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 “Name split from “Last, First””, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName split from “Last, First”Clear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-114359	ENR	Elizabeth G Nguyen	1979-04-26	UHC-21227-68	4916010235	4911 Canyon Rd, Los Angeles, CA, 90047	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-423951	CLM	Ann Reed	1969-04-14	UHC-75559-79	5697165221	6501 Maple Ave, Chandler, AZ, 85202	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-430869	CLM	Cheryl Chavez	1952-01-05	UHC-41463-71	—	988 Camelback Rd, Sacramento, CA, 95889	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-114842	ENR	Joyce Ortiz	2001-02-13	UHC-52181-41	2982754182	433 Indian School Rd, Minneapolis, MN, 55493	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-131231	ENR	Angela D Miller	1961-12-22	UHC-98103-14	9824260390	1693 Sage Ct, Eden Prairie, MN, 55341	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-58107	TPA	Jerry Patel	—	—	—	8468 Lake View Rd, Minneapolis, MN, 55427	0.66	Name split from “Last, First”Date of birth unreadable City re-cased Email lower-cased+1 more
ENR-129228	ENR	Wei Tucker	1979-12-27	UHC-94558-28	2356894324	5189 Valley View Dr, Nashville, TN, 37212	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
ENR-117109	ENR	Kathryn D Parker	1994-07-03	UHC-47778-08	7347539247	3558 Central Ave, Minneapolis, MN, 55434	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-134263	ENR	Tyler D Webb	1969-11-25	UHC-69644-36	5827243067	9487 River Rd, Mesa, AZ, 85212	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-417939	CLM	Janiice Greene	1986-08-15	UHC-32981-06	5937820515	3408 Spring St, Sacramento, CA, 95829	0.66	Name split from “Last, First”Two-digit birth year Phone reformatted Member ID reformatted+1 more
ENR-124933	ENR	Megan Gomez	1982-11-10	UHC-39159-92	3049657990	7615 Central Ave, Austin, TX, 78762	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+1 more
CLM-414187	CLM	Sarah Bennett	1976-11-09	—	—	9583 Market St, San Antonio, TX, 78239	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-138490	ENR	Sean M Delgado	2007-05-22	UHC-78051-06	9018802282	2586 Jefferson Ave, Gilbert, AZ, 85212	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-127518	ENR	Jess Romero	1959-11-02	UHC-07054-03	6048115514	2273 Lincoln Way, Nashville, TN, 37264	0.66	Name split from “Last, First”Date of birth reformatted Email lower-cased Gender normalised+1 more
TPA-51474	TPA	Emily Stone	1960-03-28	—	—	2674 Baseline Rd, Los Angeles, CA, 90076	0.66	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+1 more
ENR-126605	ENR	Valentina U Austin	1987-05-24	UHC-27686-48	2844465589	2807 Indian School Rd, Dallas, TX	0.66	Name split from “Last, First”Date of birth reformatted ZIP missing Email lower-cased+1 more
ENR-132735	ENR	Patrick Jordan	1948-08-20	UHC-27638-29	—	5088 Mesa Dr, San Antonio, TX, 78269	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
PRV-21611	PRV	Maria Nguyen	2003-04-02	—	8202037758	4081 Willow Ct, Phoenix, AZ, 85030	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-21610	PRV	Maria Nguyen	2003-04-02	—	8202037758	4081 Willow Ct, Phoenix, AZ, 85030	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-117255	ENR	Jesse Q Nichuls	1986-03-20	UHC-62688-65	6298413648	8847 Lake View Rd, San Diego, CA, 92132	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
ENR-120565	ENR	Jacqqueline Gonzales	1997-03-13	UHC-44443-96	5432296178	5010 Cedar Ln, Mesa, AZ, 85226	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted Gender normalised+1 more
ENR-142877	ENR	Mary Foster	1978-06-27	UHC-70030-68	9672593697	4855 Mesa Dr, San Diego, CA, 92181	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-136901	ENR	Omar Stone	2000-03-03	UHC-96683-20	—	3196 Ocean Ave, Tempe, AZ, 85210	0.66	Name split from “Last, First”ZIP+4 trimmed Email lower-cased Whitespace trimmed+1 more
CLM-408953	CLM	Heather Porter	2004-08-24	UHC-28711-83	4879736505	4648 Baseline Rd, Charlotte, NC, 28227	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-64417	TPA	Wei Phillips	1941-03-09	—	—	4341 Broadway, Eden Prairie, MN	0.66	Name split from “Last, First”Address re-cased ZIP missing Whitespace trimmed+1 more
