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 “Phone reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPhone reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-109826	ENR	Peter W Fowler	1972-04-02	UHC-94395-87	9664871123	646 Willow Ct Apt 3, Tampa, FL, 33675	0.64	Name re-cased Phone reformatted Unit split from street State name converted to code+2 more
ENR-113357	ENR	Isabella Le	1954-04-14	UHC-22656-20	9298176639	7791 Desert Sky Blvd, Orlando, FL, 32846	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-101958	ENR	Brian Hansen	—	UHC-10706-35	8674125308	2266 Ridge Rd, Glendale, AZ, 85316	0.64	Date of birth missing Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-111891	ENR	Jacqueline H Lynch	1986-06-13	UHC-82861-34	8542469399	9254 Mesa Dr Apt 17, Tucson, AZ, 85726	0.64	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+2 more
ENR-132277	ENR	Sara K Ellis	1940-08-10	UHC-10984-95	9067557792	2507 Sunset Blvd, Minneapolis, MN, 55417	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-107269	ENR	Maartha P Reyes	1977-03-14	UHC-57803-64	5468157480	7836 Spring St, Mesa, AZ, 85286	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-122722	ENR	Charlotte C Gibson	1948-07-04	UHC-34652-59	8093990045	7647 Baseline Rd, Glendale, AZ, 85302	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
ENR-125411	ENR	Karen Greene	1980-09-27	—	6195724852	4678 Baseline Rd, Phoenix, AZ, 85049	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-102178	ENR	Andrew Thomas	1938-06-26	UHC-00298-40	6132471757	3126 Indian School Rd, Tampa, FL, 33694	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-142856	ENR	Yuki Bennett	1962-10-23	UHC-69150-34	5022914950	4735 Maple Ave, Phoenix, AZ, 85049	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-107876	ENR	Isabella M Sanders	1986-05-19	UHC-72276-68	5649104794	8404 Desert Sky Blvd, San Antonio, TX, 78221	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-107877	ENR	Isabella M Sanders	1986-05-19	UHC-72276-68	5649104794	8404 Desert Sky Blvd, San Antonio, TX, 78221	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-137764	ENR	Billy Vargas	1955-10-23	UHC-55865-83	3144192218	4649 Sage Ct, San Antonio, TX, 78278	0.64	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-112734	ENR	Christopher Ruiz	1946-03-21	UHC-69936-01	9854404038	7578 Ocean Ave, Sacramento, CA, 95811	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-112733	ENR	Christopher Ruiz	1946-03-21	UHC-69936-01	9854404038	7578 Ocean Ave, Sacramento, CA, 95811	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-103565	ENR	Gloria Perez	1980-02-17	UHC-82117-14	6766305258	8074 Pine Dr, Tampa, FL, 33635	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-116635	ENR	Patrick I Lucas	1949-10-01	UHC-97881-60	7769470355	9449 Harbor Blvd, Houston, TX	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-125993	ENR	Teresa B Alvarado	1963-04-16	UHC-66432-05	3894551467	7002 Baseline Rd, San Diego, CA, 92115	0.64	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-140977	ENR	Gary Montgomery	1958-03-17	UHC-72195-70	2532302813	1820 Washington St, Orlando, FL, 32856	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-120135	ENR	Teresa Day	1944-02-07	UHC-03686-98	8856257840	3322 Cedar Ln Apt 24, San Diego, CA	0.64	Name re-cased Phone reformatted Unit split from street ZIP missing+2 more
ENR-132882	ENR	Randy C Jensen	2008-05-28	UHC-83435-92	4107448684	7270 Ridge Rd, Austin, TX, 78717	0.64	Name re-cased Date of birth reformatted Phone reformatted ZIP+4 trimmed+2 more
ENR-118691	ENR	Adam Green	—	UHC-08215-14	9595158897	731 Market St, Austin, TX, 78743	0.64	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-142108	ENR	Keith Cruz	1946-01-14	UHC-71380-39	8117629109	5885 Sunset Blvd, Plano, TX, 75054	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-114991	ENR	Shirley O Harrison	1969-06-11	UHC-28453-44	9368953863	7657 Bayshore Dr, Fresno, CA, 93738	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+2 more
