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 “Date of birth reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagDate of birth reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-60783	TPA	Mason Kelley	1980-09-23	—	4009674880	7635 Hillcrest Rd # 491, Dallas, TX, 75260	0.64	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-132223	ENR	Kayla Willis	1994-12-20	UHC-65482-05	6682834261	6807 Highland Ave, Scottsdale, AZ, 85241	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-115856	ENR	Lori E Perkins	1969-01-03	—	6445858375	1723 Hillcrest Rd, Los Angeles, CA, 90018	0.64	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-123285	ENR	Donald Rose	1965-07-28	UHC-31390-71	9668596663	8105 Ridge Rd, Houston, TX, 77043	0.64	Name re-cased Date of birth reformatted SSN last four extracted Street suffix standardised+2 more
ENR-128068	ENR	Aisha U Bowman	1951-03-06	UHC-79685-07	4402392319	5287 Sage Ct, Miami, FL, 33161	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-128069	ENR	Aisha U Bowman	1951-03-06	UHC-79685-07	4402392319	5287 Sage Ct, Miami, FL, 33161	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
TPA-64090	TPA	Alexis Reed	1955-03-05	—	2516881975	5473 Canyon Rd, Minneapolis, MN, 55426	0.64	Date of birth reformatted Phone reformatted ZIP+4 trimmed Gender normalised+2 more
CLM-413310	CLM	Maria P Dean	2007-10-07	—	—	6450 Lincoln Way, Tempe, AZ, 85296	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-138866	ENR	Linda I Russell	1985-11-06	UHC-37127-79	8348100444	8410 Ridge Rd, Plano, TX	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-132057	ENR	Debra N Schmidt	1965-08-17	UHC-05894-70	—	900 Church St, Houston, TX, 77017	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-125945	ENR	Harold P Moreno	1977-04-24	UHC-49694-33	3308620925	5037 Maple Ave # 567, Seattle, WA, 98193	0.64	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+2 more
ENR-140097	ENR	Lauran X Ryan	—	UHC-80172-58	9672371450	4827 Hillcrest Rd, Mesa, AZ, 85239	0.64	Name re-cased Date of birth reformatted Date of birth unreadable Phone reformatted+2 more
CLM-418464	CLM	Betty Z Gilbert	2008-10-14	UHC-74971-33	5663013126	9021 Broadway Apt 16, Phoenix, AZ, 85005	0.64	Name re-cased Date of birth reformatted Unit split from street Address re-cased+2 more
CLM-407760	CLM	Paul P Ortega	1951-04-19	—	7929831343	7282 Cedar Ln, Los Angeles, CA, 90033	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-406017	CLM	Deborah Riley	2002-05-03	—	3746756614	6318 Palm Dr, Glendale, AZ, 85338	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-402935	CLM	James Reid	2008-10-13	UHC-04022-72	—	5685 Sage Ct Apt 13, Scottsdale, AZ, 85269	0.64	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
TPA-53547	TPA	Samuel Wheeler	1960-09-23	—	—	9508 Ridge Rd, Fresno, CA	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-62618	TPA	Nathan Bryant	1962-12-05	—	6468089364	6883 Main St, Jacksonville, FL, 32216	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Gender normalised+2 more
ENR-100441	ENR	Keith F Collins	1956-11-21	UHC-13066-46	—	9739 Market St, Nashville, TN, 37208	0.64	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+2 more
ENR-103609	ENR	Linda T Mason	1956-03-16	UHC-62931-23	9068358812	7958 Grand Ave, Seattle, WA, 98190	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-142892	ENR	Tricia Turner	1941-06-18	UHC-22737-23	—	4465 Mountain View Dr, Phoenix, AZ	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-427502	CLM	Vincent Bishop	1981-04-20	UHC-95571-57	—	2787 Sage Ct, Austin, TX	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+2 more
CLM-416456	CLM	Henry Duncan	1948-07-01	UHC-37120-86	—	7478 Oak St, Phoenix, AZ, 85025	0.64	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
PRV-26692	PRV	David P Jenkins	2003-05-05	UHC-89133-69	3335485373	4240 Jefferson Ave, Minneapolis, MN, 55496	0.64	Middle initial moved out of first name Date of birth reformatted Phone reformatted ZIP+4 trimmed+2 more
