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 “City re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagCity re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-430907	CLM	Eugne Edwards	1968-07-25	—	—	6041 Ridge Rd, Mesa, AZ, 85218	0.50	Two-digit birth year Street suffix standardised Address re-cased City re-cased+3 more
CLM-412861	CLM	Marc Burke	2008-04-17	UHC-79080-92	—	4628 River Rd Apt 26, San Antonio, TX, 78278	0.50	Unit split from street Street suffix standardised Address re-cased City re-cased+3 more
PRV-23075	PRV	Ralph S Fields	1980-02-01	—	5338715128	7885 Washington St, Columbus, OH, 43225	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-112547	ENR	Becky P Ferguson	1939-04-11	UHC-58326-17	2436302509	429 Harbor Blvd # 785, Tampa, FL, 33658	0.50	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
CLM-405638	CLM	Brandon Snyder	—	UHC-55662-93	—	8063 Pine Dr, Nashville, TN, 37248	0.50	Name split from “Last, First”Date of birth unreadable Street suffix standardised Address re-cased+3 more
ENR-114399	ENR	Sandra Peterson	1970-06-24	UHC-01975-42	6312063229	9822 Washington St, Los Angeles, CA	0.50	Two-digit birth year Street suffix standardised Address re-cased City re-cased+3 more
PRV-22632	PRV	Carol U James	1996-11-22	—	—	5225 Union St, Tucson, AZ, 85723	0.50	Name split from “Last, First”Phone missing area code Street suffix standardised Address re-cased+3 more
ENR-110363	ENR	Christian I Gonzales	—	UHC-04668-80	5396447971	2643 Maple Ave, Orlando, FL, 32879	0.50	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+3 more
TPA-56361	TPA	George M Torres	1964-05-20	UHC-42020-09	9294162649	4804 Market St, Mesa, AZ, 85267	0.50	Two-digit birth year Street suffix standardised Address re-cased City re-cased+3 more
ENR-126422	ENR	Pirya Y Ramos	1960-03-13	UHC-54011-48	2178346182	814 Apache Blvd, Miami, FL, 33179	0.50	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
TPA-54367	TPA	Steve McCoy	1976-03-10	—	4637524888	8878 Market St, Scottsdale, AZ, 85260	0.50	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+3 more
TPA-52872	TPA	Carl Pnea	1953-07-21	—	—	6299 Central Ave, Tempe, AZ, 85283	0.50	Two-digit birth year Street suffix standardised Address re-cased City re-cased+3 more
PRV-21656	PRV	Anna Carpenter	1952-02-03	UHC-11448-93	—	5759 River Rd, Jacksonville, FL	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-106474	ENR	Jason Nelson	1990-01-28	UHC-26606-97	8774549967	5012 Desert Sky Blvd # 887, San Diego, CA, 92187	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+3 more
CLM-408402	CLM	Patricia Chavez	1998-04-09	UHC-71200-93	3515097804	3111 Desert Sky Blvd Apt 39, Denver, CO, 80237	0.50	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+3 more
CLM-420862	CLM	Jaon R Meyer	1967-01-24	UHC-84985-16	7383295970	4967 Hillcrest Rd, Gilbert, AZ, 85209	0.50	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-53002	TPA	Mary Cox	1963-06-09	—	4465556536	2441 Canyon Rd, Eden Prairie, MN, 55375	0.50	Name re-cased Two-digit birth year Phone reformatted City re-cased+3 more
CLM-402772	CLM	Joseph Alexander	1951-07-26	—	2196123030	6930 Washington St, Austin, TX, 78752	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-420671	CLM	Russell Hart	1977-05-15	—	—	6357 Cedar Ln, Dallas, TX, 75218	0.50	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+3 more
ENR-103344	ENR	Joseph QJunk	1991-08-04	UHC-11166-10	9616066920	9484 Highland Ave, Tucson, AZ	0.50	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
ENR-132614	ENR	Janet A Hicks	1953-06-15	UHC-36211-77	3812935463	40 Main St, Columbus, OH, 43241	0.50	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-128765	ENR	Keith Long	1985-12-28	UHC-61870-19	3656913767	8925 Highland Ave, Jacksonville, FL, 32227	0.50	Phone reformatted SSN last four extracted City re-cased ZIP+4 trimmed+3 more
ENR-133331	ENR	Bobby T Nelson	—	UHC-69366-19	7233944195	2623 Ocean Ave, Gilbert, AZ, 85267	0.50	Middle initial moved out of first name Date of birth missing Phone reformatted Street suffix standardised+3 more
CLM-418234	CLM	Eguene Soto	1991-01-02	—	—	9360 Lake View Rd, Eden Prairie, MN	0.50	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+3 more
ENR-128484	ENR	Shirley Lee	—	UHC-25265-26	9135818916	9437 Camelback Rd, Columbus, OH, 43205	0.50	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+3 more
