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 “Email lower-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagEmail lower-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-118383	ENR	Timothy E Gordon	1977-07-23	UHC-55444-69	8606029744	3979 Bayshore Dr, Jacksonville, FL, 32288	0.50	Name split from “Last, First”Middle initial moved out of first name Phone reformatted Street suffix standardised+3 more
ENR-120076	ENR	Carlos U Henderson	1938-09-10	UHC-04658-83	8887734314	3916 Washington St, Plano, TX, 75093	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-109703	ENR	Valentina P Johnston	1945-05-04	UHC-69203-68	—	7623 Cedar Ln # 378, Tampa, FL, 33657	0.50	Date of birth reformatted Phone missing area code Unit split from street Street suffix standardised+3 more
ENR-140790	ENR	Nancy C Contreras	2005-09-10	UHC-96093-36	3607879742	7476 Cedar Ln Apt 3, San Antonio, TX, 78295	0.50	Date of birth reformatted SSN last four extracted Unit split from street Street suffix standardised+3 more
ENR-101863	ENR	Stephhanie A Black	1984-02-20	UHC-71521-26	8072891271	3602 Meadow Ln, Mesa, AZ, 85278	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-113803	ENR	Russell E Murray	1951-06-16	UHC-02728-23	—	8438 Canyon Rd, Fresno, CA, 93736	0.50	Name split from “Last, First”Date of birth reformatted Phone missing area code Street suffix standardised+3 more
ENR-142382	ENR	Anna E Taylor	1988-07-15	UHC-89479-07	3119953168	6456 Mesa Dr, Minneapolis, MN, 55435	0.50	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-141928	ENR	Stephanie Elliott	1957-09-15	UHC-77580-07	3688106511	2713 Bayshore Dr, Gilbert, AZ	0.50	Name re-cased Street suffix standardised Address re-cased State name converted to code+3 more
ENR-107357	ENR	Peter Marquez	1975-02-20	UHC-35980-72	—	4952 Jefferson Ave, Jacksonville, FL, 32285	0.50	Name split from “Last, First”Street suffix standardised Address re-cased Email lower-cased+3 more
ENR-125794	ENR	Bruce Bryant	2000-02-16	UHC-90920-70	5849927490	2016 Grand Ave Apt 13, Eden Prairie, MN, 55361	0.50	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-122911	ENR	Noah Ward	1945-03-10	UHC-78806-27	7633427070	3345 Ocean Ave, Mesa, AZ, 85299	0.50	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+3 more
ENR-134386	ENR	Samuel G George	2008-12-03	UHC-58433-14	9597748178	2754 Cedar Ln, Denver, CO, 80222	0.50	Name re-cased Two-digit birth year Phone reformatted State name converted to code+3 more
ENR-117609	ENR	Russell S Bailey	1987-04-01	UHC-87909-52	4224240293	4758 Maple Ave, Chandler, AZ, 85276	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-141970	ENR	Emily O Taylor	1946-06-08	UHC-53019-81	4834410960	6234 Elm St Apt 35, Charlotte, NC, 28238	0.50	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
ENR-120386	ENR	Arjun Chavez	1979-07-17	UHC-26292-82	9826161875	3090 Apache Blvd, Tucson, AZ, 85770	0.50	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+3 more
ENR-142009	ENR	Lisa Knight	—	UHC-55792-79	4128534894	2320 Palm Dr, Dallas, TX, 75215	0.50	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+3 more
ENR-134413	ENR	Tom O Ortiz	2003-10-15	UHC-63591-98	4166854456	2226 Lincoln Way, Eden Prairie, MN, 55300	0.50	Name split from “Last, First”Phone reformatted SSN last four extracted City re-cased+3 more
ENR-111433	ENR	Jennifer H McCoy	1993-09-28	UHC-33786-54	6588741586	7647 Sunset Blvd, Dallas, TX, 75241	0.50	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-137796	ENR	Hannah Howard	1942-09-21	UHC-78722-81	4659046325	5163 Apache Blvd, Miami, FL	0.50	Name re-cased Street suffix standardised Address re-cased State name converted to code+3 more
ENR-104885	ENR	Alexander J Marshall	1969-09-02	UHC-93972-26	9455477468	9664 Highland Ave, Dallas, TX, 75230	0.50	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+3 more
ENR-132198	ENR	Arthur Wright	1982-02-07	UHC-04266-22	—	8322 Main St, Tampa, FL, 33655	0.50	Name re-cased Two-digit birth year SSN last four extracted City re-cased+3 more
ENR-125912	ENR	Jack A Wallace	1997-11-15	UHC-74691-10	8824500777	2153 Elm St, Gilbert, AZ, 85290	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-142976	ENR	Amanda M Arnold	1995-04-08	UHC-03979-01	5357008100	5631 Sage Ct, Eden Prairie, MN	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-107167	ENR	Cheryl M Hill	1949-12-23	UHC-69418-07	7959883143	3321 Mountain View Dr, Chandler, AZ, 85213	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-119701	ENR	Anthony Ross	1940-11-24	UHC-19608-19	4488891620	9648 Highland Ave # 746, Las Vegas, NV, 89142	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+3 more
