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 “Phone reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPhone reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-134873	ENR	Samuel W Fisher	1963-12-19	UHC-86502-09	2214006909	1226 Palm Dr, Denver, CO, 80298	0.48	Name split from “Last, First”Two-digit birth year Phone reformatted Member ID reformatted+4 more
ENR-112398	ENR	Bobby Harper	1991-12-14	UHC-24069-93	2702784382	516 Park Pl, Fresno, CA	0.48	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-101242	ENR	Roger D Clark	1985-04-20	UHC-11754-69	7485158732	1018 Grand Ave, Nashville, TN, 37221	0.48	Name split from “Last, First”Middle initial moved out of first name Date of birth reformatted Phone reformatted+4 more
ENR-100362	ENR	Alice R Hudson	1997-06-04	UHC-39004-68	8112174753	5423 Bayshore Dr, Fresno, CA, 93714	0.48	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+4 more
ENR-120093	ENR	Tyler L Chapman	2005-02-26	UHC-17051-99	3412087504	6201 Mountain View Dr, Sacramento, CA, 95811	0.48	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+4 more
ENR-124123	ENR	Carol Kelly	—	UHC-09522-48	3018346050	1796 Maple Ave, Seattle, WA, 98114	0.48	Date of birth missing Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-116655	ENR	Teresa Taylor	2007-08-11	UHC-76093-82	4685133749	3498 Bayshore Dr, Tampa, FL	0.48	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-101107	ENR	Burke S Hannah	2008-11-14	UHC-00120-23	2619341416	7092 Canyon Rd, Chandler, AZ, 85257	0.48	Middle initial moved out of first name Name re-cased Phone reformatted Street suffix standardised+4 more
ENR-103299	ENR	Anna Chapman	1947-10-17	—	3139061549	1007 Main St, Charlotte, NC, 28228	0.48	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-125589	ENR	Arthur R Washington	1978-04-20	UHC-16202-78	8788071825	4585 Mesa Dr, San Antonio, TX, 78214	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-102974	ENR	Laura E Willis	1946-03-19	UHC-57630-65	2516774992	3014 Jefferson Ave, San Diego, CA	0.48	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-112697	ENR	Willie P Hoffman	1963-05-05	UHC-26483-10	3829388058	5145 Mesa Dr # 515, Denver, CO, 80241	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+4 more
ENR-104911	ENR	Dilan Arnold	1964-03-17	UHC-34868-16	2825056090	7544 Pine Dr, Jacksonville, FL	0.48	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-104451	ENR	Austin B Reid	1941-04-21	UHC-86036-53	4433651405	1361 Pine Dr, Tampa, FL, 33631	0.48	Name re-cased Two-digit birth year Phone reformatted SSN last four extracted+4 more
ENR-104450	ENR	Austin B Reid	1941-04-21	UHC-86036-53	4433651405	1361 Pine Dr, Tampa, FL, 33631	0.48	Name re-cased Two-digit birth year Phone reformatted SSN last four extracted+4 more
ENR-118655	ENR	Kayla Alvarez	1965-02-05	UHC-80479-03	2013970498	2707 Church St, Seattle, WA	0.48	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+4 more
ENR-114882	ENR	DebraJunk	1947-12-10	UHC-73580-79	3066553236	9195 Hillcrest Rd, Sacramento, CA, 95870	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-104860	ENR	Willie W Phillips	1991-11-15	UHC-87487-87	2262724213	7567 Grand Ave, Charlotte, NC, 28265	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-110202	ENR	Noah Miller	—	UHC-00633-60	8687041115	468 Bayshore Dr, Scottsdale, AZ, 85250	0.48	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-130369	ENR	Edward X Valdez	2006-10-03	UHC-62382-43	8678365610	608 Church St Apt 2, Chandler, AZ	0.48	Name re-cased Phone reformatted Unit split from street Street suffix standardised+4 more
ENR-130634	ENR	Mariana I Campbell	1992-06-07	UHC-52447-06	4639530818	3807 Hillcrest Rd, Seattle, WA, 98193	0.48	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-132279	ENR	Diane P Stephens	1971-04-01	UHC-27084-18	3586056108	2642 Highland Ave, Chandler, AZ	0.48	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+4 more
ENR-141081	ENR	Roy U Ortiz	1995-04-07	UHC-61154-15	7566682215	6507 Bayshore Dr, Austin, TX	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-128704	ENR	Joan L Sanchez	1975-05-08	UHC-91458-47	7865919001	179 Highland Ave, Los Angeles, CA, 90083	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-133540	ENR	Samantha L Bryant	1996-10-03	UHC-70891-58	8625351356	7358 Indian School Rd, Seattle, WA, 98163	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-110117	ENR	John D Bradley	1973-03-13	UHC-80398-48	5965673213	349 River Rd, Chandler, AZ, 85266	0.48	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+4 more
