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 “Placeholder values cleared”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPlaceholder values clearedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-136308	ENR	Mei O Simmons	1958-08-08	UHC-04938-96	6109732072	6098 Elm St Apt 28, Los Angeles, CA, 90063	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-124470	ENR	Harold H Martinez	1994-01-03	UHC-94658-96	6657099300	2922 Forest Ave, Phoenix, AZ, 85029	0.64	Middle initial moved out of first name Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-142213	ENR	Frank Owens	—	UHC-66842-15	2777321620	7234 Washington St, Sacramento, CA, 95800	0.64	Date of birth unreadable Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-133435	ENR	Bobby H Fisher	1947-02-16	UHC-87911-25	4479159806	1197 Ridge Rd Apt 14, Glendale, AZ, 85315	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
ENR-121731	ENR	Emma Reyes	2002-08-02	UHC-50136-05	—	1391 Ridge Rd, Gilbert, AZ	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-118051	ENR	Kathy Watson	1987-02-25	UHC-86604-74	—	4507 Baseline Rd, Scottsdale, AZ, 85244	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-118493	ENR	Mary Owens	1943-01-19	UHC-31683-52	6479082878	726 Sunset Blvd, Atlanta, GA, 30394	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-115161	ENR	Carolyn Fowler	—	UHC-37744-40	8333955010	4224 Union St, Seattle, WA, 98190	0.64	Name split from “Last, First”Date of birth unreadable Phone reformatted City re-cased+2 more
ENR-122922	ENR	Camila Dixon	1963-06-04	UHC-89921-33	6434881332	5403 Mesa Dr, Houston, TX, 77093	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
ENR-101411	ENR	Nicole Chapman	1981-08-15	UHC-66699-97	4269950496	7843 Meadow Ln, Jacksonville, FL, 32263	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-106463	ENR	John Howard	—	UHC-27071-31	3454797241	7836 Ridge Rd, Phoenix, AZ, 85031	0.64	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-124219	ENR	Jessica A Morris	1977-08-18	UHC-59716-17	—	1321 Forest Ave, Miami, FL, 33124	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-117385	ENR	Joseph Moore	1979-07-15	UHC-56193-25	3568914993	9013 Oak St, Tempe, AZ, 85281	0.64	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-114683	ENR	Jose W Fulleer	2001-03-22	UHC-64364-99	3642208307	5346 Baseline Rd, Houston, TX, 77005	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-133893	ENR	Megan Aguilar	1961-12-14	UHC-68242-45	6442180668	9855 Spring St, Orlando, FL, 32832	0.64	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
ENR-130711	ENR	Sophia R Marshall	1957-03-07	UHC-72533-20	8438846758	1482 Main St # 320, Mesa, AZ, 85229	0.64	Name split from “Last, First”Phone reformatted Unit split from street Email lower-cased+2 more
ENR-103406	ENR	Sofia R Thompson	1996-04-08	UHC-38712-64	9865439743	2692 Apache Blvd, Fresno, CA, 93755	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-115465	ENR	Melissa C Stephens	—	—	6326311041	2913 Sunset Blvd, Jacksonville, FL, 32280	0.64	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-123319	ENR	Gary T Joes	1979-04-05	UHC-49094-24	2264909426	4857 Sunset Blvd, Minneapolis, MN, 55475	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
ENR-112168	ENR	Evelyn P Tran	1960-04-17	UHC-24151-63	3892116436	2554 Park Pl, Seattle, WA, 98165	0.64	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-124357	ENR	Helen Williams	1980-07-12	UHC-40820-54	8803519283	1817 Highland Ave, Los Angeles, CA, 90064	0.64	Two-digit birth year Phone reformatted City re-cased State name converted to code+2 more
ENR-134503	ENR	Alexis T Crawfford	1962-10-07	UHC-89853-24	4973803030	9305 Central Ave Apt 15, Miami, FL, 33151	0.64	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-137811	ENR	Mary Moore	1966-04-22	UHC-12862-24	6183670394	3555 Ridge Rd, Columbus, OH, 43225	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-130687	ENR	Walter Q Hudson	1939-11-17	UHC-10004-82	—	7989 Lake View Rd, Houston, TX, 77053	0.64	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-134106	ENR	Evelyn D Ruiz	1969-09-25	UHC-60263-23	9506286683	1167 Mountain View Dr, Chandler, AZ, 85297	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-135626	ENR	Doris Pierce	1947-07-28	UHC-36711-03	—	9815 Palm Dr, Atlanta, GA, 30396	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
