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
ENR-132951	ENR	Stephanie K Ramos	1977-02-18	UHC-12597-01	—	282 Highland Ave, Tampa, FL, 33605	0.62	Middle initial moved out of first name Name re-cased Date of birth reformatted Street suffix standardised+3 more
TPA-54240	TPA	Brryan Martinez	2008-10-21	—	8102198850	4682 Washington St, Orlando, FL	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
PRV-21826	PRV	Sophia Z Lynhc	—	UHC-01980-86	7369644069	2211 Harbor Blvd, Mesa, AZ, 85279	0.62	Name re-cased Date of birth unreadable Phone reformatted Member ID reformatted+3 more
CLM-423562	CLM	Hannah P Brooks	1959-04-20	—	—	6472 Washington St, Jacksonville, FL, 32248	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
ENR-112453	ENR	Jess J Brooks	1968-01-08	UHC-63784-90	5462337236	5621 Elm St, Glendale, AZ, 85362	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-107537	ENR	Anthony X Fox	1958-07-09	UHC-20928-76	9792049229	3622 Desert Sky Blvd, Eden Prairie, MN, 55305	0.62	Date of birth reformatted Phone reformatted Member ID reformatted City re-cased+3 more
CLM-413626	CLM	Tyler Madina	1990-10-01	UHC-89806-73	2347890945	3212 Grand Ave, Mesa, AZ, 85282	0.62	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-124116	ENR	Ashley M Nelson	1996-12-25	UHC-79695-84	9554781769	417 Willow Ct, Seattle, WA, 98129	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-401530	CLM	Henry Patick	1975-08-15	UHC-39305-02	—	4132 Palm Dr, Glendale, AZ, 85350	0.62	Name re-cased Phone missing area code Street suffix standardised Address re-cased+3 more
ENR-125896	ENR	Alan Z James	1987-11-20	UHC-59406-67	2489401140	6963 Ocean Ave, Plano, TX, 75042	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-115359	ENR	Alexander L Cruz	1960-08-28	UHC-39381-75	5889121293	2134 Union St, Tampa, FL, 33639	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
TPA-53088	TPA	Bradley Vega	1938-06-13	—	9496089448	7952 Spring St, Gilbert, AZ, 85274	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-404663	CLM	Roger Payne	2005-04-06	UHC-87094-74	2286699152	2210 Ridge Rd, Chandler, AZ, 85210	0.62	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-20729	PRV	Lauren Nunez	1976-04-15	UHC-81063-83	5876623640	8700 Oak St, Sacramento, CA, 95864	0.62	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-61583	TPA	Wei James	—	—	—	7550 Sage Ct, Orlando, FL, 32822	0.62	Name re-cased Date of birth missing Street suffix standardised Address re-cased+3 more
CLM-406628	CLM	Anthony Collins	1966-02-19	UHC-59860-58	—	1720 Pine Dr, Charlotte, NC, 28251	0.62	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-122536	ENR	Jordan J Carr	1977-09-07	UHC-85213-42	2726532454	9856 Highland Ave, Chandler, AZ, 85219	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted City re-cased+3 more
ENR-109645	ENR	Charlotte E Saanchez	1994-04-17	UHC-17804-04	7458645091	7218 Washington St # 498, Orlando, FL, 32845	0.62	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
CLM-427229	CLM	Kevin Nguyen	1977-12-18	UHC-97416-97	7796140733	3474 Palm Dr, Tempe, AZ, 85282	0.62	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+3 more
ENR-136366	ENR	Albert B Chavez	1998-08-22	UHC-44798-07	5733804728	1017 Central Ave, San Antonio, TX, 78233	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-55856	TPA	Lisa Chapman	1946-10-13	—	—	9436 Ocean Ave, Dallas, TX, 75214	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
ENR-120634	ENR	Sharon L Hanson	1981-04-25	UHC-31736-86	6408796522	8200 Oak St, Tampa, FL, 33685	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-415058	CLM	Raymond Kim	2002-05-10	UHC-89856-22	—	1535 Main St, Tempe, AZ, 85297	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-404614	CLM	Eugene Perkins	1991-05-21	UHC-74376-09	—	8300 Canyon Rd, San Antonio, TX, 78243	0.62	Street suffix standardised Address re-cased City re-cased State code upper-cased+3 more
