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 “State name converted to code”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagState name converted to codeClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-123221	ENR	Austin K Matthews	1990-10-24	UHC-02623-23	9675973970	7181 River Rd, San Diego, CA	0.64	Date of birth reformatted Phone reformatted State name converted to code ZIP missing+2 more
PRV-22785	PRV	Angela Wang	1967-03-01	UHC-43079-70	6679889966	8641 Valley View Dr, Orlando, FL, 32887	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-105390	ENR	Fatima D Elliott	1950-11-05	UHC-65317-75	2833030744	5297 Indian School Rd, San Diego, CA, 92115	0.64	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-107826	ENR	Janice Phillips	1982-07-19	UHC-17792-86	8216708173	5098 Pine Dr, Dallas, TX, 75203	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-131857	ENR	Cynthia Ray	1952-08-09	UHC-95030-16	2423345231	5099 Ocean Ave, Sacramento, CA, 95899	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
CLM-404120	CLM	Angela Mendoza	1959-05-04	UHC-25015-53	8474816353	4483 Spring St, Charlotte, NC, 28248	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-102292	ENR	Sofia Huunt	2008-11-28	UHC-72477-47	3799944854	7726 Lake View Rd, Scottsdale, AZ, 85228	0.64	Name re-cased Phone reformatted SSN last four extracted State name converted to code+2 more
ENR-129522	ENR	Betty P Johnston	1977-01-21	UHC-31784-85	6585984154	4534 Baseline Rd, Houston, TX, 77096	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-121527	ENR	Zachary K Evans	1960-01-17	UHC-55762-90	3896581725	1240 Palm Dr, Miami, FL, 33182	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-407574	CLM	Jonathan Scott	1964-01-16	UHC-08162-01	—	4975 Oak St, Austin, TX, 78726	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
ENR-124566	ENR	Pamela Syms	2003-07-07	UHC-11226-34	6417452159	6354 Bayshore Dr, Los Angeles, CA, 90064	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-53200	TPA	Scott Simmons	1976-01-09	—	—	2254 Lake View Rd, Mesa, AZ, 85226	0.64	Street suffix standardised Address re-cased City re-cased State name converted to code+2 more
ENR-122759	ENR	Willie Hawkins	1985-04-09	UHC-80056-20	7353611040	655 Indian School Rd, San Antonio, TX, 78209	0.64	Date of birth reformatted Phone reformatted State name converted to code Email lower-cased+2 more
ENR-118259	ENR	Julie K Moragn	1943-06-26	UHC-64210-57	5436177281	1606 Baseline Rd, Gilbert, AZ, 85223	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-100645	ENR	Hannah L Robertson	1963-06-02	UHC-17352-54	3266772636	7805 Ocean Ave, San Diego, CA, 92122	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-419115	CLM	Zachary Grant	1965-07-14	UHC-82010-72	6386267663	7471 Jefferson Ave, Houston, TX, 77089	0.64	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+2 more
ENR-142846	ENR	Maria K Santos	1979-04-06	UHC-67746-83	3485020959	3088 Desert Sky Blvd, Tampa, FL, 33621	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-128004	ENR	Virginia Clark	1956-11-05	UHC-07844-60	3832297394	8280 Forest Ave, Phoenix, AZ, 85031	0.64	Name re-cased Phone reformatted SSN last four extracted State name converted to code+2 more
ENR-140272	ENR	Lugan Silva	1957-07-14	UHC-62864-84	7015343193	8826 Church St, Seattle, WA, 98183	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
ENR-140463	ENR	Camila Russell	2008-11-10	UHC-48176-69	9417743586	535 Indian School Rd, Gilbert, AZ, 85227	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-128983	ENR	Steve U Evans	1969-10-12	UHC-53770-89	9332820762	9061 Meadow Ln, Sacramento, CA, 95854	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-141858	ENR	Timothy Gonzales	1992-10-25	UHC-54402-04	2468541764	6157 Market St, Houston, TX, 77065	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-27669	PRV	Christopher Mendoza	1986-10-10	—	3393631130	1970 Central Ave, Nashville, TN, 37268	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
CLM-401031	CLM	Kelly A Robertson	1953-07-20	UHC-92382-34	9597759514	9873 Mountain View Dr, Tucson, AZ, 85786	0.64	Middle initial moved out of first name Name re-cased Member ID reformatted State name converted to code+2 more
