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 “Address re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagAddress re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-138534	ENR	Nancy Sims	1976-06-23	UHC-57979-93	7655250239	9620 Hillcrest Rd, Atlanta, GA	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-115969	ENR	Stephen Heyes	1954-03-20	UHC-21260-70	6433471467	3539 Union St, Scottsdale, AZ, 85203	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-103132	ENR	Dennise C Perkins	1971-11-25	UHC-55403-36	8638741759	5125 Oak St, Glendale, AZ	0.48	Two-digit birth year Member ID reformatted Street suffix standardised Address re-cased+4 more
ENR-120358	ENR	Noah D Bryant	1949-03-15	UHC-89912-12	—	8174 Pine Dr, Jacksonville, FL, 32262	0.48	Name re-cased Two-digit birth year Phone missing area code Street suffix standardised+4 more
ENR-113088	ENR	Russell Marquez	1962-03-11	UHC-20668-29	—	2146 Mesa Dr, Scottsdale, AZ, 85285	0.48	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+4 more
ENR-113139	ENR	Luis U Bell	1956-03-23	UHC-85259-84	6519571616	9061 Meadow Ln, Atlanta, GA, 30300	0.48	Two-digit birth year Street suffix standardised Address re-cased City re-cased+4 more
ENR-132941	ENR	Paul Q Porter	1941-07-27	UHC-28456-84	2483459516	4240 Church St Apt 31, Plano, TX, 75025	0.48	Name split from “Last, First”Phone reformatted Member ID reformatted Unit split from street+4 more
ENR-110087	ENR	Patrick Morris	1992-10-26	UHC-18755-45	5335151382	3131 Palm Dr, Eden Prairie, MN, 55381	0.48	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+4 more
ENR-108563	ENR	Kevin Rice	1953-10-21	UHC-17571-21	7408127885	7401 Pine Dr, Fresno, CA	0.48	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-118702	ENR	Ahmed U Ortiz	1975-04-20	UHC-09856-93	4328861956	7257 Desert Sky Blvd, Glendale, AZ	0.48	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-133658	ENR	Camila Lynch	1975-04-02	UHC-24868-81	6426610686	7308 Jefferson Ave, Jacksonville, FL	0.48	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
ENR-120589	ENR	Fatima D Schmidt	1958-12-15	UHC-18800-64	—	8945 Jefferson Ave, Glendale, AZ, 85368	0.48	Name re-cased Street suffix standardised Address re-cased State name converted to code+4 more
ENR-118482	ENR	Christopher E Evans	1960-05-09	UHC-90954-06	5362182375	6340 Cedar Ln, San Diego, CA	0.48	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-141122	ENR	Angela Murray	1987-06-24	UHC-29472-03	4487160206	6807 Cedar Ln, Austin, TX, 78788	0.48	Name re-cased Two-digit birth year Phone reformatted SSN last four extracted+4 more
ENR-116829	ENR	Sentiago A Wong	1969-01-19	UHC-35346-77	—	4049 Washington St, Houston, TX	0.48	Middle initial moved out of first name Street suffix standardised Address re-cased City re-cased+4 more
ENR-136471	ENR	Teresa Z Coleman	2005-06-26	UHC-01517-27	8149449845	5737 Maple Ave # 982, Phoenix, AZ, 85029	0.48	Name re-cased Phone reformatted Unit split from street Street suffix standardised+4 more
ENR-125751	ENR	Maria M Banks	1962-11-18	—	3439996331	6292 Church St, Los Angeles, CA	0.48	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-129065	ENR	Sarah Phillips	1981-01-22	UHC-31199-52	3443740128	1159 Spring St, Jacksonville, FL	0.48	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+4 more
ENR-107290	ENR	Bradley Morrsion	1982-11-11	UHC-89051-37	4197127965	461 Central Ave, Tucson, AZ, 85713	0.48	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-134920	ENR	Sofia N Davys	1971-05-14	UHC-61212-01	—	1769 Lincoln Way Apt 32, Plano, TX, 75021	0.48	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+4 more
ENR-140062	ENR	Grace D Hughes	1965-10-15	UHC-78713-50	6717940564	181 Central Ave, Tampa, FL, 33632	0.48	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-134233	ENR	Roy Reed	1975-08-05	UHC-26068-80	6882559284	4501 Indian School Rd, Fresno, CA, 93786	0.48	Name re-cased Street suffix standardised Address re-cased City re-cased+4 more
ENR-106452	ENR	Laura N Green	1971-08-01	UHC-02350-82	5412710172	7399 Church St, Glendale, AZ, 85317	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-101617	ENR	Brandon O Adams	1957-09-08	UHC-04938-69	3874682776	2111 Jefferson Ave, Eden Prairie, MN, 55357	0.48	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-101899	ENR	Diana S Myers	1994-04-19	UHC-65881-90	7665062301	4782 Sage Ct # 409, Plano, TX, 75060	0.48	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+4 more
