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 “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
CLM-422211	CLM	VincentJunk	1986-08-06	—	6019759013	6852 Union St, Phoenix, AZ, 85097	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-20216	PRV	Karen T Rojas	1996-05-21	UHC-95344-65	9038384737	6039 Sage Ct # 528, Miami, FL, 33184	0.62	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
CLM-416675	CLM	Dbera Wilson	1992-06-22	UHC-67369-44	—	5727 River Rd, Glendale, AZ, 85358	0.62	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+3 more
CLM-420015	CLM	Trery Burns	1971-09-12	—	—	8343 Main St # 102, Tampa, FL, 33601	0.62	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+3 more
ENR-140231	ENR	Grace Robertson	1988-04-08	UHC-40193-36	6094448226	548 Elm St, Glendale, AZ, 85361	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-24701	PRV	Aaron T Simpson	2005-05-22	UHC-21933-26	6439817281	659 Washington St, Miami, FL, 33175	0.62	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-50542	TPA	Nanccy S Delgado	1969-01-08	—	—	6958 Park Pl, Orlando, FL	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
CLM-407683	CLM	Robertson Mark	1956-05-14	UHC-79068-41	—	3376 Indian School Rd, Phoenix, AZ, 85053	0.62	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-108688	ENR	Walter E Patel	2005-07-01	UHC-76743-89	4442800558	6868 Maple Ave, Phoenix, AZ, 85063	0.62	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-116146	ENR	David V Mooreno	1973-09-22	UHC-59966-46	6943679303	8006 Valley View Dr, Atlanta, GA, 30348	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
PRV-26735	PRV	Vincent Russll	1998-07-01	—	7283810394	1656 Maple Ave, Eden Prairie, MN, 55319	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-26736	PRV	Vincent Russll	1998-07-01	—	7283810394	1656 Maple Ave, Eden Prairie, MN, 55319	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-431099	CLM	Jose Chapman	1986-04-28	UHC-83579-02	6678876082	4506 Park Pl, San Diego, CA, 92114	0.62	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-20537	PRV	Jeremy Bailey	1956-06-22	—	4675944062	2491 Cedar Ln, Fresno, CA, 93755	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-422623	CLM	Sofia Mitchell	—	—	4854661548	3017 Meadow Ln, San Diego, CA, 92186	0.62	Name re-cased Date of birth unreadable Phone reformatted City re-cased+3 more
ENR-106899	ENR	Aaron L Woods	1962-08-18	UHC-93651-88	6665860418	8586 River Rd, Glendale, AZ, 85397	0.62	Phone reformatted Member ID reformatted SSN last four extracted Street suffix standardised+3 more
ENR-100063	ENR	Diane I Lee	1970-01-11	UHC-83472-91	8387724725	4401 Sunset Blvd, Scottsdale, AZ, 85200	0.62	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-100064	ENR	Diane I Lee	1970-01-11	UHC-83472-91	8387724725	4401 Sunset Blvd, Scottsdale, AZ, 85200	0.62	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-420297	CLM	Catherine Gonzeles	1976-10-27	UHC-71670-98	—	8551 Lake View Rd, Los Angeles, CA, 90032	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
ENR-120789	ENR	Rebecca H Richards	1974-06-05	UHC-74951-83	7519540074	8780 Jefferson Ave, Denver, CO, 80280	0.62	Two-digit birth year Member ID reformatted Street suffix standardised Address re-cased+3 more
PRV-22279	PRV	Eugene H Kellly	1976-07-07	UHC-59154-82	8614086016	1751 Valley View Dr, Miami, FL, 33148	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-28018	PRV	Matthew Padilla	1988-06-22	UHC-76766-77	7206064212	4283 Valley View Dr, San Diego, CA, 92134	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-133528	ENR	Terry Soto	2003-06-24	UHC-32340-64	4082213934	5079 Valley View Dr, Tucson, AZ, 85758	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
CLM-417015	CLM	Alice Soto	1970-05-14	—	6696781003	3964 Baseline Rd, Eden Prairie, MN, 55306	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
CLM-412261	CLM	Ralph Fox	1970-06-04	UHC-07336-81	—	2658 Indian School Rd, Orlando, FL, 32800	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
