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 “ZIP missing”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagZIP missingClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-114929	ENR	Marcus Campbell	1994-03-25	—	4334968311	5934 Canyon Rd, Seattle, WA	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-123047	ENR	Daniel Q Mendez	1958-11-04	UHC-21332-78	9787564344	1144 Main St, Columbus, OH	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-111378	ENR	Brenda M Patel	1995-12-09	UHC-73125-94	5034557537	7529 Union St, Eden Prairie, MN	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-103016	ENR	Kenneth Wallace	1958-11-28	UHC-00563-50	2588243229	4932 Indian School Rd, Miami, FL	0.60	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-112652	ENR	Ralph Chavez	1988-12-07	UHC-46584-60	8275916623	8378 Ridge Rd, Denver, CO	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-122208	ENR	Priya Thomas	2007-07-14	UHC-93116-67	8102713142	5410 Mesa Dr, San Antonio, TX	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-113693	ENR	Keelly P Miller	1977-09-23	UHC-87446-96	7748767147	1236 Sage Ct, Gilbert, AZ	0.60	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
ENR-113697	ENR	Alexis Jensen	1957-11-16	UHC-14285-46	7613710994	6234 Camelback Rd, Tampa, FL	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-100747	ENR	Wei James	1989-10-21	UHC-07762-99	7639326225	6537 Hillcrest Rd, Austin, TX	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-102918	ENR	John Anderson	1977-07-25	UHC-51700-83	5946285066	7953 Baseline Rd, Tempe, AZ	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-106377	ENR	Ahmed Bell	1976-05-27	UHC-08647-31	4909433358	142 Willow Ct, Tampa, FL	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-136270	ENR	Ann Salazar	1960-10-10	UHC-08234-84	3008605229	2390 Forest Ave, Miami, FL	0.60	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-110110	ENR	Angela Cunningham	1966-05-09	UHC-40509-23	9455797915	6228 Mountain View Dr, Gilbert, AZ	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-140835	ENR	Julia M Roberts	1944-04-19	UHC-00443-94	8448149697	5684 Mesa Dr, San Antonio, TX	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-128776	ENR	Linda I Thompson	1987-09-14	UHC-07643-47	4706434879	7853 Indian School Rd, Chandler, AZ	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-120268	ENR	Ann Perkins	2005-06-21	UHC-55959-65	7693610046	3947 Willow Ct, Nashville, TN	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-122930	ENR	Herny Wang	1956-10-11	UHC-73333-83	5465842721	9589 Forest Ave, Denver, CO	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-108706	ENR	Randy I Lawrence	1981-01-02	UHC-90741-18	9258489130	8287 Highland Ave, Glendale, AZ	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-104028	ENR	Nicholas Mejia	2003-02-11	UHC-04504-31	8783376786	1116 Sage Ct, Miami, FL	0.60	Name re-cased Street suffix standardised Address re-cased ZIP missing+4 more
ENR-116091	ENR	Ana K Gutierrez	1950-06-21	UHC-96937-07	7933649446	6563 Elm St, Los Angeles, CA	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-132214	ENR	Sharon Cunningham	2003-10-05	UHC-87424-59	9002823968	8900 Mountain View Dr, Minneapolis, MN	0.60	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-109295	ENR	Margaret B Brown	1948-06-19	UHC-88357-09	3716453111	5224 Central Ave, Houston, TX	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-107219	ENR	Mei N Watkins	1986-04-13	UHC-62597-73	8613746117	2223 Apache Blvd, Chandler, AZ	0.60	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
ENR-133132	ENR	Joan L Murphy	2000-05-01	UHC-51326-26	—	4518 Sage Ct, Jacksonville, FL	0.60	Name re-cased Street suffix standardised Address re-cased City re-cased+4 more
