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 “Unit split from street”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagUnit split from streetClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-113081	ENR	Alexis Ruiz	1973-05-05	UHC-51707-54	—	3858 Harbor Blvd # 905, Sacramento, CA, 95828	0.64	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-107645	ENR	Eugene Robertson	1959-11-05	UHC-81445-87	8717561933	8093 Lake View Rd # 318, Mesa, AZ, 85272	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-116820	ENR	Wei Johnson	—	UHC-18255-97	7945034955	8648 Spring St Apt 24, Miami, FL, 33183	0.64	Date of birth unreadable Phone reformatted Member ID reformatted Unit split from street+2 more
CLM-425407	CLM	Kelly Herrera	1953-01-10	—	—	2612 Canyon Rd Apt 30, Austin, TX, 78750	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
ENR-123155	ENR	Robert M Harris	1947-09-21	UHC-29409-54	6442502165	6344 Cedar Ln Apt 1, Houston, TX, 77078	0.64	Phone reformatted Member ID reformatted Unit split from street Street suffix standardised+2 more
CLM-406584	CLM	Kelly Gordon	1941-07-19	UHC-60170-41	8057999170	8001 River Rd # 681, Los Angeles, CA, 90020	0.64	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-115669	ENR	Jonathan Harris	1997-12-08	UHC-49757-35	5414939008	4530 Indian School Rd # 949, Las Vegas, NV, 89149	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
ENR-120561	ENR	Yuki K Duncan	1957-09-19	UHC-13281-99	5322988794	5754 Apache Blvd # 538, Los Angeles, CA, 90008	0.64	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+2 more
CLM-405414	CLM	Palu Warren	1950-04-14	UHC-35312-33	9062278708	8163 Hillcrest Rd Apt 38, Columbus, OH, 43253	0.64	Unit split from street Street suffix standardised Address re-cased City re-cased+2 more
PRV-25263	PRV	Wayne Castro	1950-09-06	—	—	2524 Baseline Rd Apt 22, Sacramento, CA, 95862	0.64	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+2 more
CLM-425432	CLM	Larry Mendoa	1992-09-08	—	9434462190	2548 Willow Ct # 883, Orlando, FL, 32809	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
ENR-104124	ENR	Matthew E Espinoza	2004-08-08	UHC-35173-99	9122454951	2345 Park Pl # 275, Austin, TX, 78788	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
PRV-29582	PRV	Doris Meyer	1960-12-20	—	—	7944 Valley View Dr Apt 25, Plano, TX, 75036	0.64	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-420515	CLM	Jim Wright	1993-08-27	UHC-88515-11	—	8840 Cedar Ln Apt 33, Columbus, OH, 43225	0.64	Unit split from street Street suffix standardised Address re-cased City re-cased+2 more
CLM-430117	CLM	Juan Alexander	1989-04-28	UHC-51910-62	—	9353 Main St Apt 13, Plano, TX, 75061	0.64	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-415357	CLM	William Thomas	1950-10-27	UHC-66305-24	—	8887 Palm Dr # 569, Miami, FL, 33102	0.64	Name re-cased Member ID reformatted Unit split from street Street suffix standardised+2 more
PRV-24248	PRV	Judith Wod	2002-11-27	UHC-06905-95	2043851382	5083 Desert Sky Blvd # 551, Mesa, AZ, 85205	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+2 more
CLM-424007	CLM	Brenda Patterson	2003-09-07	UHC-55114-04	2319647720	6271 Willow Ct Apt 36, Dallas, TX, 75248	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
TPA-64168	TPA	Deborah Murray	1968-11-04	—	—	1166 Park Pl # 367, Las Vegas, NV, 89199	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
PRV-28846	PRV	Hannah Flores	1954-07-12	—	5977160199	7702 Main St # 610, Minneapolis, MN, 55432	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
ENR-142160	ENR	Ana P Ford	2007-02-13	UHC-54888-77	7542342591	8252 Desert Sky Blvd # 487, Plano, TX, 75038	0.64	Name re-cased Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-131307	ENR	Aaron H Hill	1953-01-22	UHC-43515-39	9204761283	6660 Willow Ct # 850, Nashville, TN, 37256	0.64	Name re-cased Phone reformatted Member ID reformatted Unit split from street+2 more
ENR-136918	ENR	Jeffrey O Simpson	1943-04-16	UHC-82165-72	6005883898	4147 Indian School Rd Apt 36, Miami, FL, 33101	0.64	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+2 more
TPA-58800	TPA	Douglas Luna	1990-11-25	UHC-38556-96	—	8652 Willow Ct # 507, Atlanta, GA, 30367	0.64	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-429561	CLM	Bruce Alexander	1988-07-25	—	9198803155	7801 Apache Blvd # 873, Scottsdale, AZ, 85275	0.64	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+2 more
