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 “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-110632	ENR	Gregory Franklin	2000-06-12	—	9023727137	5586 Pine Dr, Los Angeles, CA, 90053	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-407584	CLM	Hannah Clark	1981-05-15	UHC-95602-29	6819926218	2713 Jefferson Ave, Fresno, CA, 93737	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-425135	CLM	Marcs Wallace	1954-02-11	—	—	5894 Bayshore Dr, Miami, FL	0.62	Name re-cased Date of birth reformatted City re-cased ZIP missing+3 more
ENR-128963	ENR	Olivia Davis	1995-11-18	UHC-46336-83	2384802672	5346 Elm St, Columbus, OH, 43281	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
PRV-27799	PRV	Gerald K Robertson	1945-09-20	—	3807900615	2789 Palm Dr, Phoenix, AZ, 85083	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-133011	ENR	Tyler V Mills	1994-07-04	UHC-15931-61	4192515318	9120 Market St, Columbus, OH, 43272	0.62	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-427830	CLM	Wayne Z Cruz	1965-09-07	—	4784311718	5670 Indian School Rd, Seattle, WA, 98179	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-51326	TPA	Denise Bennett	2003-06-18	—	—	3143 Mountain View Dr, Denver, CO, 80286	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-103398	ENR	Helen Allen	1961-06-07	UHC-39252-84	9865520656	1340 Main St, Tucson, AZ, 85732	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-116069	ENR	Mark U Tran	1961-04-26	UHC-77913-35	7622754588	427 Washington St, San Diego, CA, 92164	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-408464	CLM	Amber G Perez	1969-03-01	UHC-63575-65	—	2888 Mesa Dr, Mesa, AZ, 85218	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-410856	CLM	Susan Burke	1985-02-25	UHC-70463-11	2824228292	4081 Oak St, Mesa, AZ, 85266	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-410857	CLM	Susan Burke	1985-02-25	UHC-70463-11	2824228292	4081 Oak St, Mesa, AZ, 85266	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-115583	ENR	Jordan Perkins	1951-03-03	UHC-84504-72	9474822634	9661 Mesa Dr, Charlotte, NC, 28231	0.62	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+3 more
TPA-55363	TPA	Emma Simmons	2001-06-02	—	—	1515 Cedar Ln, Austin, TX, 78781	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
ENR-111145	ENR	Lawrence L Morrison	1965-09-14	UHC-89838-16	8405275947	2495 Pine Dr, Miami, FL, 33199	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-405248	CLM	Elijah X Wright	1994-09-07	UHC-48082-05	6473442962	5458 Jefferson Ave, Los Angeles, CA, 90050	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-403533	CLM	Mateo Kim	1983-07-15	—	4143974812	1057 Mountain View Dr, Atlanta, GA, 30338	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-24830	PRV	Jerry P Weaver	1993-07-21	UHC-19409-86	3339887182	1888 Union St, Charlotte, NC, 28240	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-142910	ENR	Douglas Berry	1969-10-11	UHC-83888-39	8863284662	1607 Lake View Rd, Jacksonville, FL, 32270	0.62	Name re-cased Two-digit birth year Phone reformatted City re-cased+3 more
ENR-122841	ENR	Elizabeth Gibson	1955-05-15	UHC-53210-52	3338331944	833 Sage Ct, Tampa, FL, 33661	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-56232	TPA	Daniel J Larson	1969-07-04	—	—	5189 Jefferson Ave, Seattle, WA, 98194	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-60657	TPA	Brian Thomas	1968-11-22	—	7167398921	4478 River Rd, San Diego, CA, 92183	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-25564	PRV	Kathyn X Mills	2008-02-24	—	9339949389	2641 Ocean Ave, Miami, FL, 33111	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-134012	ENR	Anna G Hart	1988-05-13	UHC-08766-79	4213793374	8807 Mesa Dr, San Antonio, TX, 78253	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-139824	ENR	Diego H Contreras	1948-02-23	UHC-46032-06	5944815555	