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 “Street suffix standardised”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagStreet suffix standardisedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-423163	CLM	Carolyn Wood	1988-03-10	UHC-07649-64	6736242975	900 Union St Apt 21, Charlotte, NC	0.36	Name re-cased Unit split from street Street suffix standardised Address re-cased+4 more
ENR-139282	ENR	Dorothy U Luna	1981-11-21	UHC-96492-82	9006863623	8546 Baseline Rd Apt 6, Nashville, TN, 37275	0.36	Date of birth reformatted Phone reformatted SSN last four extracted Unit split from street+4 more
PRV-20455	PRV	Olivia S Carroll	1979-07-19	UHC-59310-82	9138838310	3195 Harbor Blvd # 923, Nashville, TN	0.36	Two-digit birth year Phone reformatted Unit split from street Street suffix standardised+4 more
PRV-24085	PRV	Philip Sims	—	UHC-24004-33	6634090106	2558 Baseline Rd, Atlanta, GA, 30348	0.36	Name split from “Last, First”Date of birth missing Phone reformatted SSN last four extracted+4 more
PRV-27352	PRV	Kathryn Mejia	1938-02-19	UHC-64570-80	—	3998 Lake View Rd, Seattle, WA	0.36	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+4 more
ENR-131743	ENR	William Salazar	1969-07-12	UHC-91974-52	2259248488	4437 Valley View Dr, Nashville, TN	0.36	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-111932	ENR	Maria Q Hansen	1939-04-07	UHC-86468-12	7032559520	1426 Washington St, Seattle, WA	0.36	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+4 more
CLM-430091	CLM	Yuki Spencer	1940-06-28	UHC-90438-72	8185216253	2541 Cedar Ln # 513, Plano, TX, 75002	0.36	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+4 more
ENR-110871	ENR	Sophia H Gonzales	1972-10-09	UHC-42834-84	9893901742	5320 Market St Apt 29, Miami, FL	0.36	Name re-cased Two-digit birth year Phone reformatted Unit split from street+4 more
ENR-134627	ENR	Mark Holmes	1985-06-05	UHC-10666-98	6576990025	9633 River Rd Apt 23, Houston, TX, 77089	0.36	Name re-cased Unit split from street Street suffix standardised Address re-cased+4 more
CLM-402991	CLM	Jennifer Wood	1995-03-05	UHC-28217-72	3409560955	84 Union St, San Antonio, TX, 78269	0.36	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-119225	ENR	Kenneth Fields	—	UHC-20026-06	6419990987	8295 Jefferson Ave, Orlando, FL, 32875	0.36	Name re-cased Date of birth unreadable SSN last four extracted Street suffix standardised+4 more
PRV-25516	PRV	Jesse Cunningham	1980-01-08	—	8618908687	8321 Mesa Dr, Dallas, TX, 75224	0.36	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-124539	ENR	Billy Weaver	1953-05-24	UHC-92169-35	6538022577	1760 Pine Dr, Sacramento, CA, 95874	0.36	Street suffix standardised Address re-cased City re-cased State name converted to code+4 more
CLM-415506	CLM	Debra Stone	1984-04-14	—	3433846337	1874 Maple Ave, Atlanta, GA	0.36	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
ENR-110479	ENR	Madion Castro	1960-12-26	UHC-28128-60	2275667996	5257 Hillcrest Rd, Orlando, FL	0.36	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-110478	ENR	Madion Castro	1960-12-26	UHC-28128-60	2275667996	5257 Hillcrest Rd, Orlando, FL	0.36	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+4 more
TPA-52786	TPA	Kathryn Lawson	1959-08-08	—	—	6646 Canyon Rd, Orlando, FL, 32893	0.36	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+4 more
TPA-63151	TPA	Carolyn Rose	—	—	—	6101 Park Pl, Gilbert, AZ	0.36	Name re-cased Date of birth missing Phone missing area code Street suffix standardised+4 more
ENR-123331	ENR	Jordan Brooks	1968-03-04	UHC-43996-98	7712252378	6544 Mesa Dr Apt 7, Chandler, AZ, 85215	0.36	Name re-cased Phone reformatted Unit split from street Street suffix standardised+4 more
CLM-414323	CLM	Heather Nelson	1950-11-11	UHC-40310-14	3584197871	7856 Jefferson Ave, Houston, TX	0.36	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
CLM-420293	CLM	Christian Lopez	1953-01-23	—	3562728870	2080 Ocean Ave, Las Vegas, NV, 89141	0.36	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+4 more
TPA-56217	TPA	Evelyn Nguyen	—	—	2067358821	5532 Union St Apt 14, Tucson, AZ, 85739	0.36	Date of birth missing Phone reformatted Unit split from street Street suffix standardised+4 more
ENR-119495	ENR	Harold Austin	1948-05-28	UHC-64449-34	3285076821	7230 Jefferson Ave # 760, Gilbert, AZ, 85279	0.36	Phone reformatted SSN last four extracted Unit split from street Street suffix standardised+4 more
