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 “Placeholder values cleared”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPlaceholder values clearedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-133550	ENR	Christine Brooks	1953-12-25	UHC-05235-32	7432386989	3231 Cedar Ln, Seattle, WA	0.48	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-133549	ENR	Christine Brooks	1953-12-25	UHC-05235-32	7432386989	3231 Cedar Ln, Seattle, WA	0.48	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-416424	CLM	Melissa Anderson	—	UHC-00123-95	3276035760	8861 Canyon Rd, Atlanta, GA, 30362	0.48	Name re-cased Date of birth missing Phone reformatted Street suffix standardised+4 more
ENR-140092	ENR	Sandra Q White	2005-05-03	UHC-13421-40	9485449274	2142 Indian School Rd, Atlanta, GA, 30380	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted SSN last four extracted+4 more
CLM-418900	CLM	Heather Vazquez	1986-11-05	—	—	3112 Grand Ave, Orlando, FL, 32823	0.48	Name re-cased Phone missing area code Street suffix standardised Address re-cased+4 more
CLM-418901	CLM	Heather Vazquez	1986-11-05	—	—	3112 Grand Ave, Orlando, FL, 32823	0.48	Name re-cased Phone missing area code Street suffix standardised Address re-cased+4 more
CLM-421283	CLM	Shirley L Morris	1985-03-17	UHC-89888-33	—	7543 Canyon Rd, Atlanta, GA, 30375	0.48	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
PRV-24613	PRV	Aisha G Anderson	1978-10-20	UHC-70821-83	—	2830 Indian School Rd, Plano, TX	0.48	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-114362	ENR	Christine H Black	1998-05-15	UHC-98661-87	3202571623	6515 Central Ave, Gilbert, AZ, 85223	0.48	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+4 more
TPA-58416	TPA	Mark Hoffman	1993-10-18	—	—	7240 Union St, Nashville, TN, 37228	0.48	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-102545	ENR	Omar X Dixon	1973-07-09	UHC-94376-27	5108418557	636 Meadow Ln Apt 29, Tempe, AZ, 85280	0.48	Name re-cased Phone reformatted Unit split from street Street suffix standardised+4 more
CLM-417823	CLM	Larry Lynhc	1992-07-16	—	9819921687	4992 Valley View Dr, San Antonio, TX, 78275	0.48	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+4 more
ENR-132602	ENR	Sara Davis	1977-04-06	UHC-11295-01	3144887525	8848 Willow Ct Apt 18, Las Vegas, NV, 89172	0.48	Name re-cased Phone reformatted SSN last four extracted Unit split from street+4 more
ENR-132603	ENR	Sara Davis	1977-04-06	UHC-11295-01	3144887525	8848 Willow Ct Apt 18, Las Vegas, NV, 89172	0.48	Name re-cased Phone reformatted SSN last four extracted Unit split from street+4 more
CLM-421026	CLM	Shirley F Graham	2005-11-13	UHC-24244-75	4215322700	9296 Maple Ave, Sacramento, CA, 95851	0.48	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-139180	ENR	Julie Pena	1994-12-14	UHC-64751-19	8296431839	9289 Ridge Rd, Atlanta, GA, 30309	0.48	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+4 more
PRV-21295	PRV	Jose Jackson	1981-11-23	—	7586541092	2459 Ridge Rd # 269, Dallas, TX, 75244	0.48	Name re-cased Phone reformatted Unit split from street Street suffix standardised+4 more
PRV-20799	PRV	Hiroshi S Richards	1983-02-20	UHC-72946-18	5832347104	7384 Valley View Dr # 899, Glendale, AZ, 85353	0.48	Name re-cased Phone reformatted Unit split from street Street suffix standardised+4 more
ENR-111527	ENR	Carolyn Bryant	1990-06-16	UHC-09342-45	7735473261	9240 Park Pl Apt 17, San Diego, CA	0.48	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+4 more
ENR-121719	ENR	Russell C Cunningham	1965-09-03	UHC-36791-67	9266008714	4129 Valley View Dr, Miami, FL	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-421400	CLM	Jeffrey Park	1938-06-15	—	7903638100	5894 Pine Dr, Chandler, AZ, 85282	0.48	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
PRV-24832	PRV	Luis B Simmons	2003-04-13	UHC-91105-47	9167153948	9389 Sunset Blvd, Scottsdale, AZ	0.48	Member ID reformatted Street suffix standardised Address re-cased ZIP missing+4 more
ENR-127467	ENR	Grace N Patterson	1983-10-22	UHC-65183-74	9579054803	2433 Forest Ave, Jacksonville, FL, 32214	0.48	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+4 more
TPA-55476	TPA	Maria McDonald	2008-06-24	—	7888941751	8439 Elm St, Houston, TX, 77044	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
