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

Enrollment, 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-123750	ENR	Charls R Weber	1980-09-23	UHC-23538-88	6433684726	1116 Baseline Rd, Tampa, FL, 33605	0.66	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+1 more
ENR-129270	ENR	Ryan D Reed	1954-01-18	UHC-08268-31	—	7022 Elm St, Charlotte, NC, 28289	0.66	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+1 more
ENR-135662	ENR	Bobby Z Fields	1979-05-25	UHC-53080-99	5964776820	1966 Maple Ave, Fresno, CA, 93770	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-107255	ENR	Julia Y Morales	1986-01-20	UHC-43213-79	4055122006	2365 Oak St, Plano, TX, 75033	0.66	Name re-cased Two-digit birth year Phone reformatted State name converted to code+1 more
ENR-125601	ENR	Joe Bishop	1966-10-26	UHC-58513-77	—	1154 Forest Ave, Eden Prairie, MN, 55387	0.66	Name re-cased ZIP+4 trimmed Gender normalised Whitespace trimmed+1 more
ENR-110548	ENR	Bradley Collins	1999-12-03	UHC-31256-02	4216777803	6848 Spring St, San Diego, CA, 92104	0.66	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
ENR-116943	ENR	Carolyn Gordon	1949-05-06	UHC-94966-87	3587080043	7485 Ridge Rd, Plano, TX, 75071	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-140618	ENR	Emma Baker	1995-06-15	UHC-19416-16	9808306226	2129 Market St, Chandler, AZ, 85223	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
ENR-105243	ENR	Noah A Ross	2000-02-10	UHC-85850-73	5739479009	7804 Maple Ave Apt 9, Los Angeles, CA, 90050	0.66	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+1 more
ENR-128743	ENR	Ryan N Nunez	1950-10-06	UHC-12863-64	6953116420	3715 River Rd, Sacramento, CA, 95819	0.66	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+1 more
ENR-135473	ENR	Kyle N Cook	1963-06-20	UHC-80562-19	9472163495	8422 Hillcrest Rd, Tampa, FL, 33671	0.66	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+1 more
ENR-141525	ENR	Terry Hansen	1995-10-11	UHC-30891-70	—	213 Pine Dr, Columbus, OH, 43272	0.66	Name re-cased Phone missing area code Street suffix standardised Address re-cased+1 more
ENR-132387	ENR	Rebecca Willis	2007-08-08	UHC-57975-48	9022040059	6080 Grand Ave, Glendale, AZ, 85338	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
ENR-104431	ENR	Sofia Carpenter	—	UHC-20485-01	7647427104	4840 Central Ave, Nashville, TN, 37231	0.66	Name re-cased Date of birth unreadable Phone reformatted ZIP+4 trimmed+1 more
ENR-127549	ENR	Stephanie Harper	1964-06-15	UHC-74220-77	4434033199	2829 Cedar Ln, Orlando, FL, 32850	0.66	Name re-cased Phone reformatted State name converted to code ZIP+4 trimmed+1 more
ENR-123167	ENR	Carolyn O Bishop	1967-07-25	UHC-15130-95	—	9199 Apache Blvd, Miami, FL, 33187	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
ENR-128476	ENR	Lori K Soto	1956-09-26	UHC-93373-56	7779977989	9248 Harbor Blvd, Tampa, FL, 33669	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-139722	ENR	Gabriel I Price	1985-07-23	UHC-70241-02	5046017098	3420 Elm St, Las Vegas, NV	0.66	Name re-cased Date of birth reformatted SSN last four extracted ZIP missing+1 more
ENR-119484	ENR	Denise Q Harrison	1977-01-12	UHC-02609-73	—	1036 Union St # 837, Sacramento, CA, 95818	0.66	Name re-cased Unit split from street State name converted to code Whitespace trimmed+1 more
ENR-113776	ENR	Alexis Hunter	1944-06-08	UHC-40933-61	8618047852	8843 Jefferson Ave, Seattle, WA, 98169	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-114678	ENR	Gabriel K Ortega	1956-10-12	UHC-41006-25	—	9315 Washington St, Jacksonville, FL, 32292	0.66	Name re-cased Phone missing area code Street suffix standardised Address re-cased+1 more
ENR-110127	ENR	Amy O Elliott	1950-07-18	UHC-43246-58	—	9846 Harbor Blvd Apt 28, Eden Prairie, MN, 55309	0.66	Name re-cased Unit split from street Street suffix standardised Address re-cased+1 more
ENR-103111	ENR	Edward Espinoza	1949-08-10	UHC-52731-49	2694871692	2750 Valley View Dr, San Antonio, TX, 78297	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
ENR-110274	ENR	Walter U Jenkins	1956-09-07	UHC-56564-10	7273161015	4649 Washington St, Chandler, AZ, 85239	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-110790	ENR	Cheryl V Herrera	1975-09-06	UHC-59021-38	9507682078	505 Elm St, Tucson, AZ, 85736	0.66	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+1 more
