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 “Member ID reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagMember ID reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-410971	CLM	Sandra Peterson	1970-06-24	UHC-01975-42	6312063229	9822 Washington St, Los Angeles, CA, 90097	0.48	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-131517	ENR	Roger Andrews	1987-03-28	UHC-96921-49	3558967732	6929 Palm Dr, Miami, FL, 33152	0.48	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-125047	ENR	Kyle Tran	—	UHC-53619-59	4514110427	4149 Willow Ct, Eden Prairie, MN, 55321	0.48	Name re-cased Date of birth missing Member ID reformatted Street suffix standardised+4 more
ENR-112905	ENR	Charlotte P Parker	1998-09-07	UHC-15367-54	6489424426	15 Highland Ave # 871, Gilbert, AZ, 85272	0.48	Middle initial moved out of first name Date of birth reformatted Phone reformatted Member ID reformatted+4 more
ENR-112904	ENR	Charlotte P Parker	1998-09-07	UHC-15367-54	6489424426	15 Highland Ave # 871, Gilbert, AZ, 85272	0.48	Middle initial moved out of first name Date of birth reformatted Phone reformatted Member ID reformatted+4 more
CLM-414495	CLM	Aisha R Wright	1949-02-26	UHC-95172-81	—	3424 Spring St, Plano, TX, 75044	0.48	Name split from “Last, First”Date of birth reformatted Member ID reformatted SSN last four extracted+4 more
ENR-131233	ENR	Jose Nelon	1986-01-14	UHC-60100-97	9797179244	2966 Grand Ave, Nashville, TN, 37272	0.48	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+4 more
CLM-405963	CLM	Shirley Hall	1944-03-18	UHC-69762-72	2545612853	3326 Baseline Rd, Charlotte, NC, 28283	0.48	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
CLM-427996	CLM	Raymond Reed	1997-07-04	UHC-01048-26	—	8798 Lincoln Way, Orlando, FL, 32856	0.48	Name split from “Last, First”Date of birth reformatted Member ID reformatted SSN last four extracted+4 more
ENR-111922	ENR	Sophia Harris	1939-08-24	UHC-07069-71	6179012513	8447 Camelback Rd, Tampa, FL, 33665	0.48	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-106033	ENR	Elizabeth W Reed	1994-09-12	UHC-75188-50	8916442972	9403 Cedar Ln Apt 28, Seattle, WA, 98112	0.48	Name re-cased Member ID reformatted Unit split from street Street suffix standardised+4 more
ENR-139588	ENR	Catherine Riley	1999-11-09	UHC-20404-24	5239039881	7227 Canyon Rd, Mesa, AZ	0.48	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+4 more
ENR-104311	ENR	Scott Barnes	1999-01-19	UHC-33275-94	6877396692	8037 Forest Ave, Chandler, AZ, 85280	0.48	Two-digit birth year Phone reformatted Member ID reformatted Street suffix standardised+4 more
CLM-418818	CLM	Joseph Evans	1996-07-02	UHC-53901-47	9574916916	7198 Oak St, Tempe, AZ, 85236	0.48	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-102177	ENR	Grace M Valdez	2002-08-14	UHC-35478-16	9686821189	2005 Elm St, Jacksonville, FL, 32298	0.48	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+4 more
ENR-141777	ENR	Mason I Mason	1956-07-17	UHC-59847-77	9004442189	682 Main St, Columbus, OH, 43245	0.48	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+4 more
CLM-421146	CLM	Maria Hoffman	2000-05-27	UHC-58570-09	—	6203 Indian School Rd, Tampa, FL, 33658	0.48	Name split from “Last, First”Member ID reformatted Street suffix standardised Address re-cased+4 more
PRV-20802	PRV	Alan Brown	2004-01-08	UHC-69982-03	—	740 Central Ave Apt 13, Phoenix, AZ, 85077	0.48	Name split from “Last, First”Member ID reformatted Unit split from street Street suffix standardised+4 more
CLM-404879	CLM	Gary P Burton	1988-01-22	UHC-41264-81	—	4869 Church St, Gilbert, AZ	0.48	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+4 more
ENR-138552	ENR	Michael N Montgomery	1992-03-02	UHC-33107-34	2234460888	3406 Union St, Nashville, TN, 37273	0.48	Two-digit birth year Member ID reformatted Street suffix standardised Address re-cased+4 more
CLM-425753	CLM	Abigail Grant	1953-02-13	UHC-92965-83	2228281112	7908 Hillcrest Rd Apt 30, Tempe, AZ, 85253	0.48	Two-digit birth year Phone reformatted Member ID reformatted Unit split from street+4 more
ENR-112139	ENR	Dennis T Bryant	1949-10-22	UHC-30043-15	5753865767	1329 Hillcrest Rd, Dallas, TX, 75234	0.48	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+4 more
TPA-55599	TPA	Mei Jackson	2005-12-15	UHC-50141-31	—	2468 Willow Ct, Gilbert, AZ, 85288	0.48	Name re-cased Two-digit birth year Member ID reformatted Street suffix standardised+4 more
CLM-417575	CLM	Elizabeth Baker	1994-09-04	UHC-60905-95	—	9587 Park Pl, San Antonio, TX, 78237	0.48	Member ID reformatted SSN last four extracted Street suffix standardised Address re-cased+4 more
ENR-125627	ENR	Carolyn W Ortiz	1983-01-27	UHC-39963-23	3958241399	4744 Cedar Ln, Miami, FL, 33179	0.48	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+4 more
