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 “Two-digit birth year”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagTwo-digit birth yearClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-417692	CLM	Sophia B Martinez	1950-04-27	UHC-22861-85	4737723395	9261 Lake View Rd, Mesa, AZ, 85258	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-23708	PRV	Megan R Porter	1975-01-10	UHC-46101-45	—	3600 Harbor Blvd, San Antonio, TX, 78210	0.64	Name re-cased Two-digit birth year State name converted to code Plan code upper-cased+2 more
TPA-62370	TPA	Emily Sullivan	1940-08-05	—	4457632597	5479 Bayshore Dr, Seattle, WA, 98181	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-414702	CLM	Cynthhia Green	1979-06-21	—	—	1316 Jefferson Ave, Orlando, FL, 32883	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
CLM-429235	CLM	Natalie Bennett	1981-07-06	UHC-11118-67	3464596515	2327 Palm Dr, Nashville, TN, 37258	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-59582	TPA	Tim Sullivan	1992-05-26	UHC-76596-84	3903477696	5317 Washington St, Charlotte, NC, 28214	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
CLM-428602	CLM	Aisha Rojas	1956-12-18	—	—	6374 Ocean Ave, Dallas, TX, 75208	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
ENR-142679	ENR	Ashley W Nelson	1943-01-22	UHC-56009-55	8455717151	4692 Canyon Rd, Plano, TX, 75024	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-141472	ENR	Aaron Morris	1945-05-07	UHC-45541-40	8769295150	6297 Lake View Rd, Scottsdale, AZ, 85276	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-142561	ENR	Hannah X Dominguez	1942-05-23	—	9067238081	733 Ocean Ave, Las Vegas, NV, 89146	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-417176	CLM	Russell Herrera	1968-07-06	—	2662400815	8097 Central Ave, Gilbert, AZ, 85222	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
PRV-28466	PRV	Dylan Lynch	1999-03-16	—	8609209818	5219 Baseline Rd, Orlando, FL, 32866	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-420889	CLM	Doris Bradely	1946-08-01	—	—	158 Cedar Ln, Orlando, FL, 32883	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
CLM-410628	CLM	Ronald Olson	1939-10-04	—	6949207624	9584 Maple Ave, Dallas, TX, 75248	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-111647	ENR	Kathleen N Paarker	1967-04-06	UHC-59896-61	3146391465	5358 Cedar Ln Apt 24, Miami, FL, 33151	0.64	Two-digit birth year Phone reformatted Unit split from street City re-cased+2 more
ENR-132596	ENR	Willie C Rivera	1997-04-28	UHC-34561-90	6753114765	3895 Meadow Ln, Los Angeles, CA, 90067	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-138870	ENR	Anna Olson	1977-11-10	UHC-81376-72	6242172926	4540 Elm St, Las Vegas, NV, 89181	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-110430	ENR	Richard Allen	1992-07-27	UHC-25408-30	7974152000	3888 Mountain View Dr, Scottsdale, AZ, 85265	0.64	Two-digit birth year Phone reformatted Member ID reformatted Street suffix standardised+2 more
CLM-403878	CLM	Andrea Brown	1977-01-22	—	3447577223	2828 Desert Sky Blvd, San Diego, CA, 92105	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
ENR-137364	ENR	Carol C King	1986-01-28	UHC-55950-56	2513178594	854 Lake View Rd, Jacksonville, FL, 32261	0.64	Name re-cased Two-digit birth year Phone reformatted Email lower-cased+2 more
CLM-426060	CLM	Carolyn Sullivan	1961-11-15	UHC-71999-32	6434768101	7997 Hillcrest Rd, Chandler, AZ, 85226	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
TPA-58233	TPA	Gary Taylor	1950-05-21	—	9676200728	6786 Main St, Phoenix, AZ, 85016	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
ENR-132854	ENR	Marilyn Hunt	1941-12-14	UHC-10199-34	—	9381 Sunset Blvd, Las Vegas, NV, 89177	0.64	Two-digit birth year Street suffix standardised Address re-cased City re-cased+2 more
