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 “Gender normalised”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagGender normalisedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-129826	ENR	Kyle Burton	1975-08-22	UHC-26348-50	7839896157	5561 Ocean Ave, San Antonio, TX, 78216	0.52	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
PRV-20299	PRV	Brenda Weaver	1950-07-25	—	9596460310	5530 Grand Ave Apt 35, Tampa, FL, 33617	0.52	Unit split from street Street suffix standardised Address re-cased Gender normalised+2 more
ENR-137369	ENR	Rachel X Russell	1991-04-22	UHC-59733-49	8517869926	8899 Forest Ave, Glendale, AZ, 85398	0.52	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-415894	CLM	Diego Lane	1943-06-06	—	—	1277 Baseline Rd, San Diego, CA, 92186	0.52	Street suffix standardised Address re-cased State name converted to code Gender normalised+2 more
CLM-414186	CLM	Carlos Daniels	1943-06-12	UHC-16011-75	—	7763 Main St, Gilbert, AZ, 85218	0.52	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
ENR-115338	ENR	Andrea Watkins	1973-10-08	UHC-03284-66	6365124595	6651 Hillcrest Rd, Jacksonville, FL	0.52	Street suffix standardised Address re-cased City re-cased ZIP missing+2 more
ENR-133558	ENR	Lisa B Walker	1950-02-28	UHC-69000-23	9696295974	7489 Valley View Dr, Denver, CO	0.52	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-104805	ENR	Vincent V Singh	1951-10-08	UHC-60582-92	5876182273	688 Baseline Rd, Miami, FL, 33173	0.52	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-118569	ENR	Brandon Fowler	1938-06-25	UHC-57396-57	5496745470	820 Mesa Dr, Minneapolis, MN	0.52	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
ENR-119097	ENR	Olivia R Hamilton	1948-01-01	UHC-98232-98	2349228912	1843 Main St, Las Vegas, NV, 89142	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-54179	TPA	Ralph D Chavez	1988-12-07	—	—	8378 Ridge Rd, Denver, CO, 80258	0.52	Name re-cased Date of birth reformatted Phone missing area code ZIP+4 trimmed+2 more
CLM-415759	CLM	Michael Anderson	1966-05-26	UHC-95902-85	—	8542 Willow Ct, Jacksonville, FL, 32260	0.52	Member ID reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-432114	CLM	Julie Miller	2007-01-20	—	6278406030	7356 Camelback Rd, Tucson, AZ	0.52	Name split from “Last, First”Phone reformatted ZIP missing Gender normalised+2 more
ENR-138748	ENR	Spencer D Janet	1949-05-01	UHC-89276-43	2036122906	8719 Washington St, Orlando, FL, 32885	0.52	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-422371	CLM	Jess Q Sanchez	—	—	—	2365 Mountain View Dr, Sacramento, CA, 95888	0.52	Date of birth unreadable Street suffix standardised Address re-cased Gender normalised+2 more
CLM-424951	CLM	Joe E Ramos	1969-08-23	UHC-60247-76	3058535416	6532 Mountain View Dr, San Antonio, TX, 78281	0.52	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
CLM-406616	CLM	Denise T Henderson	1969-04-06	—	—	5931 Jefferson Ave Apt 30, Tampa, FL, 33611	0.52	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-142594	ENR	Mei Q Howell	1961-04-12	UHC-44146-28	9004678163	3682 Spring St, Las Vegas, NV, 89135	0.52	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-119240	ENR	Amy Lane	1961-05-10	UHC-24923-31	5743203440	8713 Camelback Rd, Tempe, AZ, 85274	0.52	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
ENR-114324	ENR	Ronald R Lawson	1991-08-03	UHC-93268-33	—	4129 Highland Ave, San Antonio, TX, 78241	0.52	Phone missing area code Street suffix standardised Address re-cased City re-cased+2 more
CLM-425012	CLM	Aisha Medina	1999-02-06	—	—	7802 Ocean Ave # 205, San Antonio, TX, 78270	0.52	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
ENR-119227	ENR	Larry M Franklin	1955-01-19	UHC-07734-45	8945055515	8091 Sunset Blvd Apt 22, Atlanta, GA, 30311	0.52	Name re-cased Two-digit birth year Phone reformatted Unit split from street+2 more
TPA-60773	TPA	Angela Wells	1985-07-25	—	—	2563 Pine Dr Apt 6, Fresno, CA, 93715	0.52	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