ENR-107676	ENR	Marina X Vega	1952-12-03	UHC-12595-74	4653251232	5684 Church St Apt 6, Tucson, AZ, 85749	0.48	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+4 more
ENR-101528	ENR	Amber Jimenez	—	UHC-80329-77	7878524581	9003 Camelback Rd, Glendale, AZ	0.48	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+4 more
ENR-104963	ENR	DJunk	1995-01-26	UHC-47283-19	6999370930	2816 Hillcrest Rd, Fresno, CA	0.48	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-123599	ENR	Cox Mary	1974-07-26	UHC-49025-41	5476980395	8749 Indian School Rd, Seattle, WA, 98151	0.48	Phone reformatted Street suffix standardised Address re-cased City re-cased+4 more
ENR-102690	ENR	Brittany J Reyes	2005-12-07	UHC-09394-82	6403240460	2192 Maple Ave, Austin, TX, 78737	0.48	Middle initial moved out of first name Date of birth reformatted Phone reformatted Member ID reformatted+4 more
ENR-109080	ENR	Natalie C Riley	1951-12-26	UHC-39071-71	7339481649	9343 Ridge Rd, Seattle, WA	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-113410	ENR	Denise Q Guerrero	1997-11-18	UHC-92483-29	5847113510	4184 Highland Ave, Tucson, AZ, 85734	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-138813	ENR	Ashley Rivera	1996-08-18	UHC-34802-94	5224495365	2309 Apache Blvd Apt 22, Tempe, AZ, 85227	0.48	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
ENR-113438	ENR	Sarah Larson	1993-05-11	UHC-85512-59	4467645531	6521 River Rd # 593, Dallas, TX, 75269	0.48	Name re-cased Phone reformatted Unit split from street Street suffix standardised+4 more
ENR-106896	ENR	Viirginia W Gibson	—	UHC-99575-20	4347781662	7772 Baseline Rd, Nashville, TN, 37296	0.48	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+4 more
ENR-131727	ENR	Edward Carr	1942-01-23	UHC-78994-20	9218258331	7910 Willow Ct, Fresno, CA, 93785	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-137987	ENR	Brandon J Castro	1980-01-22	UHC-80743-04	7972090464	6905 Camelback Rd, Phoenix, AZ	0.48	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-110502	ENR	Sara Sanders	1970-11-07	UHC-46950-51	8132133545	2403 Spring St, Denver, CO	0.48	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-142524	ENR	Beverly Carlson	1981-05-25	UHC-50578-50	3372737487	7248 Grand Ave, Austin, TX, 78747	0.48	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
ENR-126600	ENR	Karen Ruiz	1943-08-01	UHC-25421-25	9193230121	5995 Sage Ct, Austin, TX, 78782	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-134164	ENR	Scott Gardner	—	UHC-41805-67	2747519604	7087 Ridge Rd, Glendale, AZ, 85312	0.48	Date of birth reformatted Date of birth unreadable Phone reformatted Member ID reformatted+4 more
ENR-119095	ENR	Brandon A Toorres	1955-11-27	UHC-26652-20	2868874840	4878 Canyon Rd, Chandler, AZ, 85267	0.48	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-107968	ENR	Diego Q Kennedy	1976-01-23	UHC-25490-55	4373004671	4159 Valley View Dr, Eden Prairie, MN, 55397	0.48	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+4 more
ENR-127629	ENR	Christina Schmidt	1977-07-28	UHC-55081-24	4049282746	5231 Lake View Rd, Tempe, AZ, 85205	0.48	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
ENR-129618	ENR	Teresa H West	1965-11-01	UHC-07289-33	2392612857	5088 Main St Apt 8, Mesa, AZ, 85245	0.48	Phone reformatted Member ID reformatted Unit split from street Street suffix standardised+4 more
ENR-138160	ENR	JohnJunk	1997-05-03	UHC-54344-81	5745986144	2081 Spring St, Columbus, OH, 43296	0.48	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
ENR-108019	ENR	Linda Y Goemz	2002-12-22	UHC-79026-95	8369190647	2234 Mesa Dr Apt 7, Gilbert, AZ	0.48	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
ENR-127720	ENR	Dennis Park	1948-06-15	UHC-17765-89	6239833077	5191 Ocean Ave, Charlotte, NC	0.48	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
ENR-121802	ENR	Madison Young	2002-07-11	UHC-76655-99	8318636431	1027 Harbor Blvd # 193, Charlotte, NC, 28209	0.48	Name re-cased Phone reformatted Member ID reformatted Unit split from street+4 more

28,181 rows, page 26 of 564Previous Next