ENR-109173	ENR	Anna T Turner	1974-02-09	UHC-90002-73	4577574672	6074 Willow Ct, Nashville, TN, 37250	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-122753	ENR	Jack B Alexander	1971-04-20	UHC-89498-08	7237404966	7505 Mesa Dr, Gilbert, AZ, 85215	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+2 more
ENR-116612	ENR	Barbara Z Robinson	1953-03-09	UHC-20413-79	4286836779	1839 River Rd, Miami, FL	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-104319	ENR	Evelyn A Montgomery	1980-09-25	UHC-11441-18	3807102392	3702 Valley View Dr, Eden Prairie, MN, 55379	0.64	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-100104	ENR	Doris N Parker	1951-01-12	UHC-94546-30	7488696262	722 Church St, San Diego, CA, 92110	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-141234	ENR	Jack G Washington	1976-04-18	UHC-15231-06	7913336207	6824 Park Pl, Austin, TX, 78772	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-117059	ENR	Jeremy G Castillo	1981-09-28	UHC-29703-02	6125163836	3847 Grand Ave, Tempe, AZ, 85235	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-135917	ENR	Raymond E Fox	2005-05-06	UHC-79354-74	4352214969	9046 Desert Sky Blvd, Minneapolis, MN, 55484	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-120559	ENR	Timothy Q Berry	—	UHC-15965-49	2184037704	3376 Spring St, Dallas, TX, 75284	0.64	Name re-cased Date of birth unreadable Phone reformatted City re-cased+2 more
ENR-137785	ENR	Lynch Dylan	1999-03-16	UHC-13247-56	8609209818	5219 Baseline Rd, Orlando, FL, 32866	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-127904	ENR	Terry Hall	1988-07-22	UHC-83199-44	7614796806	9208 Mesa Dr, San Antonio, TX, 78288	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-118290	ENR	Vicky P Griffin	2008-12-19	UHC-82877-44	4559313909	1251 Lincoln Way, Tucson, AZ, 85757	0.64	Phone reformatted SSN last four extracted City re-cased Gender normalised+2 more
ENR-124838	ENR	Joey P Webb	2008-01-15	UHC-44238-24	9022505861	838 Washington St # 194, Minneapolis, MN, 55477	0.64	Name re-cased Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-116617	ENR	Evelyn I Stewart	1997-03-04	UHC-37643-23	9894851253	8320 Union St, Atlanta, GA, 30332	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-139434	ENR	Barbara Long	1963-04-08	UHC-77610-75	8896914770	3334 Pine Dr, Nashville, TN	0.64	Date of birth reformatted Phone reformatted ZIP missing Gender normalised+2 more
ENR-111776	ENR	Samantha Fields	2007-03-12	UHC-67440-52	4534841470	3019 Baseline Rd, Scottsdale, AZ, 85279	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-123224	ENR	James D Bell	1982-06-24	UHC-41404-50	9536814112	1829 Mountain View Dr, Atlanta, GA, 30312	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-116038	ENR	Kathryn X Lopez	2001-01-08	UHC-90925-97	9363317270	2249 Valley View Dr, Scottsdale, AZ, 85265	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-122269	ENR	Lori P Henry	1974-04-27	UHC-32973-91	8059033696	5680 Hillcrest Rd, Tempe, AZ, 85237	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-115342	ENR	Wayne Rice	1999-12-05	UHC-91100-19	3802391706	103 Sunset Blvd, Fresno, CA, 93729	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-114374	ENR	Willie V Dunn	1967-09-07	UHC-04570-88	2374412395	7513 Jefferson Ave, Minneapolis, MN, 55476	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
ENR-106408	ENR	Carolyn Lane	1965-12-27	UHC-35998-11	8224920257	9646 Mesa Dr, Sacramento, CA	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-138380	ENR	Diana Bradley	1967-01-01	UHC-18488-60	9658987005	2234 Oak St Apt 33, Austin, TX, 78771	0.64	Phone reformatted Member ID reformatted Unit split from street Street suffix standardised+2 more
ENR-139289	ENR	Christian Ruiz	2004-06-11	UHC-87732-27	6523660164	5969 Willow Ct, Gilbert, AZ, 85236	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-114576	ENR	Brittany O Stephens	1945-01-14	UHC-39290-82	9795777865	3384 Oak St, Columbus, OH, 43201	0.64	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-122057	ENR	Nichoals Jackson	1974-02-26	UHC-76666-47	8805933761	8911 Mountain View Dr, Tampa, FL	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more

28,181 rows, page 153 of 564Previous Next