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 “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-107055	ENR	Sofia G Brown	2003-06-02	UHC-17194-60	—	8770 Lake View Rd, Scottsdale, AZ, 85247	0.68	Street suffix standardised Address re-cased Gender normalised Placeholder values cleared
ENR-136570	ENR	Laura Arnold	1982-09-24	UHC-85878-69	—	6320 Main St # 150, Scottsdale, AZ, 85283	0.68	Unit split from street Street suffix standardised Address re-cased Placeholder values cleared
ENR-103479	ENR	Charles S Sandoval	1941-07-17	—	8272435738	733 Harbor Blvd, Atlanta, GA, 30339	0.68	Two-digit birth year Street suffix standardised Address re-cased Placeholder values cleared
ENR-132307	ENR	Billy Lawrence	1942-02-09	UHC-31776-14	9477586116	187 Cedar Ln, Seattle, WA, 98191	0.68	Phone reformatted SSN last four extracted Gender normalised Placeholder values cleared
ENR-122486	ENR	George Mills	1992-02-16	UHC-49744-47	—	2051 Desert Sky Blvd, Eden Prairie, MN, 55302	0.68	SSN last four extracted Street suffix standardised Address re-cased Placeholder values cleared
ENR-115358	ENR	Alexander Cruz	—	UHC-39381-75	—	1838 Sunset Blvd, Houston, TX, 77078	0.68	Date of birth unreadable Street suffix standardised Address re-cased Placeholder values cleared
ENR-136024	ENR	Kimberly P Robertson	1940-11-18	UHC-53237-67	5116223528	9549 Apache Blvd, Tempe, AZ, 85296	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Placeholder values cleared
ENR-140047	ENR	Ruth Schultz	2007-02-04	UHC-03534-70	—	1937 Bayshore Dr, San Antonio, TX, 78293	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Placeholder values cleared
ENR-122546	ENR	Arthur C Myers	1996-12-25	UHC-31883-53	—	2008 Highland Ave, Tampa, FL, 33634	0.68	Street suffix standardised Address re-cased Gender normalised Placeholder values cleared
ENR-118023	ENR	Jen Smith	—	UHC-75273-23	—	1879 Bayshore Dr, Jacksonville, FL, 32298	0.68	Date of birth unreadable Street suffix standardised Address re-cased Placeholder values cleared
ENR-136050	ENR	Hannah X Dixon	1946-04-28	UHC-81272-05	2143900522	5846 Lincoln Way, Tampa, FL, 33657	0.68	Name re-cased SSN last four extracted State name converted to code Placeholder values cleared
ENR-133767	ENR	Deborah Webb	1969-07-08	UHC-10428-28	3387431286	722 Main St # 357, Plano, TX, 75043	0.68	Name re-cased Unit split from street State name converted to code Placeholder values cleared
ENR-119914	ENR	Justin Delgado	—	UHC-04114-56	6744949509	1540 Valley View Dr, Jacksonville, FL, 32247	0.68	Name re-cased Date of birth unreadable ZIP+4 trimmed Placeholder values cleared
ENR-142086	ENR	Thomas N Meeyr	2001-10-01	UHC-55702-01	7506869766	1824 Canyon Rd, Gilbert, AZ, 85206	0.68	Date of birth reformatted State name converted to code ZIP+4 trimmed Placeholder values cleared
ENR-142085	ENR	Thomas N Meeyr	2001-10-01	UHC-55702-01	7506869766	1824 Canyon Rd, Gilbert, AZ, 85206	0.68	Date of birth reformatted State name converted to code ZIP+4 trimmed Placeholder values cleared
ENR-139550	ENR	Barb Rodriguez	—	UHC-75032-93	—	1117 Ridge Rd, Phoenix, AZ, 85068	0.68	Date of birth unreadable Street suffix standardised Address re-cased Placeholder values cleared