2310 Forest Ave, Eden Prairie, MN, 55360	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-137218	ENR	Raymond T Gzman	1991-02-02	UHC-14684-42	3606511435	2259 Union St, Seattle, WA, 98173	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-28244	PRV	Eugene K Gylbert	1987-07-03	UHC-27936-75	7022805732	3071 Maple Ave, Minneapolis, MN, 55412	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-123288	ENR	Wei G Harris	1954-03-16	UHC-52056-94	5394748760	5028 Ridge Rd, Columbus, OH, 43212	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-100504	ENR	Grace Soot	1946-03-03	UHC-54130-50	4238927617	4634 Forest Ave, Orlando, FL, 32819	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
CLM-416259	CLM	Beverly Sanchez	1980-11-10	UHC-76900-91	—	5540 Mesa Dr, Jacksonville, FL, 32221	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
CLM-403800	CLM	Frances E Jacobs	1986-09-08	—	—	9439 Baseline Rd, Atlanta, GA, 30373	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
PRV-28377	PRV	Lisa Lane	1949-06-28	—	2746520307	9503 Meadow Ln, Las Vegas, NV, 89147	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-29300	PRV	Camila Fuller	1989-01-15	—	6003770152	5726 Church St, Sacramento, CA, 95831	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-52966	TPA	Maria Robinson	1962-12-03	—	2829200240	717 Grand Ave, Columbus, OH, 43281	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-61365	TPA	Brian Davis	1966-07-20	—	—	6652 Park Pl, Jacksonville, FL, 32214	0.62	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+3 more
ENR-121099	ENR	Cheril I Rose	1998-08-22	UHC-60983-94	—	1514 Church St, Houston, TX, 77017	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-124225	ENR	Martha T Castro	1983-04-01	UHC-41311-30	2207065826	5565 Hillcrest Rd, Nashville, TN, 37234	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-119014	ENR	Ashley Mejia	1941-02-15	UHC-36724-72	5984304073	1713 Union St, Austin, TX, 78733	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-129024	ENR	Jason Espinoza	1941-09-04	UHC-85301-17	4345411814	764 Indian School Rd, Dallas, TX, 75202	0.62	Date of birth reformatted Phone reformatted Member ID reformatted ZIP+4 trimmed+3 more
ENR-121060	ENR	Austin Stevens	1960-06-14	UHC-43550-76	5567049968	2950 Spring St, Mesa, AZ, 85268	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-408327	CLM	Abigail T Pyne	2008-05-01	UHC-49968-61	6737925814	2812 Sage Ct, Nashville, TN, 37287	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-60329	TPA	Diego Fields	1958-05-17	—	8506646040	7626 Union St, Los Angeles, CA, 90092	0.62	Date of birth reformatted SSN last four extracted City re-cased Email lower-cased+3 more
ENR-111498	ENR	Jerry Scott	2004-10-26	UHC-49219-18	3052959367	8838 Baseline Rd, Nashville, TN, 37249	0.62	Member ID reformatted Street suffix standardised Address re-cased Email lower-cased+3 more
CLM-425326	CLM	Cynthia Moore	1943-06-06	UHC-70365-62	—	88 Church St, Los Angeles, CA, 90028	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-113158	ENR	Larry B Ford	1953-07-21	UHC-19018-05	6637965103	5272 Maple Ave, Tempe, AZ, 85245	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-408115	CLM	Alvarez Tyler	1966-04-13	UHC-06222-12	—	9548 Mountain View Dr, Mesa, AZ, 85242	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-132200	ENR	Emma Carter	1944-09-24	UHC-03566-32	8224416865	2297 Elm St, San Diego, CA, 92117	0.62	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-422519	CLM	Helen Williams	1978-04-25	UHC-69324-22	3814271921	1803 Bayshore Dr, San Antonio, TX	0.62	Name re-cased Phone reformatted City re-cased ZIP missing+3 more
ENR-108093	ENR	Carol J Allen	1949-11-14	UHC-29947-52	5098935303	6323 Elm St, Mesa, AZ, 85257	0.62	Name re-cased Phone reformatted City re-cased State name converted to code+3 more

16,828 rows, page 117 of 337Previous Next