ENR-140869	ENR	Jake E Allen	1999-06-02	UHC-06582-86	6772157641	6532 Ridge Rd, Tampa, FL, 33626	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-115250	ENR	Anthony Reyes	1995-01-10	UHC-11894-03	9703438330	6739 Hillcrest Rd, Columbus, OH, 43239	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-109696	ENR	Diana F Freeman	1984-11-23	UHC-80595-45	3899674890	9230 Market St # 682, Charlotte, NC, 28295	0.64	Name re-cased Date of birth reformatted Unit split from street Gender normalised+2 more
ENR-109989	ENR	William O McDonald	1987-08-17	UHC-04365-74	5639889435	2281 Pine Dr, Las Vegas, NV	0.64	Member ID reformatted Street suffix standardised Address re-cased ZIP missing+2 more
ENR-108236	ENR	Jack Jimeenez	1973-04-22	—	5266151203	2186 Camelback Rd, Fresno, CA, 93747	0.64	Name re-cased Phone reformatted ZIP+4 trimmed Email lower-cased+2 more
ENR-108235	ENR	Jack Jimeenez	1973-04-22	—	5266151203	2186 Camelback Rd, Fresno, CA, 93747	0.64	Name re-cased Phone reformatted ZIP+4 trimmed Email lower-cased+2 more
ENR-112336	ENR	Olivia U Ortega	1961-08-04	UHC-35855-04	—	1459 Canyon Rd, Tampa, FL, 33669	0.64	Middle initial moved out of first name Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-106911	ENR	Sophia Rojas	1998-07-08	UHC-02551-98	—	2983 Canyon Rd, Columbus, OH, 43274	0.64	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-142335	ENR	Priya Williams	1972-03-23	UHC-70691-50	3822537248	6515 Willow Ct, Charlotte, NC, 28247	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
ENR-136484	ENR	Cheryl Stephens	1971-06-18	UHC-55529-33	—	176 Washington St, Mesa, AZ	0.64	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-106505	ENR	Amy B McDonald	1991-08-25	—	7917847622	3775 Valley View Dr, Sacramento, CA, 95849	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-127648	ENR	Deborah F Sandoval	2004-03-12	UHC-24249-17	5157342770	6170 Sage Ct, Seattle, WA, 98191	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-135566	ENR	Roger K Mason	1989-08-23	UHC-31829-22	3053695097	8329 Washington St, Jacksonville, FL, 32283	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-119043	ENR	Carolyn I Herrera	1965-07-04	UHC-83872-65	3757062283	7974 Washington St, Gilbert, AZ, 85261	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-111164	ENR	Jacob S Porter	1969-10-26	UHC-09627-22	—	2981 Park Pl, Chandler, AZ, 85204	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
ENR-109249	ENR	Danielle N Pierce	1956-11-16	UHC-91432-68	7716846961	5592 Ocean Ave, Atlanta, GA, 30328	0.64	Phone reformatted SSN last four extracted ZIP+4 trimmed Email lower-cased+2 more
ENR-110078	ENR	Ronald K Clark	1964-05-23	—	5492283971	2752 Willow Ct, Plano, TX, 75050	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-102863	ENR	Marilyn B Rojas	1965-11-15	UHC-06321-35	8134084128	7257 Lake View Rd, Scottsdale, AZ, 85260	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-101165	ENR	Benjamin Ferguson	1996-09-01	UHC-53731-76	7094781879	7087 Washington St, San Diego, CA, 92144	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-128952	ENR	Raymond Wong	1994-04-14	UHC-52021-25	8573971127	6869 Union St, Los Angeles, CA, 90038	0.64	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-121598	ENR	Janice Z Ramos	1999-11-02	UHC-65456-50	4708985083	7210 Ocean Ave, Atlanta, GA, 30381	0.64	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-119080	ENR	Aisha R Wright	1949-02-26	UHC-95172-81	—	3424 Spring St, Plano, TX	0.64	Date of birth reformatted Member ID reformatted SSN last four extracted ZIP missing+2 more
ENR-138446	ENR	Adam A Murray	1965-11-04	UHC-44804-05	—	474 Pine Dr, Columbus, OH, 43242	0.64	Name re-cased Phone missing area code Street suffix standardised Address re-cased+2 more
ENR-109874	ENR	Kevin Z Aguilar	2007-06-08	UHC-46826-88	9306598326	3903 Oak St, Denver, CO	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more

16,916 rows, page 98 of 339Previous Next