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 code upper-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagState code upper-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-425225	CLM	Gloria Wattkins	1974-11-18	UHC-01940-80	—	236 Ocean Ave, Seattle, WA, 98140	0.74	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-409648	CLM	Elijah Owens	1989-06-04	UHC-32230-66	6147492074	428 Church St, Scottsdale, AZ, 85276	0.74	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
PRV-20822	PRV	Beverly Taylor	1996-03-12	UHC-10404-50	4842487245	8531 Canyon Rd, Mesa, AZ, 85240	0.74	Name re-cased Date of birth reformatted Phone reformatted State code upper-cased+3 more
PRV-21613	PRV	Albert Mason	1954-03-14	UHC-72233-68	7695936039	2440 Desert Sky Blvd, Glendale, AZ, 85355	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-133127	ENR	Ralph Shaw	1951-11-25	UHC-88091-96	2043527727	416 Valley View Dr, San Antonio, TX, 78299	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-125596	ENR	Beverly Y Ellis	1985-01-11	UHC-71874-73	7953211455	3110 Park Pl, Tempe, AZ, 85219	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-110636	ENR	Patricia X Hart	—	UHC-25844-23	5207986372	4869 Valley View Dr, Fresno, CA, 93764	0.74	Name re-cased Date of birth unreadable Phone reformatted Member ID reformatted+3 more
TPA-50855	TPA	Tyler Guerrero	1989-03-25	—	2558771204	3570 Park Pl, Phoenix, AZ, 85026	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-136732	ENR	Jordan O Greene	1994-01-20	UHC-74338-30	7086767550	9865 Market St, Charlotte, NC, 28272	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-130244	ENR	Emily X Little	1996-04-14	UHC-12266-19	7375403603	3165 Sunset Blvd, Chandler, AZ, 85292	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-62586	TPA	Hannah G Moore	1963-03-27	—	—	4706 Central Ave, Minneapolis, MN, 55435	0.74	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
TPA-62587	TPA	Hannah G Moore	1963-03-27	—	—	4706 Central Ave, Minneapolis, MN, 55435	0.74	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-138435	ENR	Virginia Wong	1971-03-07	UHC-96611-25	6714357218	6349 River Rd, Chandler, AZ, 85271	0.74	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+3 more
CLM-418763	CLM	Cheryl P Silva	1960-05-07	UHC-61430-78	—	7117 Central Ave, Gilbert, AZ, 85287	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
PRV-21602	PRV	Wayne Gutierrez	1982-11-13	UHC-35850-27	4287131616	7979 Park Pl, Miami, FL, 33196	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-128508	ENR	Brian R Walsh	1938-10-27	UHC-38725-67	5098960375	8446 Central Ave, Eden Prairie, MN, 55365	0.74	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
TPA-50540	TPA	Pamela Garrett	1944-12-07	—	9614046705	9254 Grand Ave, Chandler, AZ, 85265	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-61260	TPA	Joran Rivera	1943-06-02	—	—	1873 Bayshore Dr, Dallas, TX, 75261	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-134089	ENR	Willie H Bradley	1980-06-14	UHC-89089-22	2973561219	4401 Forest Ave, Scottsdale, AZ, 85201	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-428185	CLM	Natalie P Gray	1996-11-08	UHC-64557-49	—	7891 Jefferson Ave, Seattle, WA, 98104	0.74	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+3 more
PRV-22990	PRV	Ronald I Watkins	2008-06-26	—	9492320415	21 Washington St, Fresno, CA, 93792	0.74	Name split from “Last, First”Date of birth reformatted Phone reformatted City re-cased+3 more
ENR-112033	ENR	Sharon Hayes	1966-09-22	UHC-60578-85	7914818448	7383 Washington St, Glendale, AZ, 85384	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-24712	PRV	Charles J Ray	1951-09-17	—	—	8897 Ridge Rd, Nashville, TN, 37227	0.74	Name re-cased Street suffix standardised Address re-cased State code upper-cased+3 more
ENR-136176	ENR	William M Cook	2002-03-27	UHC-06442-14	8093256265	221 Baseline Rd, Seattle, WA, 98135	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-419042	CLM	Karen Rivera	1984-05-22	UHC-62284-61	6439595537	9144 Ridge Rd, Fresno, CA, 93779	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-60975	TPA	Alan Obrien	1961-03-02	—	5413450956	2792 Bayshore Dr, Atlanta, GA, 30391	0.74	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+3 more