ENR-102242	ENR	Michael Clark	2006-12-17	UHC-54207-07	6495472215	4197 Washington St # 167, Nashville, TN, 37262	0.50	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-134222	ENR	Janet Arnold	—	UHC-22906-03	9389239146	1157 Main St, Tempe, AZ, 85227	0.50	Name split from “Last, First”Date of birth unreadable Phone reformatted Street suffix standardised+3 more
ENR-127429	ENR	Jean R Brown	1941-01-10	UHC-40230-19	8107211853	1798 Hillcrest Rd, San Diego, CA, 92113	0.50	Phone reformatted Street suffix standardised Address re-cased State name converted to code+3 more
ENR-114041	ENR	Jordan Thomas	1963-10-14	UHC-44081-33	—	5087 Ridge Rd Apt 28, Denver, CO, 80258	0.50	Name split from “Last, First”Member ID reformatted Unit split from street Street suffix standardised+3 more
ENR-113572	ENR	Jose Y Ross	2005-07-10	UHC-02279-47	9205245106	477 Willow Ct Apt 3, Austin, TX, 78727	0.50	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
ENR-103215	ENR	Heather Howard	1954-04-18	UHC-56509-49	8185394398	784 Forest Ave # 867, Houston, TX, 77048	0.50	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
ENR-126261	ENR	Arjun T Jones	1979-06-19	UHC-20049-53	7618994381	5653 Spring St, Mesa, AZ	0.50	Name re-cased Street suffix standardised Address re-cased State name converted to code+3 more
ENR-142637	ENR	Kayla Bradley	1979-03-19	UHC-37557-81	2479597156	8373 Church St # 326, Las Vegas, NV	0.50	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-103048	ENR	Karen C Silva	1950-07-12	UHC-48582-84	9803326567	1395 Maple Ave, Glendale, AZ	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-105819	ENR	Rian Rojas	1967-03-17	UHC-73873-93	9157674523	3825 Apache Blvd, San Diego, CA, 92125	0.50	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-116433	ENR	Wayne A Sanchez	—	—	2393987526	3186 Harbor Blvd, Los Angeles, CA	0.50	Date of birth missing Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-115143	ENR	Kala S Carter	1970-04-24	UHC-01830-98	4004654563	3471 Apache Blvd # 448, Miami, FL	0.50	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
ENR-142600	ENR	Carl C Simmons	—	UHC-25020-08	8942338595	5222 Ocean Ave, Denver, CO, 80290	0.50	Date of birth unreadable Street suffix standardised Address re-cased City re-cased+3 more
ENR-119577	ENR	Joshua V Wallace	1990-03-27	UHC-69314-99	8149865870	2783 Oak St, Jacksonville, FL, 32215	0.50	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-118174	ENR	Ross S Keith	1939-07-21	UHC-82496-48	3768974465	4892 Baseline Rd, Phoenix, AZ	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-142347	ENR	Gary B Hughes	1979-03-22	UHC-28631-85	—	3338 Willow Ct, Orlando, FL, 32826	0.50	Name split from “Last, First”Street suffix standardised Address re-cased State name converted to code+3 more
ENR-110477	ENR	Deborah E Black	1952-07-11	UHC-14123-88	2727844995	6026 Palm Dr # 297, Sacramento, CA, 95886	0.50	Phone reformatted SSN last four extracted Unit split from street Street suffix standardised+3 more
ENR-131155	ENR	Yuki T Johnson	1960-07-06	UHC-34539-08	2568028066	8287 Apache Blvd Apt 11, Columbus, OH, 43255	0.50	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+3 more
ENR-112912	ENR	Julie P Soto	—	UHC-12423-03	3314494120	8093 Jefferson Ave, San Diego, CA, 92188	0.50	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+3 more
ENR-119978	ENR	SJunk	1940-03-22	UHC-56448-49	7826611322	9120 Harbor Blvd, Miami, FL, 33121	0.50	Member ID reformatted Street suffix standardised Address re-cased Email lower-cased+3 more
ENR-109285	ENR	Madison M Thompson	1995-01-11	UHC-19680-93	3103505993	9482 Highland Ave, San Antonio, TX, 78249	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-103543	ENR	Marilyn Palmer	—	UHC-43877-85	5445616647	617 Camelback Rd, Las Vegas, NV, 89172	0.50	Date of birth missing Street suffix standardised Address re-cased City re-cased+3 more
ENR-120813	ENR	Omar F Dunn	1981-11-14	UHC-59784-86	9478014741	5238 Union St, Chandler, AZ, 85230	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-136235	ENR	Gary A Ross	1970-06-13	UHC-20327-47	8015340747	6125 Sunset Blvd, Columbus, OH	0.50	Phone reformatted Street suffix standardised Address re-cased ZIP missing+3 more
ENR-136509	ENR	Melissa P Ford	1981-04-14	UHC-87445-89	5123480952	1213 Washington St, Houston, TX, 77047	0.50	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more

8,934 rows, page 16 of 179Previous Next