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

Claims, 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
CLM-429278	CLM	John Bell	1979-07-03	—	—	4113 Market St, Tucson, AZ, 85785	0.48	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+4 more
CLM-403710	CLM	Ketih Vazquez	1965-05-23	UHC-01356-46	2096682567	6164 Grand Ave, Scottsdale, AZ, 85299	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-416472	CLM	FJunk	1941-04-09	UHC-76175-26	—	5061 Highland Ave, Las Vegas, NV, 89155	0.48	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+4 more
CLM-414252	CLM	Lisa Hughes	2005-08-28	UHC-77813-26	—	3596 Main St, Las Vegas, NV, 89178	0.50	Street suffix standardised Address re-cased City re-cased State name converted to code+3 more
CLM-410757	CLM	Shirley Armstrong	1993-03-18	—	2675831872	5754 Harbor Blvd, San Antonio, TX, 78224	0.50	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
CLM-407602	CLM	Anthony Murphy	1959-01-19	UHC-88733-62	—	528 Canyon Rd, Phoenix, AZ, 85024	0.50	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-407400	CLM	Matthews Pamela	1990-07-12	UHC-37090-99	—	7195 Sage Ct, Houston, TX, 77026	0.50	Phone missing area code Member ID reformatted City re-cased ZIP+4 trimmed+3 more
CLM-407401	CLM	Matthews Pamela	1990-07-12	UHC-37090-99	—	7195 Sage Ct, Houston, TX, 77026	0.50	Phone missing area code Member ID reformatted City re-cased ZIP+4 trimmed+3 more
CLM-421353	CLM	Elijah Clark	1966-03-23	UHC-01209-61	2916998180	3071 Oak St, Chandler, AZ, 85295	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-421352	CLM	Elijah Clark	1966-03-23	UHC-01209-61	2916998180	3071 Oak St, Chandler, AZ, 85295	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-422442	CLM	Silva Emma	1977-06-11	—	3613258723	7932 Grand Ave, Tucson, AZ, 85788	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted ZIP+4 trimmed+3 more
CLM-415490	CLM	Charlotte Obrien	1944-12-04	UHC-09453-36	—	2619 Central Ave, San Diego, CA, 92110	0.50	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-431084	CLM	Goerge Jones	2006-12-09	UHC-24975-70	—	3287 Lincoln Way Apt 28, Atlanta, GA, 30333	0.50	Unit split from street Street suffix standardised Address re-cased City re-cased+3 more
CLM-404282	CLM	Aisha Fowler	1946-04-20	—	—	1357 Cedar Ln, Nashville, TN, 37204	0.50	Name re-cased Street suffix standardised Address re-cased State name converted to code+3 more
CLM-422276	CLM	Janet Morgan	1968-04-24	UHC-17766-52	—	2596 Sunset Blvd Apt 39, Chandler, AZ, 85228	0.50	Unit split from street Street suffix standardised Address re-cased Gender normalised+3 more
CLM-428847	CLM	Kelly Contreras	2004-02-22	—	—	6369 Maple Ave, Eden Prairie, MN, 55346	0.50	Name re-cased Phone missing area code Street suffix standardised Address re-cased+3 more
CLM-402896	CLM	Bradley Q Hayes	1943-07-10	—	2463906813	8430 Forest Ave, Las Vegas, NV, 89118	0.50	Two-digit birth year Street suffix standardised Address re-cased City re-cased+3 more
CLM-415567	CLM	Benjamin P Singh	1948-11-04	UHC-04897-53	4392169084	747 Ocean Ave, San Antonio, TX, 78286	0.50	Name re-cased Two-digit birth year Phone reformatted State name converted to code+3 more
CLM-406568	CLM	Jonathan Weaver	1979-02-25	UHC-19398-18	—	1511 Palm Dr, Tucson, AZ, 85793	0.50	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-404577	CLM	Scott D Richardson	1980-05-06	—	9834541600	9172 Canyon Rd, Chandler, AZ, 85243	0.50	Phone reformatted Street suffix standardised Address re-cased State name converted to code+3 more
CLM-413974	CLM	Margaret Gardner	1978-11-20	UHC-83781-04	—	9118 Cedar Ln, Orlando, FL, 32864	0.50	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
CLM-429344	CLM	Gloria A Howard	2000-02-07	UHC-86207-58	—	3701 Ridge Rd, Mesa, AZ, 85206	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-402814	CLM	Brandon Y Obrien	1985-10-23	—	—	2492 Forest Ave, Las Vegas, NV, 89131	0.50	Name split from “Last, First”Name re-cased Street suffix standardised Address re-cased+3 more
CLM-423328	CLM	Omar Ortiz	1956-02-23	—	—	2029 Ridge Rd, Nashville, TN, 37239	0.50	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+3 more
CLM-432638	CLM	Nicole Stewart	1966-03-23	UHC-66328-57	—	4480 Desert Sky Blvd, San Antonio, TX, 78243	0.50	Name re-cased City re-cased State name converted to code ZIP+4 trimmed+3 more
