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-430077	CLM	Joyce Hughes	1975-01-28	UHC-03319-12	—	4430 Park Pl, Atlanta, GA, 30309	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-54240	TPA	Brryan Martinez	2008-10-21	—	8102198850	4682 Washington St, Orlando, FL	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
PRV-21826	PRV	Sophia Z Lynhc	—	UHC-01980-86	7369644069	2211 Harbor Blvd, Mesa, AZ, 85279	0.62	Name re-cased Date of birth unreadable Phone reformatted Member ID reformatted+3 more
CLM-417614	CLM	Christopher Johnson	1986-12-21	UHC-69482-09	—	2472 Highland Ave, Mesa, AZ, 85246	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-423562	CLM	Hannah P Brooks	1959-04-20	—	—	6472 Washington St, Jacksonville, FL, 32248	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
TPA-50824	TPA	Dennis G Spencer	2008-11-06	—	—	2302 Palm Dr, Scottsdale, AZ, 85206	0.62	Middle initial moved out of first name Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-135007	ENR	Olivia S Jordan	1940-11-13	UHC-93774-50	6196589373	8570 Baseline Rd, Austin, TX, 78784	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-22271	PRV	Janet Fox	1996-07-05	UHC-69968-18	4845099574	9667 Mesa Dr, Columbus, OH	0.62	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+3 more
TPA-59680	TPA	Julie Flores	2005-12-02	—	7857529815	354 Lake View Rd, Orlando, FL, 32818	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-57967	TPA	Jennifer Santos	1944-02-16	—	6707461860	4465 Hillcrest Rd, Seattle, WA, 98130	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-407515	CLM	Lawrence Maldonado	1994-07-20	—	8132980919	7498 Main St, Glendale, AZ, 85367	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-428061	CLM	Madison L Perry	1958-07-15	UHC-18581-36	5668111707	744 Harbor Blvd, Glendale, AZ, 85389	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-419157	CLM	Madison Hunter	1956-09-19	UHC-08390-09	2352969304	5842 Valley View Dr, Nashville, TN, 37230	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-413626	CLM	Tyler Madina	1990-10-01	UHC-89806-73	2347890945	3212 Grand Ave, Mesa, AZ, 85282	0.62	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-121374	ENR	Steven Young	1950-05-13	UHC-86416-81	6475189735	6301 Ocean Ave, Las Vegas, NV, 89102	0.62	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
CLM-401530	CLM	Henry Patick	1975-08-15	UHC-39305-02	—	4132 Palm Dr, Glendale, AZ, 85350	0.62	Name re-cased Phone missing area code Street suffix standardised Address re-cased+3 more
PRV-25215	PRV	Jason X Garrett	1978-04-08	—	6574036234	5500 Canyon Rd, Fresno, CA, 93799	0.62	Middle initial moved out of first name Name re-cased Phone reformatted Street suffix standardised+3 more
TPA-60706	TPA	Brenda Carpenter	1953-05-23	—	—	4125 Canyon Rd, Minneapolis, MN, 55419	0.62	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+3 more
TPA-53088	TPA	Bradley Vega	1938-06-13	—	9496089448	7952 Spring St, Gilbert, AZ, 85274	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-404663	CLM	Roger Payne	2005-04-06	UHC-87094-74	2286699152	2210 Ridge Rd, Chandler, AZ, 85210	0.62	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-101461	ENR	Jordan Welch	2001-11-13	UHC-43144-83	2712167241	2704 Maple Ave, Denver, CO, 80226	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-101460	ENR	Jordan Welch	2001-11-13	UHC-43144-83	2712167241	2704 Maple Ave, Denver, CO, 80226	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-413029	CLM	Marilyn Peterson	1942-12-11	—	—	2853 River Rd, Phoenix, AZ, 85070	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-64385	TPA	Denise Sullivan	1965-08-05	—	8377944492	7428 Lincoln Way, Chandler, AZ, 85272	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-63708	TPA	Benjamin Jones	1989-02-11	—	7936477754	5630 Baseline Rd, Plano, TX, 75019	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-20729	PRV	Lauren Nunez	1976-04-15	UHC-81063-83	5876623640	8700 Oak St, Sacramento, CA, 95864	0.62	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-61583	TPA	Wei James	—	—	—	7550 Sage Ct, Orlando, FL, 32822	0.62	Name re-cased Date of birth missing Street suffix standardised Address re-cased+3 more
