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 “Unit split from street”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagUnit split from streetClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-60479	TPA	Andrea Guzman	1992-05-15	—	—	4778 Sage Ct # 158, Tucson, AZ	0.48	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+4 more
ENR-124811	ENR	Donna C Kelley	1998-05-24	UHC-99118-77	7537095343	719 Highland Ave Apt 28, Fresno, CA	0.48	Name re-cased Phone reformatted Unit split from street Street suffix standardised+4 more
ENR-109839	ENR	Donald D Watkins	1974-01-14	UHC-53110-97	2365744188	7620 Main St # 488, Houston, TX, 77082	0.48	Phone reformatted Unit split from street Street suffix standardised Address re-cased+4 more
ENR-103580	ENR	Ashley Morrison	1978-09-28	UHC-52293-35	4759023644	3220 River Rd Apt 19, Columbus, OH	0.48	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
ENR-112905	ENR	Charlotte P Parker	1998-09-07	UHC-15367-54	6489424426	15 Highland Ave # 871, Gilbert, AZ, 85272	0.48	Middle initial moved out of first name Date of birth reformatted Phone reformatted Member ID reformatted+4 more
ENR-112904	ENR	Charlotte P Parker	1998-09-07	UHC-15367-54	6489424426	15 Highland Ave # 871, Gilbert, AZ, 85272	0.48	Middle initial moved out of first name Date of birth reformatted Phone reformatted Member ID reformatted+4 more
ENR-118189	ENR	Kathryn X Sims	1967-11-06	UHC-39197-67	9753018836	9716 River Rd Apt 17, Minneapolis, MN	0.48	Name re-cased Phone reformatted Unit split from street Street suffix standardised+4 more
ENR-121422	ENR	Maria EJunk	2006-10-09	UHC-06607-37	4432473553	5649 Elm St # 350, Eden Prairie, MN, 55345	0.48	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+4 more
ENR-116515	ENR	Ronald L Sanders	1984-07-24	UHC-95380-54	2254638035	4342 Church St # 667, Minneapolis, MN, 55407	0.48	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+4 more
ENR-136634	ENR	Isabella Robertson	1988-01-02	UHC-25638-63	3447784951	4127 Lake View Rd # 279, San Diego, CA	0.48	Name re-cased Phone reformatted Unit split from street ZIP missing+4 more
TPA-53582	TPA	Kathryn Cook	1991-07-01	—	3009147958	2631 Park Pl Apt 22, Plano, TX	0.48	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+4 more
ENR-123639	ENR	Sofia Ramirez	1976-11-13	UHC-92206-23	4826615372	8190 Camelback Rd Apt 37, Jacksonville, FL, 32240	0.48	Name re-cased Phone reformatted Unit split from street Street suffix standardised+4 more
CLM-405287	CLM	Patrick V Armstrong	1982-03-02	UHC-19406-81	5604641786	2334 Jefferson Ave Apt 15, Nashville, TN, 37231	0.48	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+4 more
ENR-115786	ENR	Angela A Greene	1952-05-01	UHC-77777-60	—	3078 Sage Ct Apt 17, San Antonio, TX, 78265	0.48	Name re-cased Unit split from street Street suffix standardised Address re-cased+4 more
PRV-27065	PRV	Aisha Gilbert	1971-08-08	—	5039566880	8619 Elm St Apt 13, Houston, TX, 77047	0.48	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
ENR-137819	ENR	Nathan Simmons	2006-11-07	UHC-16405-99	2585976713	1715 Union St # 215, Tucson, AZ, 85759	0.48	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+4 more
CLM-406560	CLM	Ashley Hernandez	1948-03-21	—	3319189330	3595 Forest Ave # 358, Chandler, AZ, 85282	0.48	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+4 more
ENR-128799	ENR	Carol X Webb	1993-12-23	UHC-87566-86	4518603749	2396 Washington St # 929, Chandler, AZ, 85235	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+4 more
ENR-106033	ENR	Elizabeth W Reed	1994-09-12	UHC-75188-50	8916442972	9403 Cedar Ln Apt 28, Seattle, WA, 98112	0.48	Name re-cased Member ID reformatted Unit split from street Street suffix standardised+4 more
ENR-103950	ENR	Peter Ryan	1976-02-24	UHC-07246-05	5517228705	5547 River Rd # 281, Tampa, FL, 33696	0.48	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+4 more
CLM-413939	CLM	Albert Marshall	1991-07-04	—	2196705939	8011 Maple Ave Apt 6, Plano, TX, 75058	0.48	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+4 more
ENR-125587	ENR	Donna Luna	1994-02-02	—	9639893508	4405 Willow Ct Apt 19, Eden Prairie, MN, 55333	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+4 more
ENR-128852	ENR	Douglas Q Perry	1979-03-18	UHC-12328-71	3826546399	1326 Apache Blvd Apt 37, Austin, TX, 78772	0.48	Name re-cased Phone reformatted Unit split from street Street suffix standardised+4 more
TPA-58816	TPA	Jeeremy Robertts	1994-12-02	—	5318715301	9863 Sage Ct # 320, Columbus, OH, 43260	0.48	Phone reformatted Unit split from street Street suffix standardised Address re-cased+4 more
ENR-123936	ENR	Dylan C Reed	2005-08-19	UHC-39800-75	3157449919	4465 Desert Sky Blvd # 550, Austin, TX, 78735	0.48	Phone reformatted Unit split from street Street suffix standardised Address re-cased+4 more