ENR-101900	ENR	Diana S Myers	1994-04-19	UHC-65881-90	7665062301	4782 Sage Ct # 409, Plano, TX, 75060	0.48	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+4 more
ENR-127986	ENR	Christian P Nelson	—	UHC-83748-44	6033036816	499 Pine Dr, Los Angeles, CA, 90068	0.48	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+4 more
ENR-141678	ENR	Gabriel Vazquez	1979-05-14	UHC-22403-99	5247442623	2070 Apache Blvd, Phoenix, AZ, 85060	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-125058	ENR	Hannah G Dean	1943-06-10	UHC-03019-59	7805122733	248 River Rd, Scottsdale, AZ, 85242	0.48	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-109171	ENR	Luis Bailey	1976-06-02	UHC-42810-13	3477249469	7673 Main St, Minneapolis, MN, 55451	0.48	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-111059	ENR	Sara Greene	1987-04-04	UHC-84724-26	2129192051	2557 Main St, Las Vegas, NV, 89166	0.48	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
ENR-134242	ENR	Raymond Hicks	2007-09-22	UHC-56313-54	8437869678	7323 Baseline Rd, Orlando, FL, 32825	0.48	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+4 more
ENR-129623	ENR	Arthur Ryan	1964-06-17	UHC-17123-61	6007025020	2777 Oak St Apt 5, Tampa, FL, 33672	0.48	Name re-cased Two-digit birth year Phone reformatted Unit split from street+4 more
ENR-113034	ENR	Linda Lawrence	1940-05-16	UHC-42978-12	8735890123	4617 Palm Dr Apt 39, Tucson, AZ, 85757	0.48	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+4 more
ENR-121278	ENR	Tyler Q Rose	1982-01-28	UHC-35992-83	—	959 Palm Dr, Mesa, AZ, 85272	0.48	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+4 more
ENR-104755	ENR	Nathan Morrison	—	UHC-32458-35	5257772917	1788 Valley View Dr, Seattle, WA, 98117	0.48	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+4 more
ENR-122780	ENR	Michelle Walker	2003-08-05	UHC-17580-14	3015838848	7539 Bayshore Dr Apt 19, Jacksonville, FL, 32259	0.48	Name re-cased Two-digit birth year Phone reformatted Unit split from street+4 more
ENR-123645	ENR	Carl N Valdez	1964-02-03	UHC-93111-39	4095222600	6049 Forest Ave, Atlanta, GA, 30380	0.48	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+4 more
ENR-118359	ENR	Joe Wright	1992-06-04	UHC-08635-40	6875965982	907 Apache Blvd, Gilbert, AZ, 85291	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-135528	ENR	Frances E Vega	1981-01-14	UHC-40876-79	7665060586	8278 Ridge Rd, Dallas, TX, 75257	0.48	Phone reformatted Street suffix standardised Address re-cased City re-cased+4 more
ENR-110740	ENR	Doris Jones	1970-08-26	UHC-98385-23	6407883084	1468 Mountain View Dr, Austin, TX, 78782	0.48	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-133879	ENR	Harper K Philip	1963-02-22	UHC-80108-67	6875732299	3956 Bayshore Dr, Orlando, FL, 32854	0.48	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
ENR-108259	ENR	Kathryn Lawson	—	UHC-39531-79	6822446367	6646 Canyon Rd, Orlando, FL, 32893	0.48	Name re-cased Date of birth missing Phone reformatted Street suffix standardised+4 more
ENR-119005	ENR	Willie Barnes	1986-01-11	UHC-72052-81	4753052583	3387 Cedar Ln, Nashville, TN, 37265	0.48	Phone reformatted Member ID reformatted SSN last four extracted Street suffix standardised+4 more
ENR-122577	ENR	Danielle Peterson	1949-01-25	UHC-54962-64	2584846687	1519 Jefferson Ave, Mesa, AZ	0.48	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+4 more
ENR-107800	ENR	Kyle Q Snyder	1945-05-19	UHC-90590-98	5405635130	6754 Sage Ct, Tampa, FL, 33666	0.48	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+4 more
ENR-127162	ENR	Jacob Z Carpenter	2007-11-22	UHC-24720-46	3346355146	5511 Mountain View Dr, Tempe, AZ, 85296	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-107978	ENR	George Munoz	1956-12-23	UHC-84709-91	3717474418	1291 Cedar Ln # 923, Tampa, FL, 33605	0.48	Phone reformatted Unit split from street Street suffix standardised Address re-cased+4 more
ENR-107977	ENR	George Munoz	1956-12-23	UHC-84709-91	3717474418	1291 Cedar Ln # 923, Tampa, FL, 33605	0.48	Phone reformatted Unit split from street Street suffix standardised Address re-cased+4 more
ENR-142214	ENR	Diane Gordon	1974-08-21	UHC-37282-96	—	9704 Sage Ct, Plano, TX	0.48	Member ID reformatted Street suffix standardised Address re-cased State name converted to code+4 more

26,564 rows, page 28 of 532Previous Next