ENR-100633	ENR	Debra W Davis	1986-02-13	UHC-91305-53	8346478281	1252 Church St, Orlando, FL, 32862	0.62	Middle initial moved out of first name Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-406628	CLM	Anthony Collins	1966-02-19	UHC-59860-58	—	1720 Pine Dr, Charlotte, NC, 28251	0.62	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+3 more
TPA-57229	TPA	Raymond Santos	1959-02-12	—	8946100025	1830 Spring St, Atlanta, GA, 30311	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-427229	CLM	Kevin Nguyen	1977-12-18	UHC-97416-97	7796140733	3474 Palm Dr, Tempe, AZ, 85282	0.62	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+3 more
CLM-414198	CLM	Nathan W Hudson	1968-11-07	UHC-52176-20	—	432 Main St, Atlanta, GA	0.62	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+3 more
CLM-426473	CLM	Deboreh Castro	1938-01-23	—	8427093348	3560 Church St # 317, Gilbert, AZ, 85256	0.62	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
TPA-60962	TPA	Lori Sanders	1943-10-16	—	—	1021 Maple Ave, Mesa, AZ	0.62	Name re-cased Street suffix standardised Address re-cased ZIP missing+3 more
ENR-102561	ENR	Elizabeth C Hamilton	1950-12-01	UHC-48977-86	7854742364	4500 Maple Ave # 816, Seattle, WA, 98196	0.62	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
CLM-403666	CLM	Kenneth R Schultz	1944-12-20	UHC-13416-25	2282432552	455 Washington St # 912, Nashville, TN, 37280	0.62	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-132570	ENR	Eric E Lopez	2005-06-03	UHC-22440-94	6334298860	4847 Market St, Scottsdale, AZ, 85203	0.62	Name re-cased Street suffix standardised Address re-cased Gender normalised+3 more
PRV-24931	PRV	Margaret Cole	1973-09-02	UHC-65282-20	4333174026	6556 Lake View Rd, Las Vegas, NV	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-55856	TPA	Lisa Chapman	1946-10-13	—	—	9436 Ocean Ave, Dallas, TX, 75214	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
CLM-426837	CLM	Joe Bishop	1967-10-04	—	6258259436	3979 Elm St, Gilbert, AZ, 85264	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-403920	CLM	Zachary G Carlson	2003-10-23	—	—	6475 Jefferson Ave, Denver, CO, 80273	0.62	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
CLM-415058	CLM	Raymond Kim	2002-05-10	UHC-89856-22	—	1535 Main St, Tempe, AZ, 85297	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-404614	CLM	Eugene Perkins	1991-05-21	UHC-74376-09	—	8300 Canyon Rd, San Antonio, TX, 78243	0.62	Street suffix standardised Address re-cased City re-cased State code upper-cased+3 more
ENR-120695	ENR	Patricia Y Oliver	1956-09-08	UHC-10035-02	2417575054	3500 Cedar Ln, Mesa, AZ, 85280	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-412183	CLM	Kathryn Hart	—	—	6156147128	1868 Park Pl, Jacksonville, FL, 32215	0.62	Name re-cased Date of birth missing Phone reformatted Street suffix standardised+3 more
ENR-123551	ENR	George Silva	1972-09-06	UHC-43784-68	—	9064 Camelback Rd, Glendale, AZ	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-431915	CLM	Juan Myers	2000-11-12	—	9623449518	5401 Park Pl, Dallas, TX, 75281	0.62	Name re-cased Date of birth reformatted Phone reformatted ZIP+4 trimmed+3 more
PRV-27289	PRV	Martha Hart	1992-08-09	—	6112168218	8285 Oak St, Orlando, FL, 32874	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-407642	CLM	Edward Brouks	1938-02-01	UHC-00554-30	—	3916 Apache Blvd, Eden Prairie, MN, 55377	0.62	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
ENR-119969	ENR	Edward E Garcia	1942-12-09	UHC-82255-21	4818602544	5691 Lincoln Way, Austin, TX, 78786	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more

71,257 rows, page 189 of 1,426Previous Next