ENR-114666	ENR	Justin J Mason	2002-01-09	UHC-94839-47	7604226272	8634 Sunset Blvd, Dallas, TX, 75222	0.66	Name re-cased Two-digit birth year Phone reformatted ZIP+4 trimmed+1 more
ENR-100805	ENR	Anna Kelley	2002-01-02	UHC-40324-73	—	3926 Harbor Blvd, San Diego, CA, 92153	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
ENR-131768	ENR	Ryan P Reed	1951-11-12	UHC-83799-46	3644370961	1573 Mountain View Dr, Mesa, AZ, 85215	0.66	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
ENR-119871	ENR	Douglas A Lawrence	1961-12-18	UHC-50395-41	7222673098	2159 Mountain View Dr, Las Vegas, NV	0.66	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
ENR-135578	ENR	Matthew P Sanchez	1975-05-13	UHC-20584-91	8387332068	1626 Park Pl Apt 23, Tempe, AZ, 85298	0.66	Name re-cased Two-digit birth year Phone reformatted Unit split from street+1 more
ENR-121883	ENR	Keith I Arnold	1943-01-27	UHC-96588-76	2979796832	9803 Broadway, Tempe, AZ, 85292	0.66	Name re-cased Phone reformatted SSN last four extracted State name converted to code+1 more
ENR-120512	ENR	Sharon J Cooper	1951-10-06	UHC-05129-04	7606454037	7393 Sage Ct, Tempe, AZ, 85254	0.66	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+1 more
ENR-141479	ENR	Debbie Mendez	1978-02-28	UHC-11886-57	7439676147	2883 Forest Ave, Las Vegas, NV, 89170	0.66	Name re-cased Date of birth reformatted State name converted to code ZIP+4 trimmed+1 more
ENR-101855	ENR	Ruth J Porter	2000-05-25	UHC-73599-65	8669632211	8624 Oak St, Dallas, TX, 75254	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
ENR-112855	ENR	Brenda Ross	2000-06-04	UHC-31609-13	4059762446	6185 Harbor Blvd, Jacksonville, FL, 32241	0.66	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
ENR-133090	ENR	Santiago Baker	1991-02-27	UHC-82806-01	—	3643 Park Pl, Los Angeles, CA, 90027	0.66	Name re-cased Phone missing area code Email lower-cased Gender normalised+1 more
ENR-127278	ENR	Laura Little	2001-07-05	UHC-72641-27	8324771227	5519 Willow Ct, Chandler, AZ, 85219	0.66	Name re-cased Phone reformatted ZIP+4 trimmed Gender normalised+1 more
ENR-108154	ENR	Gonzalez Ann	1965-09-11	UHC-64011-63	4417577701	2303 Pine Dr, Nashville, TN, 37213	0.66	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
ENR-130977	ENR	Jerry U Young	1989-07-01	UHC-52799-01	2719414876	2539 Lincoln Way Apt 13, Chandler, AZ, 85294	0.66	Name re-cased Phone reformatted Unit split from street State name converted to code+1 more
ENR-130978	ENR	Jerry U Young	1989-07-01	UHC-52799-01	2719414876	2539 Lincoln Way Apt 13, Chandler, AZ, 85294	0.66	Name re-cased Phone reformatted Unit split from street State name converted to code+1 more
ENR-105067	ENR	Stephen Q Scott	1943-08-22	UHC-90161-54	7923482814	8180 Hillcrest Rd, Seattle, WA, 98104	0.66	Name re-cased Two-digit birth year Phone reformatted State name converted to code+1 more
ENR-124956	ENR	Jesse Romero	1953-12-06	UHC-84323-55	6675944522	5910 Union St, Orlando, FL, 32831	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
ENR-140394	ENR	Denny Gray	1960-02-19	UHC-06968-28	5933645495	1283 Sunset Blvd # 313, Miami, FL, 33163	0.66	Name re-cased Two-digit birth year Phone reformatted Unit split from street+1 more
ENR-143041	ENR	Barb H Weber	—	UHC-47935-63	4698026237	9537 Market St, Seattle, WA, 98140	0.66	Name re-cased Date of birth missing Phone reformatted Street suffix standardised+1 more
ENR-116725	ENR	Diana Jenkins	1950-07-14	UHC-75693-90	8555050494	2055 Hillcrest Rd, Gilbert, AZ, 85238	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-107532	ENR	Matthew A Fuller	1986-01-08	UHC-61724-23	—	3540 Apache Blvd, Austin, TX, 78704	0.66	Name re-cased Phone missing area code Street suffix standardised Address re-cased+1 more
ENR-135986	ENR	Madison Castro	1947-09-03	UHC-09358-13	7763270107	5733 Ocean Ave, Tempe, AZ	0.66	Name re-cased Street suffix standardised Address re-cased ZIP missing+1 more
ENR-140029	ENR	Evelyn F Hudson	1989-06-07	UHC-95299-09	4535633810	1021 Grand Ave, Plano, TX, 75034	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-143017	ENR	Julie R Ross	1939-11-28	UHC-35911-86	3829562824	7517 Meadow Ln, Chandler, AZ, 85280	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
ENR-123278	ENR	Helen Bailey	1953-03-28	UHC-99440-30	7126574593	6658 Maple Ave, Seattle, WA, 98172	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more

17,310 rows, page 119 of 347Previous Next