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

Enrollment, flag “State name converted to code”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagState name converted to codeClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-117393	ENR	Adam E Guzman	1971-10-10	UHC-80900-49	4283226244	2639 Elm St Apt 39, Plano, TX, 75048	0.38	Name re-cased Two-digit birth year Unit split from street Street suffix standardised+3 more
ENR-127545	ENR	William Freeman	1954-03-22	UHC-52307-49	8858555367	765 Highland Ave Apt 26, Plano, TX, 75071	0.38	Name re-cased Two-digit birth year Unit split from street Street suffix standardised+3 more
ENR-121166	ENR	Hannah Simpson	1996-01-10	UHC-46037-77	5683791456	7540 Camelback Rd # 831, Tucson, AZ, 85725	0.38	Two-digit birth year Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-116804	ENR	Jack Wells	1996-07-24	UHC-04105-55	3412874488	3646 Sunset Blvd, Tempe, AZ, 85249	0.38	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-121158	ENR	Alan Marquez	2002-02-16	UHC-88620-29	3713365295	2304 Central Ave Apt 25, Fresno, CA, 93742	0.38	Member ID reformatted Unit split from street Street suffix standardised Address re-cased+3 more
ENR-102828	ENR	Santiago W Aguilar	1946-01-13	UHC-56097-85	—	7366 Sunset Blvd, Charlotte, NC, 28219	0.38	Name split from “Last, First”Middle initial moved out of first name Date of birth reformatted Member ID reformatted+3 more
ENR-141892	ENR	Michelle K Cruz	1975-05-02	UHC-29430-75	—	6540 Harbor Blvd, Tampa, FL, 33691	0.38	Name split from “Last, First”Street suffix standardised Address re-cased State name converted to code+3 more
ENR-140592	ENR	Benjamin Williams	1947-06-24	UHC-98822-50	2653956142	6053 Broadway, Tucson, AZ, 85739	0.38	Name split from “Last, First”Phone reformatted SSN last four extracted City re-cased+3 more
ENR-133918	ENR	Stephanie F Martinez	1978-06-25	UHC-10286-63	3042425372	4964 Church St, Sacramento, CA	0.38	Name split from “Last, First”Phone reformatted State name converted to code ZIP missing+3 more
ENR-115095	ENR	Martha I Ellis	1950-12-09	UHC-43659-49	—	2887 Highland Ave, Charlotte, NC, 28292	0.38	Phone missing area code Street suffix standardised Address re-cased State name converted to code+3 more
ENR-125146	ENR	Gary E Ortiz	2006-09-25	UHC-32126-66	3104012418	9373 Pine Dr, Sacramento, CA, 95801	0.38	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-101938	ENR	Doris R Black	1957-02-20	UHC-33201-57	7223618617	4505 Ridge Rd, Denver, CO, 80277	0.38	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+3 more
ENR-106552	ENR	Janice V Tran	1977-08-21	UHC-34246-57	7909389444	5132 Jefferson Ave, San Antonio, TX, 78239	0.38	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-109193	ENR	Sims Joseph	2001-03-26	UHC-26661-07	5009738066	8402 Baseline Rd, Sacramento, CA, 95827	0.38	Name re-cased Two-digit birth year SSN last four extracted Street suffix standardised+3 more
ENR-109600	ENR	Patricya M Rivera	1967-02-21	UHC-78624-58	4578657635	9792 Ridge Rd, Gilbert, AZ, 85229	0.38	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-102807	ENR	Julie Hansen	—	UHC-11629-44	4145977826	667 Oak St, Eden Prairie, MN, 55336	0.38	Date of birth unreadable Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-142740	ENR	Camila L Kelly	—	UHC-54469-23	6054453867	7640 Cedar Ln, Sacramento, CA	0.38	Date of birth unreadable Phone reformatted SSN last four extracted City re-cased+3 more
ENR-110207	ENR	Farnk B Anderson	1941-10-02	UHC-34079-95	7088392899	3969 Apache Blvd, Tucson, AZ, 85784	0.38	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-130647	ENR	Jake C Harvey	1991-02-10	UHC-30103-80	3422132751	9345 Main St, San Diego, CA, 92168	0.38	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+3 more
ENR-117735	ENR	George Gomeez	—	UHC-95429-87	5989142993	5861 Highland Ave, Glendale, AZ	0.38	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-125399	ENR	Vincent C Dixon	1985-07-10	UHC-85495-07	2163164367	7753 Pine Dr, Seattle, WA	0.38	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-131291	ENR	Lisa Wong	1966-09-13	UHC-10089-20	5915578825	6788 Oak St Apt 39, Tucson, AZ	0.38	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-114058	ENR	Harold U Nelson	1971-09-18	UHC-43965-26	3195965425	918 Elm St # 112, Austin, TX, 78796	0.38	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+3 more
ENR-142324	ENR	Joseph O Davis	2006-06-06	UHC-17649-21	2759515820	8059 Grand Ave, Scottsdale, AZ, 85220	0.38	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-101803	ENR	Wei Davis	1986-01-07	UHC-37408-64	—	5765 Grand Ave, Los Angeles, CA, 90006	0.38	Name re-cased Two-digit birth year Phone missing area code Street suffix standardised+3 more
