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

All sources, flag “Two-digit birth year”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagTwo-digit birth yearClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-134183	ENR	Mateo M Burke	2007-08-20	UHC-43196-61	4533186571	7355 Sunset Blvd, Los Angeles, CA, 90086	0.36	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+4 more
ENR-117687	ENR	Jeremy X Armstrong	1989-04-21	UHC-07659-04	7188070514	9463 Harbor Blvd, Plano, TX, 75051	0.36	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
CLM-420006	CLM	Angela Sims	2005-08-22	UHC-18156-01	9717849078	429 Main St, Minneapolis, MN, 55454	0.36	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+4 more
ENR-141758	ENR	Tyler D Garza	1981-11-03	UHC-04182-51	6153694746	4587 Maple Ave, San Antonio, TX, 78207	0.36	Middle initial moved out of first name Name re-cased Two-digit birth year Street suffix standardised+4 more
ENR-136984	ENR	Angela Sanchez	1942-02-16	UHC-98746-71	2863783089	6275 Oak St, Las Vegas, NV	0.36	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-129993	ENR	Ethan Rice	1949-09-05	UHC-54339-21	—	3615 Maple Ave, Mesa, AZ, 85231	0.36	Name re-cased Two-digit birth year Phone missing area code Street suffix standardised+4 more
ENR-126136	ENR	Elizabeth V Specner	1989-01-14	UHC-10467-32	3175239732	6879 Willow Ct, Los Angeles, CA, 90062	0.36	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+4 more
ENR-107022	ENR	Hansen M Brandon	1979-03-20	UHC-59196-09	7959480557	4589 Mesa Dr Apt 31, Chandler, AZ	0.36	Two-digit birth year Phone reformatted Unit split from street Street suffix standardised+4 more
PRV-23856	PRV	Wayne T Pierce	2007-03-17	UHC-88124-91	2775076446	8049 Highland Ave, Dallas, TX	0.36	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+4 more
ENR-137928	ENR	Gloria Espinoza	1977-04-17	UHC-19393-67	4345353258	2480 Canyon Rd, Denver, CO, 80237	0.36	Name split from “Last, First”Two-digit birth year Phone reformatted Member ID reformatted+4 more
ENR-127828	ENR	Ralph Y Wang	1952-06-03	UHC-12292-28	8379041449	6583 Camelback Rd, Dallas, TX	0.36	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+4 more
PRV-21850	PRV	Susan Cruz	1999-02-13	UHC-91616-29	8619654207	9775 Cedar Ln, Atlanta, GA, 30338	0.36	Two-digit birth year Phone reformatted SSN last four extracted Street suffix standardised+4 more
ENR-129121	ENR	Scott Kelly	1956-05-11	UHC-59219-40	8098413056	5241 Pine Dr, Columbus, OH, 43287	0.36	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+4 more
ENR-125495	ENR	Carlos Howard	1959-05-04	UHC-62694-54	9797037808	3073 Sage Ct, Fresno, CA	0.36	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
ENR-115615	ENR	Isabella Ramos	1944-04-02	UHC-87503-44	9066901206	6189 Lake View Rd, Phoenix, AZ, 85084	0.36	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+4 more
ENR-103351	ENR	Christopher Y Perry	1981-12-03	UHC-95693-07	4438076499	2218 Apache Blvd, Nashville, TN, 37233	0.36	Name re-cased Two-digit birth year Member ID reformatted Street suffix standardised+4 more
TPA-50001	TPA	Mark Palmer	2003-04-05	UHC-34757-79	8117668647	6814 Baseline Rd, Dallas, TX	0.36	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-100861	ENR	Frank G Armstrong	1968-05-17	UHC-33013-45	2033644757	2593 Lincoln Way, Tempe, AZ	0.36	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
TPA-53943	TPA	Ashley Hansen	2005-06-15	—	—	9567 Apache Blvd, Tempe, AZ, 85260	0.36	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+4 more
TPA-55387	TPA	Adam Gordon	2008-07-18	—	—	2367 Meadow Ln, Glendale, AZ, 85331	0.36	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+4 more
TPA-59251	TPA	Gabriel Ford	2003-05-10	—	—	12 Valley View Dr, Eden Prairie, MN, 55320	0.36	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+4 more
ENR-105495	ENR	Billy N Hunter	1940-03-17	UHC-35886-73	—	7361 Spring St, Plano, TX, 75018	0.36	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+4 more
ENR-125930	ENR	Shirley H Fuller	1949-12-03	UHC-13808-10	7165413300	2023 Highland Ave, Fresno, CA, 93748	0.36	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+4 more
ENR-113483	ENR	Lisa F Morales	1946-10-19	UHC-21468-84	—	2095 Washington St Apt 1, San Diego, CA, 92193	0.36	Name re-cased Two-digit birth year Phone missing area code Unit split from street+4 more
CLM-419402	CLM	Barb Burton	1969-12-14	UHC-90454-50	—	6083 Sage Ct # 679, Glendale, AZ, 85320	0.36	Name split from “Last, First”Two-digit birth year Unit split from street Street suffix standardised+4 more