PRV-24461	PRV	Jean J Carpenter	1966-02-01	UHC-69541-09	7779916915	3025 Bayshore Dr Apt 23, Tempe, AZ, 85287	0.62	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-109336	ENR	Brandon Davis	2007-12-16	—	—	614 Hillcrest Rd, Tampa, FL, 33646	0.62	Date of birth reformatted Street suffix standardised Address re-cased Email lower-cased+3 more
CLM-412713	CLM	Bryan Hicks	1953-04-25	UHC-57811-46	—	856 Valley View Dr, Los Angeles, CA, 90013	0.62	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
ENR-100730	ENR	Maria F Chavez	1999-10-15	UHC-84323-11	2286283880	3624 Union St, Las Vegas, NV, 89105	0.62	Phone reformatted Street suffix standardised Address re-cased State name converted to code+3 more
CLM-415133	CLM	Jeremy Long	—	UHC-77442-78	7567850188	2147 Market St, Miami, FL, 33138	0.62	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+3 more
PRV-24997	PRV	Elijah Myers	1989-12-09	—	5506243373	3062 Highland Ave, Dallas, TX, 75233	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-50753	TPA	Juan Hill	1973-11-18	UHC-37787-33	7657184208	5687 Washington St, Phoenix, AZ, 85004	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-56175	TPA	Judith Foster	1972-07-03	—	—	6667 Elm St, Dallas, TX, 75243	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-424541	CLM	Noah O Dixon	1968-05-24	UHC-37800-54	5267817748	5291 Camelback Rd, Atlanta, GA, 30396	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-427440	CLM	Danielle Crawford	2002-09-25	UHC-73270-57	6655835578	3798 Desert Sky Blvd, Phoenix, AZ, 85033	0.62	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-415331	CLM	Bruce Bryant	2000-04-09	UHC-31867-72	4354516706	9841 Meadow Ln, Chandler, AZ, 85236	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-116425	ENR	Gabriel W Le	1986-11-28	UHC-99666-22	5864535309	5762 Washington St, Los Angeles, CA, 90093	0.62	Middle initial moved out of first name Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-412493	CLM	Yuki Morris	2003-08-09	UHC-25204-23	3484771748	7731 Forest Ave, Columbus, OH	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-20327	PRV	Maria L Long	1972-11-04	UHC-89960-59	9763378811	5897 Central Ave, Glendale, AZ, 85322	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-426368	CLM	Christian M Wilson	1960-12-20	—	4208286334	4665 Elm St, Las Vegas, NV, 89166	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-403435	CLM	Ryan Patel	2008-04-15	—	—	2016 Pine Dr, San Antonio, TX, 78270	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
ENR-102741	ENR	Henry Montgomery	1968-04-06	—	2478275946	1386 Lincoln Way Apt 33, Tampa, FL, 33630	0.62	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
TPA-62512	TPA	Peter Shaw	1945-03-03	—	—	4193 Baseline Rd, Charlotte, NC, 28297	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-110680	ENR	Karen H Lewis	1985-01-06	UHC-88238-91	8603072484	4594 Palm Dr, Orlando, FL, 32823	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-422251	CLM	Daniel Schmidt	1942-09-14	—	6736488875	6725 Cedar Ln, Dallas, TX, 75232	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-424965	CLM	Alice Butler	1948-01-25	UHC-00725-73	—	7764 Main St, Austin, TX, 78749	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-100453	ENR	Kenneth Grant	1953-01-10	UHC-10465-94	5688141390	367 Indian School Rd, Nashville, TN	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-421429	CLM	Maria X Delgado	1996-06-14	—	2465913779	9693 Highland Ave # 842, Nashville, TN, 37285	0.62	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
TPA-59589	TPA	Ashley Watkins	1991-02-15	UHC-85690-41	—	35 Central Ave, San Diego, CA	0.62	Name re-cased Street suffix standardised Address re-cased ZIP missing+3 more
CLM-431523	CLM	Christina Rios	1973-07-13	—	7035855466	4772 Main St # 306, San Antonio, TX, 78269	0.62	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more

71,257 rows, page 210 of 1,426Previous Next