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 code upper-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagState code upper-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-409374	CLM	Philip Hawkins	1966-10-07	UHC-73494-21	9812254974	2099 Canyon Rd, Fresno, CA, 93737	0.92	Name re-cased Phone reformatted State code upper-cased Placeholder values cleared
ENR-100471	ENR	Danielle Turner	2001-03-28	UHC-41679-22	4216491332	9206 Pine Dr, Columbus, OH, 43226	0.92	Name re-cased Date of birth reformatted Phone reformatted State code upper-cased
ENR-141075	ENR	Matthew Bell	2001-04-16	UHC-24569-46	6264704299	903 Jefferson Ave, Scottsdale, AZ, 85281	0.92	Name re-cased Phone reformatted State code upper-cased Whitespace trimmed
ENR-139621	ENR	Hannah Flores	1954-07-12	UHC-13128-47	5977160199	7702 Main St, Minneapolis, MN, 55432	0.92	Date of birth reformatted Phone reformatted State code upper-cased Placeholder values cleared
ENR-136333	ENR	Gerald J Cole	1991-12-21	UHC-56705-90	3633755047	3808 Highland Ave, Houston, TX, 77030	0.92	Phone reformatted Member ID reformatted City re-cased State code upper-cased
ENR-139961	ENR	Heather Richards	1941-11-18	UHC-88096-44	6164691563	6390 Broadway, San Antonio, TX, 78292	0.92	Phone reformatted State code upper-cased Whitespace trimmed Placeholder values cleared
ENR-122021	ENR	Karen Y Mitchell	1996-06-04	UHC-88403-77	9339211041	4950 Ridge Rd, Orlando, FL, 32831	0.92	Name re-cased State code upper-cased Email lower-cased Whitespace trimmed
CLM-409689	CLM	Megan West	1940-02-24	—	—	140 Elm St, Plano, TX, 75081	0.92	Name re-cased State code upper-cased Whitespace trimmed Placeholder values cleared
CLM-430368	CLM	Frances Rice	1939-04-09	UHC-56562-77	—	817 Washington St, Las Vegas, NV, 89154	0.92	Name re-cased Date of birth reformatted State code upper-cased Placeholder values cleared
TPA-62079	TPA	Ryan Nichols	1978-02-25	—	2705479337	4417 Camelback Rd, San Diego, CA, 92172	0.92	Name re-cased Phone reformatted State code upper-cased Placeholder values cleared
TPA-50636	TPA	Keith M Payne	1997-02-13	—	8374687938	5572 Broadway, Phoenix, AZ, 85038	0.92	Date of birth reformatted Phone reformatted State code upper-cased Placeholder values cleared
ENR-105505	ENR	Lawrence Harris	2008-04-03	UHC-52485-42	4144172685	2714 Elm St, Mesa, AZ, 85275	0.92	Name re-cased Phone reformatted State code upper-cased Whitespace trimmed
ENR-106396	ENR	Frank Richards	1949-06-20	UHC-87366-39	—	7427 Union St, Chandler, AZ, 85261	0.92	Name re-cased Date of birth reformatted State code upper-cased Whitespace trimmed
CLM-401924	CLM	Teresa Harvy	1995-07-24	—	3347836443	4064 Palm Dr, Mesa, AZ, 85261	0.92	Name re-cased Phone reformatted State code upper-cased Placeholder values cleared
CLM-430224	CLM	Heather Ramos	1992-12-17	UHC-57016-71	—	6418 Central Ave, Eden Prairie, MN, 55382	0.92	Date of birth reformatted State code upper-cased Whitespace trimmed Placeholder values cleared
CLM-425671	CLM	Kenneth Delgado	1956-05-01	UHC-48532-68	—	254 Palm Dr, Dallas, TX, 75268	0.92	Name re-cased State code upper-cased Whitespace trimmed Placeholder values cleared
