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-103248	ENR	Jason Harvey	1967-02-16	UHC-58543-46	2644061393	7451 Desert Sky Blvd, Tampa, FL	0.54	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+1 more
ENR-130089	ENR	Mark A Garrett	1994-11-07	UHC-56857-90	—	9121 Jefferson Ave, Houston, TX, 77095	0.54	Two-digit birth year Street suffix standardised Address re-cased State name converted to code+1 more
ENR-113561	ENR	Jesse Herrera	—	UHC-64854-83	5576593124	2531 Grand Ave, Miami, FL, 33186	0.54	Date of birth unreadable Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-137072	ENR	Ryan S Walker	1979-07-19	UHC-79552-94	5897311153	9299 Hillcrest Rd, Las Vegas, NV, 89102	0.54	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+1 more
ENR-142181	ENR	Jesse Vasquez	—	UHC-78649-54	5498968259	6969 Indian School Rd, Atlanta, GA, 30331	0.54	Date of birth unreadable SSN last four extracted Street suffix standardised Address re-cased+1 more
ENR-104960	ENR	Maria Wood	1941-12-26	UHC-46790-74	3389972545	8674 Hillcrest Rd, Los Angeles, CA, 90007	0.54	Street suffix standardised Address re-cased State name converted to code Gender normalised+1 more
ENR-117660	ENR	Doorthy O Myers	1983-07-22	UHC-06278-26	2969997738	8147 Harbor Blvd, Houston, TX, 77041	0.54	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-117661	ENR	Doorthy O Myers	1983-07-22	UHC-06278-26	2969997738	8147 Harbor Blvd, Houston, TX, 77041	0.54	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-136008	ENR	Kevin X Cunningham	1985-04-13	UHC-16391-20	9357176249	7364 Highland Ave, Fresno, CA, 93768	0.54	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-138509	ENR	Cheryl S Sanchez	2004-10-26	UHC-38922-46	3358407861	126 Willow Ct, Miami, FL, 33131	0.54	Street suffix standardised Address re-cased State name converted to code Email lower-cased+1 more
ENR-136826	ENR	Kimberly Z Moreno	1979-07-04	UHC-01332-33	8314438021	4360 Baseline Rd, Miami, FL, 33154	0.54	SSN last four extracted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-142632	ENR	Willie Bennett	—	UHC-41101-83	—	1924 Highland Ave, Columbus, OH, 43225	0.54	Date of birth unreadable Phone missing area code Street suffix standardised Address re-cased+1 more
ENR-142631	ENR	Willie Bennett	—	UHC-41101-83	—	1924 Highland Ave, Columbus, OH, 43225	0.54	Date of birth unreadable Phone missing area code Street suffix standardised Address re-cased+1 more
ENR-132228	ENR	Valentina Kennedy	1943-08-06	UHC-03137-73	3525145253	5500 Ocean Ave, Glendale, AZ, 85369	0.54	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-107857	ENR	Arjun H Lucas	1945-10-23	UHC-89462-94	7826465826	8270 Market St, Fresno, CA, 93720	0.54	Name split from “Last, First”Street suffix standardised Address re-cased State name converted to code+1 more
ENR-121499	ENR	William F Simmons	1940-08-12	UHC-29547-53	—	3201 Apache Blvd, Nashville, TN, 37224	0.54	Name split from “Last, First”Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-112775	ENR	Diane Dellgado	1973-05-02	UHC-09723-27	—	8266 Elm St, San Antonio, TX, 78248	0.54	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+1 more
ENR-104282	ENR	Daniel Santiago	1998-07-24	UHC-56034-99	6857013054	5968 Park Pl, Phoenix, AZ, 85028	0.54	Name split from “Last, First”Street suffix standardised Address re-cased State name converted to code+1 more
ENR-117448	ENR	Keith M McCoy	1999-07-22	UHC-96522-26	3725611516	6187 Maple Ave, Minneapolis, MN, 55409	0.54	Name split from “Last, First”Middle initial moved out of first name Street suffix standardised Address re-cased+1 more
ENR-122427	ENR	Emily E Wallace	1997-05-22	UHC-54030-64	5119659260	189 Palm Dr, Scottsdale, AZ, 85283	0.54	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+1 more
ENR-115640	ENR	Jesse H Martin	1958-10-04	UHC-46287-43	3535740530	2119 Pine Dr, Las Vegas, NV, 89193	0.54	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-136696	ENR	Caroln QJunk	1976-01-16	UHC-52262-44	5437405957	2854 River Rd, Dallas, TX, 75235	0.54	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-137147	ENR	Doris Brooks	1945-09-21	UHC-60379-29	7549480379	7254 Spring St, Dallas, TX, 75263	0.54	Two-digit birth year Street suffix standardised Address re-cased Gender normalised+1 more
ENR-126806	ENR	Ronald P Espinoza	1971-03-13	UHC-53546-06	—	1715 Highland Ave, Gilbert, AZ, 85270	0.54	Name split from “Last, First”SSN last four extracted Street suffix standardised Address re-cased+1 more
ENR-112892	ENR	Joseph Hernandez	1973-03-03	UHC-40659-34	—	4451 Canyon Rd, San Diego, CA, 92169	0.54	Name split from “Last, First”Street suffix standardised Address re-cased State name converted to code+1 more
