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 “Plan code upper-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPlan code upper-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-136068	ENR	Lauren R Murphy	1969-08-21	UHC-46397-91	9237297088	2578 Lake View Rd # 376, Orlando, FL, 32845	0.60	Phone reformatted Member ID reformatted Unit split from street Street suffix standardised+4 more
ENR-123606	ENR	Andrrew O Matthews	1977-04-05	UHC-70642-50	7812181951	9858 Baseline Rd Apt 31, Orlando, FL, 32895	0.62	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-130234	ENR	Megan Rios	1951-04-03	UHC-47867-27	—	9068 Central Ave, Atlanta, GA, 30361	0.62	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+3 more
ENR-125396	ENR	Ethan Gilbert	1997-06-26	UHC-51622-74	8179001392	3637 Main St, Atlanta, GA, 30323	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-125395	ENR	Ethan Gilbert	1997-06-26	UHC-51622-74	8179001392	3637 Main St, Atlanta, GA, 30323	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-120505	ENR	Richaard I Stone	1951-11-11	UHC-97487-13	5483300684	5628 Grand Ave, Chandler, AZ	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-138196	ENR	Barndon Santos	1965-05-10	UHC-60608-39	7203435308	1113 Broadway, Houston, TX, 77091	0.62	Name split from “Last, First”Phone reformatted Member ID reformatted Address re-cased+3 more
ENR-120729	ENR	Joyce Hunter	2006-07-08	UHC-09705-62	9648327304	3697 Main St, Plano, TX, 75042	0.62	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-142458	ENR	Dick Hall	1968-05-21	UHC-80730-48	3653793998	1642 Mountain View Dr, Dallas, TX	0.62	Phone reformatted Street suffix standardised Address re-cased ZIP missing+3 more
ENR-116069	ENR	Mark U Tran	1961-04-26	UHC-77913-35	7622754588	427 Washington St, San Diego, CA, 92164	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-111145	ENR	Lawrence L Morrison	1965-09-14	UHC-89838-16	8405275947	2495 Pine Dr, Miami, FL, 33199	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-115678	ENR	George Tucker	1943-03-16	UHC-44073-63	2544930839	8913 Ocean Ave, Austin, TX	0.62	Street suffix standardised Address re-cased City re-cased ZIP missing+3 more
ENR-132485	ENR	Valentina L Roberts	1942-02-27	UHC-23942-76	3484015934	3276 Highland Ave, Fresno, CA, 93784	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-141325	ENR	Lori E Mason	—	UHC-67088-66	—	6710 Main St, Seattle, WA, 98128	0.62	Date of birth unreadable Street suffix standardised Address re-cased Email lower-cased+3 more
ENR-129799	ENR	Fatima U Alvrado	1954-04-01	UHC-94101-36	2188804520	2711 Desert Sky Blvd, Chandler, AZ, 85277	0.62	Phone reformatted Street suffix standardised Address re-cased Gender normalised+3 more
ENR-140762	ENR	Anthony N Kelly	1984-03-20	UHC-82253-79	—	1849 Hillcrest Rd Apt 40, Gilbert, AZ, 85208	0.62	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+3 more
ENR-132570	ENR	Eric E Lopez	2005-06-03	UHC-22440-94	6334298860	4847 Market St, Scottsdale, AZ, 85203	0.62	Name re-cased Street suffix standardised Address re-cased Gender normalised+3 more
ENR-128999	ENR	Bruce Little	1939-07-09	UHC-57607-93	7795054597	5733 Baseline Rd, Los Angeles, CA	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-125446	ENR	Grace C Henry	1966-01-23	UHC-49759-88	4484013445	1034 Cedar Ln, Mesa, AZ	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-112252	ENR	Pat O Webb	1991-07-23	UHC-74916-65	9387519014	31 Palm Dr, Jacksonville, FL, 32266	0.62	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-114241	ENR	Alexis W Freeman	1939-02-06	UHC-84619-94	7013294433	199 Bayshore Dr, Charlotte, NC, 28290	0.62	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+3 more
ENR-127905	ENR	Shirley L Morris	1985-03-17	UHC-89888-33	2182862611	7543 Canyon Rd, Atlanta, GA	0.62	Date of birth reformatted Phone reformatted State name converted to code ZIP missing+3 more
ENR-135516	ENR	Anna P Ortiz	1950-04-27	UHC-17770-72	4955288843	7138 Forest Ave, Jacksonville, FL, 32293	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-135032	ENR	Mateo Lee	—	UHC-39222-72	—	9241 Baseline Rd, Seattle, WA, 98157	0.62	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+3 more