ENR-136533	ENR	Cheryl L Peterson	1958-03-10	UHC-22463-54	8344099831	8368 Hillcrest Rd, Denver, CO	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-105454	ENR	Ahmed Rice	1994-04-07	UHC-03543-90	3435426191	273 Main St, Tucson, AZ	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-137834	ENR	Eddie P Hnry	1990-12-09	UHC-97702-67	7486464760	3721 Washington St, Columbus, OH	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-127227	ENR	Sandra W Owens	1972-03-03	UHC-34059-29	4885278152	7000 Harbor Blvd, Chandler, AZ	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-136678	ENR	Elijah Padilla	2006-09-07	UHC-90343-90	4285014942	5747 Willow Ct, Glendale, AZ	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-134120	ENR	Sophia X Garrett	1955-05-14	UHC-00711-30	6917660824	6424 Oak St, Scottsdale, AZ	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-121372	ENR	Andrew Y Dominguez	2008-06-06	UHC-74762-12	2778317507	2936 Broadway, Columbus, OH	0.60	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+4 more
ENR-106420	ENR	Roger Gomez	1993-01-02	UHC-24168-21	4029881854	5333 Harbor Blvd, Los Angeles, CA	0.60	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+4 more
ENR-131121	ENR	Sam G Reid	1977-02-22	UHC-39955-17	6452977729	2709 Harbor Blvd, Orlando, FL	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-111326	ENR	Joshua Gordon	1983-11-03	UHC-19807-30	5787622808	7170 Willow Ct, Sacramento, CA	0.60	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+4 more
ENR-140799	ENR	Carl Lynch	2003-02-23	UHC-43141-12	5152979945	9073 River Rd, Tempe, AZ	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-116155	ENR	Catherine Simpson	1979-08-26	UHC-22875-45	5538124807	2256 Oak St, Tempe, AZ	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-138843	ENR	Ryan Moore	2005-12-02	UHC-30429-82	2345312824	6150 Market St, Los Angeles, CA	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-127073	ENR	Samuel Franklin	1992-05-03	UHC-56314-59	5207116506	2707 Washington St, Gilbert, AZ	0.60	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
ENR-134420	ENR	Bryan Bradley	1987-05-12	UHC-56034-71	2126093209	5040 Oak St, Miami, FL	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-140804	ENR	Stephanie Mendez	1980-03-02	UHC-15957-27	7685738727	2954 Forest Ave, Las Vegas, NV	0.60	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+4 more
ENR-134728	ENR	Gregory Day	1959-02-20	UHC-38456-67	5348763142	195 Meadow Ln, Charlotte, NC	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-137359	ENR	Linda Boyd	1993-03-26	UHC-33993-62	9213191642	3073 Highland Ave, Jacksonville, FL	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-110992	ENR	Lauren L Russell	1980-03-15	UHC-49356-31	8467332947	502 Hillcrest Rd, Columbus, OH	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-102453	ENR	Michelle R Cox	2008-06-19	UHC-75069-53	2485170904	2167 Sunset Blvd, Orlando, FL	0.60	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-102660	ENR	Donna R Richards	1951-12-10	UHC-51434-18	9207248790	8054 Grand Ave, Columbus, OH	0.60	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
ENR-141031	ENR	Raymond C Freeman	1953-01-23	UHC-96816-88	4823648363	3667 Valley View Dr, Tempe, AZ	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-132498	ENR	Kenneth V West	1989-04-08	UHC-16174-78	7213271314	1690 Baseline Rd, Atlanta, GA	0.60	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+4 more
ENR-128797	ENR	Janice D Riley	2007-10-04	UHC-13352-81	2013264299	7419 Spring St, San Antonio, TX	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-135786	ENR	DebraJunk	1981-02-07	UHC-22689-53	6069298672	1474 Ocean Ave, Mesa, AZ	0.60	Name re-cased Phone reformatted Member ID reformatted City re-cased+4 more
ENR-104098	ENR	Katherine S Williamson	1974-04-22	UHC-03866-47	3783171459	5607 Central Ave, Plano, TX	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more

3,340 rows, page 25 of 67Previous Next