ENR-119129	ENR	Terry W Nelson	1960-02-01	UHC-50961-19	5074693860	8917 Highland Ave, Nashville, TN, 37287	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-108650	ENR	Ann Dunn	—	UHC-83785-92	4715513104	—	0.66	Name split from “Last, First”Date of birth unreadable Member ID reformatted Plan code upper-cased+1 more
PRV-25995	PRV	Andrea Padilla	2008-05-07	UHC-09343-48	—	501 Harbor Blvd, Charlotte, NC, 28227	0.66	Name split from “Last, First”Date of birth reformatted Phone missing area code Whitespace trimmed+1 more
ENR-103385	ENR	Vicky Diaz	1957-01-10	UHC-79441-31	7335998370	5666 Lake View Rd, Scottsdale, AZ, 85241	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-409739	CLM	Scott U Howell	2004-09-04	UHC-80139-48	2229435045	1885 Meadow Ln, Houston, TX, 77071	0.66	Name split from “Last, First”Member ID reformatted Street suffix standardised Address re-cased+1 more
ENR-140949	ENR	John Austin	1939-07-15	UHC-44139-94	4877941078	6587 Bayshore Dr, Eden Prairie, MN, 55331	0.66	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+1 more
TPA-62585	TPA	Teresa Roberts	1968-09-01	UHC-57428-11	—	1856 Sage Ct, Sacramento, CA, 95877	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-25349	PRV	Betty Y Martinez	1968-04-26	UHC-57515-46	5793489459	3912 Central Ave, Los Angeles, CA, 90010	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-121794	ENR	Jose X Guerrero	1979-10-27	UHC-81269-77	5088629483	6336 Elm St, Las Vegas, NV, 89172	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-105981	ENR	Timothy M Tran	1958-04-25	UHC-04978-95	4657645355	5906 Apache Blvd, Glendale, AZ, 85384	0.66	Name split from “Last, First”Date of birth reformatted Gender normalised Whitespace trimmed+1 more
CLM-416110	CLM	Carlos T Walsh	1955-02-16	UHC-12354-08	6298076457	—	0.66	Name split from “Last, First”Middle initial moved out of first name Member ID reformatted Whitespace trimmed+1 more
TPA-60846	TPA	Ashleey Perry	1968-03-26	—	2574365078	697 Park Pl, Fresno, CA, 93735	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-411399	CLM	Julie T Ortega	1964-09-26	—	—	1649 Mountain View Dr, Fresno, CA	0.66	Name split from “Last, First”Date of birth reformatted ZIP missing Whitespace trimmed+1 more
CLM-425601	CLM	Kimberly Nichls	1990-03-12	UHC-32538-33	7378994702	6697 Central Ave, Tucson, AZ, 85729	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-417936	CLM	Albert Gonzalez	1940-07-10	UHC-09877-20	—	2501 Mountain View Dr, Sacramento, CA, 95819	0.66	Name split from “Last, First”Date of birth reformatted ZIP+4 trimmed Whitespace trimmed+1 more
ENR-136053	ENR	Ana W Perez	1973-01-15	UHC-25600-23	8155698316	584 Washington St, Mesa, AZ, 85271	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-29126	PRV	Arjun X Crawford	1971-06-23	—	—	8223 Highland Ave, Eden Prairie, MN, 55372	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-56494	TPA	Janet Munoz	1941-09-07	—	—	4965 Mesa Dr, Gilbert, AZ, 85269	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-429783	CLM	Vincent Ward	1982-04-26	—	—	2532 Market St, Mesa, AZ, 85201	0.66	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+1 more
CLM-403277	CLM	Harold Cox	1990-07-21	—	8966329013	7364 Lincoln Way, Las Vegas, NV	0.66	Name split from “Last, First”Phone reformatted ZIP missing Whitespace trimmed+1 more
ENR-133745	ENR	Harold K Alvarez	1986-03-19	UHC-54243-69	4663893229	6628 Ridge Rd # 606, Mesa, AZ, 85290	0.66	Name split from “Last, First”Phone reformatted Unit split from street Email lower-cased+1 more
ENR-122728	ENR	Jack Wang	1996-02-16	UHC-56893-66	—	552 Main St, San Diego, CA, 92134	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
PRV-23896	PRV	Linda Martinez	1949-11-21	—	6422389030	—	0.66	Name split from “Last, First”Phone reformatted Gender normalised Whitespace trimmed+1 more
PRV-23897	PRV	Linda Martinez	1949-11-21	—	6422389030	—	0.66	Name split from “Last, First”Phone reformatted Gender normalised Whitespace trimmed+1 more
TPA-57344	TPA	Amanda Fields	2006-11-23	—	—	8596 Union St, Los Angeles, CA, 90015	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more

9,980 rows, page 109 of 200Previous Next