ENR-111525	ENR	Brenda Alvarado	1980-06-28	UHC-41851-99	4748922792	6602 Oak St, Jacksonville, FL, 32243	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-50828	TPA	Stephanie Cole	1997-09-22	—	—	4353 Ocean Ave, Houston, TX, 77031	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-406934	CLM	Lisa Howard	2000-06-25	—	—	5634 Market St, Charlotte, NC, 28296	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-418215	CLM	Russell Price	1985-02-12	UHC-62136-98	4187365039	9733 Church St, Glendale, AZ, 85348	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-408809	CLM	Eric Ford	1971-07-12	UHC-06150-22	—	5382 Willow Ct, Columbus, OH, 43295	0.74	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
CLM-427035	CLM	Luis Snyder	1956-03-26	—	2073677890	350 Maple Ave, Mesa, AZ, 85210	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
PRV-28716	PRV	Sam Rodriguez	1969-03-03	UHC-63074-78	2075511467	3532 Sage Ct # 296, Sacramento, CA, 95843	0.74	Name re-cased Phone reformatted Member ID reformatted Unit split from street+3 more
ENR-139145	ENR	Sam L Danieels	1977-11-16	UHC-29400-17	8727770271	8484 Meadow Ln, Tampa, FL, 33641	0.74	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-117532	ENR	Paul Patel	1942-11-22	UHC-67299-32	6717233707	8622 Bayshore Dr, Tucson, AZ, 85741	0.74	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+3 more
ENR-100905	ENR	Melissa Palmer	1949-04-01	UHC-75388-97	2829691073	1984 Washington St, Tampa, FL, 33614	0.74	Name re-cased Date of birth reformatted Member ID reformatted State code upper-cased+3 more
ENR-125486	ENR	Kimberly Rojas	1960-10-26	UHC-76532-99	2509481927	7233 Jefferson Ave, Chandler, AZ, 85294	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-406809	CLM	Larry Gibsn	1958-12-28	UHC-74898-55	9375549069	7539 Cedar Ln, Dallas, TX, 75298	0.74	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
ENR-122747	ENR	Luys W Harrison	2008-01-23	UHC-28050-67	5558917472	8077 Harbor Blvd, San Antonio, TX, 78211	0.74	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
CLM-404340	CLM	Madison Armstrong	1973-10-11	—	9595884632	6205 Grand Ave, Plano, TX, 75071	0.74	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-415387	CLM	Sara Welch	1959-09-27	UHC-01909-90	9613363370	8470 Pine Dr, Miami, FL, 33182	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-26805	PRV	Alan Adams	1967-08-10	UHC-50559-22	2804951766	3569 Meadow Ln, Minneapolis, MN, 55480	0.74	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+3 more
ENR-101474	ENR	Logan B Sims	1982-02-26	UHC-95454-32	2538180435	539 Meadow Ln, Houston, TX, 77006	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-110843	ENR	Isabella R Fernandez	1972-07-11	UHC-47886-84	8914937823	4521 Jefferson Ave, Orlando, FL, 32843	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-25040	PRV	Juan George	1969-10-12	UHC-51548-97	6812589562	416 Hillcrest Rd, Austin, TX, 78790	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-423946	CLM	Sandra Reed	1985-04-05	—	4217610275	4807 Central Ave, Columbus, OH, 43264	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-142622	ENR	Donald Simpson	1976-07-23	UHC-22050-94	5643816326	2920 Central Ave, Denver, CO, 80253	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-421161	CLM	Teresa Harrsion	1951-12-01	UHC-43377-08	6826369415	2348 Indian School Rd, Glendale, AZ, 85394	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-403612	CLM	Ronald Richardson	1961-04-12	UHC-28177-64	2028482643	7869 Grand Ave, Sacramento, CA, 95850	0.74	Name re-cased Date of birth reformatted Phone reformatted City re-cased+3 more
ENR-119192	ENR	Santiago M Woods	1999-07-20	UHC-32440-04	6578935566	1535 Hillcrest Rd, Seattle, WA, 98113	0.74	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more

4,010 rows, page 39 of 81Previous Next