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 “Phone missing area code”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPhone missing area codeClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-111695	ENR	Betsy Soto	1942-07-20	UHC-24398-25	—	4815 Valley View Dr, Tampa, FL, 33658	0.56	Phone missing area code Street suffix standardised Address re-cased Gender normalised
ENR-124583	ENR	Jeffrey Moore	1985-05-28	UHC-66663-74	—	7212 Oak St, Miami, FL, 33171	0.56	Phone missing area code ZIP+4 trimmed Gender normalised Placeholder values cleared
CLM-403649	CLM	Becky Q Williams	1972-11-15	UHC-01047-48	—	5115 Elm St, Dallas, TX	0.56	Name split from “Last, First”Phone missing area code ZIP missing Placeholder values cleared
CLM-422923	CLM	Jennifer Burton	1969-06-02	UHC-57790-33	—	7210 Ocean Ave, Gilbert, AZ, 85230	0.56	Two-digit birth year Phone missing area code ZIP+4 trimmed Placeholder values cleared
ENR-118342	ENR	Tom W Watson	—	UHC-88577-54	—	7825 Lincoln Way, Phoenix, AZ, 85072	0.56	Name split from “Last, First”Date of birth unreadable Phone missing area code Member ID reformatted
ENR-110690	ENR	Donald P McDonald	—	UHC-51117-14	—	6074 Baseline Rd, Dallas, TX, 75219	0.56	Name split from “Last, First”Date of birth unreadable Phone missing area code Whitespace trimmed
ENR-123837	ENR	—Junk	1996-12-25	UHC-68253-14	—	6487 Sunset Blvd # 848, Orlando, FL, 32866	0.56	Date of birth reformatted Phone missing area code Unit split from street No usable name (quarantined)
CLM-405162	CLM	George Franklin	1964-06-09	UHC-98768-47	—	4658 Indian School Rd, San Diego, CA, 92133	0.56	Two-digit birth year Phone missing area code Street suffix standardised Address re-cased
ENR-122641	ENR	Frances N Moreno	1978-09-23	UHC-65118-03	—	3535 Grand Ave, Tempe, AZ, 85289	0.56	Phone missing area code Street suffix standardised Address re-cased Gender normalised
ENR-122607	ENR	Jerry Richadrson	1966-12-11	UHC-82086-33	—	8049 Broadway, Denver, CO, 80214	0.56	Two-digit birth year Phone missing area code ZIP+4 trimmed Whitespace trimmed
ENR-135895	ENR	Btety U Ruiz	1976-10-12	UHC-44496-29	—	4796 Oak St, Plano, TX, 75082	0.56	Phone missing area code Street suffix standardised Address re-cased Gender normalised
ENR-132328	ENR	Paul Harper	1964-03-14	UHC-17112-43	—	7744 Ridge Rd # 529, Scottsdale, AZ, 85209	0.56	Two-digit birth year Phone missing area code Member ID reformatted Unit split from street
ENR-120097	ENR	Janice L Griffin	1987-03-13	UHC-99964-10	—	3300 Desert Sky Blvd, Glendale, AZ, 85393	0.56	Name split from “Last, First”Phone missing area code Street suffix standardised Address re-cased
ENR-128499	ENR	Henry Allen	1971-08-01	UHC-76663-03	—	8503 Pine Dr, Columbus, OH	0.56	Name split from “Last, First”Phone missing area code ZIP missing Email lower-cased
ENR-114387	ENR	Carl U Ortega	2004-02-20	UHC-44602-19	—	6941 Ocean Ave, Houston, TX, 77095	0.56	Phone missing area code Street suffix standardised Address re-cased Gender normalised
ENR-133378	ENR	—Junk	1981-06-26	UHC-89323-18	—	1295 Broadway, Minneapolis, MN, 55492	0.56	Phone missing area code Address re-cased Gender normalised No usable name (quarantined)
