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 “State name converted to code”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagState name converted to codeClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-137684	ENR	Maria Reed	1980-11-20	UHC-56361-37	9373430231	7395 Willow Ct, Scottsdale, AZ, 85251	0.64	Name re-cased Phone reformatted City re-cased State name converted to code+2 more
ENR-107812	ENR	Jacob Bailey	1949-02-19	UHC-04349-64	8717510371	4884 Ocean Ave, Miami, FL, 33133	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-123707	ENR	Suzan R Evans	1989-02-23	UHC-67945-19	3474039176	3773 Park Pl, Dallas, TX, 75214	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-414797	CLM	Julia Weber	1984-11-10	UHC-99785-70	8412412678	7153 Lake View Rd, Las Vegas, NV, 89124	0.64	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-109197	ENR	Dennis J Baker	1967-07-16	UHC-24430-47	6542482250	4332 Jefferson Ave, Orlando, FL, 32882	0.64	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-124619	ENR	Keith O Vazquez	1956-11-01	UHC-99974-48	4265038884	1466 Broadway, Plano, TX, 75089	0.64	Middle initial moved out of first name Phone reformatted Member ID reformatted City re-cased+2 more
ENR-118041	ENR	Henry Z Johnson	1982-05-24	UHC-39549-73	7369763592	8640 Willow Ct, Tucson, AZ, 85757	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-26608	PRV	Danny Cunningham	1943-08-03	UHC-00723-22	5869895708	2249 Mesa Dr, Glendale, AZ, 85325	0.64	Name re-cased Phone reformatted State name converted to code Gender normalised+2 more
CLM-408955	CLM	Heather J Porter	2004-08-24	UHC-28711-83	—	4648 Baseline Rd, Charlotte, NC	0.64	Name re-cased Date of birth reformatted City re-cased State name converted to code+2 more
CLM-407959	CLM	Beverly Gonzales	1944-03-03	UHC-28012-85	—	7684 Harbor Blvd, Columbus, OH, 43247	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
ENR-140520	ENR	Emma G Richaardson	1955-11-07	UHC-56071-98	6538911908	4375 Ridge Rd, Eden Prairie, MN, 55313	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-412514	CLM	Emily U Ford	1944-05-25	UHC-79018-96	7799506879	8358 Valley View Dr, Mesa, AZ, 85204	0.64	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+2 more
ENR-123031	ENR	Charlotte Gomez	1991-04-22	UHC-77224-36	6303645424	2616 Harbor Blvd, Los Angeles, CA, 90095	0.64	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-420773	CLM	Hoffman Michelle	1973-01-12	UHC-99305-76	4388649479	9864 Lake View Rd, Miami, FL, 33174	0.64	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-125917	ENR	Abigail P Armstrong	2006-10-06	UHC-16262-32	9635783174	9469 Apache Blvd, Dallas, TX, 75231	0.64	Name re-cased Phone reformatted State name converted to code ZIP+4 trimmed+2 more
CLM-420268	CLM	Billy Valdez	1968-12-02	UHC-52318-42	—	1459 Hillcrest Rd, Glendale, AZ, 85310	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
TPA-55113	TPA	Julie Chen	1981-10-26	—	6966381928	6058 Church St, Dallas, TX, 75259	0.64	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-412270	CLM	David W Hansen	2004-02-20	—	8323597913	8251 Apache Blvd, Jacksonville, FL, 32255	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-130965	ENR	Adam B Griffin	1984-03-08	UHC-38974-87	2058315730	8564 Valley View Dr, Seattle, WA, 98145	0.64	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-111571	ENR	Vincent R Shaw	1984-04-27	UHC-60140-35	—	3323 Church St, Eden Prairie, MN, 55394	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
ENR-112041	ENR	Julie Alvarez	1976-09-24	UHC-08988-72	5042120143	8968 Oak St, Tucson, AZ, 85762	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-123194	ENR	Eugene O Henderson	1993-09-17	UHC-33659-08	8499047436	4184 Jefferson Ave, Chandler, AZ, 85202	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-137952	ENR	Jean Stone	1995-11-17	UHC-26319-57	—	8896 Sunset Blvd, Tucson, AZ, 85711	0.64	Name re-cased Two-digit birth year Member ID reformatted State name converted to code+2 more
ENR-134732	ENR	Bran Matthews	1988-07-28	UHC-23750-61	9246330012	8907 Harbor Blvd, Plano, TX, 75085	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