ENR-101135	ENR	Victoria Z Hunt	1978-03-28	UHC-04238-66	9147117852	1793 Indian School Rd, Nashville, TN, 37289	0.36	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-127696	ENR	Vyncent Hart	1984-08-22	UHC-78571-03	—	8656 Grand Ave, Fresno, CA, 93745	0.36	Name split from “Last, First”Member ID reformatted Street suffix standardised Address re-cased+4 more
PRV-22361	PRV	Emma Hamilton	1973-02-10	—	2894302431	9143 Elm St Apt 40, Seattle, WA, 98152	0.36	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+4 more
CLM-412248	CLM	Julie Sullivan	1979-09-27	—	8598951043	5655 Union St # 255, Las Vegas, NV	0.36	Unit split from street Street suffix standardised Address re-cased State code upper-cased+4 more
ENR-131750	ENR	Lisa Torres	1961-12-18	UHC-00221-40	9602836369	5711 Union St Apt 19, Glendale, AZ, 85394	0.36	Phone reformatted Unit split from street Street suffix standardised Address re-cased+4 more
CLM-426733	CLM	Amber Lopez	1974-05-12	UHC-73217-02	4304443215	2315 Meadow Ln, Columbus, OH	0.36	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-401243	CLM	Douglas Simmons	1957-03-21	UHC-32473-84	6855865248	7378 Main St, Houston, TX, 77056	0.36	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-113767	ENR	Nathan M Hall	1939-08-26	—	3466115388	7748 Bayshore Dr Apt 6, Austin, TX, 78735	0.36	Two-digit birth year Phone reformatted Unit split from street Street suffix standardised+4 more
ENR-107614	ENR	Walter Mejia	1953-04-24	UHC-68970-84	—	2777 Indian School Rd Apt 31, Houston, TX, 77013	0.36	Name re-cased Unit split from street Street suffix standardised Address re-cased+4 more
CLM-410066	CLM	Martha V Walker	1956-04-23	—	2488683614	5551 Highland Ave, Phoenix, AZ, 85011	0.36	Name split from “Last, First”Middle initial moved out of first name Phone reformatted Street suffix standardised+4 more
ENR-131135	ENR	Alexis U Edwards	2003-05-11	UHC-06470-32	4305840820	2299 Cedar Ln, Atlanta, GA, 30320	0.36	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
ENR-114274	ENR	Jose Howell	1973-11-06	UHC-32051-30	3836523892	6998 Cedar Ln, Seattle, WA, 98147	0.36	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-120241	ENR	Vicoria V Hudson	1944-08-14	UHC-73175-59	7542834198	6187 Central Ave, Denver, CO, 80215	0.36	Name re-cased Street suffix standardised Address re-cased State name converted to code+4 more
ENR-109829	ENR	Camila A Sandoval	1972-06-25	UHC-86804-48	6153861685	7717 Ocean Ave, Jacksonville, FL, 32220	0.36	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+4 more
PRV-25526	PRV	Elizabeth Hanson	1981-10-23	UHC-21503-26	6745142023	1726 Elm St, San Antonio, TX, 78247	0.36	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+4 more
ENR-105487	ENR	Carolyn P Jones	1954-07-13	UHC-87815-76	2528268781	7025 Mountain View Dr, Tucson, AZ, 85724	0.36	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-403127	CLM	Sean Howrad	2003-03-02	UHC-69785-40	—	1024 Lincoln Way, Gilbert, AZ, 85274	0.36	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+4 more
CLM-412504	CLM	Jennifer Bailey	2002-08-03	UHC-38553-30	3067842481	8575 Indian School Rd, Dallas, TX	0.36	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+4 more
PRV-22853	PRV	Marilyn Richards	1987-08-16	UHC-81335-20	3277357547	9496 Church St Apt 6, Las Vegas, NV, 89160	0.36	Name split from “Last, First”Date of birth reformatted Unit split from street Street suffix standardised+4 more
PRV-26226	PRV	Carolyn X Day	1973-03-06	UHC-57139-59	—	3750 River Rd Apt 20, Seattle, WA, 98170	0.36	Name re-cased Date of birth reformatted Phone missing area code Unit split from street+4 more
TPA-58018	TPA	Santiago Warren	1976-10-01	—	—	542 Harbor Blvd Apt 5, Mesa, AZ, 85248	0.36	Name re-cased Two-digit birth year Unit split from street Street suffix standardised+4 more
ENR-135990	ENR	Ryan Q Taylor	1961-07-10	UHC-02340-68	—	1616 Indian School Rd, Phoenix, AZ, 85047	0.36	Name split from “Last, First”Middle initial moved out of first name Date of birth reformatted Phone missing area code+4 more
ENR-143022	ENR	Tyler S Anderson	2002-09-16	UHC-60331-66	7837696329	7392 Main St, Sacramento, CA, 95838	0.36	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+4 more
ENR-103624	ENR	Victoia T Weber	1939-05-02	UHC-47186-94	9633693451	6370 Mountain View Dr, Mesa, AZ, 85271	0.36	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+4 more
TPA-58152	TPA	Jordan Gilbert	2000-05-22	—	7614838387	1469 Indian School Rd, Columbus, OH	0.36	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
ENR-124058	ENR	Hiroshi R Chen	—	UHC-44955-99	—	7171 Jefferson Ave, San Diego, CA, 92180	0.36	Date of birth missing Member ID reformatted SSN last four extracted Street suffix standardised+4 more

55,824 rows, page 14 of 1,117Previous Next