PRV-27214	PRV	Elijah Payne	1957-04-18	—	—	7432 Oak St Apt 11, Miami, FL, 33160	0.56	Phone missing area code Unit split from street Street suffix standardised Address re-cased
CLM-408141	CLM	Elizabeth Edwards	2004-12-03	UHC-73277-83	—	2881 Bayshore Dr Apt 6, Phoenix, AZ, 85007	0.56	Name split from “Last, First”Phone missing area code Unit split from street Placeholder values cleared
CLM-411134	CLM	Maria Kelly	1970-02-25	UHC-02887-02	—	—	0.56	Phone missing area code SSN last four extracted Gender normalised Placeholder values cleared
ENR-129586	ENR	Sara Garrett	1938-10-03	UHC-34288-69	—	114 Desert Sky Blvd, Los Angeles, CA, 90042	0.56	Phone missing area code Street suffix standardised Address re-cased Gender normalised
ENR-116390	ENR	Denise Daniels	1958-09-09	UHC-62235-28	—	6821 Meadow Ln, Dallas, TX, 75235	0.56	Phone missing area code SSN last four extracted Gender normalised Placeholder values cleared
ENR-117331	ENR	Anan S Walsh	1957-03-01	UHC-93358-69	—	1738 Sunset Blvd # 498, Jacksonville, FL	0.56	Phone missing area code Unit split from street ZIP missing Whitespace trimmed
ENR-140660	ENR	Dennis Mendez	1934-04-26	UHC-45203-64	—	1631 Canyon Rd, Phoenix, AZ, 85093	0.56	Name re-cased Phone missing area code State name converted to code ZIP+4 trimmed
ENR-138873	ENR	Jordan H Washingon	1964-12-26	UHC-77857-53	—	6428 Washington St, Atlanta, GA, 30336	0.56	Phone missing area code ZIP+4 trimmed Gender normalised Whitespace trimmed
ENR-129149	ENR	Hioshi U Schultz	1978-07-23	UHC-49624-39	—	2330 Palm Dr, Phoenix, AZ, 85079	0.56	Phone missing area code SSN last four extracted Street suffix standardised Address re-cased
ENR-102775	ENR	Amber Armstrong	1991-11-26	UHC-39729-71	—	145 Sage Ct # 117, Atlanta, GA, 30392	0.56	Name re-cased Two-digit birth year Phone missing area code Unit split from street
TPA-50523	TPA	Amy Gonzalez	2008-11-09	—	—	492 Bayshore Dr, Glendale, AZ, 85309	0.56	Name split from “Last, First”Phone missing area code ZIP+4 trimmed Placeholder values cleared
ENR-135642	ENR	Jacob J Patterson	1994-09-20	UHC-78868-43	—	3426 Maple Ave, Dallas, TX	0.56	Phone missing area code Street suffix standardised Address re-cased ZIP missing
ENR-104663	ENR	Jeffrey M Scott	1991-03-07	UHC-08770-76	—	8428 Washington St, Fresno, CA, 93788	0.56	Name split from “Last, First”Phone missing area code Street suffix standardised Address re-cased
ENR-136374	ENR	Terry Ellis	—	UHC-09830-87	—	2093 Indian School Rd, Chandler, AZ, 85228	0.56	Date of birth missing Phone missing area code ZIP+4 trimmed Placeholder values cleared
TPA-55639	TPA	Danielle Jordan	1998-12-05	—	—	5513 Market St Apt 18, Phoenix, AZ, 85087	0.56	Name split from “Last, First”Phone missing area code Unit split from street Placeholder values cleared
CLM-417598	CLM	Jason Garrett	1978-04-08	UHC-04664-80	—	7286 Baseline Rd, Phoenix, AZ, 85081	0.56	Two-digit birth year Phone missing area code Gender normalised Placeholder values cleared
ENR-108941	ENR	Jacob W Jenkins	1968-04-24	UHC-53925-63	—	3294 Union St Apt 12, Glendale, AZ, 85355	0.58	Phone missing area code Unit split from street Gender normalised
