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
ENR-130110	ENR	Julia E Schmidt	1983-02-09	UHC-72599-06	8256988057	3498 Valley View Dr, Charlotte, NC	0.64	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-401496	CLM	Alan A Maatthews	2000-07-24	UHC-27608-39	4844132956	148 Pine Dr, Tucson, AZ	0.64	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+2 more
ENR-131146	ENR	Evelyn Hansen	1971-05-08	UHC-97559-91	5753798685	3438 Lake View Rd, Las Vegas, NV, 89115	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-139007	ENR	Christopher B Aguilar	1942-08-10	UHC-60844-39	8485279686	9765 Valley View Dr, Sacramento, CA, 95884	0.64	Name re-cased Date of birth reformatted Phone reformatted City re-cased+2 more
ENR-119624	ENR	Jeremy Tukcer	1952-07-17	UHC-74600-73	9885433013	9737 Bayshore Dr, Nashville, TN, 37278	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
TPA-63560	TPA	Lucia Gomez	1997-02-02	UHC-42126-16	5283601314	5088 Union St, Gilbert, AZ, 85255	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-134393	ENR	Andrea Chavez	1962-08-10	UHC-71772-06	2897792417	2030 Mountain View Dr, Tempe, AZ, 85276	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-20340	PRV	Elizebeth G West	1964-07-01	—	3665091188	9763 Apache Blvd, San Antonio, TX, 78294	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
PRV-20341	PRV	Elizebeth G West	1964-07-01	—	3665091188	9763 Apache Blvd, San Antonio, TX, 78294	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
ENR-129379	ENR	Joseph Carter	1979-12-15	UHC-97279-29	2537383919	3938 Desert Sky Blvd, Chandler, AZ, 85231	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-128105	ENR	Samantha Ray	1990-09-03	UHC-10409-87	—	464 Jefferson Ave, Denver, CO, 80269	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-400521	CLM	Danielle Fuller	1963-03-07	—	2572606122	8088 Central Ave, Phoenix, AZ, 85057	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-130453	ENR	Robert Stone	1972-01-08	UHC-11766-70	3274236988	4545 Cedar Ln, Eden Prairie, MN, 55319	0.64	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-428679	CLM	Mike Rios	1961-08-23	UHC-88156-15	—	9120 Lake View Rd, Los Angeles, CA, 90097	0.64	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-411609	CLM	Lawrence Weaver	1964-02-04	UHC-26133-98	—	3519 Church St, Tempe, AZ, 85219	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
ENR-109491	ENR	Bradely T Carr	1998-11-03	UHC-51378-49	3674072449	2339 Jefferson Ave Apt 25, Phoenix, AZ, 85029	0.64	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+2 more
ENR-135121	ENR	Lauren Woods	1978-03-14	UHC-04222-70	—	2095 Forest Ave Apt 33, Miami, FL, 33108	0.64	Name re-cased Date of birth reformatted Phone missing area code Unit split from street+2 more
ENR-129920	ENR	Ruth K Aguilar	1995-07-04	UHC-73106-42	6329985888	7008 Cedar Ln, Mesa, AZ, 85207	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-104136	ENR	Alice Q Ruiz	2004-04-27	UHC-37375-91	7886610687	3880 Grand Ave, Seattle, WA, 98117	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-61229	TPA	Donna Hicks	1952-04-13	—	—	2177 Highland Ave, Tempe, AZ, 85215	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-57053	TPA	Mark Green	1988-03-05	—	—	464 Ocean Ave, San Diego, CA	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+2 more
ENR-141579	ENR	Steve J Maldonado	2006-11-09	UHC-17496-64	6578122888	563 Grand Ave, Tucson, AZ, 85704	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-411798	CLM	Camila Harrison	1995-09-12	UHC-38431-26	6932045571	2903 Main St, Phoenix, AZ, 85022	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
TPA-64174	TPA	Margaret Stone	1939-12-20	—	9749293907	854 River Rd # 692, Phoenix, AZ, 85041	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+2 more