ENR-112891	ENR	Joseph Hernandez	1973-03-03	UHC-40659-34	—	4451 Canyon Rd, San Diego, CA, 92169	0.54	Name split from “Last, First”Street suffix standardised Address re-cased State name converted to code+1 more
ENR-106838	ENR	Dorothy A Gray	1945-08-20	UHC-28039-87	7976634776	9607 Meadow Ln, Las Vegas, NV	0.54	Name re-cased Street suffix standardised Address re-cased ZIP missing+1 more
ENR-103734	ENR	Randy Tucker	1974-05-03	UHC-77271-97	—	8420 Central Ave, Jacksonville, FL	0.54	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+1 more
ENR-118759	ENR	Adam H Harper	1995-09-18	UHC-83331-37	—	2959 Mountain View Dr, Tempe, AZ, 85221	0.54	Middle initial moved out of first name Two-digit birth year Street suffix standardised Address re-cased+1 more
ENR-131551	ENR	Kathryn Ross	1957-08-13	UHC-29384-14	7675614467	6403 Mesa Dr Apt 4, Dallas, TX, 75258	0.54	Name re-cased Two-digit birth year Unit split from street Street suffix standardised+1 more
ENR-116937	ENR	Benjamin Burns	1986-12-06	UHC-58662-42	5754980461	7578 Harbor Blvd, Phoenix, AZ, 85070	0.54	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-133501	ENR	Charles Z Morales	1996-07-06	UHC-79311-87	—	1061 Mesa Dr, Charlotte, NC, 28244	0.54	Phone missing area code Street suffix standardised Address re-cased Gender normalised+1 more
ENR-128284	ENR	Jerry F Chen	1976-06-01	UHC-02228-38	—	5860 Forest Ave, Denver, CO, 80225	0.54	Name split from “Last, First”Street suffix standardised Address re-cased State name converted to code+1 more
ENR-138747	ENR	Pamela J Welch	1946-05-25	UHC-09702-11	—	6696 Lake View Rd # 376, Tempe, AZ	0.54	Unit split from street Street suffix standardised Address re-cased ZIP missing+1 more
ENR-141959	ENR	Cheryl M Romero	1981-03-12	UHC-34011-49	3046088910	6536 Highland Ave, Glendale, AZ, 85334	0.54	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+1 more
ENR-121057	ENR	Teresa Reyes	1999-06-10	UHC-34995-40	3176348127	1268 Hillcrest Rd, Las Vegas, NV, 89101	0.54	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-112332	ENR	Alexis Z Armstrong	1959-01-26	UHC-76727-59	—	8444 Ridge Rd # 344, Fresno, CA, 93723	0.54	Unit split from street Street suffix standardised Address re-cased Gender normalised+1 more
ENR-104554	ENR	Angela H Cooper	1989-03-23	UHC-93181-59	2496975163	1514 Valley View Dr # 369, Houston, TX, 77057	0.54	Name split from “Last, First”Unit split from street Street suffix standardised Address re-cased+1 more
ENR-111150	ENR	Zachary Z Anderson	1946-11-23	UHC-40167-32	5077621452	650 Mountain View Dr Apt 30, Los Angeles, CA, 90069	0.54	Unit split from street Street suffix standardised Address re-cased Gender normalised+1 more
ENR-124790	ENR	Albert Park	1980-06-22	UHC-07083-83	6414714966	5831 Central Ave, Gilbert, AZ, 85220	0.54	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+1 more
ENR-106236	ENR	Jack Robertzon	1995-07-17	—	6525259235	5819 Park Pl, Orlando, FL, 32865	0.54	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
ENR-118667	ENR	Kelly Wells	—	UHC-80354-48	8359704070	8309 Lake View Rd, Scottsdale, AZ	0.54	Date of birth unreadable Street suffix standardised Address re-cased ZIP missing+1 more
ENR-133062	ENR	Brittany X Carpenter	1991-07-08	UHC-31654-02	—	5440 Pine Dr, Austin, TX, 78771	0.54	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+1 more
ENR-119425	ENR	Ahmed E Olson	1964-06-22	UHC-42356-94	8796669696	2114 Bayshore Dr, San Diego, CA	0.54	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+1 more
ENR-119972	ENR	Frances Lawsno	1962-03-15	UHC-98896-11	3119975246	2728 Camelback Rd, Mesa, AZ, 85236	0.54	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-103063	ENR	Carl O Morles	1979-12-15	UHC-86655-79	6095466523	5098 Market St # 847, Orlando, FL, 32800	0.54	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
ENR-129764	ENR	Arnold Gerald	1960-12-28	UHC-27129-15	5026210058	2439 Oak St, Minneapolis, MN, 55447	0.54	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
ENR-101428	ENR	Martha T Padilla	1940-01-26	UHC-51567-53	3902255298	3228 River Rd # 710, Tempe, AZ, 85202	0.54	Name split from “Last, First”Unit split from street Street suffix standardised Address re-cased+1 more
ENR-113688	ENR	Barbara H Peters	1945-08-28	UHC-20482-39	—	5311 Union St, Fresno, CA, 93769	0.54	Name split from “Last, First”Street suffix standardised Address re-cased State name converted to code+1 more
ENR-139309	ENR	Ryan Willis	1951-07-07	UHC-67623-04	2202578544	5630 Maple Ave, Jacksonville, FL, 32249	0.54	Name split from “Last, First”Member ID reformatted Street suffix standardised Address re-cased+1 more

26,564 rows, page 96 of 532Previous Next