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 “Member ID reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagMember ID reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-113675	ENR	Paul V Rivera	1949-01-27	UHC-20758-69	3145054679	43 Lake View Rd, Gilbert, AZ, 85275	0.62	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-116840	ENR	Mei Powell	1938-01-21	UHC-86561-31	—	9037 Ridge Rd, Scottsdale, AZ, 85281	0.62	Name re-cased Phone missing area code Member ID reformatted Street suffix standardised+3 more
ENR-115300	ENR	Wei Schmidt	1999-03-17	UHC-77674-75	—	4870 Pine Dr, Tempe, AZ, 85210	0.62	Name re-cased Phone missing area code Member ID reformatted Street suffix standardised+3 more
ENR-123790	ENR	Priya F Alvarado	1981-02-27	UHC-65556-89	5397289726	1111 Ridge Rd, Scottsdale, AZ, 85253	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+3 more
ENR-111144	ENR	Christine B Porter	1989-09-25	UHC-92458-92	2055904854	1062 Apache Blvd, Plano, TX, 75019	0.62	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
CLM-421247	CLM	Michael Simmons	1978-04-13	UHC-43803-76	7855554793	7323 Park Pl, Dallas, TX, 75206	0.62	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-140240	ENR	Sharon Davis	1996-09-05	UHC-22421-51	3675703349	8337 Canyon Rd, Plano, TX, 75066	0.62	Name re-cased Phone reformatted Member ID reformatted SSN last four extracted+3 more
ENR-118154	ENR	Patricia T Patel	1958-07-09	UHC-33252-46	7033724602	3400 Central Ave, Nashville, TN, 37256	0.62	Name split from “Last, First”Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-122108	ENR	Terry Gomez	1945-07-27	UHC-19314-17	8334702911	9617 Lake View Rd, Denver, CO, 80255	0.62	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-109496	ENR	Sara U Richardson	2002-11-24	UHC-15590-20	5574408247	2997 Pine Dr, San Antonio, TX, 78207	0.62	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-138720	ENR	Victoria Wilson	1991-09-07	UHC-94894-07	3499299962	6910 Baseline Rd, Jacksonville, FL, 32211	0.62	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+3 more
CLM-422883	CLM	Hannah P Ramos	1989-05-18	UHC-00055-77	3906755329	6381 Desert Sky Blvd, Dallas, TX, 75207	0.62	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-121311	ENR	AJunk	1988-05-07	UHC-38572-50	5726152702	6987 Maple Ave, Minneapolis, MN, 55421	0.62	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-410866	CLM	Lawrence Harper	1995-05-16	UHC-85664-27	—	3049 Broadway, Atlanta, GA, 30329	0.62	Name split from “Last, First”Two-digit birth year Member ID reformatted Address re-cased+3 more
ENR-109966	ENR	Wayne C Wallace	1967-05-17	UHC-45597-20	8288170374	4877 Valley View Dr, Tampa, FL, 33670	0.62	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
CLM-419909	CLM	Jonathan Baker	1967-06-19	UHC-36841-62	—	4091 Sunset Blvd, Columbus, OH, 43251	0.62	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-135033	ENR	Mateo Lee	1944-02-24	UHC-39222-72	7574343951	9241 Baseline Rd, Seattle, WA, 98157	0.62	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+3 more
ENR-113364	ENR	Evelyn Campbell	1999-05-21	UHC-88927-95	3747667952	8276 Spring St, Orlando, FL	0.62	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-136853	ENR	Stephen K Padilla	1989-03-27	UHC-13351-48	8665651864	212 Church St, Jacksonville, FL, 32236	0.62	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
PRV-28198	PRV	Stephanie Lewis	1946-06-23	UHC-31263-99	8395851189	8137 Desert Sky Blvd, Tampa, FL, 33617	0.62	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-110847	ENR	Diane Harper	2004-01-20	UHC-66799-46	9489392456	1196 Mountain View Dr, Columbus, OH, 43239	0.62	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+3 more
ENR-137892	ENR	Carl P Chapman	1972-03-02	UHC-14869-57	2303357304	7757 Hillcrest Rd, Columbus, OH, 43279	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+3 more
CLM-424749	CLM	Rebecca L Palmer	1961-01-18	UHC-84842-07	5843950447	5599 Market St, Las Vegas, NV, 89143	0.62	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+3 more