ENR-120695	ENR	Patricia Y Oliver	1956-09-08	UHC-10035-02	2417575054	3500 Cedar Ln, Mesa, AZ, 85280	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-122388	ENR	Cooer Joan	1991-01-05	UHC-11316-57	2995173552	2610 Sage Ct, Jacksonville, FL, 32272	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-123551	ENR	George Silva	1972-09-06	UHC-43784-68	—	9064 Camelback Rd, Glendale, AZ	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-133364	ENR	Ashley N Woods	1974-05-27	UHC-73202-29	5276781597	8709 Oak St, Eden Prairie, MN, 55383	0.62	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-133365	ENR	Ashley N Woods	1974-05-27	UHC-73202-29	5276781597	8709 Oak St, Eden Prairie, MN, 55383	0.62	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
TPA-50666	TPA	Daniel Wright	1970-12-24	—	—	1934 Valley View Dr, Orlando, FL, 32856	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
ENR-127661	ENR	Katherine W Adams	1942-07-08	UHC-28383-12	6486388366	554 Park Pl, Los Angeles, CA	0.62	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-119551	ENR	Gregory U Ramos	1984-08-11	UHC-69287-98	3377004135	843 Harbor Blvd, Nashville, TN, 37202	0.62	Date of birth reformatted Phone reformatted City re-cased State name converted to code+3 more
ENR-132129	ENR	Beverly Soto	1948-01-21	UHC-14300-46	6436909399	3256 Elm St, Orlando, FL, 32869	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-51954	TPA	Nicole Smith	1957-12-16	—	—	1545 Willow Ct, Tampa, FL	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-427777	CLM	Billy Romero	1992-09-22	UHC-51311-12	4513129900	6253 Church St, Mesa, AZ, 85294	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-412896	CLM	Gregory Delgado	1968-04-21	UHC-32595-69	8166737532	4695 Lincoln Way, Austin, TX, 78742	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-124926	ENR	Carol B Gibson	1941-01-10	UHC-92939-34	3465222203	6007 Oak St, Tempe, AZ, 85235	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted City re-cased+3 more
CLM-420522	CLM	Judith Ford	1949-12-12	—	8073744480	4607 Mountain View Dr, Miami, FL, 33147	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-64250	TPA	Aisha Lawrence	1987-04-07	—	6016693678	2297 Elm St, Scottsdale, AZ, 85236	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-424571	CLM	Eugene Nichols	1980-03-11	UHC-77317-26	—	1911 Palm Dr, Phoenix, AZ, 85031	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
PRV-25473	PRV	Kayla Brooks	1955-09-14	—	5992514981	2690 Oak St Apt 4, Los Angeles, CA, 90007	0.62	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
TPA-50789	TPA	Robert Lawrence	1947-08-14	—	3046283850	2875 Elm St, Columbus, OH, 43237	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-403371	CLM	Julia Dean	1959-11-20	—	4984146658	6505 Highland Ave, Jacksonville, FL, 32273	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-100801	ENR	Lerry S Richardson	—	UHC-30947-57	—	8965 Palm Dr, Phoenix, AZ, 85094	0.62	Name re-cased Date of birth missing Street suffix standardised Address re-cased+3 more
ENR-108685	ENR	Jean Young	1984-04-15	UHC-65180-97	—	9692 Canyon Rd, Dallas, TX, 75221	0.62	Name split from “Last, First”Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-430989	CLM	Dennis Kelley	2006-05-23	—	8796066295	1820 Pine Dr, Las Vegas, NV, 89138	0.62	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-139830	ENR	Tomas Robinson	1986-01-11	UHC-59732-27	3229527203	8098 Sunset Blvd, Miami, FL, 33169	0.62	Date of birth reformatted Phone reformatted SSN last four extracted City re-cased+3 more
CLM-410035	CLM	Bruce Campbell	1973-08-02	UHC-19587-40	—	9246 Indian School Rd, Seattle, WA, 98145	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
ENR-127900	ENR	Janet E Brown	1939-08-23	UHC-78003-20	6197299720	1614 Washington St, Dallas, TX, 75288	0.62	Street suffix standardised Address re-cased City re-cased Email lower-cased+3 more
CLM-426924	CLM	Sofia Gonzalez	1989-06-16	UHC-28733-52	5323619992	2628 Washington St, Nashville, TN, 37234	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more

17,850 rows, page 70 of 357Previous Next