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 “Name re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-139447	ENR	Lauren E Valdez	1996-05-01	UHC-93804-18	9553628354	9898 River Rd, Tampa, FL, 33602	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-143015	ENR	Tyler Lewis	1972-06-24	—	2676143133	2862 Forest Ave, Los Angeles, CA, 90080	0.62	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
PRV-23936	PRV	Philip W Lawson	2008-12-27	UHC-04229-09	—	8364 Main St, Dallas, TX, 75217	0.62	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+3 more
ENR-102298	ENR	Angela Fowler	1969-11-24	UHC-91761-70	4055581516	1269 Sage Ct, Tempe, AZ, 85283	0.62	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+3 more
ENR-141520	ENR	Bruce Harper	1946-08-07	UHC-39693-44	3453664427	3955 Union St, Mesa, AZ, 85290	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
PRV-27461	PRV	George Bishop	1998-03-28	UHC-09489-36	9042857970	1650 Grand Ave, Plano, TX, 75052	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
CLM-422661	CLM	Sara Duncan	—	UHC-26231-77	2686028171	2909 Pine Dr, Gilbert, AZ, 85202	0.62	Name re-cased Date of birth missing Phone reformatted Street suffix standardised+3 more
ENR-119083	ENR	Philip Vazquez	1996-06-27	UHC-46410-96	—	5436 Union St, Columbus, OH, 43262	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-118127	ENR	Justin Montgomery	1981-06-01	UHC-35192-79	9682228172	6366 Pine Dr, Seattle, WA, 98137	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-113137	ENR	Alice Armstrong	1999-11-04	UHC-49773-32	6552040663	5394 River Rd, Charlotte, NC	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-428692	CLM	Lucia Rios	1939-04-02	UHC-92720-51	—	5436 Camelback Rd, Denver, CO, 80248	0.62	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+3 more
ENR-135233	ENR	Sarah Q Simpson	2006-07-06	UHC-83348-38	9668139023	3947 Lincoln Way, Atlanta, GA, 30325	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-21670	PRV	Anthony Fox	1958-07-09	—	9792049229	3622 Desert Sky Blvd, Eden Prairie, MN, 55305	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
CLM-432187	CLM	Stephen Gibson	1995-11-22	UHC-07734-29	7075574177	8379 Ocean Ave, San Diego, CA, 92194	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
PRV-20678	PRV	Betty Lucaas	1984-12-10	UHC-91442-85	6316599428	8176 Mesa Dr, Nashville, TN, 37212	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-429832	CLM	Jesse D Lewis	1976-02-19	—	7804542217	2263 Oak St, Gilbert, AZ, 85233	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-412367	CLM	Madison Webbb	—	UHC-00101-50	2077875107	2888 Market St, Tucson, AZ, 85716	0.62	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+3 more
CLM-401666	CLM	Emma Cole	—	—	7923069816	8778 Pine Dr, Denver, CO, 80250	0.62	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+3 more
CLM-416308	CLM	Nicole Ltitle	1984-04-07	UHC-13450-33	2072563145	4572 Grand Ave, Houston, TX, 77011	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-421697	CLM	Eric Morgan	1995-05-07	UHC-37404-89	7144826159	798 Ocean Ave, Miami, FL	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-57511	TPA	Billy Reed	1946-05-19	UHC-86512-71	2147150120	6977 Apache Blvd # 530, San Diego, CA, 92183	0.62	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
TPA-57256	TPA	Alex Prekins	1959-03-26	UHC-60662-97	7164336395	26 Camelback Rd, Plano, TX, 75058	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-104214	ENR	Jack H Fisher	1998-07-20	UHC-01029-95	—	2171 Mountain View Dr, Charlotte, NC, 28288	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
PRV-21300	PRV	Timothy Tran	1958-04-25	—	4657645355	5906 Apache Blvd # 357, Glendale, AZ, 85384	0.62	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
