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 “ZIP+4 trimmed”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagZIP+4 trimmedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-100439	ENR	Christine V Salazar	1973-11-05	UHC-75118-47	9447804785	7127 Sunset Blvd, Plano, TX, 75020	0.54	Street suffix standardised Address re-cased ZIP+4 trimmed Gender normalised+1 more
ENR-141275	ENR	Jeremy Roberts	2002-08-08	UHC-15499-53	2922886180	1986 Church St, Atlanta, GA, 30319	0.54	Two-digit birth year Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-125877	ENR	Sara F Carpenter	1954-05-13	UHC-93904-22	2426327396	5892 Willow Ct, Orlando, FL, 32834	0.54	Two-digit birth year Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-131423	ENR	Mray L Bishop	1971-12-21	UHC-15059-18	—	4398 Sage Ct, Glendale, AZ, 85301	0.54	Middle initial moved out of first name Name re-cased ZIP+4 trimmed Gender normalised+1 more
ENR-116135	ENR	Wayne Castro	2004-05-01	UHC-11215-95	6238380356	7173 Baseline Rd, Los Angeles, CA, 90026	0.54	Name split from “Last, First”Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-135368	ENR	Barbara T Carr	2000-03-19	UHC-71429-35	5953887054	4270 Jefferson Ave, Orlando, FL, 32845	0.54	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
ENR-132419	ENR	Benjamin Henry	2008-01-09	UHC-63829-07	3469501106	6289 Desert Sky Blvd # 957, Plano, TX, 75093	0.54	Name split from “Last, First”Phone reformatted Unit split from street ZIP+4 trimmed+1 more
ENR-105987	ENR	William X Vargas	1983-02-24	UHC-98408-06	9592022535	5685 Baseline Rd, Atlanta, GA, 30304	0.54	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-128462	ENR	Cynthia Q Ortega	1943-02-04	UHC-81402-27	4387570627	8531 Mountain View Dr, Atlanta, GA, 30311	0.54	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-138074	ENR	Vincent T Bell	1972-06-09	UHC-71011-63	6668369927	4948 Ocean Ave, Mesa, AZ, 85288	0.54	Phone reformatted State name converted to code ZIP+4 trimmed Gender normalised+1 more
ENR-142080	ENR	Edward Foster	1959-01-26	UHC-59926-49	—	9708 Cedar Ln, Mesa, AZ, 85247	0.54	Name split from “Last, First”Phone missing area code City re-cased ZIP+4 trimmed+1 more
ENR-102666	ENR	Wayne Jimenez	1962-12-03	UHC-31574-79	—	6937 Grand Ave # 107, Las Vegas, NV, 89161	0.54	Date of birth reformatted Unit split from street ZIP+4 trimmed Gender normalised+1 more
ENR-142351	ENR	James R Thompson	1980-11-03	UHC-35914-01	8407961407	6516 Park Pl, Sacramento, CA, 95829	0.54	Name split from “Last, First”Phone reformatted Member ID reformatted ZIP+4 trimmed+1 more
ENR-134448	ENR	Camila Chen	1977-01-12	UHC-66437-32	4166840302	130 Harbor Blvd, Glendale, AZ, 85327	0.54	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-134447	ENR	Camila Chen	1977-01-12	UHC-66437-32	4166840302	130 Harbor Blvd, Glendale, AZ, 85327	0.54	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-133644	ENR	Matthew Z Johnston	1962-06-27	UHC-06763-58	3256313497	6365 Bayshore Dr, Fresno, CA, 93706	0.54	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-102019	ENR	Julie L Washington	1939-10-25	UHC-19375-27	4662015517	4718 Union St, Scottsdale, AZ, 85298	0.54	Two-digit birth year Phone reformatted ZIP+4 trimmed Gender normalised+1 more
ENR-130644	ENR	Betty Gonzalez	1961-05-12	UHC-67685-44	7663161014	8432 Canyon Rd, Plano, TX, 75027	0.54	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-125050	ENR	Edward T Park	1938-02-05	UHC-91172-71	7577859980	7334 Oak St, Seattle, WA, 98140	0.54	Name split from “Last, First”Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-105131	ENR	Elijah P Pena	1997-09-16	UHC-72695-92	—	5445 Canyon Rd, Sacramento, CA, 95885	0.54	SSN last four extracted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-133438	ENR	Evelyn Nelson	—	UHC-74997-91	—	9742 Park Pl, Tempe, AZ, 85242	0.54	Date of birth missing SSN last four extracted City re-cased ZIP+4 trimmed+1 more
ENR-118550	ENR	Ana A Willis	1954-03-06	UHC-64569-46	—	7807 Apache Blvd, Chandler, AZ, 85210	0.54	Name re-cased Phone missing area code Street suffix standardised Address re-cased+1 more
ENR-116311	ENR	Pamela West	—	UHC-98149-66	—	2946 Sage Ct, Austin, TX, 78794	0.54	Date of birth missing Street suffix standardised Address re-cased City re-cased+1 more
ENR-100152	ENR	Mariana A Turnr	1997-07-23	UHC-20164-12	3437119710	9224 Sage Ct, Nashville, TN, 37264	0.54	Phone reformatted SSN last four extracted State name converted to code ZIP+4 trimmed+1 more
