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 “Middle initial moved out of first name”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagMiddle initial moved out of first nameClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-141744	ENR	Jlie M Schultz	1939-07-02	UHC-27359-58	2414707208	415 Pine Dr, Austin, TX, 78739	0.52	Middle initial moved out of first name Name re-cased Phone reformatted Street suffix standardised+2 more
ENR-102126	ENR	Melissa D Vasquez	1998-05-26	UHC-30778-66	7055224240	3165 Lincoln Way, Dallas, TX, 75287	0.52	Name split from “Last, First”Middle initial moved out of first name Date of birth reformatted Phone reformatted+2 more
ENR-142737	ENR	Charles J Wanng	1970-06-14	UHC-77837-25	8633778761	8724 Camelback Rd, Charlotte, NC, 28249	0.52	Middle initial moved out of first name Name re-cased Date of birth reformatted Street suffix standardised+2 more
ENR-112504	ENR	Sharon P Mendez	1974-04-01	UHC-87920-25	2186748802	6167 Ocean Ave, Phoenix, AZ, 85080	0.52	Middle initial moved out of first name Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-105847	ENR	Gloria V Ortega	2007-02-20	UHC-54492-82	6256642450	4707 Highland Ave, Tempe, AZ, 85252	0.52	Middle initial moved out of first name Name re-cased Phone reformatted Street suffix standardised+2 more
ENR-105848	ENR	Gloria V Ortega	2007-02-20	UHC-54492-82	6256642450	4707 Highland Ave, Tempe, AZ, 85252	0.52	Middle initial moved out of first name Name re-cased Phone reformatted Street suffix standardised+2 more
ENR-120503	ENR	Hannah P Carter	2003-02-12	UHC-42439-89	3173279722	6743 Church St, Tempe, AZ, 85233	0.52	Middle initial moved out of first name Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-135201	ENR	Lucia K Cox	1978-07-03	UHC-24416-48	—	7527 Hillcrest Rd, Tucson, AZ, 85733	0.52	Middle initial moved out of first name Name re-cased Street suffix standardised Address re-cased+2 more
ENR-113166	ENR	Martha J Payne	1943-11-21	UHC-73293-13	8525780357	5082 Maple Ave, Charlotte, NC, 28206	0.52	Middle initial moved out of first name Name re-cased Two-digit birth year Phone reformatted+2 more
ENR-107575	ENR	Martha O Austin	1992-04-23	UHC-77689-57	3203048096	4820 Ocean Ave, Denver, CO, 80204	0.52	Middle initial moved out of first name Member ID reformatted SSN last four extracted Street suffix standardised+2 more
ENR-128795	ENR	Katherine P Hamilton	1995-12-12	UHC-73729-70	3095174131	10 Mountain View Dr, Columbus, OH	0.52	Middle initial moved out of first name Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-136192	ENR	Alice U Davis	2002-06-01	UHC-14521-52	—	6411 Desert Sky Blvd, Miami, FL, 33108	0.52	Middle initial moved out of first name Street suffix standardised Address re-cased State code upper-cased+2 more
ENR-104164	ENR	Russell L Tucker	1953-03-14	UHC-79982-50	—	7821 Central Ave, Scottsdale, AZ, 85262	0.52	Middle initial moved out of first name Name re-cased Street suffix standardised Address re-cased+2 more
ENR-100467	ENR	Christina O Gray	1982-06-23	UHC-11437-60	2116183763	8282 Cedar Ln, Charlotte, NC, 28285	0.52	Middle initial moved out of first name Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-123058	ENR	Emily N Williams	1964-02-18	UHC-97981-14	4489148549	9305 Cedar Ln, Atlanta, GA, 30305	0.52	Middle initial moved out of first name Name re-cased Phone reformatted Street suffix standardised+2 more
ENR-110961	ENR	Frances O Burns	1977-06-07	UHC-13404-99	3435486143	9458 Pine Dr Apt 23, Glendale, AZ, 85305	0.52	Middle initial moved out of first name Name re-cased Date of birth reformatted Unit split from street+2 more