ENR-118182	ENR	Carlo F Rodriguez	1988-03-21	UHC-06063-90	5852069866	1060 Washington St, Tempe, AZ, 85251	0.38	SSN last four extracted Street suffix standardised Address re-cased City re-cased+3 more
ENR-122031	ENR	Cheryl Butler	—	UHC-37634-84	—	5797 Cedar Ln, Orlando, FL, 32848	0.38	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+3 more
ENR-103528	ENR	Emily Roberts	2006-06-27	UHC-37593-70	—	2034 Hillcrest Rd, Phoenix, AZ, 85017	0.38	Name split from “Last, First”Phone missing area code Street suffix standardised Address re-cased+3 more
ENR-117957	ENR	Karen Luna	1909-04-10	UHC-61000-68	2092799432	4710 Sage Ct # 101, Los Angeles, CA, 90031	0.38	Unit split from street Street suffix standardised Address re-cased State name converted to code+3 more
ENR-142566	ENR	Linda Hawkins	2003-08-25	UHC-13331-05	4353771048	9606 Oak St, Tempe, AZ, 85276	0.38	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-110023	ENR	KJunk	1980-08-22	UHC-49536-51	9782780081	5676 Pine Dr, Eden Prairie, MN, 55349	0.38	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+3 more
ENR-107067	ENR	Zachary J Berry	1973-01-01	UHC-88160-93	6592567839	9420 Spring St, Houston, TX, 77094	0.38	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+3 more
ENR-116236	ENR	Catherine Y Jamse	1988-09-11	UHC-83902-40	—	6878 Ridge Rd, Austin, TX, 78756	0.38	Two-digit birth year Street suffix standardised Address re-cased State name converted to code+3 more
ENR-127677	ENR	Robert Guerrero	1949-03-04	UHC-68316-58	3594343389	1020 Washington St, Orlando, FL	0.38	Name re-cased Two-digit birth year Phone reformatted State name converted to code+3 more
ENR-108540	ENR	Jordan V Garcia	1983-04-26	UHC-92335-51	5989909297	8139 Harbor Blvd, Chandler, AZ, 85267	0.38	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-127902	ENR	Elizabeth L Santiago	1974-02-24	UHC-79914-44	4634165665	1713 Ridge Rd Apt 35, Mesa, AZ, 85274	0.38	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
ENR-116330	ENR	Judy K Jimenez	—	UHC-73726-15	3739974886	2760 Mesa Dr, Gilbert, AZ, 85297	0.38	Date of birth missing Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-126348	ENR	Debra Coleman	1972-03-28	UHC-55489-25	5452817895	6947 Ocean Ave, Tempe, AZ	0.38	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-114047	ENR	David W Bruoks	1969-07-04	UHC-65781-99	2547589030	974 Cedar Ln, Gilbert, AZ, 85202	0.38	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-117763	ENR	Kelly Kelly	1943-06-14	UHC-69020-57	7734348112	8272 Oak St, Seattle, WA	0.38	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-111892	ENR	Anna J Allen	1977-07-07	UHC-01802-26	—	4429 Mesa Dr Apt 26, Tempe, AZ, 85289	0.38	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+3 more
ENR-116214	ENR	Terry W Richards	1989-11-18	UHC-99279-22	2535387396	2331 Apache Blvd, Minneapolis, MN, 55481	0.38	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-134632	ENR	Bradley E Wells	1969-03-22	UHC-90993-50	5417821079	3903 Elm St, Miami, FL, 33149	0.38	Phone reformatted Street suffix standardised Address re-cased State name converted to code+3 more
ENR-128356	ENR	Vincent N Campbell	1950-02-26	UHC-73442-08	7115827776	9392 Harbor Blvd, Nashville, TN, 37212	0.38	Middle initial moved out of first name Name re-cased Two-digit birth year Phone reformatted+3 more
ENR-128355	ENR	Vincent N Campbell	1950-02-26	UHC-73442-08	7115827776	9392 Harbor Blvd, Nashville, TN, 37212	0.38	Middle initial moved out of first name Name re-cased Two-digit birth year Phone reformatted+3 more
ENR-116934	ENR	Joyce Martin	1989-03-11	UHC-35985-56	—	4978 Mountain View Dr, Eden Prairie, MN, 55366	0.38	Name re-cased Phone missing area code Street suffix standardised Address re-cased+3 more
ENR-111314	ENR	Joshua Holmes	1977-04-20	UHC-28099-06	7197086582	2964 Bayshore Dr, Mesa, AZ, 85270	0.38	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-125372	ENR	Danielle I Brooks	2006-01-25	UHC-25272-64	—	533 Maple Ave, Scottsdale, AZ, 85253	0.38	Name split from “Last, First”Phone missing area code Member ID reformatted Street suffix standardised+3 more
ENR-132300	ENR	Philip H Willis	1968-02-27	UHC-00426-62	—	8286 Bayshore Dr, Seattle, WA	0.38	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-108522	ENR	Chris L Johnsn	1960-01-06	UHC-97353-14	6145329270	6104 Camelback Rd, Atlanta, GA	0.38	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more

4,296 rows, page 7 of 86Previous Next