CLM-406487	CLM	Steven Schmidt	1995-02-05	UHC-49596-79	7397263855	8944 Central Ave, Orlando, FL, 32870	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
PRV-27135	PRV	Stephanie B Porter	1974-01-20	UHC-82341-82	8525836360	3850 Jefferson Ave, Los Angeles, CA, 90086	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-429926	CLM	Mariana Sullivan	1995-08-21	UHC-13963-60	—	2901 Central Ave, Columbus, OH, 43200	0.64	Member ID reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-102617	ENR	Scott Z Shaw	1943-09-25	UHC-47109-16	5699184977	663 Market St Apt 17, Dallas, TX, 75296	0.64	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+2 more
ENR-139341	ENR	Larry Garcia	1952-09-11	UHC-62291-99	2833899872	3651 Harbor Blvd, Fresno, CA, 93741	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
ENR-101361	ENR	Carolyn L Collins	2001-07-24	UHC-87961-21	8929038071	7280 Palm Dr, Gilbert, AZ, 85261	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-55868	TPA	Sarah Kennedy	1998-07-05	—	—	5026 Hillcrest Rd, Mesa, AZ, 85286	0.64	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-129109	ENR	Jennifer N Lopez	1953-04-17	UHC-10266-57	—	9814 Ridge Rd, Chandler, AZ, 85250	0.64	Name re-cased Date of birth reformatted Phone missing area code Member ID reformatted+2 more
TPA-63175	TPA	Jake Marquez	1945-06-08	UHC-72121-60	—	8943 Market St, Columbus, OH, 43293	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
CLM-428011	CLM	Michael Williams	1957-11-18	UHC-52094-05	7867011267	6144 Palm Dr, Glendale, AZ, 85394	0.64	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-418064	CLM	Santiago Martinez	1959-06-09	UHC-34421-47	9322157494	225 Harbor Blvd, Minneapolis, MN, 55433	0.64	Name re-cased Phone reformatted State name converted to code Email lower-cased+2 more
TPA-62836	TPA	Kyle Howell	1986-12-25	—	—	274 Highland Ave, Miami, FL, 33152	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-102853	ENR	Heather Valdez	1966-03-06	UHC-93047-86	7113951690	8589 Mountain View Dr, Tampa, FL, 33638	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-102878	ENR	Jason Medina	1983-10-28	UHC-26945-97	9517626420	9662 Maple Ave, San Antonio, TX, 78252	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-139537	ENR	Samantha N Howard	1955-11-11	UHC-54388-27	4198041104	9210 Park Pl, Phoenix, AZ, 85042	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
TPA-54754	TPA	Amy Martin	1950-07-24	UHC-11699-14	2844651645	5564 Apache Blvd # 266, Mesa, AZ, 85212	0.64	Name re-cased Member ID reformatted Unit split from street State name converted to code+2 more
CLM-418570	CLM	Susan Alvarez	1965-11-01	UHC-58484-22	—	8399 River Rd, San Diego, CA, 92108	0.64	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-102322	ENR	Gabriel Walker	1976-02-08	UHC-80576-44	8717119502	5984 Mesa Dr, Nashville, TN, 37205	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-136979	ENR	Christina Hawkins	1999-03-20	UHC-88607-22	4485262978	4653 Lincoln Way, Las Vegas, NV, 89117	0.64	Date of birth reformatted Phone reformatted City re-cased State name converted to code+2 more
ENR-123106	ENR	Jose S Ryan	1948-06-08	UHC-19407-98	7073531374	5976 Market St, Gilbert, AZ, 85281	0.64	Name re-cased Phone reformatted State name converted to code Gender normalised+2 more
ENR-123107	ENR	Jose S Ryan	1948-06-08	UHC-19407-98	7073531374	5976 Market St, Gilbert, AZ, 85281	0.64	Name re-cased Phone reformatted State name converted to code Gender normalised+2 more
ENR-120167	ENR	Hannah Carr	1943-07-10	UHC-05494-43	7297882463	8041 Cedar Ln, Sacramento, CA, 95860	0.64	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-428100	CLM	Deborah Fox	1982-06-04	UHC-40257-90	—	3808 Highland Ave, Houston, TX, 77059	0.64	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-415160	CLM	Eddie Garcia	1942-12-09	UHC-82255-21	—	5691 Lincoln Way, Austin, TX, 78786	0.64	Name re-cased Member ID reformatted State name converted to code Gender normalised+2 more
PRV-21424	PRV	Austin Wong	1961-03-19	UHC-52819-86	7579956047	7229 Cedar Ln, Los Angeles, CA	0.64	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+2 more
ENR-139786	ENR	Priya R Lane	1968-12-20	UHC-02436-88	5743735457	7884 Washington St, Nashville, TN, 37238	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more

9,084 rows, page 108 of 182Previous Next