CLM-421335	CLM	Maria E Spencer	1977-03-27	—	7254509368	973 Sage Ct, Eden Prairie, MN, 55349	0.52	Middle initial moved out of first name Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-116535	ENR	NJunk	1959-01-02	UHC-04096-41	8067198149	4598 Spring St, Dallas, TX, 75262	0.52	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-427555	CLM	Kymberly Wood	1984-10-03	—	—	6099 Cedar Ln, Tucson, AZ, 85708	0.52	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-139675	ENR	Maria U Montgomery	1951-04-08	UHC-73684-45	6173444429	2720 Baseline Rd, Plano, TX, 75056	0.52	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-400107	CLM	Charles N Hall	1983-05-04	—	—	9101 Sage Ct, Tucson, AZ, 85798	0.52	Name split from “Last, First”Street suffix standardised Address re-cased Gender normalised+2 more
ENR-123632	ENR	Jacqueline N Sanders	—	UHC-15346-56	2998888429	737 Grand Ave, Glendale, AZ, 85335	0.52	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-412170	CLM	Elizabeth Young	1979-01-13	UHC-34103-14	—	6703 Sage Ct, Miami, FL, 33133	0.52	Name split from “Last, First”Street suffix standardised Address re-cased Gender normalised+2 more
PRV-25356	PRV	James Sanders	2000-11-24	—	6976775359	2275 Sage Ct, Minneapolis, MN	0.52	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
CLM-428068	CLM	Stephen X Rios	1965-11-22	—	—	1021 Ocean Ave, Charlotte, NC, 28272	0.52	Middle initial moved out of first name Street suffix standardised Address re-cased Gender normalised+2 more
CLM-420777	CLM	Carol Turner	1968-07-17	UHC-07012-53	—	6068 Main St, Mesa, AZ, 85230	0.52	Name re-cased Member ID reformatted SSN last four extracted Street suffix standardised+2 more
TPA-60511	TPA	Sean Garrett	1941-08-10	—	7509554676	3081 Indian School Rd, Tampa, FL, 33662	0.52	Two-digit birth year Street suffix standardised Address re-cased Email lower-cased+2 more
TPA-64196	TPA	Roger Wang	1950-02-04	—	5287310709	5745 Jefferson Ave, Charlotte, NC, 28271	0.52	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
TPA-63090	TPA	Russell Kennedy	1980-05-20	—	—	4980 Jefferson Ave, Charlotte, NC, 28211	0.52	Two-digit birth year Street suffix standardised Address re-cased Gender normalised+2 more
ENR-140579	ENR	Ethan Garza	2002-06-26	UHC-91432-94	3496815937	9873 Market St, Atlanta, GA	0.52	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
ENR-129563	ENR	Timothy Phillips	2005-07-25	UHC-10844-40	3038615081	5321 River Rd, Tempe, AZ, 85205	0.52	Street suffix standardised Address re-cased ZIP+4 trimmed Email lower-cased+2 more
PRV-29096	PRV	Tony R Bishop	1984-03-26	UHC-85028-39	3844579410	2606 Valley View Dr, Seattle, WA, 98134	0.52	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-102773	ENR	Sara H Hamilton	1977-01-11	UHC-62889-75	5066014372	1559 Broadway # 898, Seattle, WA, 98113	0.52	Name split from “Last, First”Phone reformatted Unit split from street City re-cased+2 more
PRV-25471	PRV	Scott Alvarado	1973-09-21	—	9649297388	5896 Hillcrest Rd, Glendale, AZ, 85399	0.52	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-105289	ENR	Theresa Stewart	2005-05-23	UHC-25878-48	4638132634	4082 Ridge Rd, Scottsdale, AZ, 85266	0.52	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
TPA-61340	TPA	Aaron Reyes	1946-09-11	—	2406106259	7541 Canyon Rd, Charlotte, NC, 28228	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-61341	TPA	Aaron Reyes	1946-09-11	—	2406106259	7541 Canyon Rd, Charlotte, NC, 28228	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-408467	CLM	Judy Payne	1950-01-20	—	—	1141 Indian School Rd, Minneapolis, MN, 55402	0.52	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-415266	CLM	Albet W Richadrs	1994-01-03	—	3465088391	3265 Church St, Chandler, AZ, 85246	0.52	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-429008	CLM	Peter Garrett	1989-03-09	—	6724364168	6303 Church St, Orlando, FL, 32831	0.52	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
TPA-61257	TPA	Walter Morris	1945-08-18	—	—	9310 Forest Ave, Las Vegas, NV	0.52	Street suffix standardised Address re-cased ZIP missing Gender normalised+2 more
ENR-122869	ENR	Billy W Edwards	1985-12-05	UHC-09876-01	2107350803	5729 Camelback Rd, Tempe, AZ, 85201	0.52	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-101643	ENR	Vincent X Tran	1987-09-12	UHC-31092-94	4966542599	9163 Central Ave, Tucson, AZ, 85726	0.52	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+2 more

16,828 rows, page 72 of 337Previous Next