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-111443	ENR	Hannah K Freeman	1989-01-10	UHC-41971-97	7959801389	1191 Palm Dr, Orlando, FL	0.38	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-137352	ENR	Martha T Black	1979-07-25	UHC-60855-59	7275741569	4783 River Rd, Minneapolis, MN, 55407	0.38	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
CLM-427950	CLM	Elijah Gilbert	1998-08-12	UHC-00785-53	—	7681 Canyon Rd Apt 30, Charlotte, NC, 28207	0.38	Unit split from street Street suffix standardised Address re-cased State name converted to code+3 more
CLM-412515	CLM	Camila D James	1946-05-03	UHC-19721-31	—	6031 Oak St # 857, Eden Prairie, MN, 55354	0.38	Middle initial moved out of first name Unit split from street Street suffix standardised Address re-cased+3 more
ENR-100992	ENR	Megan B Delgado	1972-04-12	UHC-66630-74	—	9891 Baseline Rd Apt 28, Chandler, AZ, 85258	0.38	Middle initial moved out of first name Date of birth reformatted Unit split from street State name converted to code+3 more
PRV-22071	PRV	Joshua Munoz	1994-01-20	—	2214594792	4852 Washington St, Dallas, TX	0.38	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-125800	ENR	Kimberly T Rose	1961-07-06	UHC-88845-21	9013335157	1611 Spring St, Gilbert, AZ, 85247	0.38	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-141656	ENR	Megan Wells	—	UHC-42115-34	4203850093	1527 Canyon Rd, Tucson, AZ, 85700	0.38	Date of birth missing SSN last four extracted Street suffix standardised Address re-cased+3 more
CLM-409136	CLM	Mariana Williamson	—	UHC-03230-89	—	1598 Desert Sky Blvd # 365, Phoenix, AZ, 85048	0.38	Name split from “Last, First”Date of birth missing Unit split from street City re-cased+3 more
ENR-107652	ENR	Kelly V Rogers	1973-07-25	UHC-83341-04	3498337678	8868 Oak St, Houston, TX, 77026	0.38	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-29371	PRV	Abigail S Webb	1997-07-23	—	—	7718 Harbor Blvd, Chandler, AZ, 85238	0.38	Phone missing area code Street suffix standardised Address re-cased State name converted to code+3 more
ENR-113994	ENR	Lisa Singh	1947-03-16	UHC-06275-32	2475589397	8393 Cedar Ln Apt 32, Glendale, AZ, 85360	0.38	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
PRV-29564	PRV	Susan Hart	1938-10-02	UHC-24309-19	3556006318	2889 Maple Ave Apt 21, Fresno, CA	0.38	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
ENR-111766	ENR	Henry A Adams	—	UHC-21262-29	6504101200	1169 Elm St, Plano, TX, 75003	0.38	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-416350	CLM	Jesse W Greene	1958-03-12	UHC-31276-72	—	9216 Hillcrest Rd, Los Angeles, CA	0.38	Name re-cased Street suffix standardised Address re-cased State name converted to code+3 more
ENR-103367	ENR	Andrea M James	1953-02-16	UHC-49092-78	—	4986 Highland Ave, Plano, TX, 75053	0.38	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-103366	ENR	Andrea M James	1953-02-16	UHC-49092-78	—	4986 Highland Ave, Plano, TX, 75053	0.38	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-141664	ENR	Dylan HJunk	2003-08-15	—	5559234313	4658 Valley View Dr, Los Angeles, CA, 90028	0.38	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
CLM-431975	CLM	Samuel Ray	1998-10-01	UHC-71219-67	3219583527	9124 Spring St, Charlotte, NC, 28299	0.38	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-138468	ENR	Carl C Milller	—	UHC-42305-55	9457385035	170 Willow Ct, Miami, FL	0.38	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+3 more
CLM-416937	CLM	AmberJunk	1950-05-03	UHC-16493-18	2847358059	3362 Pine Dr # 516, San Antonio, TX, 78252	0.38	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+3 more
ENR-119858	ENR	Heather N Hart	1940-09-07	UHC-30106-34	2089763047	3708 Hillcrest Rd, Miami, FL	0.38	Phone reformatted Street suffix standardised Address re-cased State name converted to code+3 more
ENR-136545	ENR	Samantha C Cruz	—	UHC-37990-57	—	4590 Bayshore Dr, Columbus, OH, 43250	0.38	Date of birth unreadable Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
ENR-140916	ENR	Ethan Y Thompson	1939-03-09	UHC-90196-95	8049026240	1975 Desert Sky Blvd Apt 39, Glendale, AZ, 85312	0.38	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
PRV-27984	PRV	Albert U Johnston	1961-05-09	UHC-58242-57	5548778504	5512 Highland Ave, Tucson, AZ, 85750	0.38	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-134733	ENR	Bryan Matthews	1988-07-28	UHC-23750-61	9246330012	8907 Harbor Blvd, Plano, TX, 75085	0.38	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-404275	CLM	Andrea Medina	1987-08-16	—	—	4090 Church St, Tucson, AZ, 85757	0.38	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+3 more