ENR-108940	ENR	Jacob W Jenkins	1968-04-24	UHC-53925-63	—	3294 Union St Apt 12, Glendale, AZ, 85355	0.58	Phone missing area code Unit split from street Gender normalised
ENR-124076	ENR	Julie B Riley	1941-02-10	UHC-35425-25	—	6520 Central Ave, Gilbert, AZ, 85244	0.58	Phone missing area code SSN last four extracted ZIP+4 trimmed
ENR-129711	ENR	Lori W Valdez	1985-03-18	UHC-39983-48	—	1140 Main St Apt 40, Charlotte, NC, 28273	0.58	Phone missing area code Unit split from street Gender normalised
TPA-59072	TPA	Eugene Wong	1941-11-04	—	—	3733 Forest Ave, Tempe, AZ, 85240	0.58	Name split from “Last, First”Phone missing area code State name converted to code
ENR-116242	ENR	Andrew Jackson	1945-08-28	UHC-84703-99	—	8760 Harbor Blvd, Nashville, TN, 37216	0.58	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+5 more
ENR-124953	ENR	Emma Mitchell	1962-01-22	UHC-83138-42	—	857 Cedar Ln, Jacksonville, FL, 32235	0.60	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+4 more
TPA-54942	TPA	Jessica C Vargas	1971-11-27	—	—	4014 Sunset Blvd, Glendale, AZ, 85329	0.60	Name re-cased Phone missing area code Street suffix standardised Address re-cased+4 more
CLM-416834	CLM	Terry Gomez	1945-07-27	UHC-19314-17	—	9617 Lake View Rd, Denver, CO, 80255	0.60	Name re-cased Phone missing area code Member ID reformatted Street suffix standardised+4 more
CLM-416835	CLM	Terry Gomez	1945-07-27	UHC-19314-17	—	9617 Lake View Rd, Denver, CO, 80255	0.60	Name re-cased Phone missing area code Member ID reformatted Street suffix standardised+4 more
ENR-122394	ENR	Carl F Nichols	1962-11-25	UHC-14580-29	—	6806 Mesa Dr, Tampa, FL, 33697	0.60	Name re-cased Date of birth reformatted Phone missing area code City re-cased+4 more
ENR-107525	ENR	Harold N Ray	1946-09-21	UHC-61684-71	—	5887 Jefferson Ave, Phoenix, AZ, 85047	0.60	Name re-cased Date of birth reformatted Phone missing area code Member ID reformatted+4 more
ENR-134134	ENR	Ann Banks	1996-06-14	UHC-98310-32	—	1224 Park Pl, Dallas, TX, 75244	0.60	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+4 more
PRV-20006	PRV	Margaret K Bell	2006-07-25	UHC-39574-66	—	4859 Elm St, Tampa, FL, 33618	0.60	Name re-cased Date of birth reformatted Phone missing area code Member ID reformatted+4 more
ENR-122346	ENR	Wasington C Walter	1981-12-16	UHC-34661-92	—	6312 Park Pl, Nashville, TN, 37285	0.60	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+4 more
ENR-115344	ENR	Marttha J Ramirez	1997-05-05	UHC-27227-35	—	9690 Valley View Dr, Los Angeles, CA, 90091	0.60	Name re-cased Date of birth reformatted Phone missing area code Member ID reformatted+4 more
ENR-131615	ENR	Linda B Chavez	1994-09-26	UHC-41372-85	—	5792 Valley View Dr, San Antonio, TX, 78238	0.60	Name re-cased Date of birth reformatted Phone missing area code Member ID reformatted+4 more
CLM-424501	CLM	Nicholas Burns	1982-06-07	UHC-59582-06	—	2447 Grand Ave, Eden Prairie, MN, 55368	0.60	Name re-cased Phone missing area code Member ID reformatted Street suffix standardised+4 more

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