TPA-63139	TPA	Lauren Franklin	1954-12-22	—	7653473374	506 Elm St, San Antonio, TX, 78212	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-111564	ENR	Dennis Lawrence	1953-09-10	UHC-72423-14	7246640912	3787 Lincoln Way, Minneapolis, MN, 55420	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-128724	ENR	Brenda Henry	1982-05-17	UHC-49567-69	3468753213	62 Ridge Rd, Los Angeles, CA, 90069	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-430353	CLM	Daniel Castillo	1949-05-16	UHC-74193-54	—	6991 Main St, Seattle, WA, 98171	0.64	Name re-cased Date of birth reformatted State name converted to code Gender normalised+2 more
CLM-413746	CLM	Harod Obrien	1984-03-24	UHC-14045-71	6383919662	259 Market St, Sacramento, CA, 95818	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-64077	TPA	Melissa Medina	1972-12-23	—	—	670 Sage Ct, Glendale, AZ, 85359	0.64	Street suffix standardised Address re-cased City re-cased State name converted to code+2 more
CLM-421380	CLM	Alexis Hilll	1952-02-12	—	6143904329	4089 River Rd, Tucson, AZ, 85788	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted State name converted to code+2 more
TPA-61287	TPA	Paul O Richards	1967-04-11	—	4193047267	5432 Pine Dr, Las Vegas, NV, 89141	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-124315	ENR	Madison I McCoy	1979-04-23	UHC-54920-73	7418068186	7606 Camelback Rd, Jacksonville, FL, 32268	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-133078	ENR	Carol Payne	1945-09-02	UHC-93089-53	3997799243	9850 Mountain View Dr, Seattle, WA, 98130	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
ENR-122701	ENR	Jonathan B Lewis	1977-06-05	UHC-77740-31	5372591565	7165 Main St, Eden Prairie, MN	0.64	Name re-cased Member ID reformatted City re-cased State name converted to code+2 more
PRV-27952	PRV	Pirya Little	1949-11-22	—	7528168242	9710 Desert Sky Blvd, Columbus, OH, 43213	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-128268	ENR	Terry L Li	1965-05-07	UHC-83597-11	4623377466	8628 Oak St, San Antonio, TX, 78245	0.64	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-120661	ENR	Charlotte Edwards	1957-08-28	UHC-40823-79	4816309695	2399 Pine Dr, Gilbert, AZ, 85291	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-112605	ENR	Linda E Parker	1947-11-06	UHC-76252-18	9578532982	5542 Sunset Blvd, Minneapolis, MN, 55455	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
PRV-21402	PRV	Thomas Kelly	2007-01-02	—	2297069126	5871 Highland Ave, Charlotte, NC, 28261	0.64	Name re-cased Two-digit birth year Phone reformatted State name converted to code+2 more
TPA-64178	TPA	Julie Miller	2007-01-20	—	6278406030	7356 Camelback Rd, Tucson, AZ, 85710	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-407127	CLM	Grace Rice	1947-01-14	UHC-38233-38	3138154333	8097 Indian School Rd, Glendale, AZ, 85337	0.64	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+2 more
ENR-104961	ENR	Lauren C Clark	1959-11-19	UHC-28407-27	8786097401	4118 Main St, Jacksonville, FL, 32240	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-417982	CLM	Diego A Gibson	1990-01-08	UHC-11359-80	6895127151	8121 Valley View Dr, Mesa, AZ, 85233	0.64	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-117190	ENR	Dennis F Allen	1959-08-20	UHC-10949-85	9352526003	5454 Ocean Ave, Plano, TX, 75065	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
TPA-63333	TPA	Larry Moreno	1959-04-27	—	3194491091	6676 Oak St, Tempe, AZ, 85271	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-417512	CLM	Debra Obrien	2006-10-26	UHC-76374-56	6177505686	6594 Forest Ave, Fresno, CA, 93775	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-140856	ENR	Andrew M Herrera	2004-01-23	UHC-78655-68	—	3253 Palm Dr, Minneapolis, MN, 55487	0.64	Name split from “Last, First”Member ID reformatted City re-cased State name converted to code+2 more
CLM-413374	CLM	Albert Hayes	1993-09-23	UHC-37155-48	4886590186	1017 Willow Ct, Tempe, AZ, 85201	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-22505	PRV	Alyce Q Salazar	2002-02-23	UHC-78437-15	2086741031	7779 Maple Ave, Mesa, AZ, 85223	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more

9,084 rows, page 97 of 182Previous Next