ENR-118147	ENR	Marcus T West	1999-09-26	UHC-07676-75	2306747644	7751 Union St, Mesa, AZ, 85222	0.50	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-122275	ENR	Bradley Q Sims	2006-09-04	UHC-24731-14	—	5554 Cedar Ln, Atlanta, GA	0.50	Phone missing area code City re-cased State code upper-cased ZIP missing+3 more
CLM-417140	CLM	Valentina Wood	1989-02-20	—	—	464 Oak St, Gilbert, AZ, 85297	0.50	Two-digit birth year Street suffix standardised Address re-cased City re-cased+3 more
ENR-107556	ENR	Christopher Kelley	1959-08-12	UHC-48024-33	4533484941	9760 Highland Ave, Sacramento, CA	0.50	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-418235	CLM	Debra Hill	1986-04-19	—	—	8220 Forest Ave Apt 15, Mesa, AZ, 85221	0.50	Two-digit birth year Unit split from street Street suffix standardised Address re-cased+3 more
TPA-60785	TPA	Sara Oliver	1957-09-03	—	—	9299 Highland Ave, Scottsdale, AZ, 85268	0.50	Two-digit birth year Street suffix standardised Address re-cased City re-cased+3 more
ENR-134462	ENR	Helen W Munoz	1951-03-02	UHC-11640-38	9525843712	6368 Washington St, Gilbert, AZ, 85263	0.50	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
PRV-28759	PRV	Fatima T Knight	1963-09-13	UHC-92327-02	—	5467 Oak St, Phoenix, AZ, 85045	0.50	Two-digit birth year Phone missing area code Street suffix standardised Address re-cased+3 more
TPA-50252	TPA	Frances Wilson	1940-10-21	—	—	9472 Willow Ct, Mesa, AZ, 85227	0.50	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+3 more
ENR-113356	ENR	Isabella Le	—	UHC-22656-20	—	7791 Desert Sky Blvd, Orlando, FL, 32846	0.50	Date of birth unreadable Street suffix standardised Address re-cased City re-cased+3 more
TPA-61641	TPA	Denise Ryan	1968-12-17	—	—	7619 Palm Dr, Denver, CO, 80205	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
PRV-26724	PRV	Noah Brown	2003-02-09	UHC-23265-67	—	8408 Bayshore Dr, Seattle, WA, 98129	0.50	Name re-cased Two-digit birth year Phone missing area code Street suffix standardised+3 more
ENR-133488	ENR	Kimberly Bryant	1999-01-19	UHC-33003-66	5967351509	767 River Rd Apt 12, Scottsdale, AZ, 85292	0.50	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
ENR-133327	ENR	Nancy Gybson	—	UHC-33101-19	5344699459	8766 Indian School Rd, Las Vegas, NV, 89149	0.50	Date of birth missing Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-135669	ENR	Ralph Turner	1971-04-25	UHC-77031-58	9698298067	1371 Apache Blvd, Houston, TX, 77007	0.50	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-421270	CLM	Stephen Wang	1979-08-11	UHC-64067-18	—	1084 Washington St, Austin, TX, 78767	0.50	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-429430	CLM	Dorothy Collins	2002-11-16	—	—	7220 Forest Ave, Mesa, AZ	0.50	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-113182	ENR	Jean J Williamson	1954-07-12	UHC-15361-56	6508719078	5902 Apache Blvd, Seattle, WA	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-136021	ENR	Wayyne Castillo	1957-03-05	UHC-95042-59	6387266870	8324 Desert Sky Blvd, San Antonio, TX, 78247	0.50	Two-digit birth year Street suffix standardised Address re-cased City re-cased+3 more
TPA-50007	TPA	Kathryn Austin	1955-03-27	—	—	4907 Spring St, Denver, CO	0.50	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-417965	CLM	Sofia Ramirez	1976-11-13	—	4826615372	8190 Camelback Rd # 946, Jacksonville, FL	0.50	Phone reformatted Unit split from street City re-cased State name converted to code+3 more
ENR-108203	ENR	Elijah E Ryan	1991-11-22	UHC-60945-02	9269942884	1873 Meadow Ln # 811, Austin, TX, 78791	0.50	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
ENR-115349	ENR	Joseph P Lee	1974-05-25	UHC-49849-95	5464174612	5814 Sage Ct, Scottsdale, AZ, 85254	0.50	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-130515	ENR	Rachel Schmidt	1990-01-10	UHC-48968-94	4023757404	4772 Sage Ct # 163, San Antonio, TX, 78254	0.50	Unit split from street Street suffix standardised Address re-cased City re-cased+3 more
ENR-124204	ENR	Joshua X Contreras	1959-04-17	UHC-14116-38	3189428256	8975 Ocean Ave # 849, Denver, CO, 80271	0.50	Name split from “Last, First”Date of birth reformatted Unit split from street City re-cased+3 more

17,850 rows, page 34 of 357Previous Next