ENR-103956	ENR	Juan S Silva	1974-10-08	UHC-07687-33	6512826389	5111 Mountain View Dr, Las Vegas, NV, 89175	0.52	Name split from “Last, First”Middle initial moved out of first name Phone reformatted Street suffix standardised+2 more
ENR-137262	ENR	Waltre B Bowman	1971-04-16	UHC-06407-48	8293895963	9491 Apache Blvd, Houston, TX, 77035	0.52	Middle initial moved out of first name Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-114708	ENR	Beverly L Wilson	1994-07-13	UHC-95133-67	6424395390	554 Pine Dr, Atlanta, GA, 30349	0.52	Name split from “Last, First”Middle initial moved out of first name Date of birth reformatted Phone reformatted+2 more
ENR-107215	ENR	Roger D Porter	1992-03-10	UHC-61167-62	3457276244	5095 Ridge Rd, Chandler, AZ, 85256	0.52	Name split from “Last, First”Middle initial moved out of first name Street suffix standardised Address re-cased+2 more
ENR-107283	ENR	Helen Y Nichols	1953-01-22	UHC-51783-98	2822684718	3877 Washington St, Plano, TX, 75016	0.52	Middle initial moved out of first name Name re-cased Street suffix standardised Address re-cased+2 more
ENR-110970	ENR	Alexander I Shaw	1938-03-04	UHC-11225-39	4905439961	5813 Market St, Orlando, FL	0.52	Middle initial moved out of first name Date of birth reformatted Phone reformatted ZIP missing+2 more
ENR-120562	ENR	Anna C Fox	1995-06-05	UHC-77555-18	4938302103	8586 Central Ave, San Diego, CA	0.52	Middle initial moved out of first name Phone reformatted City re-cased ZIP missing+2 more
ENR-140720	ENR	Jose H Sims	1986-01-20	UHC-00961-23	6822478518	3700 Park Pl, Las Vegas, NV, 89101	0.52	Middle initial moved out of first name Name re-cased Street suffix standardised Address re-cased+2 more
ENR-127021	ENR	Carolyn Z Porter	1995-04-15	UHC-44477-87	—	5268 Church St, Seattle, WA, 98188	0.52	Name split from “Last, First”Middle initial moved out of first name Street suffix standardised Address re-cased+2 more
ENR-124988	ENR	Juan C Powll	1986-03-20	UHC-26955-36	7077265948	3389 Pine Dr, Fresno, CA, 93736	0.52	Middle initial moved out of first name Phone reformatted Member ID reformatted SSN last four extracted+2 more
ENR-142495	ENR	Ana N Mendoza	—	UHC-36196-33	5518727496	2702 Lake View Rd, Atlanta, GA, 30307	0.52	Middle initial moved out of first name Date of birth unreadable Phone reformatted Street suffix standardised+2 more
ENR-123399	ENR	Anthony J Ramirez	1948-04-19	UHC-63508-44	6368477792	6106 Spring St, Dallas, TX, 75285	0.52	Middle initial moved out of first name Name re-cased Phone reformatted SSN last four extracted+2 more
ENR-131529	ENR	Dorothy N Hayes	2007-11-07	UHC-27529-31	3326917705	6272 Bayshore Dr, Tucson, AZ, 85729	0.52	Middle initial moved out of first name Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-112369	ENR	Brenda M Phillips	1945-10-26	UHC-36458-25	5117760774	5189 Grand Ave, Orlando, FL, 32884	0.52	Middle initial moved out of first name Name re-cased Phone reformatted ZIP+4 trimmed+2 more
ENR-128139	ENR	Noah S Torres	1979-09-16	UHC-06965-04	7199117989	2460 Grand Ave, Eden Prairie, MN, 55325	0.52	Name split from “Last, First”Middle initial moved out of first name Date of birth reformatted Member ID reformatted+2 more
ENR-125825	ENR	Aaron V Berry	1972-03-04	UHC-34568-51	6329208521	3935 Market St, Chandler, AZ, 85286	0.52	Middle initial moved out of first name Street suffix standardised Address re-cased State name converted to code+2 more
ENR-121713	ENR	Nicholas W Armstronng	1968-08-14	UHC-86103-03	3006182934	3483 Willow Ct Apt 19, Tucson, AZ, 85719	0.52	Middle initial moved out of first name Date of birth reformatted SSN last four extracted Unit split from street+2 more