CLM-410077	CLM	Mary Padilla	1975-11-16	UHC-05792-98	6515913831	7828 Cedar Ln, Gilbert, AZ, 85233	0.64	Two-digit birth year Phone reformatted Member ID reformatted State code upper-cased+2 more
PRV-28464	PRV	Justin Jensen	1953-10-24	—	—	3327 River Rd, Jacksonville, FL, 32223	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
CLM-406436	CLM	Wei Nelson	1998-12-11	UHC-33550-60	9702606900	139 Main St, Minneapolis, MN, 55488	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-57505	TPA	Jean Andrews	1940-07-07	—	—	4756 Jefferson Ave, Miami, FL, 33151	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+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
TPA-60230	TPA	Michelle Mendez	1967-12-20	—	—	1553 Hillcrest Rd, Sacramento, CA, 95820	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
TPA-59055	TPA	Marcus P Sims	2001-04-04	—	9367211415	9274 Canyon Rd, Miami, FL, 33180	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-120714	ENR	Denny Hansen	1958-12-15	UHC-20254-19	9822020073	6525 Sage Ct, Phoenix, AZ, 85024	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-128082	ENR	Gary C Parker	1964-10-13	UHC-57560-60	9756426457	8675 Washington St, San Antonio, TX, 78258	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-423810	CLM	Natalie G Crawford	1943-07-06	UHC-94219-79	8056690292	6101 Forest Ave, Miami, FL, 33144	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-110120	ENR	Melissa Richardson	1941-05-20	UHC-85811-37	7317631437	3090 Willow Ct, Charlotte, NC, 28201	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-25331	PRV	Dylan Watkins	1957-02-07	—	6263297888	7577 Highland Ave, Glendale, AZ, 85378	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-29573	PRV	Madison U Thomas	1945-05-25	—	3853863289	9336 Maple Ave, Minneapolis, MN, 55440	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-53895	TPA	George Simpson	1953-11-01	—	—	3637 Harbor Blvd, Orlando, FL, 32889	0.64	Two-digit birth year Street suffix standardised Address re-cased City re-cased+2 more
ENR-119397	ENR	Lori Jones	1964-11-17	UHC-48852-57	8696786494	7860 Mesa Dr, Atlanta, GA, 30367	0.64	Name re-cased Two-digit birth year Phone reformatted Email lower-cased+2 more
PRV-26898	PRV	Mat Bradley	1974-06-22	UHC-67838-83	4776024405	8537 Baseline Rd, Glendale, AZ, 85300	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-54040	TPA	Mark Davis	1962-06-10	—	5862233028	1403 Pine Dr, Mesa, AZ, 85248	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-419209	CLM	Judith Robertson	1974-05-11	—	7009462387	9604 Elm St, Nashville, TN, 37268	0.64	Two-digit birth year Street suffix standardised Address re-cased City re-cased+2 more
ENR-121268	ENR	Kim Powell	1978-12-05	UHC-84492-43	4835748222	2043 Spring St, Gilbert, AZ, 85205	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-126594	ENR	Lawrence N Welch	1975-10-15	UHC-78016-26	4765231544	124 Forest Ave, Tucson, AZ, 85730	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-110757	ENR	Carolyn V Lane	1982-03-16	UHC-62433-43	6503042761	9521 Highland Ave, Glendale, AZ, 85367	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+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-61551	TPA	Alice F Lopez	1992-09-15	—	5704967224	7635 Baseline Rd, Tempe, AZ, 85235	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-141166	ENR	Jon Holmes	1983-10-10	UHC-68789-09	3549491986	1760 Forest Ave, Dallas, TX, 75231	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
CLM-419635	CLM	Nicole Carlson	1941-10-20	UHC-64211-07	3498869262	8802 Pine Dr, Tampa, FL, 33663	0.64	Two-digit birth year 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-134738	ENR	Debra Reyes	1948-06-17	UHC-49126-41	9502768749	5057 Canyon Rd, Las Vegas, NV, 89162	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more

6,661 rows, page 59 of 134Previous Next