ENR-114204	ENR	Benjamin Turner	1949-04-08	UHC-47719-18	3579393116	3818 Canyon Rd # 799, Tempe, AZ, 85282	0.48	Name re-cased Two-digit birth year Phone reformatted Unit split from street+4 more
ENR-107721	ENR	Ralph R Williamson	1987-07-26	—	4805300172	1667 Palm Dr # 816, Scottsdale, AZ, 85254	0.48	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+4 more
CLM-406161	CLM	Noah Bryant	1967-08-07	—	3669318406	5278 Mountain View Dr # 784, Columbus, OH, 43256	0.48	Name re-cased Phone reformatted Unit split from street Street suffix standardised+4 more
ENR-107203	ENR	Emily R Lopez	1943-12-14	UHC-00216-34	6468353919	6843 Camelback Rd Apt 4, Chandler, AZ	0.48	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
CLM-412875	CLM	Donna F Le	1965-02-06	UHC-38557-93	3839133452	6110 Valley View Dr Apt 10, Chandler, AZ, 85262	0.48	Name re-cased Phone reformatted Unit split from street Street suffix standardised+4 more
ENR-127510	ENR	Elijah Phillips	1995-11-21	UHC-93293-77	9525091543	2832 Baseline Rd # 432, Sacramento, CA, 95820	0.48	Name re-cased Phone reformatted Unit split from street Street suffix standardised+4 more
PRV-20802	PRV	Alan Brown	2004-01-08	UHC-69982-03	—	740 Central Ave Apt 13, Phoenix, AZ, 85077	0.48	Name split from “Last, First”Member ID reformatted Unit split from street Street suffix standardised+4 more
CLM-423199	CLM	Sara Wallace	1970-10-27	UHC-48359-67	6659671601	298 Ridge Rd Apt 25, Minneapolis, MN, 55471	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+4 more
TPA-56134	TPA	Madison Henderson	1973-06-23	—	—	7189 Lake View Rd Apt 17, Plano, TX, 75015	0.48	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+4 more
TPA-53681	TPA	Arjun Chavez	1958-07-21	—	7752777863	3309 Elm St # 945, Charlotte, NC, 28276	0.48	Name re-cased Phone reformatted Unit split from street Street suffix standardised+4 more
TPA-51422	TPA	Omar W Rios	—	—	—	5383 Union St Apt 40, Plano, TX, 75043	0.48	Name re-cased Date of birth reformatted Date of birth unreadable Unit split from street+4 more
CLM-432509	CLM	Kevin Johnston	1956-06-01	—	3885379182	8262 Maple Ave # 382, Fresno, CA, 93752	0.48	Name re-cased Phone reformatted Unit split from street Street suffix standardised+4 more
CLM-425753	CLM	Abigail Grant	1953-02-13	UHC-92965-83	2228281112	7908 Hillcrest Rd Apt 30, Tempe, AZ, 85253	0.48	Two-digit birth year Phone reformatted Member ID reformatted Unit split from street+4 more
TPA-54945	TPA	Laura Coleman	1977-10-16	—	7277426152	8086 Washington St # 220, Houston, TX, 77027	0.48	Name re-cased Phone reformatted Unit split from street Street suffix standardised+4 more
CLM-416714	CLM	Elijah Torres	1968-03-21	UHC-90396-64	—	7315 Church St Apt 32, Eden Prairie, MN, 55333	0.48	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+4 more
ENR-100182	ENR	Margaret Reyes	1990-05-04	UHC-72818-46	6852922624	2556 Lake View Rd Apt 12, Tampa, FL	0.48	Name re-cased Phone reformatted Unit split from street Street suffix standardised+4 more
ENR-136059	ENR	Jesse Miller	1943-04-13	UHC-45991-10	4624821279	1014 Jefferson Ave # 795, Seattle, WA, 98126	0.48	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+4 more
ENR-101511	ENR	Harold P Austin	1959-09-14	UHC-07743-27	5329737801	2299 Main St Apt 31, Tempe, AZ	0.48	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
TPA-57950	TPA	MitchellJunk	1971-03-02	—	—	9358 Jefferson Ave Apt 37, Denver, CO, 80204	0.48	Name re-cased Unit split from street Street suffix standardised Address re-cased+4 more
CLM-400514	CLM	Kimberly S Henry	1947-09-26	—	7369375607	5008 Desert Sky Blvd Apt 31, Miami, FL	0.48	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
ENR-135931	ENR	Priya Collins	1942-04-01	UHC-11691-57	9786028568	6339 Baseline Rd Apt 24, Mesa, AZ, 85246	0.48	Name re-cased Phone reformatted Unit split from street Street suffix standardised+4 more
TPA-59983	TPA	Roger Ortega	1939-04-19	UHC-44775-27	—	9312 Market St # 328, Jacksonville, FL, 32210	0.48	Phone missing area code Unit split from street Street suffix standardised Address re-cased+4 more
CLM-430538	CLM	Dennis F Watson	1960-02-18	UHC-66816-88	—	3612 Highland Ave # 335, Chandler, AZ, 85226	0.48	Name split from “Last, First”Date of birth reformatted Phone missing area code Member ID reformatted+4 more
ENR-106247	ENR	Rebecca E Mitchell	1966-11-10	UHC-40679-64	9823155216	2829 Central Ave # 788, Phoenix, AZ, 85045	0.48	Middle initial moved out of first name Date of birth reformatted Phone reformatted Unit split from street+4 more
ENR-108141	ENR	Maria Hamilton	1966-11-20	UHC-70067-31	5245291148	3558 Ocean Ave # 808, Sacramento, CA, 95843	0.48	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more

6,994 rows, page 20 of 140Previous Next