted Whitespace trimmed
ENR-111769	ENR	Adma Schmidt	1993-07-24	UHC-60017-86	—	7560 Baseline Rd, Charlotte, NC, 28216	0.80	Name re-cased Date of birth reformatted Phone missing area code City re-cased
PRV-21848	PRV	Mason Wagner	1962-08-16	UHC-02115-55	—	—	0.80	Date of birth reformatted Phone missing area code Whitespace trimmed Placeholder values cleared
ENR-100087	ENR	Armstrong Vincent	1980-04-15	UHC-92198-01	—	2765 Bayshore Dr, Fresno, CA, 93752	0.80	Name re-cased Phone missing area code State code upper-cased Whitespace trimmed
TPA-56875	TPA	Aizha Patel	1941-10-21	—	—	—	0.80	Name re-cased Phone missing area code Whitespace trimmed Placeholder values cleared
ENR-104964	ENR	Doris Matthews	1944-07-09	UHC-22585-01	—	8753 Pine Dr, Orlando, FL, 32880	0.80	Phone missing area code Plan code upper-cased Whitespace trimmed Placeholder values cleared
ENR-112237	ENR	Raymond I Campbell	2002-11-15	UHC-88385-96	—	5500 Ocean Ave, Glendale, AZ, 85328	0.80	Phone missing area code Member ID reformatted Whitespace trimmed Placeholder values cleared
ENR-129626	ENR	Beverly Nunez	2004-02-22	UHC-70757-60	—	9033 Washington St, Minneapolis, MN, 55439	0.80	Date of birth reformatted Phone missing area code Whitespace trimmed Placeholder values cleared
PRV-27545	PRV	Austin V Peterson	1941-12-07	UHC-36139-82	—	879 River Rd, Glendale, AZ, 85300	0.80	Date of birth reformatted Phone missing area code Whitespace trimmed Placeholder values cleared
PRV-28294	PRV	Lucia West	1988-02-09	UHC-68232-57	—	3770 Indian School Rd, Tampa, FL, 33650	0.80	Name re-cased Phone missing area code Whitespace trimmed Placeholder values cleared
ENR-103070	ENR	Hannah L Ryan	1983-12-26	UHC-29381-35	—	406 Palm Dr, Mesa, AZ, 85212	0.80	Name re-cased Date of birth reformatted Phone missing area code Whitespace trimmed
CLM-418249	CLM	Doris Fowler	1962-01-28	UHC-17176-28	—	6725 Lake View Rd, Las Vegas, NV, 89192	0.80	Date of birth reformatted Phone missing area code Whitespace trimmed Placeholder values cleared
PRV-24021	PRV	Anna Alvarez	1944-08-10	UHC-05857-44	—	4436 Willow Ct, Eden Prairie, MN, 55347	0.80	Phone missing area code State code upper-cased Whitespace trimmed Placeholder values cleared
ENR-113236	ENR	Isabella R Chen	2002-12-23	UHC-47581-86	—	5386 Hillcrest Rd, Chandler, AZ, 85282	0.80	Phone missing area code Member ID reformatted Whitespace trimmed Placeholder values cleared
TPA-56470	TPA	Mariana Z Luna	1951-12-20	—	—	—	0.80	Name re-cased Date of birth reformatted Phone missing area code Placeholder values cleared
ENR-101011	ENR	Michelle C Romero	1977-06-07	UHC-13708-40	—	923 Church St, Tampa, FL, 33681	0.80	Phone missing area code Member ID reformatted Whitespace trimmed Placeholder values cleared
ENR-126723	ENR	Mariana A Black	1969-09-18	UHC-20181-42	—	6152 Sunset Blvd, Houston, TX, 77078	0.80	Date of birth reformatted Phone missing area code Email lower-cased Placeholder values cleared
ENR-134285	ENR	Bruce Y Walsh	1968-01-14	UHC-67693-85	—	8801 Grand Ave, Eden Prairie, MN, 55309	0.80	Phone missing area code Member ID reformatted Email lower-cased Whitespace trimmed
CLM-419895	CLM	Susan Bradley	1940-04-18	—	—	9805 Bayshore Dr, Atlanta, GA, 30356	0.80	Date of birth reformatted Phone missing area code Whitespace trimmed Placeholder values cleared
PRV-27701	PRV	Logan Lucas	1974-09-21	UHC-41254-21	—	6921 Harbor Blvd, Plano, TX, 75041	0.80	Name re-cased Date of birth reformatted Phone missing area code Placeholder values cleared
TPA-60430	TPA	Jerry White	1996-12-23	—	—	2285 Sage Ct, Seattle, WA, 98181	0.80	Date of birth reformatted Phone missing area code Whitespace trimmed Placeholder values cleared
CLM-420072	CLM	Christine Olson	1984-12-03	—	—	—	0.80	Name re-cased Phone missing area code Whitespace trimmed Placeholder values cleared
TPA-61337	TPA	Scott B Moreno	1943-03-17	—	—	2645 Park Pl, Sacramento, CA, 95841	0.80	Phone missing area code City re-cased Whitespace trimmed Placeholder values cleared
CLM-427271	CLM	Kyle Myers	1982-01-21	—	—	—	0.80	Date of birth reformatted Phone missing area code Whitespace trimmed Placeholder values cleared
ENR-100883	ENR	Juditth Clark	2005-08-21	UHC-45844-31	—	1289 Elm St, Jacksonville, FL, 32201	0.80	Name re-cased Phone missing area code City re-cased Placeholder values cleared