ENR-101967	ENR	Cheryl A Cunningham	1949-09-03	UHC-44238-01	8229730775	1762 Cedar Ln, Chandler, AZ, 85280	0.38	Two-digit birth year Phone reformatted SSN last four extracted Street suffix standardised+3 more
CLM-417303	CLM	Theresa Burns	1961-08-13	UHC-49456-91	8677651239	6374 River Rd, Miami, FL, 33146	0.38	Name split from “Last, First”Street suffix standardised Address re-cased State name converted to code+3 more
ENR-109454	ENR	Sofiia Robertson	1956-08-16	UHC-53644-18	—	1630 Mesa Dr, Minneapolis, MN, 55468	0.38	Name re-cased Street suffix standardised Address re-cased State name converted to code+3 more
CLM-400449	CLM	Margaret Cavez	1951-03-19	UHC-92419-11	—	5663 Spring St # 869, Minneapolis, MN, 55457	0.38	Name split from “Last, First”Date of birth reformatted Unit split from street Street suffix standardised+3 more
ENR-105205	ENR	Emma Jimenez	1947-03-08	UHC-12284-50	2597680633	6157 Palm Dr, Glendale, AZ	0.38	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-114808	ENR	Deborah Romero	1954-12-26	UHC-22670-89	8426149390	8812 Lincoln Way, Los Angeles, CA, 90076	0.38	Name split from “Last, First”Street suffix standardised Address re-cased State name converted to code+3 more
ENR-112221	ENR	Rachel W Elliott	1995-11-25	UHC-94005-32	9612852033	9231 River Rd, San Antonio, TX, 78241	0.38	Middle initial moved out of first name Phone reformatted SSN last four extracted Street suffix standardised+3 more
CLM-425686	CLM	Austin Robertson	1968-10-16	UHC-45622-09	—	7410 Ocean Ave Apt 39, Jacksonville, FL, 32222	0.38	Name split from “Last, First”Date of birth reformatted Unit split from street Street suffix standardised+3 more
ENR-103110	ENR	Gary Price	1976-10-01	UHC-09967-57	9218690091	8120 Bayshore Dr # 842, Chandler, AZ, 85219	0.38	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+3 more
TPA-51745	TPA	Sam Estrada	1976-06-12	—	2128189582	1665 Palm Dr Apt 10, Dallas, TX, 75266	0.38	Name split from “Last, First”Unit split from street Street suffix standardised Address re-cased+3 more
TPA-57049	TPA	Nathan Burns	1951-06-09	—	—	9807 Mesa Dr # 200, Austin, TX, 78779	0.38	SSN last four extracted Unit split from street Street suffix standardised Address re-cased+3 more
TPA-63037	TPA	Steve King	1969-01-20	—	—	5493 Meadow Ln, Los Angeles, CA, 90019	0.38	Name split from “Last, First”Street suffix standardised Address re-cased State name converted to code+3 more
ENR-120588	ENR	Diana P Ruiz	—	UHC-17013-52	4843639569	6684 Indian School Rd, Tucson, AZ, 85771	0.38	Name split from “Last, First”Date of birth missing Phone reformatted Street suffix standardised+3 more
ENR-105526	ENR	Willie N Gonzalez	1938-08-11	UHC-09367-68	4997564927	8463 Indian School Rd Apt 10, Seattle, WA, 98160	0.38	Middle initial moved out of first name Phone reformatted Member ID reformatted Unit split from street+3 more
ENR-118274	ENR	Emma A Rios	1960-01-12	UHC-40743-44	—	1383 Willow Ct, Denver, CO, 80297	0.38	Phone missing area code Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-141838	ENR	Ana P Lewis	1951-03-11	—	3924669478	7077 Palm Dr # 323, Austin, TX, 78718	0.38	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
CLM-423373	CLM	Brandon Halll	1997-08-11	UHC-21070-59	—	1192 Union St Apt 7, Chandler, AZ, 85280	0.38	Unit split from street Street suffix standardised Address re-cased City re-cased+3 more
ENR-120825	ENR	Gerald Hunter	—	UHC-11413-03	4457338803	5105 Sunset Blvd, Columbus, OH	0.38	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-108073	ENR	Emily Lopez	2004-08-12	UHC-26356-08	4127016275	3277 Forest Ave, Seattle, WA, 98153	0.38	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-56725	TPA	Amy Lawrence	2003-09-23	—	—	2012 Mountain View Dr Apt 20, Denver, CO, 80247	0.38	Unit split from street Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
TPA-63933	TPA	Mary Freeman	1989-10-16	—	—	2156 Highland Ave Apt 8, Sacramento, CA, 95892	0.38	Name split from “Last, First”Unit split from street Street suffix standardised Address re-cased+3 more
CLM-425804	CLM	Stephanie Chapman	1961-10-04	—	6256883610	7839 Main St # 781, Gilbert, AZ, 85262	0.38	Two-digit birth year Phone reformatted Unit split from street Street suffix standardised+3 more
PRV-24130	PRV	Beth R Howard	2001-12-10	—	—	6188 Church St, San Antonio, TX, 78214	0.38	Name re-cased Phone missing area code Street suffix standardised Address re-cased+3 more

16,828 rows, page 19 of 337Previous Next