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-118104	ENR	Carlos R Fields	2005-11-05	UHC-08061-71	—	9541 Ridge Rd, Jacksonville, FL, 32278	0.68	Street suffix standardised Address re-cased ZIP+4 trimmed Placeholder values cleared
ENR-101514	ENR	Carl Cole	1943-08-19	UHC-70721-52	—	2452 Oak St, Columbus, OH, 43216	0.68	Street suffix standardised Address re-cased State name converted to code Placeholder values cleared
ENR-138425	ENR	Richard W Ortega	1954-01-13	UHC-12140-45	—	9796 Spring St, Mesa, AZ, 85231	0.68	Name split from “Last, First”State code upper-cased Gender normalised Placeholder values cleared
ENR-125197	ENR	Omar Tran	1958-03-04	UHC-82234-71	—	3320 Jefferson Ave, Gilbert, AZ, 85283	0.68	ZIP+4 trimmed Gender normalised Whitespace trimmed Placeholder values cleared
ENR-109368	ENR	Larry Cunningham	1983-10-10	UHC-35442-84	—	3179 Church St, Fresno, CA, 93718	0.68	Phone missing area code Gender normalised Whitespace trimmed Placeholder values cleared
ENR-115783	ENR	Edwrd H Lee	1978-01-04	UHC-45832-94	5792690376	8832 Palm Dr, Mesa, AZ, 85240	0.68	Two-digit birth year Street suffix standardised Address re-cased Placeholder values cleared
ENR-125592	ENR	Ann Perkins	1965-08-01	UHC-97903-29	—	1099 Willow Ct, Orlando, FL, 32855	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Placeholder values cleared
ENR-111341	ENR	Robert K Palmer	1968-04-05	UHC-10171-50	—	9175 Maple Ave Apt 4, Orlando, FL, 32873	0.68	Unit split from street Gender normalised Whitespace trimmed Placeholder values cleared
ENR-138587	ENR	Jack N Hudson	1957-02-25	UHC-09237-41	9497529591	4318 Spring St, Miami, FL, 33181	0.68	Middle initial moved out of first name Name re-cased Two-digit birth year Placeholder values cleared
ENR-120065	ENR	Philip A Grant	1990-09-27	UHC-64888-16	—	5762 Main St Apt 10, Mesa, AZ, 85227	0.68	Unit split from street Street suffix standardised Address re-cased Placeholder values cleared
ENR-114173	ENR	Teresa D Fisher	1991-05-02	UHC-70937-18	2184490278	8299 Meadow Ln, Dallas, TX, 75251	0.68	Middle initial moved out of first name Phone reformatted Gender normalised Placeholder values cleared
ENR-111642	ENR	Keith J Brooks	2005-04-21	UHC-41430-75	3716807862	2003 Grand Ave, Miami, FL, 33158	0.68	Name split from “Last, First”Two-digit birth year Phone reformatted Placeholder values cleared
ENR-123915	ENR	Magaret Q Bishop	1958-08-09	UHC-17308-48	—	153 Main St, Mesa, AZ, 85235	0.68	State name converted to code Gender normalised Whitespace trimmed Placeholder values cleared
ENR-106717	ENR	Joseph F Rojas	—	UHC-50449-34	6147685977	3168 Willow Ct, Gilbert, AZ, 85284	0.68	Date of birth unreadable City re-cased ZIP+4 trimmed Placeholder values cleared
ENR-127639	ENR	Sofia Morrison	1940-06-09	UHC-81614-18	—	2934 Canyon Rd, Gilbert, AZ, 85286	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Placeholder values cleared
ENR-127360	ENR	Alexander Harris	1999-05-11	UHC-62165-37	3243173865	7680 Apache Blvd, Scottsdale, AZ, 85247	0.68	Street suffix standardised Address re-cased Gender normalised Placeholder values cleared
ENR-127601	ENR	Russell F Espinoza	1980-02-28	UHC-97721-25	—	6539 Broadway, Sacramento, CA, 95866	0.68	Date of birth reformatted State name converted to code Gender normalised Placeholder values cleared