TPA-61119	TPA	Ronald Reed	1957-07-28	—	6295520385	6289 Baseline Rd, Tucson, AZ, 85783	0.48	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
ENR-102075	ENR	Nancy E Harper	1959-06-26	—	5077890554	7991 Apache Blvd, Scottsdale, AZ, 85223	0.48	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
CLM-432488	CLM	Dylan Hansen	2005-12-04	UHC-66853-55	4332691893	2016 River Rd Apt 4, Tempe, AZ	0.48	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+4 more
CLM-403540	CLM	Gregory Elliott	1961-08-16	UHC-34661-18	—	1131 Central Ave Apt 20, Atlanta, GA, 30332	0.48	Name re-cased Unit split from street Street suffix standardised Address re-cased+4 more
ENR-133181	ENR	Betty I Ortega	1952-05-09	UHC-77561-91	5036111315	4966 Highland Ave, Dallas, TX, 75208	0.48	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+4 more
PRV-25665	PRV	Bradley J Reyes	1949-11-12	UHC-33181-94	—	7930 Harbor Blvd # 578, Glendale, AZ, 85330	0.48	Name re-cased Date of birth reformatted Phone missing area code Member ID reformatted+4 more
ENR-139642	ENR	Teresa A Anderson	1956-03-17	UHC-79731-73	5457376239	3024 Meadow Ln # 952, Seattle, WA, 98117	0.48	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
ENR-107241	ENR	Rachel Wheeler	1968-04-06	UHC-03328-76	7983935087	3159 River Rd Apt 32, Chandler, AZ	0.48	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+4 more
TPA-51300	TPA	Natalie Weber	1977-12-13	—	8449489245	2493 Pine Dr, Jacksonville, FL, 32279	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-123492	ENR	Andrea Hanson	1971-11-09	UHC-89587-64	5337465441	8510 Camelback Rd, Plano, TX, 75012	0.48	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-418711	CLM	Janice West	1946-05-25	—	7406652820	207 Meadow Ln, Chandler, AZ, 85257	0.48	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
TPA-57557	TPA	Timothy Wong	—	—	6834109706	3169 Camelback Rd, Fresno, CA, 93793	0.48	Name re-cased Date of birth unreadable Phone reformatted SSN last four extracted+4 more
TPA-61745	TPA	Victoria Hill	1974-05-05	—	4052098436	7117 Pine Dr Apt 11, Phoenix, AZ, 85036	0.48	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+4 more
CLM-419912	CLM	Linda Wagner	1994-05-17	UHC-79792-87	3179276389	4845 Hillcrest Rd, San Diego, CA, 92136	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-109964	ENR	Debra Burke	1991-04-23	UHC-64755-30	8818232393	3712 Bayshore Dr, Tampa, FL, 33619	0.48	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+4 more
ENR-103082	ENR	Santiago L Green	—	UHC-37513-76	8392941285	7039 Church St, Los Angeles, CA	0.48	Name re-cased Date of birth missing Phone reformatted Street suffix standardised+4 more
TPA-61929	TPA	Aaron Z Murphy	1966-01-06	—	9577327505	5832 Mountain View Dr, Chandler, AZ	0.48	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+4 more
TPA-50987	TPA	Pamela R Vazquez	1976-04-22	—	2657718014	2062 Park Pl, Fresno, CA, 93758	0.48	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-118555	ENR	Betty K Larson	1944-06-06	UHC-50271-71	6958636190	304 Baseline Rd, Orlando, FL, 32814	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
TPA-54136	TPA	Niocle Soto	1976-07-06	UHC-29038-30	3065324847	8682 Elm St, Fresno, CA	0.48	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-100045	ENR	Ruth J Price	1978-12-03	UHC-48375-18	—	5458 Canyon Rd, Seattle, WA, 98144	0.48	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+4 more
CLM-430953	CLM	Randy Valdez	1956-02-15	UHC-86863-81	—	1385 Ocean Ave, Columbus, OH, 43289	0.48	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+4 more
PRV-23100	PRV	Gregory Hudson	1954-02-04	—	5356368820	8058 Main St, Nashville, TN, 37262	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
TPA-61624	TPA	Alexander M Young	1952-05-28	—	4902003656	5866 Main St, Plano, TX, 75072	0.48	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-106399	ENR	Sofai R Phillips	1978-12-26	UHC-88188-92	7139869065	6707 Camelback Rd, Chandler, AZ	0.48	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+4 more
ENR-105416	ENR	Betty Padilla	1979-09-12	UHC-00259-16	—	7491 Canyon Rd, Tampa, FL, 33609	0.48	Date of birth reformatted Phone missing area code Member ID reformatted Street suffix standardised+4 more

71,257 rows, page 55 of 1,426Previous Next