CLM-418260	CLM	Mariana Fowler	1986-11-05	UHC-92162-53	—	6958 Mountain View Dr, Scottsdale, AZ, 85292	0.64	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-105705	ENR	Madison Armstrog	1973-10-11	—	9595884632	6205 Grand Ave, Plano, TX, 75071	0.64	Date of birth reformatted Phone reformatted State name converted to code ZIP+4 trimmed+2 more
PRV-26009	PRV	Billy Valdez	1968-12-02	—	4548323745	1459 Hillcrest Rd, Glendale, AZ, 85310	0.64	Name re-cased Date of birth reformatted City re-cased State name converted to code+2 more
TPA-60474	TPA	Bryan Hamilton	2002-06-03	—	—	2921 Ocean Ave, Denver, CO, 80223	0.64	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-107426	ENR	Ramond P Patel	1947-12-18	UHC-94437-25	6279895240	5334 Meadow Ln, Denver, CO	0.64	Name re-cased Date of birth reformatted Phone reformatted ZIP missing+2 more
ENR-107425	ENR	Ramond P Patel	1947-12-18	UHC-94437-25	6279895240	5334 Meadow Ln, Denver, CO	0.64	Name re-cased Date of birth reformatted Phone reformatted ZIP missing+2 more
ENR-130869	ENR	Ashley Lane	1993-09-20	UHC-54559-03	3656099814	4467 Indian School Rd, Las Vegas, NV, 89116	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-108577	ENR	Albert Banks	1998-02-12	UHC-93683-76	—	4654 Lake View Rd, San Diego, CA, 92144	0.64	Name split from “Last, First”Date of birth reformatted Member ID reformatted Street suffix standardised+2 more
CLM-408379	CLM	Ralph Graham	1981-01-27	—	4014409012	3792 Palm Dr Apt 22, San Diego, CA, 92127	0.64	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-105910	ENR	Mason Duncan	1984-04-28	UHC-64676-94	—	3258 Hillcrest Rd, Gilbert, AZ, 85216	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-139577	ENR	Jordan I Jensen	1980-09-05	UHC-53741-93	4968684132	8538 Jefferson Ave, Plano, TX	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-430374	CLM	Jacqueline Gomez	1967-02-17	UHC-57063-16	9254703763	1869 Palm Dr, Charlotte, NC, 28246	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-106500	ENR	Lori Wallace	2003-10-26	UHC-95038-81	—	6418 Main St, Mesa, AZ, 85206	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
PRV-23942	PRV	Yuki Patel	1970-03-23	UHC-54511-33	8776403575	4070 Baseline Rd, Chandler, AZ, 85210	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-24355	PRV	Madison Garcia	1984-09-25	—	—	6656 Church St, Tampa, FL	0.64	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
PRV-20880	PRV	Jose E Richardson	1960-08-27	—	—	9388 Cedar Ln, Nashville, TN	0.64	Name split from “Last, First”Date of birth reformatted ZIP missing Plan code upper-cased+2 more
CLM-407843	CLM	—Junk	1968-09-13	UHC-72065-17	—	3206 Meadow Ln, Scottsdale, AZ, 85205	0.64	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
CLM-407842	CLM	—Junk	1968-09-13	UHC-72065-17	—	3206 Meadow Ln, Scottsdale, AZ, 85205	0.64	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
ENR-130819	ENR	—Junk	1982-05-12	UHC-21771-63	3722748775	8499 Main St, Columbus, OH, 43254	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-137883	ENR	Alexander Reid	1976-07-20	UHC-22695-59	7307724789	5107 Lake View Rd, Plano, TX, 75027	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-408801	CLM	Theresa Wheeler	1953-07-08	—	—	8531 Camelback Rd, San Diego, CA, 92187	0.64	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
TPA-50370	TPA	Brittany X Estrada	1967-02-12	—	—	908 Forest Ave, Tucson, AZ, 85701	0.64	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-133799	ENR	Carl Robbertson	1976-08-21	UHC-87750-98	2983706148	2673 Valley View Dr, Charlotte, NC, 28266	0.64	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-122432	ENR	Gabriel R Ruiz	1993-12-09	UHC-87163-08	9222064334	5977 Indian School Rd, Tampa, FL, 33695	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-123838	ENR	Valentina Bod	1962-12-01	UHC-23158-01	6799164375	3476 Central Ave, Tempe, AZ, 85246	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-426281	CLM	Nathan Crawford	2002-06-03	—	8377377459	9803 Baseline Rd, Tempe, AZ, 85248	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more

32,400 rows, page 138 of 648Previous Next