ENR-116779	ENR	Diae Torres	1983-03-20	UHC-21486-93	—	8329 Sunset Blvd, Plano, TX, 75081	0.68	Phone missing area code Street suffix standardised Address re-cased Placeholder values cleared
ENR-129343	ENR	Amber C Colmean	1980-12-01	UHC-86025-62	—	4927 Indian School Rd, Fresno, CA	0.68	Street suffix standardised Address re-cased ZIP missing Placeholder values cleared
ENR-102862	ENR	Melissa C Washington	1983-05-16	UHC-41729-60	—	4346 Elm St, Gilbert, AZ	0.68	Name split from “Last, First”ZIP missing Whitespace trimmed Placeholder values cleared
ENR-115616	ENR	Jessica I George	1963-01-01	UHC-83099-36	6448574088	9646 Washington St, Miami, FL, 33126	0.68	Name re-cased Two-digit birth year Gender normalised Placeholder values cleared
ENR-134250	ENR	Christian Q Gibson	1988-06-12	UHC-12128-03	—	998 Main St, San Antonio, TX, 78236	0.68	Name split from “Last, First”Middle initial moved out of first name Date of birth reformatted Placeholder values cleared
ENR-142549	ENR	Elijah Gordon	1952-04-21	UHC-33584-41	—	8183 Bayshore Dr, Mesa, AZ, 85241	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Placeholder values cleared
ENR-132939	ENR	Emma Davis	1971-03-17	UHC-44979-84	4045502751	3791 Meadow Ln, Las Vegas, NV, 89168	0.68	Street suffix standardised Address re-cased Gender normalised Placeholder values cleared
ENR-129728	ENR	Luis S Hoffman	1975-12-13	UHC-08461-37	—	1769 Main St, Nashville, TN, 37258	0.68	Member ID reformatted SSN last four extracted ZIP+4 trimmed Placeholder values cleared
ENR-117411	ENR	Martha Johnston	1998-12-04	UHC-85943-94	—	6408 Lake View Rd, Fresno, CA	0.68	Name split from “Last, First”Member ID reformatted ZIP missing Placeholder values cleared
ENR-129423	ENR	Diane Luna	1986-05-10	UHC-76638-85	2762676344	6350 Main St, Minneapolis, MN, 55490	0.68	Street suffix standardised Address re-cased Gender normalised Placeholder values cleared
ENR-109456	ENR	Carlos L Montgomery	1956-05-18	UHC-95754-93	—	9412 Broadway, Austin, TX, 78724	0.68	Name re-cased Phone missing area code Gender normalised Placeholder values cleared
ENR-132693	ENR	Alan Mendez	1999-04-23	UHC-09937-27	—	9237 Lincoln Way, Las Vegas, NV, 89135	0.68	Street suffix standardised Address re-cased Gender normalised Placeholder values cleared
ENR-132772	ENR	Eric Walker	1939-07-14	UHC-52069-26	9173522588	59 Willow Ct, Phoenix, AZ, 85086	0.68	Two-digit birth year Member ID reformatted State name converted to code Placeholder values cleared
ENR-123629	ENR	Christine Y Franklin	1998-12-18	UHC-52518-67	8577587707	9526 Maple Ave, Mesa, AZ, 85291	0.68	Phone reformatted SSN last four extracted State name converted to code Placeholder values cleared
ENR-136813	ENR	Patrikk H Guzman	2007-06-08	UHC-36316-19	5059601281	5213 Jefferson Ave, Phoenix, AZ, 85071	0.68	Street suffix standardised Address re-cased State name converted to code Placeholder values cleared
ENR-111755	ENR	Ashley P Rose	2001-04-26	UHC-32122-34	8412284316	1476 Highland Ave, Plano, TX	0.68	Street suffix standardised Address re-cased ZIP missing Placeholder values cleared
ENR-142305	ENR	Carolyn Peters	1974-05-22	UHC-78937-82	—	8643 Harbor Blvd, Orlando, FL, 32808	0.68	Two-digit birth year Street suffix standardised Address re-cased Placeholder values cleared