ENR-117822	ENR	Keith T Banks	1959-07-01	UHC-64031-66	4206415138	8804 Camelback Rd, Las Vegas, NV, 89171	0.48	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-116553	ENR	Jeremy J Vega	1950-08-16	UHC-56071-65	6758185989	1820 Park Pl, Sacramento, CA, 95869	0.48	Name split from “Last, First”Middle initial moved out of first name Date of birth reformatted Phone reformatted+4 more
CLM-430538	CLM	Dennis F Watson	1960-02-18	UHC-66816-88	—	3612 Highland Ave # 335, Chandler, AZ, 85226	0.48	Name split from “Last, First”Date of birth reformatted Phone missing area code Member ID reformatted+4 more
CLM-430643	CLM	Lucia T Butler	1985-05-14	UHC-50319-68	—	5723 Desert Sky Blvd, Gilbert, AZ, 85247	0.48	Two-digit birth year Member ID reformatted SSN last four extracted Street suffix standardised+4 more
ENR-120574	ENR	DJunk	1999-09-26	UHC-97761-78	5245278049	8845 Mesa Dr # 672, Jacksonville, FL, 32221	0.48	Date of birth reformatted Member ID reformatted Unit split from street Street suffix standardised+4 more
CLM-409487	CLM	Priya K Weber	1977-01-08	UHC-74953-20	—	7071 Forest Ave, Glendale, AZ, 85398	0.48	Middle initial moved out of first name Name re-cased Member ID reformatted Street suffix standardised+4 more
CLM-421800	CLM	—Junk	1967-12-18	UHC-60213-77	7359902102	1681 River Rd # 342, Scottsdale, AZ, 85221	0.48	Phone reformatted Member ID reformatted Unit split from street Street suffix standardised+4 more
ENR-115025	ENR	Ana I Mendoza	1996-01-08	UHC-49984-10	9188206065	2269 Bayshore Dr, Seattle, WA, 98162	0.48	Middle initial moved out of first name Name re-cased Phone reformatted Member ID reformatted+4 more
CLM-406376	CLM	Brian Patel	2004-10-26	UHC-04047-38	—	2330 Maple Ave Apt 21, Orlando, FL, 32876	0.48	Date of birth reformatted Member ID reformatted Unit split from street City re-cased+4 more
CLM-400208	CLM	Maria Martin	1991-05-20	UHC-36744-15	8536854230	5568 Indian School Rd, Phoenix, AZ	0.48	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+4 more
CLM-408904	CLM	Marcus Snyder	1958-10-04	UHC-27788-70	—	7609 Central Ave Apt 1, Tampa, FL, 33672	0.48	Name re-cased Date of birth reformatted Member ID reformatted Unit split from street+4 more
ENR-108891	ENR	Christian N Powell	1984-09-05	UHC-80704-75	4419011919	2322 Union St, Plano, TX	0.48	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+4 more
ENR-127217	ENR	Lauuren Gutierrez	1942-10-10	UHC-72049-97	4409083769	5474 Indian School Rd, Chandler, AZ, 85220	0.48	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
CLM-431539	CLM	William Webb	1986-01-20	UHC-85317-53	3938443846	2004 Willow Ct, San Diego, CA, 92121	0.48	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+4 more
ENR-103534	ENR	Ann Wallace	1937-08-24	UHC-77936-04	5063945714	2695 Washington St, Sacramento, CA, 95883	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+4 more
CLM-412382	CLM	Scott Carroll	—	UHC-81901-52	8447594808	2169 River Rd, San Diego, CA, 92125	0.48	Name re-cased Date of birth missing Phone reformatted Member ID reformatted+4 more
PRV-23479	PRV	Julie J Wilson	—	UHC-76381-41	2859476131	9127 Pine Dr # 522, Columbus, OH, 43249	0.48	Name re-cased Date of birth unreadable Phone reformatted Member ID reformatted+4 more
ENR-102434	ENR	Brandon M Fox	2005-04-28	UHC-96771-85	—	267 Camelback Rd, Plano, TX	0.48	Date of birth reformatted Phone missing area code Member ID reformatted Street suffix standardised+4 more
ENR-139179	ENR	Luis Hernandez	1948-08-16	UHC-35955-65	6034792717	3548 River Rd Apt 19, Denver, CO, 80268	0.48	Name split from “Last, First”Member ID reformatted Unit split from street Street suffix standardised+4 more
ENR-104970	ENR	Mason Marquez	1998-12-04	UHC-73096-61	6466029964	2385 Elm St, Mesa, AZ, 85228	0.48	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-120770	ENR	Russell Harrsion	—	UHC-05513-68	9875500866	460 Palm Dr, Dallas, TX, 75239	0.48	Date of birth unreadable Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-133683	ENR	Lisa V Singh	1998-06-03	UHC-77375-17	—	3457 Mesa Dr, Miami, FL, 33101	0.48	Date of birth reformatted Phone missing area code Member ID reformatted Street suffix standardised+4 more
ENR-127578	ENR	Linda O Hart	1952-12-22	UHC-14871-12	8969776870	8803 Canyon Rd, San Diego, CA	0.48	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+4 more
ENR-132891	ENR	Linda V Reynolds	2004-10-19	UHC-41436-28	—	900 Ocean Ave, Tempe, AZ	0.48	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+4 more
ENR-129077	ENR	Sharon E Rose	2004-02-27	UHC-55095-57	2703965719	99 Lake View Rd Apt 16, Orlando, FL, 32839	0.48	Phone reformatted Member ID reformatted Unit split from street Street suffix standardised+4 more

7,723 rows, page 9 of 155Previous Next