PRV-23960	PRV	Tim Dixon	1951-11-17	UHC-54331-87	4456310971	1368 Ridge Rd, Plano, TX, 75078	0.62	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-137915	ENR	Heather F Williams	1996-05-03	UHC-30599-26	2039086858	3186 Canyon Rd, Glendale, AZ, 85335	0.62	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
ENR-116385	ENR	Nathan P Hanson	1990-08-26	UHC-79251-76	2862003851	599 Sunset Blvd, Mesa, AZ, 85227	0.62	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+3 more
TPA-53400	TPA	Hunt Laura	1988-07-01	—	—	8070 Market St, Tampa, FL	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-117622	ENR	Denise Hunt	1964-04-04	UHC-54373-43	6047769470	2063 Palm Dr, Sacramento, CA, 95838	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-25512	PRV	Christian Chavez	1996-01-20	—	5037920366	7834 Oak St, Seattle, WA	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-118886	ENR	Hannah Little	1984-09-05	UHC-75214-69	—	2485 Washington St Apt 24, Tempe, AZ, 85208	0.62	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
ENR-138838	ENR	Kimberly E Hayes	1991-10-13	UHC-03076-95	9852213395	1773 Ocean Ave, Columbus, OH, 43281	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-24821	PRV	Wei Cook	1991-12-07	UHC-33024-75	6399599575	6459 Ocean Ave, Gilbert, AZ	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-116292	ENR	Deborah X Jimneez	1956-11-20	UHC-74313-33	3117303273	5416 Market St, Orlando, FL, 32873	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-109638	ENR	Stephen Crawford	1989-11-20	UHC-89685-65	6299097611	4840 Church St, San Antonio, TX, 78270	0.62	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
TPA-52814	TPA	Marcus Munoz	1971-08-23	—	7308965219	1896 Baseline Rd # 320, Orlando, FL, 32888	0.62	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
ENR-108272	ENR	Sarah N Smith	1994-11-13	UHC-83635-97	9709227611	486 Camelback Rd, Fresno, CA, 93787	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-423869	CLM	Mariana Peterson	1998-12-07	UHC-91604-29	7706362001	9813 Union St Apt 15, Jacksonville, FL, 32205	0.62	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
TPA-62894	TPA	Isabella Fox	1977-01-22	—	4159551595	9600 Highland Ave, Columbus, OH, 43286	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-405822	CLM	Kenneth Q Freeman	1957-09-19	UHC-86967-68	6284005044	8864 Palm Dr, Plano, TX, 75032	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-103190	ENR	Vincent Hernandez	1970-11-27	UHC-79184-35	5812268140	4259 Canyon Rd, Chandler, AZ, 85217	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-103302	ENR	Richard Pena	1944-10-18	UHC-38010-84	4623273313	6876 Lake View Rd Apt 16, Orlando, FL	0.62	Name re-cased Phone reformatted Unit split from street City re-cased+3 more
TPA-64117	TPA	Karen Spencer	1969-12-21	—	—	1338 Cedar Ln, Phoenix, AZ, 85004	0.62	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+3 more
ENR-111004	ENR	Wayne Hughes	1952-05-11	UHC-56125-22	2714195097	6461 Apache Blvd, Mesa, AZ, 85239	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-402191	CLM	Stephen I Burke	1948-02-12	UHC-69911-23	—	1851 Highland Ave, Columbus, OH, 43267	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-52300	TPA	Keith Hernandez	1998-11-21	—	—	1394 Apache Blvd, Scottsdale, AZ, 85239	0.62	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
ENR-132039	ENR	Christina D Fox	1962-06-21	UHC-09519-67	7465173263	5274 Valley View Dr, Gilbert, AZ, 85235	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-123213	ENR	Austin Q Thompson	2004-09-22	UHC-86839-81	8723856009	9183 Desert Sky Blvd, Gilbert, AZ, 85265	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-417328	CLM	Michael R Flores	2000-05-13	—	7163171886	7802 Oak St, Charlotte, NC	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-420024	CLM	Kayla Richards	1976-01-10	UHC-42568-66	—	2779 Pine Dr, Dallas, TX, 75256	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more

39,996 rows, page 118 of 800Previous Next