ENR-101758	ENR	Ahmed D Lane	1943-10-07	UHC-37002-76	9826162054	8041 Forest Ave # 437, Denver, CO, 80233	0.64	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+2 more
PRV-28738	PRV	Lauren Sullivan	1938-07-08	UHC-65196-52	8249268872	6489 Oak St # 854, Seattle, WA, 98189	0.64	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-109730	ENR	Matt X Valdez	2002-06-14	UHC-71925-83	9127981519	4853 Maple Ave, Las Vegas, NV	0.64	Date of birth reformatted Phone reformatted ZIP missing Email lower-cased+2 more
ENR-140408	ENR	Julie Hansen	1947-05-27	UHC-90762-59	4232319218	7954 Main St, Tucson, AZ, 85776	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-112825	ENR	Bryant O Donald	1938-05-08	UHC-55875-41	—	7574 Bayshore Dr, Jacksonville, FL, 32220	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-408257	CLM	Wayne Franklin	1967-01-01	—	—	8723 Baseline Rd, Tempe, AZ, 85252	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-61934	TPA	Christopher E Perkins	1990-02-26	—	—	1551 Sage Ct, Austin, TX	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+2 more
TPA-57631	TPA	Danielle Joran	1973-12-20	—	8554587156	2275 Hillcrest Rd, Sacramento, CA	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-417650	CLM	Jacob Walker	1998-02-27	UHC-50958-96	—	2767 Highland Ave, Scottsdale, AZ, 85250	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-129447	ENR	Donald E Armstrong	1956-03-18	UHC-34654-92	9649114494	3391 Lincoln Way Apt 31, Glendale, AZ, 85380	0.64	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+2 more
ENR-104696	ENR	Melissa Park	1982-04-21	UHC-93563-20	—	2042 Camelback Rd # 829, Eden Prairie, MN, 55373	0.64	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
PRV-22174	PRV	Jason Fowler	1941-08-26	UHC-57273-87	9437245381	7152 Willow Ct, Dallas, TX, 75239	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-126300	ENR	Robert K Gardner	1967-03-19	UHC-31608-71	—	5710 Camelback Rd, Miami, FL	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+2 more
PRV-21010	PRV	Sandra N Harper	1946-09-10	UHC-48277-68	—	7685 Jefferson Ave, Denver, CO, 80212	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-136355	ENR	Mak N Reid	2002-09-25	UHC-02756-65	—	4841 Union St, Eden Prairie, MN, 55317	0.64	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-407671	CLM	Chris Diaz	1940-11-27	UHC-69730-93	—	3368 Oak St, Mesa, AZ	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+2 more
CLM-419683	CLM	Dorothy Lawrence	1966-04-11	—	—	1167 Canyon Rd, Los Angeles, CA, 90087	0.64	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
PRV-29332	PRV	Margaret Fernandez	1938-09-28	—	—	1878 Ocean Ave, Atlanta, GA, 30309	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-413144	CLM	Christina V Carter	1943-10-03	UHC-20494-29	—	6427 Pine Dr, Scottsdale, AZ, 85266	0.64	Name split from “Last, First”Date of birth reformatted City re-cased ZIP+4 trimmed+2 more
ENR-122770	ENR	Randy F Peterson	1953-10-01	UHC-84670-51	7216671655	1531 Canyon Rd, Plano, TX	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-135678	ENR	Carl M Duncan	2002-05-21	UHC-50959-59	4009045955	6668 Main St, Seattle, WA, 98184	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-118948	ENR	Raymond T Wegner	1982-05-17	UHC-58396-99	9412265879	3582 Ocean Ave, Denver, CO, 80228	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-114709	ENR	Megan W Walker	1980-07-16	UHC-67305-49	2714035977	9447 Ridge Rd Apt 14, Gilbert, AZ, 85213	0.64	Date of birth reformatted Phone reformatted Member ID reformatted Unit split from street+2 more
PRV-20072	PRV	—Junk	1953-11-08	—	7694205801	9437 Valley View Dr, Denver, CO, 80280	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-111253	ENR	Linda V Stevens	2006-10-05	UHC-86754-83	9233154263	6800 Maple Ave, Nashville, TN, 37260	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-104328	ENR	Helen C Snyder	1982-06-03	UHC-87519-98	6307396842	455 Grand Ave, Jacksonville, FL, 32276	0.64	Middle initial moved out of first name Date of birth reformatted Phone reformatted Street suffix standardised+2 more

32,400 rows, page 145 of 648Previous Next