CLM-424952	CLM	Joan U Garcia	1956-02-10	—	—	5420 Market St, Eden Prairie, MN, 55374	0.92	City re-cased State code upper-cased Whitespace trimmed Placeholder values cleared
ENR-127583	ENR	Ruth D Mills	2005-05-13	UHC-50500-21	—	6713 Market St, Tampa, FL, 33618	0.92	Name re-cased Date of birth reformatted State code upper-cased Whitespace trimmed
CLM-410852	CLM	Kayla Thompson	1963-09-26	—	—	89 Park Pl, Mesa, AZ, 85276	0.92	Name re-cased Date of birth reformatted State code upper-cased Placeholder values cleared
TPA-50351	TPA	Matthew Brown	1973-10-21	—	4644624267	4028 Mesa Dr, Austin, TX, 78773	0.92	Phone reformatted State code upper-cased Whitespace trimmed Placeholder values cleared
ENR-105213	ENR	Amber Richards	1978-07-21	UHC-43880-34	7769510980	7473 Willow Ct, Columbus, OH, 43218	0.92	Date of birth reformatted State code upper-cased Whitespace trimmed Placeholder values cleared
ENR-135482	ENR	Bryan Santiago	2003-02-27	UHC-24972-80	—	6211 Highland Ave, Tempe, AZ, 85258	0.92	Name re-cased State code upper-cased Whitespace trimmed Placeholder values cleared
TPA-61998	TPA	Lauren Hoffman	1940-07-25	—	—	1201 Meadow Ln, Jacksonville, FL, 32203	0.92	Name re-cased State code upper-cased Whitespace trimmed Placeholder values cleared
TPA-60709	TPA	Emma Wright	1978-08-21	—	8372116674	4449 Jefferson Ave, Chandler, AZ, 85228	0.92	Phone reformatted State code upper-cased Whitespace trimmed Placeholder values cleared
ENR-121489	ENR	Naancy M Pierce	1952-06-26	—	6417254685	6321 Willow Ct, Nashville, TN, 37226	0.92	Name re-cased State code upper-cased Whitespace trimmed Placeholder values cleared
CLM-417659	CLM	Jack Meyer	1996-06-12	UHC-47355-03	—	8203 Mesa Dr, San Diego, CA, 92140	0.92	Name re-cased State code upper-cased Whitespace trimmed Placeholder values cleared
CLM-400618	CLM	Gary D Thompson	2003-12-24	—	9834902948	7150 Main St, Miami, FL, 33116	0.92	Phone reformatted State code upper-cased Whitespace trimmed Placeholder values cleared
ENR-119245	ENR	Mrilyn Hansen	1962-11-20	UHC-87902-53	4628947106	659 Broadway, Jacksonville, FL, 32295	0.92	Phone reformatted City re-cased State code upper-cased Placeholder values cleared
PRV-28057	PRV	Lisa F Evans	1994-05-23	—	—	3982 Willow Ct, Los Angeles, CA, 90056	0.92	Date of birth reformatted State code upper-cased Whitespace trimmed Placeholder values cleared
ENR-113439	ENR	Teresa T Yang	1939-07-03	UHC-95957-35	5948036884	1298 River Rd, Tempe, AZ, 85245	0.92	Phone reformatted State code upper-cased Whitespace trimmed Placeholder values cleared
ENR-118253	ENR	Maria Z Yang	2007-10-28	UHC-66599-90	6939148689	5815 Hillcrest Rd, Los Angeles, CA, 90047	0.92	Phone reformatted State code upper-cased Whitespace trimmed Placeholder values cleared
ENR-139702	ENR	Sharon S Brooks	1973-01-21	UHC-47249-88	4472184819	7716 Church St, Scottsdale, AZ, 85212	0.92	Phone reformatted City re-cased State code upper-cased Plan code upper-cased
CLM-417431	CLM	Mari Jenkins	1941-07-28	UHC-97871-08	—	771 Ridge Rd, Denver, CO, 80202	0.92	Name re-cased State code upper-cased Whitespace trimmed Placeholder values cleared