CLM-416270	CLM	Emyly Brown	1943-12-10	UHC-53245-33	—	8526 Valley View Dr, Eden Prairie, MN, 55332	0.50	Name re-cased Street suffix standardised Address re-cased State name converted to code+3 more
CLM-401067	CLM	Nathan Delgado	1947-12-17	UHC-06879-35	2056078663	425 Desert Sky Blvd, Dallas, TX, 75287	0.50	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-415916	CLM	Julie Rios	1994-08-06	UHC-27625-41	8954299276	5635 Lincoln Way, Los Angeles, CA, 90002	0.50	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-401200	CLM	Katherine Fields	1960-04-02	UHC-27585-35	—	7998 Spring St, Mesa, AZ, 85205	0.50	Member ID reformatted Street suffix standardised Address re-cased State name converted to code+3 more
CLM-405570	CLM	Judy Guerrero	2000-09-26	—	3689052278	7102 Oak St, Tucson, AZ, 85749	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-402302	CLM	Emma Castillo	1966-01-03	UHC-15311-16	—	6915 Oak St, Los Angeles, CA, 90015	0.50	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+3 more
CLM-430638	CLM	Beverly Davis	1975-07-12	UHC-26050-17	4556980357	3508 Grand Ave, Dallas, TX, 75295	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-430276	CLM	Eugene Cruz	1988-03-02	UHC-78205-34	—	1352 Cedar Ln # 525, Tucson, AZ, 85708	0.50	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
CLM-430277	CLM	Eugene Cruz	1988-03-02	UHC-78205-34	—	1352 Cedar Ln # 525, Tucson, AZ, 85708	0.50	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
CLM-418248	CLM	Linda Warren	1947-03-14	UHC-15412-53	—	2937 Sunset Blvd, Atlanta, GA	0.50	Name re-cased Street suffix standardised Address re-cased State code upper-cased+3 more
CLM-429051	CLM	William Hall	1975-07-16	—	—	1847 Pine Dr, Scottsdale, AZ, 85272	0.50	Street suffix standardised Address re-cased City re-cased ZIP+4 trimmed+3 more
CLM-430120	CLM	Kenneth Austin	1999-05-12	UHC-79067-76	2295598320	9530 Forest Ave Apt 40, Miami, FL, 33121	0.50	Unit split from street Street suffix standardised Address re-cased City re-cased+3 more
CLM-431042	CLM	Doris T Mendez	1997-11-25	UHC-89129-89	3709817702	4014 Harbor Blvd Apt 40, Miami, FL, 33178	0.50	Two-digit birth year Phone reformatted Unit split from street City re-cased+3 more
CLM-412188	CLM	Ed H Myers	2004-08-09	—	4238847530	4250 Grand Ave, Tempe, AZ, 85203	0.50	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
CLM-415834	CLM	Austin Simmons	1962-05-06	UHC-84270-59	3022741832	4773 Palm Dr, Denver, CO	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-418753	CLM	Janice Holmes	1962-11-07	UHC-79640-77	—	8847 Mesa Dr # 370, Tucson, AZ, 85762	0.50	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+3 more
CLM-416969	CLM	Sara C Burton	1941-10-24	—	—	9018 Bayshore Dr, Gilbert, AZ, 85285	0.50	Middle initial moved out of first name Name re-cased Street suffix standardised Address re-cased+3 more
CLM-427006	CLM	Jon Weber	1998-03-17	UHC-45344-39	—	4212 Maple Ave, Gilbert, AZ, 85239	0.50	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+3 more
CLM-415956	CLM	Ryan Hill	1966-09-13	UHC-71857-40	3593973007	2450 Ridge Rd, Tempe, AZ, 85286	0.50	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
CLM-431250	CLM	Barbara Cox	1962-01-13	—	—	1468 Hillcrest Rd, Columbus, OH	0.50	Name re-cased Street suffix standardised Address re-cased ZIP missing+3 more
CLM-404520	CLM	Kathryn A Perez	1986-11-13	UHC-05255-47	—	1011 Indian School Rd, Seattle, WA, 98117	0.50	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-405175	CLM	Charles Jenkins	—	UHC-72962-24	—	7771 Forest Ave, Fresno, CA, 93782	0.50	Name re-cased Date of birth missing Street suffix standardised Address re-cased+3 more
CLM-422584	CLM	John Hughes	1947-09-08	UHC-46207-33	—	1769 Mesa Dr, Tempe, AZ	0.50	Name re-cased Street suffix standardised Address re-cased ZIP missing+3 more
CLM-411209	CLM	Eric Rios	1966-11-03	—	3502839364	3440 Willow Ct, Atlanta, GA, 30382	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-421888	CLM	Sara K Kelley	2008-09-20	UHC-40791-63	9869006089	1277 Willow Ct, Tucson, AZ, 85786	0.50	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more

5,465 rows, page 13 of 110Previous Next