ENR-130630	ENR	Justin W Fields	2004-07-17	UHC-25760-99	—	6799 Mesa Dr, Chandler, AZ, 85288	0.68	Name re-cased Two-digit birth year ZIP+4 trimmed Placeholder values cleared
ENR-116555	ENR	Gabriel Owens	1978-10-24	UHC-71828-02	—	4505 Forest Ave, Miami, FL, 33130	0.68	Street suffix standardised Address re-cased ZIP+4 trimmed Placeholder values cleared
ENR-128691	ENR	Alexis R Price	—	UHC-80433-48	—	9366 Indian School Rd, Charlotte, NC, 28204	0.68	Date of birth missing Member ID reformatted State name converted to code Placeholder values cleared
ENR-117667	ENR	Hannah Brown	1961-10-21	UHC-26443-88	—	5454 Sunset Blvd, Houston, TX, 77080	0.68	Street suffix standardised Address re-cased ZIP+4 trimmed Placeholder values cleared
ENR-100120	ENR	Mateo B Webb	1945-09-15	UHC-66219-86	6244527145	8826 Grand Ave, Charlotte, NC, 28258	0.68	Street suffix standardised Address re-cased Gender normalised Placeholder values cleared
ENR-122242	ENR	Natalie C Fernandez	1964-01-19	UHC-04526-89	—	7790 Sage Ct # 322, Mesa, AZ, 85294	0.68	Phone missing area code Unit split from street City re-cased Placeholder values cleared
ENR-134127	ENR	Janice A Schultz	2000-05-05	UHC-65755-45	8794584258	3150 Lake View Rd, Orlando, FL, 32875	0.68	Name re-cased Two-digit birth year State name converted to code Placeholder values cleared
ENR-101382	ENR	Christina Patel	1983-08-06	UHC-63225-30	—	1748 Highland Ave, Denver, CO, 80267	0.68	Two-digit birth year Street suffix standardised Address re-cased Placeholder values cleared
ENR-102334	ENR	Ann S Ryes	1967-04-16	UHC-80982-32	—	10 Jefferson Ave # 851, Mesa, AZ, 85220	0.68	Unit split from street Street suffix standardised Address re-cased Placeholder values cleared
ENR-139566	ENR	Elijah Santiaog	1991-12-11	UHC-99665-89	6108597902	5365 Hillcrest Rd, Fresno, CA, 93798	0.68	Street suffix standardised Address re-cased ZIP+4 trimmed Placeholder values cleared
ENR-103990	ENR	Elyzabeth H Adams	2000-04-19	UHC-70725-45	—	2237 Baseline Rd, San Diego, CA, 92173	0.68	Street suffix standardised Address re-cased Gender normalised Placeholder values cleared
ENR-128252	ENR	Badley Rogers	1987-12-20	UHC-01551-77	—	8042 Pine Dr, Seattle, WA, 98169	0.68	Name re-cased Two-digit birth year Gender normalised Placeholder values cleared
ENR-118669	ENR	Andrew Hicks	1956-02-16	UHC-20492-19	9615690860	7761 Apache Blvd, Phoenix, AZ, 85077	0.68	Street suffix standardised Address re-cased ZIP+4 trimmed Placeholder values cleared
ENR-101846	ENR	Sofia Padilla	2007-03-04	UHC-77527-78	2487623563	5934 Elm St, Gilbert, AZ	0.68	Street suffix standardised Address re-cased ZIP missing Placeholder values cleared
ENR-111257	ENR	Lisa Rose	—	UHC-08980-34	4196439762	4673 Church St, Columbus, OH, 43243	0.68	Date of birth missing Street suffix standardised Address re-cased Placeholder values cleared
ENR-139374	ENR	Carolyn Patel	1948-08-01	UHC-70506-50	4277477862	9476 Jefferson Ave, Jacksonville, FL, 32221	0.68	Name split from “Last, First”Member ID reformatted ZIP+4 trimmed Placeholder values cleared
ENR-131989	ENR	Tyler B Wagner	1977-08-17	UHC-29723-33	—	8116 Willow Ct, San Antonio, TX	0.68	Name split from “Last, First”City re-cased ZIP missing Placeholder values cleared
ENR-109543	ENR	Peter Elliott	1976-10-08	UHC-00976-77	4098608284	170 Church St, Fresno, CA, 93778	0.68	Name split from “Last, First”Two-digit birth year Phone reformatted Placeholder values cleared