ENR-140751	ENR	Pamela Webb	1959-08-09	UHC-44862-76	5886398018	6001 Church St, Austin, TX, 78760	0.62	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-127265	ENR	Sara Carpenter	1950-10-24	UHC-95596-44	4195231041	5046 Mesa Dr, Columbus, OH, 43252	0.62	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-134148	ENR	Gabriel M Spencer	1954-01-08	UHC-44268-23	5799634676	5592 Pine Dr, Miami, FL, 33150	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-120954	ENR	Deborah B Daniels	1957-09-12	UHC-00645-06	6517443924	8562 Oak St, Columbus, OH, 43288	0.62	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-118454	ENR	Kayla P Patel	1964-09-08	UHC-00656-58	4189011716	4595 Bayshore Dr, Tampa, FL, 33672	0.62	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+3 more
ENR-120696	ENR	John F Poorter	1993-06-22	UHC-39257-53	7939670501	2936 Camelback Rd # 595, San Diego, CA, 92107	0.62	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-125176	ENR	Julia W Alexander	1993-08-02	UHC-68877-99	9676340616	5257 Elm St, Gilbert, AZ, 85225	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-103752	ENR	Abigail Delgado	1982-01-21	UHC-12714-29	7006675049	3553 Willow Ct, Gilbert, AZ, 85200	0.62	Phone reformatted Street suffix standardised Address re-cased State name converted to code+3 more
ENR-115685	ENR	Adams Julia	1962-04-13	UHC-29398-05	6208274753	4202 Cedar Ln, Atlanta, GA, 30386	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-113659	ENR	Jacqueline V Olson	1977-12-11	UHC-32704-29	6016536648	908 Forest Ave, Denver, CO	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-110175	ENR	Kelly P Soctt	1976-02-12	UHC-34031-04	—	3517 River Rd, Columbus, OH, 43232	0.62	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+3 more
ENR-106523	ENR	Keith D Ruiz	1948-05-02	UHC-75807-16	6564962285	5718 Mesa Dr # 484, Charlotte, NC, 28202	0.62	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
ENR-131268	ENR	Karen V Dominguez	1973-11-12	UHC-46479-04	4584982118	6164 Baseline Rd, Denver, CO, 80253	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-126412	ENR	Alan O Pierce	1970-01-22	UHC-35222-28	6773866375	4710 Camelback Rd, Charlotte, NC, 28235	0.62	Name re-cased Two-digit birth year Phone reformatted Email lower-cased+3 more
ENR-132183	ENR	Stephen E Soto	1957-10-24	UHC-38096-98	3472630417	422 Indian School Rd, Austin, TX, 78749	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-142929	ENR	Wayne G Watkins	1940-04-26	UHC-07200-64	6297601417	1841 Sunset Blvd, Fresno, CA, 93780	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-134035	ENR	Carl Clark	1964-10-03	UHC-07708-62	8978020594	8835 Apache Blvd, Glendale, AZ, 85355	0.62	Name re-cased Date of birth reformatted SSN last four extracted Street suffix standardised+3 more
ENR-120694	ENR	Ahmed L Meyer	1981-10-19	UHC-94500-92	2555211062	5017 Canyon Rd, Miami, FL, 33130	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-123973	ENR	Theresa T Harvey	2001-04-06	UHC-35453-33	—	2571 Pine Dr, Orlando, FL, 32850	0.62	Date of birth reformatted SSN last four extracted Street suffix standardised Address re-cased+3 more
ENR-100681	ENR	Fatima A Kim	1976-08-22	UHC-90579-88	5886622435	6634 Baseline Rd, Charlotte, NC, 28222	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-103641	ENR	Charles Foord	1950-05-01	UHC-71049-42	6656299130	5204 Washington St, Mesa, AZ, 85230	0.62	SSN last four extracted Street suffix standardised Address re-cased City re-cased+3 more
ENR-120687	ENR	Terry Watson	1968-12-15	UHC-91677-64	5534822391	9625 Market St, San Antonio, TX, 78262	0.62	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-120688	ENR	Terry Watson	1968-12-15	UHC-91677-64	5534822391	9625 Market St, San Antonio, TX, 78262	0.62	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-118127	ENR	Justin Montgomery	1981-06-01	UHC-35192-79	9682228172	6366 Pine Dr, Seattle, WA, 98137	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-139455	ENR	Megan Young	1952-02-28	UHC-39931-30	3382809173	7069 Palm Dr # 716, Mesa, AZ, 85245	0.62	Date of birth reformatted Phone reformatted Unit split from street Email lower-cased+3 more
ENR-130445	ENR	Nicholas Jordan	1977-09-21	UHC-29419-58	4803346486	1304 Hillcrest Rd, Phoenix, AZ, 85082	0.62	Street suffix standardised Address re-cased City re-cased Gender normalised+3 more

2,126 rows, page 10 of 43Previous Next