ENR-123158	ENR	Mariana V Freeman	1968-12-20	UHC-39956-01	8975461539	7185 Valley View Dr, Las Vegas, NV, 89109	0.68	Street suffix standardised Address re-cased Gender normalised Placeholder values cleared
ENR-106848	ENR	Carol V Stephens	2003-10-16	UHC-12113-06	8019346763	6387 Forest Ave, Jacksonville, FL, 32266	0.68	Street suffix standardised Address re-cased Gender normalised Placeholder values cleared
ENR-137540	ENR	Adam Z Baker	1998-11-08	UHC-26096-08	—	1209 Park Pl, Eden Prairie, MN, 55324	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Placeholder values cleared
ENR-116818	ENR	Michael Turner	1959-10-03	UHC-27386-56	8794097692	7164 Apache Blvd, Nashville, TN, 37264	0.68	Street suffix standardised Address re-cased Gender normalised Placeholder values cleared
ENR-104195	ENR	Valentina Duncan	1974-12-22	UHC-56934-35	—	5898 Sunset Blvd, San Antonio, TX, 78219	0.68	Street suffix standardised Address re-cased ZIP+4 trimmed Placeholder values cleared
ENR-138293	ENR	Shirley L Prk	1988-07-18	UHC-00495-82	—	1805 Indian School Rd, San Diego, CA, 92113	0.68	SSN last four extracted Street suffix standardised Address re-cased Placeholder values cleared
ENR-142901	ENR	Scott J Mills	1973-04-03	UHC-95658-73	4005442645	5136 Desert Sky Blvd, Tampa, FL, 33671	0.68	Middle initial moved out of first name Phone reformatted State name converted to code Placeholder values cleared
ENR-142900	ENR	Scott J Mills	1973-04-03	UHC-95658-73	4005442645	5136 Desert Sky Blvd, Tampa, FL, 33671	0.68	Middle initial moved out of first name Phone reformatted State name converted to code Placeholder values cleared
ENR-110628	ENR	Mateo Ortiz	2008-03-27	UHC-00765-02	9367550311	4680 Forest Ave, Miami, FL, 33158	0.68	State name converted to code Gender normalised Whitespace trimmed Placeholder values cleared
ENR-142271	ENR	—Junk	1995-10-23	UHC-41395-61	—	8889 Ocean Ave, Sacramento, CA, 95893	0.68	Two-digit birth year Email lower-cased Placeholder values cleared No usable name (quarantined)
ENR-101437	ENR	Contreras M Matthew	2006-06-22	UHC-34912-87	7966293085	—	0.68	Name re-cased Two-digit birth year Gender normalised Placeholder values cleared
ENR-130030	ENR	Elizabeth Howell	1987-11-08	UHC-72819-86	4623304863	4739 Church St, Chandler, AZ, 85275	0.68	SSN last four extracted Street suffix standardised Address re-cased Placeholder values cleared
ENR-132886	ENR	Kayla E Edwards	—	UHC-75544-45	6002520497	8770 Lake View Rd # 676, Mesa, AZ, 85288	0.68	Name re-cased Date of birth unreadable Unit split from street Placeholder values cleared
ENR-118653	ENR	Kethryn Mendez	—	UHC-34100-98	5669214260	8345 Meadow Ln, San Antonio, TX, 78210	0.68	Date of birth unreadable City re-cased Gender normalised Placeholder values cleared
ENR-123090	ENR	Gloria M Dixon	—	UHC-62207-61	—	1423 Oak St, Mesa, AZ, 85231	0.68	Date of birth unreadable ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
ENR-127537	ENR	Jose X Hunter	1952-06-01	UHC-33111-97	6153272706	2363 Forest Ave, Houston, TX, 77040	0.68	Name split from “Last, First”Phone reformatted State name converted to code Placeholder values cleared

16,916 rows, page 132 of 339Previous Next