ENR-127145	ENR	Brenda M Mroeno	1976-06-16	UHC-64839-49	4346432900	512 Grand Ave, Tempe, AZ, 85202	0.54	Two-digit birth year Phone reformatted ZIP+4 trimmed Gender normalised+1 more
ENR-126866	ENR	Jose Gibson	1990-06-22	UHC-92557-22	3799991748	253 Oak St, San Diego, CA, 92194	0.54	Date of birth reformatted Phone reformatted SSN last four extracted ZIP+4 trimmed+1 more
ENR-125239	ENR	Cheryl C Woods	1970-12-19	UHC-99601-98	9204731891	6217 Lake View Rd, Minneapolis, MN, 55448	0.54	Street suffix standardised Address re-cased ZIP+4 trimmed Gender normalised+1 more
ENR-120890	ENR	Yuki Hughes	2004-12-26	UHC-05636-40	5298838737	4661 Market St, Columbus, OH, 43207	0.54	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-113650	ENR	Samuel X Wislon	1965-03-08	UHC-34455-89	4118906679	866 Forest Ave, Tempe, AZ, 85290	0.54	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-139356	ENR	Mateo Y Gardner	1991-11-03	UHC-88333-70	—	2185 Market St, Minneapolis, MN, 55468	0.54	Phone missing area code Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-113561	ENR	Jesse Herrera	—	UHC-64854-83	5576593124	2531 Grand Ave, Miami, FL, 33186	0.54	Date of birth unreadable Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-120944	ENR	Paul L Henry	1950-12-23	UHC-44952-30	7779024897	6812 Elm St, Austin, TX, 78756	0.54	Name re-cased Date of birth reformatted State name converted to code ZIP+4 trimmed+1 more
ENR-134289	ENR	Anthony S Hernandez	1959-08-28	UHC-52509-78	—	8419 Lincoln Way, Dallas, TX, 75289	0.54	Date of birth reformatted SSN last four extracted ZIP+4 trimmed Gender normalised+1 more
ENR-104553	ENR	Chrristian V Munoz	1992-02-12	UHC-66109-89	—	1973 Cedar Ln, Sacramento, CA, 95894	0.54	Two-digit birth year SSN last four extracted ZIP+4 trimmed Whitespace trimmed+1 more
ENR-121499	ENR	William F Simmons	1940-08-12	UHC-29547-53	—	3201 Apache Blvd, Nashville, TN, 37224	0.54	Name split from “Last, First”Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-142656	ENR	Jereym Q Walsh	—	UHC-83689-77	—	2882 Lincoln Way, Orlando, FL, 32856	0.54	Name split from “Last, First”Date of birth unreadable ZIP+4 trimmed Whitespace trimmed+1 more
ENR-115640	ENR	Jesse H Martin	1958-10-04	UHC-46287-43	3535740530	2119 Pine Dr, Las Vegas, NV, 89193	0.54	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-111244	ENR	Susan Z Sims	1958-07-18	UHC-18790-43	6922762134	2297 Elm St, Austin, TX, 78742	0.54	Two-digit birth year Phone reformatted ZIP+4 trimmed Gender normalised+1 more
ENR-129819	ENR	Ana Park	1994-01-06	UHC-18093-43	5572907074	6822 Highland Ave, Scottsdale, AZ, 85231	0.54	Date of birth reformatted Phone reformatted State name converted to code ZIP+4 trimmed+1 more
ENR-108329	ENR	Virginia G Carter	—	UHC-07463-33	8418984941	9246 Lake View Rd, Minneapolis, MN, 55485	0.54	Date of birth unreadable Phone reformatted State name converted to code ZIP+4 trimmed+1 more
ENR-121057	ENR	Teresa Reyes	1999-06-10	UHC-34995-40	3176348127	1268 Hillcrest Rd, Las Vegas, NV, 89101	0.54	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-119558	ENR	Kenneth Fernandez	1973-10-01	UHC-00016-47	9124894432	4810 Ridge Rd # 491, Mesa, AZ, 85286	0.54	Two-digit birth year Phone reformatted Unit split from street ZIP+4 trimmed+1 more
ENR-114455	ENR	Nancy J Day	—	UHC-45854-21	2124888570	7061 Jefferson Ave, Columbus, OH, 43295	0.54	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-142465	ENR	Amy M Powell	1969-10-25	UHC-60786-06	7775388336	4435 Apache Blvd, Houston, TX, 77020	0.54	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+1 more
ENR-116584	ENR	Austin Dean	1970-06-23	UHC-56519-58	8362932408	4643 Church St, San Diego, CA, 92176	0.54	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-130963	ENR	Brenda Q Allen	1952-03-07	UHC-73574-97	9175885664	2354 Apache Blvd, Atlanta, GA, 30345	0.54	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+1 more
ENR-110869	ENR	Jerry Oliver	1986-02-24	UHC-41721-67	3703964093	3207 Bayshore Dr, Fresno, CA, 93713	0.54	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-108771	ENR	Sarrah G Jams	1984-12-20	UHC-76376-81	3792469344	3221 Spring St, Atlanta, GA, 30381	0.54	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-115661	ENR	Albert L Luna	1957-11-14	UHC-70680-68	9658069568	908 Pine Dr, Columbus, OH, 43206	0.54	Two-digit birth year Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-140253	ENR	Christian Gonzales	1965-07-03	UHC-94858-35	7919397589	457 Park Pl, Las Vegas, NV, 89119	0.54	Name split from “Last, First”Phone reformatted State name converted to code ZIP+4 trimmed+1 more

3,951 rows, page 26 of 80Previous Next