CLM-412047	CLM	Michael Bishop	1941-05-08	UHC-40617-39	2478581256	5310 Lincoln Way, Tempe, AZ, 85231	0.92	Phone reformatted State code upper-cased Whitespace trimmed Placeholder values cleared
ENR-139923	ENR	Luis G Watson	1974-09-26	UHC-67075-45	4788053781	844 Washington St, Gilbert, AZ, 85232	0.92	Phone reformatted State code upper-cased Whitespace trimmed Placeholder values cleared
CLM-430678	CLM	Nicholas Schultz	1952-09-10	UHC-04878-11	4509074005	441 Ocean Ave, Denver, CO, 80216	0.92	Name re-cased Phone reformatted State code upper-cased Placeholder values cleared
CLM-417029	CLM	Linda Wong	1983-11-12	UHC-06165-19	7478191780	2608 Church St, Atlanta, GA, 30309	0.92	Name re-cased State code upper-cased Whitespace trimmed Placeholder values cleared
CLM-402564	CLM	Jacob A Wilson	1965-02-09	UHC-87096-71	4539048478	1598 Lincoln Way, Atlanta, GA, 30322	0.92	State code upper-cased Plan code upper-cased Whitespace trimmed Placeholder values cleared
TPA-55369	TPA	Robert Weaver	1962-01-16	—	—	9421 Desert Sky Blvd, Miami, FL, 33162	0.92	Date of birth reformatted City re-cased State code upper-cased Placeholder values cleared
CLM-400118	CLM	Nicole Guerrero	2003-02-11	—	—	2648 Lincoln Way, Houston, TX, 77083	0.92	Name re-cased Date of birth reformatted State code upper-cased Placeholder values cleared
ENR-113859	ENR	Sean Silva	1959-05-03	UHC-15160-88	7673356525	7819 Church St, Chandler, AZ, 85221	0.92	Phone reformatted State code upper-cased Whitespace trimmed Placeholder values cleared
ENR-139628	ENR	Nancy Patel	1973-07-10	UHC-46379-42	—	6370 Mesa Dr, San Antonio, TX, 78209	0.92	Name re-cased Date of birth reformatted State code upper-cased Email lower-cased
ENR-139627	ENR	Nancy Patel	1973-07-10	UHC-46379-42	—	6370 Mesa Dr, San Antonio, TX, 78209	0.92	Name re-cased Date of birth reformatted State code upper-cased Email lower-cased
TPA-59109	TPA	Bryan Graham	1999-09-04	—	—	301 Baseline Rd, Denver, CO, 80251	0.92	Name re-cased Date of birth reformatted State code upper-cased Placeholder values cleared
CLM-413937	CLM	Kathleen C Lee	1969-12-07	UHC-70217-02	—	4961 Lake View Rd, Mesa, AZ, 85219	0.92	Name re-cased State code upper-cased Whitespace trimmed Placeholder values cleared
PRV-21219	PRV	Lawrence Clark	1996-12-10	UHC-09797-27	8802015475	6263 River Rd, Chandler, AZ, 85265	0.92	State code upper-cased Email lower-cased Whitespace trimmed Placeholder values cleared
CLM-403627	CLM	Edward Porter	1999-07-28	—	—	226 Broadway, Houston, TX, 77018	0.92	Name re-cased State code upper-cased Whitespace trimmed Placeholder values cleared
ENR-111214	ENR	Samuel A Payne	1976-12-25	UHC-26523-27	2856540118	3658 Highland Ave, Plano, TX, 75059	0.92	Phone reformatted State code upper-cased Email lower-cased Whitespace trimmed
ENR-139713	ENR	Matt Jones	1997-02-25	UHC-15208-83	—	128 Highland Ave, Tucson, AZ, 85787	0.92	Name re-cased State code upper-cased Whitespace trimmed Placeholder values cleared
CLM-417817	CLM	Amy Ferguson	1944-01-22	—	2068895002	3896 Camelback Rd, Tucson, AZ, 85757	0.92	Phone reformatted State code upper-cased Whitespace trimmed Placeholder values cleared

4,010 rows, page 75 of 81Previous Next