ENR-111403	ENR	Arthur Q Sandoval	1987-02-16	UHC-82816-42	7716850817	683 Mesa Dr, Jacksonville, FL, 32256	0.68	Middle initial moved out of first name Street suffix standardised Address re-cased Placeholder values cleared
ENR-100923	ENR	Betsy Bailey	1992-07-17	UHC-28857-39	—	2559 Main St, Dallas, TX, 75202	0.68	Name re-cased Two-digit birth year State name converted to code Placeholder values cleared
ENR-136378	ENR	Bradley Crawford	1960-03-11	UHC-16738-82	5214569303	4699 Union St, Glendale, AZ, 85393	0.68	State name converted to code Gender normalised Whitespace trimmed Placeholder values cleared
ENR-122554	ENR	Lisa Hernandez	1993-11-25	UHC-98334-19	—	4517 Grand Ave # 996, San Antonio, TX, 78207	0.68	Name split from “Last, First”Unit split from street Whitespace trimmed Placeholder values cleared
ENR-122553	ENR	Lisa Hernandez	1993-11-25	UHC-98334-19	—	4517 Grand Ave # 996, San Antonio, TX, 78207	0.68	Name split from “Last, First”Unit split from street Whitespace trimmed Placeholder values cleared
ENR-111210	ENR	Valentina Castro	1965-09-27	UHC-67267-14	7689673204	4388 Broadway, Houston, TX	0.68	Name split from “Last, First”Phone reformatted ZIP missing Placeholder values cleared
ENR-130568	ENR	Eugene Padilla	2007-06-27	UHC-02340-28	5378633073	1804 Ridge Rd, Chandler, AZ	0.68	ZIP missing Gender normalised Whitespace trimmed Placeholder values cleared
ENR-135085	ENR	Donna B Delgado	1939-08-03	UHC-28789-87	—	8190 Desert Sky Blvd, Seattle, WA, 98110	0.68	Name split from “Last, First”Gender normalised Whitespace trimmed Placeholder values cleared
ENR-136435	ENR	Michelle E Simmons	1942-11-16	UHC-30970-20	—	8165 Sunset Blvd, Sacramento, CA, 95828	0.68	Street suffix standardised Address re-cased ZIP+4 trimmed Placeholder values cleared
ENR-130210	ENR	Mark W Day	—	UHC-40883-26	8694762010	9298 Bayshore Dr, Charlotte, NC, 28276	0.68	Middle initial moved out of first name Date of birth unreadable Whitespace trimmed Placeholder values cleared
ENR-109327	ENR	Camila G Olson	1949-01-07	UHC-44269-20	—	3970 Sage Ct, Atlanta, GA, 30342	0.68	Middle initial moved out of first name Street suffix standardised Address re-cased Placeholder values cleared
ENR-134653	ENR	Nancy R Hunter	1944-07-27	UHC-44484-45	—	3143 Grand Ave, San Antonio, TX, 78263	0.68	Two-digit birth year City re-cased State name converted to code Placeholder values cleared
ENR-115482	ENR	Juan Kelly	2001-07-25	UHC-79297-20	—	1899 Maple Ave, Dallas, TX, 75268	0.68	Street suffix standardised Address re-cased Gender normalised Placeholder values cleared
ENR-127220	ENR	Juan Z Hunter	2000-02-24	UHC-89743-30	—	7276 Lake View Rd, Mesa, AZ, 85266	0.68	Two-digit birth year Street suffix standardised Address re-cased Placeholder values cleared
ENR-102709	ENR	Gabriel V Rodriguez	2006-11-18	UHC-52278-06	5755675053	9042 Sunset Blvd # 445, Miami, FL, 33110	0.68	Name re-cased Two-digit birth year Unit split from street Placeholder values cleared
ENR-123294	ENR	Arthur S McCoy	1963-12-20	UHC-67999-02	—	6547 Main St Apt 7, Dallas, TX, 75240	0.68	Name re-cased Unit split from street State name converted to code Placeholder values cleared

16,916 rows, page 131 of 339Previous Next