CLM-427716	CLM	David Griffin	1958-07-13	UHC-59486-30	—	9704 Forest Ave, Scottsdale, AZ, 85264	0.80	Name re-cased Date of birth reformatted Phone missing area code Placeholder values cleared
TPA-63312	TPA	Ray Castillo	1944-12-19	—	—	3054 Central Ave, Nashville, TN, 37289	0.80	Date of birth reformatted Phone missing area code State code upper-cased Placeholder values cleared
TPA-53682	TPA	Vinent Moreno	1975-02-13	—	—	9606 Pine Dr, Jacksonville, FL, 32278	0.80	Name re-cased Phone missing area code Whitespace trimmed Placeholder values cleared
CLM-426903	CLM	Philip M Thomas	1993-02-09	UHC-59106-02	—	—	0.80	Name re-cased Phone missing area code Whitespace trimmed Placeholder values cleared
ENR-101889	ENR	Amanda B Mashall	1952-06-22	UHC-03865-31	—	1064 Ocean Ave, Gilbert, AZ, 85283	0.80	Phone missing area code Member ID reformatted Whitespace trimmed Placeholder values cleared
CLM-411428	CLM	Tyler Rojas	1966-04-24	—	—	2978 Baseline Rd, Mesa, AZ, 85277	0.80	Date of birth reformatted Phone missing area code Whitespace trimmed Placeholder values cleared
PRV-27432	PRV	Mariana Campbell	2008-05-15	—	—	—	0.80	Name re-cased Date of birth reformatted Phone missing area code Placeholder values cleared
ENR-112950	ENR	Diego Williamson	1955-06-17	UHC-93540-35	—	1734 Oak St, Austin, TX, 78769	0.80	Name re-cased Phone missing area code Email lower-cased Whitespace trimmed
CLM-416004	CLM	Amanda Mnedoza	1941-02-24	—	—	11 Bayshore Dr, Gilbert, AZ, 85248	0.80	Phone missing area code City re-cased Whitespace trimmed Placeholder values cleared
ENR-117883	ENR	Ana F Moore	1962-03-02	UHC-21546-91	—	7032 Main St, Los Angeles, CA, 90017	0.80	Date of birth reformatted Phone missing area code State code upper-cased Email lower-cased
CLM-414690	CLM	Megan Burke	1979-12-16	UHC-39787-28	—	6849 Ocean Ave, Mesa, AZ, 85293	0.80	Date of birth reformatted Phone missing area code State code upper-cased Placeholder values cleared
CLM-413543	CLM	Jaanet Valdez	1943-04-01	UHC-35323-58	—	7016 Ridge Rd, Chandler, AZ, 85226	0.80	Phone missing area code City re-cased Whitespace trimmed Placeholder values cleared
CLM-428128	CLM	Ruth M Meyer	2004-06-19	UHC-88349-27	—	8704 Central Ave, Glendale, AZ, 85341	0.80	Name re-cased Phone missing area code Whitespace trimmed Placeholder values cleared
ENR-109084	ENR	Vinecnt F Torres	1943-05-28	UHC-83147-93	—	867 Spring St, Minneapolis, MN, 55437	0.80	Name re-cased Date of birth reformatted Phone missing area code City re-cased
ENR-125400	ENR	Nicole D Hudson	1939-09-01	UHC-10142-51	—	—	0.80	Date of birth reformatted Phone missing area code Whitespace trimmed Placeholder values cleared
ENR-111696	ENR	Alex Kennady	1979-10-05	UHC-14141-31	—	5930 River Rd, Nashville, TN, 37263	0.80	Phone missing area code State code upper-cased Email lower-cased Whitespace trimmed
CLM-422041	CLM	Patrick Nichhols	1945-08-01	UHC-30949-43	—	6749 Hillcrest Rd, Sacramento, CA, 95837	0.80	Phone missing area code City re-cased Whitespace trimmed Placeholder values cleared
ENR-114454	ENR	Julie X Flores	1953-09-21	UHC-04097-63	—	3591 Grand Ave, Chandler, AZ, 85260	0.80	Name re-cased Phone missing area code Whitespace trimmed Placeholder values cleared
ENR-110116	ENR	Natalie Singh	1946-01-04	UHC-94046-18	—	1116 Market St, Chandler, AZ, 85260	0.80	Name re-cased Date of birth reformatted Phone missing area code Whitespace trimmed
PRV-25048	PRV	Frank Knight	1986-12-16	—	—	—	0.80	Date of birth reformatted Phone missing area code Whitespace trimmed Placeholder values cleared
CLM-425722	CLM	Kathryn A Jordan	1963-06-15	UHC-11277-48	—	5080 Sunset Blvd, Charlotte, NC, 28215	0.80	Name re-cased Phone missing area code Whitespace trimmed Placeholder values cleared
ENR-137949	ENR	Billy P Lynch	1987-11-08	—	—	1768 Washington St, Sacramento, CA, 95896	0.80	Name re-cased Phone missing area code City re-cased Whitespace trimmed
ENR-101789	ENR	Arthur B Banks	1955-09-13	UHC-07479-38	—	5876 Bayshore Dr, Seattle, WA, 98111	0.80	Name re-cased Phone missing area code Whitespace trimmed Placeholder values cleared
CLM-400558	CLM	Mateo B Espinoza	1979-03-21	—	—	—	0.80	Name re-cased Phone missing area code Whitespace trimmed Placeholder values cleared
ENR-137525	ENR	Martha Romero	1945-11-16	UHC-40166-04	—	1134 Lake View Rd, Glendale, AZ, 85345	0.80	Name re-cased Date of birth reformatted Phone missing area code Email lower-cased

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