PRV-29179	PRV	Kimberly K Mills	1955-12-07	—	8016234112	9137 Main St Apt 17, Gilbert, AZ	0.36	Two-digit birth year Phone reformatted Unit split from street Street suffix standardised+4 more
ENR-106718	ENR	Daniel Q Gardner	1953-02-02	UHC-59419-25	6758621562	4731 Central Ave Apt 26, Orlando, FL	0.36	Two-digit birth year Phone reformatted Unit split from street Street suffix standardised+4 more
ENR-142826	ENR	Margaret B Vasquez	1962-10-26	UHC-19632-97	5585610720	7899 Church St, Scottsdale, AZ	0.36	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+4 more
CLM-426172	CLM	Carl T Sms	1953-05-05	—	—	2766 Desert Sky Blvd, Plano, TX, 75078	0.36	Middle initial moved out of first name Name re-cased Two-digit birth year Street suffix standardised+4 more
PRV-26213	PRV	Jerry R Garrett	1970-04-05	—	4065040895	4320 Valley View Dr, Orlando, FL	0.36	Middle initial moved out of first name Two-digit birth year Phone reformatted Street suffix standardised+4 more
ENR-131802	ENR	Aaorn Burke	1952-11-24	UHC-86182-95	2014394040	2109 Central Ave, Jacksonville, FL, 32203	0.36	Two-digit birth year Phone reformatted Member ID reformatted Street suffix standardised+4 more
TPA-62314	TPA	Julie Watson	1982-03-02	—	2898935313	1294 Camelback Rd, Charlotte, NC, 28292	0.36	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-137069	ENR	Johnny Hernandez	1992-02-23	UHC-72048-32	8115215208	3109 Sage Ct, Jacksonville, FL, 32282	0.36	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
ENR-120704	ENR	Benjamin Z Harper	1965-07-26	UHC-31896-42	—	493 Spring St, Mesa, AZ, 85224	0.36	Two-digit birth year Phone missing area code Street suffix standardised Address re-cased+4 more
TPA-54100	TPA	Teresa Graene	1966-10-05	—	—	6237 Oak St # 186, San Diego, CA	0.36	Two-digit birth year Unit split from street Street suffix standardised Address re-cased+4 more
TPA-51886	TPA	Emily Bell	2008-06-26	—	8886001377	1694 Harbor Blvd, Nashville, TN, 37238	0.36	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
CLM-415200	CLM	Santiago Padilla	1982-11-04	UHC-48047-31	7254187784	6082 Grand Ave, San Diego, CA	0.36	Two-digit birth year Street suffix standardised Address re-cased City re-cased+4 more
CLM-416900	CLM	Douglas Tucker	1971-11-13	—	—	7086 Cedar Ln, San Antonio, TX, 78281	0.36	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+4 more
CLM-411129	CLM	Nicole Hughes	2001-10-12	—	—	5263 Willow Ct, Columbus, OH, 43271	0.36	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+4 more
PRV-28972	PRV	Bryan U Wallace	1964-12-01	—	6908774170	399 Desert Sky Blvd, Nashville, TN, 37226	0.36	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+4 more
PRV-25883	PRV	Adam T Dixon	1974-07-03	UHC-43173-48	3246179309	1990 Mesa Dr, Tempe, AZ, 85257	0.36	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+4 more
ENR-140775	ENR	Janet Adams	1974-03-17	UHC-22193-11	5134055365	9268 Church St, Denver, CO	0.36	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+4 more
ENR-109247	ENR	Fatima M Dean	1946-12-05	UHC-14248-16	—	3979 Union St, Denver, CO, 80266	0.36	Two-digit birth year Member ID reformatted Street suffix standardised Address re-cased+4 more
ENR-134169	ENR	Camila Chavez	2004-10-04	UHC-76557-54	6766893366	7817 Willow Ct Apt 28, Seattle, WA, 98192	0.36	Name re-cased Two-digit birth year Unit split from street Street suffix standardised+4 more
ENR-126374	ENR	Angela Lopez	1994-07-26	UHC-47375-08	6945441272	7803 Canyon Rd Apt 39, Houston, TX, 77040	0.36	Name re-cased Two-digit birth year Phone reformatted Unit split from street+4 more
ENR-137419	ENR	Gabriel L Snyder	2001-01-16	UHC-62600-65	4575813162	8354 River Rd, Scottsdale, AZ, 85238	0.36	Middle initial moved out of first name Name re-cased Two-digit birth year Phone reformatted+4 more
PRV-21547	PRV	Aaron Pierce	1967-07-04	—	7818060558	9338 Spring St # 712, Columbus, OH, 43288	0.36	Name split from “Last, First”Two-digit birth year Phone reformatted Unit split from street+4 more
ENR-113685	ENR	Adam C Griffin	1999-11-11	UHC-17159-27	2746329625	2417 River Rd Apt 10, Tempe, AZ	0.36	Name re-cased Two-digit birth year Phone reformatted Unit split from street+4 more
CLM-432017	CLM	Nicholas Cunningham	1971-07-18	UHC-89997-78	—	7483 Canyon Rd, Phoenix, AZ	0.36	Two-digit birth year Street suffix standardised Address re-cased City re-cased+4 more
ENR-131090	ENR	Fatima D Walker	1977-09-21	UHC-22421-47	6453605167	1113 Mesa Dr Apt 23, Mesa, AZ, 85266	0.36	Name re-cased Two-digit birth year Phone reformatted Unit split from street+4 more

6,661 rows, page 6 of 134Previous Next