ENR-102046	ENR	Richard P Stewart	1997-01-27	UHC-90730-92	—	524 Mountain View Dr, Miami, FL	0.52	Middle initial moved out of first name Name re-cased Street suffix standardised Address re-cased+2 more
ENR-103583	ENR	Beverly T Santos	1946-10-27	UHC-54601-52	5796048510	3976 Baseline Rd, Sacramento, CA, 95811	0.52	Middle initial moved out of first name Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-122168	ENR	Kevin N Reid	1941-06-13	UHC-59417-37	2734340725	7948 Meadow Ln, Scottsdale, AZ, 85232	0.52	Middle initial moved out of first name Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-141989	ENR	Theresa J Sims	1984-01-16	UHC-55226-19	5218851317	9244 Canyon Rd, Jacksonville, FL, 32261	0.52	Middle initial moved out of first name Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-102816	ENR	Andrew C Cooper	1975-01-17	UHC-60313-72	5254063091	7383 Bayshore Dr, Columbus, OH, 43269	0.52	Middle initial moved out of first name Name re-cased Phone reformatted Street suffix standardised+2 more
ENR-142089	ENR	Bobby T Bailey	1943-08-01	UHC-45632-49	3146030280	2275 Baseline Rd, Plano, TX, 75032	0.52	Middle initial moved out of first name Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-132080	ENR	Judy X Walker	1964-12-08	UHC-62518-63	6175755014	1921 Grand Ave, Fresno, CA, 93728	0.52	Middle initial moved out of first name Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-107687	ENR	Judith G Thompson	1961-01-17	UHC-57935-70	—	6875 Valley View Dr, Los Angeles, CA, 90020	0.52	Middle initial moved out of first name Name re-cased Two-digit birth year Phone missing area code+2 more
ENR-114872	ENR	Mark G Hicks	1970-05-20	UHC-81141-15	7067717139	3440 Ocean Ave, Tucson, AZ, 85766	0.52	Name split from “Last, First”Middle initial moved out of first name Phone reformatted Street suffix standardised+2 more
ENR-124630	ENR	Jasno N Watson	1999-06-27	UHC-31272-97	4322193804	8344 Harbor Blvd # 141, Columbus, OH, 43282	0.52	Middle initial moved out of first name Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-119271	ENR	Mason L Alvarez	1960-01-20	UHC-46407-37	—	9794 Cedar Ln, Mesa, AZ, 85281	0.52	Middle initial moved out of first name Name re-cased Street suffix standardised Address re-cased+2 more
ENR-119270	ENR	Mason L Alvarez	1960-01-20	UHC-46407-37	—	9794 Cedar Ln, Mesa, AZ, 85281	0.52	Middle initial moved out of first name Name re-cased Street suffix standardised Address re-cased+2 more
ENR-119950	ENR	Aaron F Evans	1944-06-16	UHC-51560-75	6935365422	2320 Central Ave, Austin, TX, 78753	0.52	Middle initial moved out of first name Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-105743	ENR	Maria H Wilson	—	UHC-91464-24	7552530689	8988 Main St, Miami, FL, 33122	0.52	Middle initial moved out of first name Date of birth missing Street suffix standardised Address re-cased+2 more
ENR-140613	ENR	Raymond Q Alvarado	1940-05-14	UHC-63639-31	2114911603	1325 Market St, Dallas, TX, 75230	0.52	Name split from “Last, First”Middle initial moved out of first name Phone reformatted Street suffix standardised+2 more
ENR-112085	ENR	Emily T Rose	1981-08-12	UHC-79044-52	9749847204	7724 Grand Ave # 881, Nashville, TN, 37229	0.52	Middle initial moved out of first name Name re-cased Unit split from street State name converted to code+2 more
ENR-133534	ENR	Luis Y Green	1964-04-24	UHC-57723-18	5752658492	873 Indian School Rd, Fresno, CA, 93783	0.52	Middle initial moved out of first name Phone reformatted Street suffix standardised Address re-cased+2 more

756 rows, page 5 of 16Previous Next