TPA-53020	TPA	Marcus Lee	1973-01-19	—	6879896745	8291 River Rd Apt 34, Glendale, AZ, 85341	0.64	Date of birth reformatted Phone reformatted Unit split from street State name converted to code+2 more
ENR-101064	ENR	Grace D Rodriguez	1994-03-14	UHC-74123-45	7595967642	4481 Sage Ct Apt 10, San Antonio, TX, 78217	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
CLM-425069	CLM	Camila McDonald	1988-10-08	—	8183368496	2173 Ocean Ave # 104, Houston, TX, 77013	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-135152	ENR	Sandra F Roberts	1941-06-03	UHC-36051-31	4937919974	2636 Union St Apt 29, Austin, TX, 78751	0.64	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-117925	ENR	Kelly Carr	1990-09-04	UHC-56857-38	9442370868	5074 Central Ave # 115, Los Angeles, CA, 90022	0.64	Name split from “Last, First”Phone reformatted Unit split from street City re-cased+2 more
ENR-132608	ENR	Joan U Garcia	1956-02-10	UHC-53327-82	2386854636	5420 Market St # 292, Eden Prairie, MN, 55374	0.64	Name re-cased Phone reformatted SSN last four extracted Unit split from street+2 more
ENR-103591	ENR	Amanda Burton	1974-06-26	UHC-03306-23	8609514650	9383 Camelback Rd # 591, Sacramento, CA, 95828	0.64	Name re-cased Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-137416	ENR	Julia O Ortega	1949-04-12	UHC-48319-96	—	2489 Camelback Rd # 902, Orlando, FL, 32874	0.64	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+2 more
PRV-27649	PRV	Deigo Turner	1988-02-28	—	9767302887	8225 Union St Apt 32, Tampa, FL, 33644	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-418969	CLM	Kelly Kelley	1950-06-24	UHC-41100-02	—	6704 Church St # 710, Seattle, WA, 98122	0.64	Member ID reformatted Unit split from street Street suffix standardised Address re-cased+2 more
PRV-25414	PRV	Jonathan Ferguson	1982-06-09	—	—	4690 Forest Ave Apt 2, Gilbert, AZ, 85276	0.64	Name re-cased Date of birth reformatted Unit split from street ZIP+4 trimmed+2 more
TPA-57521	TPA	Dylan Torres	1986-09-23	—	—	9469 Market St Apt 20, Scottsdale, AZ, 85200	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
CLM-422300	CLM	Kimberly U Armstrong	1969-10-12	—	—	5404 Maple Ave # 642, Sacramento, CA, 95897	0.64	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-141973	ENR	James Parker	2000-05-28	UHC-18847-68	2256025860	4105 Central Ave Apt 23, Atlanta, GA, 30304	0.64	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-134083	ENR	Catherine U Gonzales	1969-11-19	UHC-29794-31	6567852950	2473 Central Ave # 552, Fresno, CA, 93701	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-416273	CLM	Santiago Jensen	1992-05-26	UHC-40660-07	7917563574	8713 Meadow Ln Apt 26, Seattle, WA, 98137	0.64	Name re-cased Phone reformatted Unit split from street Street suffix standardised+2 more
CLM-431168	CLM	Elizabeth Myers	1980-12-18	UHC-25672-92	3663642933	9332 Ridge Rd # 802, Dallas, TX, 75292	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-413840	CLM	Austin Nelson	1974-06-14	UHC-77457-34	—	9886 Park Pl Apt 4, Nashville, TN, 37261	0.64	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-123025	ENR	Peter D Chapman	—	UHC-03130-30	4873448591	4387 Ocean Ave Apt 14, San Diego, CA, 92192	0.64	Date of birth unreadable Phone reformatted Unit split from street Email lower-cased+2 more
CLM-430635	CLM	Frances Burke	2000-04-23	UHC-81574-06	7667435344	2627 Desert Sky Blvd # 492, Mesa, AZ, 85270	0.64	Name re-cased Two-digit birth year Phone reformatted Unit split from street+2 more
CLM-401814	CLM	Theresa Fowler	1979-04-14	UHC-19141-31	3996298696	6465 Broadway Apt 2, Las Vegas, NV, 89188	0.64	Two-digit birth year Phone reformatted Unit split from street Address re-cased+2 more
ENR-116705	ENR	Carlos Y Hunt	1971-12-18	UHC-24311-47	3175981099	1181 Desert Sky Blvd # 528, San Diego, CA, 92118	0.64	Date of birth reformatted Phone reformatted Unit split from street ZIP+4 trimmed+2 more
CLM-411057	CLM	Doris E Yang	1968-12-03	UHC-09369-79	2282448221	3736 Pine Dr Apt 39, Phoenix, AZ, 85014	0.64	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+2 more
CLM-411056	CLM	Doris E Yang	1968-12-03	UHC-09369-79	2282448221	3736 Pine Dr Apt 39, Phoenix, AZ, 85014	0.64	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+2 more
ENR-113916	ENR	Paul A Crawford	2000-04-03	UHC-85132-11	6304066652	5404 Highland Ave Apt 4, Columbus, OH, 43298	0.64	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+2 more

6,994 rows, page 78 of 140Previous Next