CLM-406242	CLM	Cmaila Jimenez	1975-10-02	UHC-71123-92	—	9655 Meadow Ln # 315, Plano, TX, 75028	0.62	Name re-cased Date of birth reformatted Member ID reformatted Unit split from street+3 more
CLM-406241	CLM	Cmaila Jimenez	1975-10-02	UHC-71123-92	—	9655 Meadow Ln # 315, Plano, TX, 75028	0.62	Name re-cased Date of birth reformatted Member ID reformatted Unit split from street+3 more
CLM-430786	CLM	Brittany Henderson	1992-12-05	UHC-13878-53	—	8332 Union St, Dallas, TX	0.62	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-416450	CLM	Priya Castro	1941-10-01	UHC-73873-85	—	1086 Oak St, Seattle, WA	0.62	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-117134	ENR	Roger J Johnston	1999-02-21	UHC-77763-47	8458310381	6521 Meadow Ln # 216, Tucson, AZ	0.62	Phone reformatted Member ID reformatted Unit split from street City re-cased+3 more
ENR-100889	ENR	Karen P Gutierrez	1983-05-20	UHC-40050-34	—	4665 Valley View Dr, Phoenix, AZ, 85075	0.62	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-100890	ENR	Karen P Gutierrez	1983-05-20	UHC-40050-34	—	4665 Valley View Dr, Phoenix, AZ, 85075	0.62	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-107551	ENR	Rebcca Burton	1945-09-24	UHC-76564-15	2059014534	4816 Central Ave, Orlando, FL, 32873	0.62	Date of birth reformatted Member ID reformatted SSN last four extracted State name converted to code+3 more
CLM-407661	CLM	Dylan Guerrero	1944-04-17	UHC-70949-33	—	9202 Spring St, Las Vegas, NV, 89119	0.62	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-122130	ENR	Susan A Herrera	1977-09-13	UHC-51841-46	9422196219	6558 Park Pl, Austin, TX, 78751	0.62	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-428411	CLM	Lauren Phillips	1966-01-01	UHC-19206-41	3512567156	8819 Sunset Blvd, Seattle, WA, 98177	0.62	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-127002	ENR	David C Shultz	1995-05-21	UHC-66347-64	4393498359	9059 Lake View Rd # 265, Atlanta, GA, 30343	0.62	Phone reformatted Member ID reformatted Unit split from street Street suffix standardised+3 more
CLM-400956	CLM	Camila Santos	1951-11-20	UHC-31286-37	6823136559	4386 Lake View Rd Apt 25, Seattle, WA, 98115	0.62	Phone reformatted Member ID reformatted Unit split from street Street suffix standardised+3 more
CLM-422473	CLM	Sean Gardner	1964-07-20	UHC-33476-72	7313075480	9447 Lake View Rd, Seattle, WA	0.62	Name split from “Last, First”Phone reformatted Member ID reformatted City re-cased+3 more
ENR-118052	ENR	Alexander V Williamson	1968-05-24	UHC-52859-50	7166095209	5393 Ridge Rd, Las Vegas, NV, 89146	0.62	Two-digit birth year Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-109071	ENR	Cheryl Rogers	1980-08-20	UHC-59176-36	6223211842	3543 Sage Ct, Austin, TX	0.62	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-407234	CLM	Sean Bowman	1957-05-18	UHC-27509-22	—	4985 Canyon Rd, Austin, TX, 78724	0.62	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-404327	CLM	Ana R Banks	1968-01-12	UHC-34703-52	—	5264 Elm St, Minneapolis, MN, 55474	0.62	Name re-cased Two-digit birth year Member ID reformatted Street suffix standardised+3 more
ENR-130236	ENR	Justin G West	1958-04-09	UHC-02398-41	4777201257	9666 Grand Ave, Dallas, TX, 75247	0.62	Name re-cased Phone reformatted Member ID reformatted State name converted to code+3 more
CLM-404103	CLM	Chris Park	1989-05-03	UHC-85719-74	8203435933	2104 Market St, Scottsdale, AZ	0.62	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-120692	ENR	Lori Ruiiz	1964-07-08	UHC-65278-08	7319907561	8718 Maple Ave, Las Vegas, NV, 89114	0.62	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+3 more
TPA-59838	TPA	Jack F Garza	1966-10-12	UHC-71666-67	5512424663	363 Bayshore Dr Apt 18, Las Vegas, NV, 89178	0.62	Date of birth reformatted Phone reformatted Member ID reformatted Unit split from street+3 more
ENR-100147	ENR	Anna McDonald	1972-03-16	UHC-61383-31	7837594369	5798 Union St, Los Angeles, CA, 90015	0.62	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-409131	CLM	Stephen Miller	1998-05-04	UHC-10946-99	5813978980	8460 Baseline Rd, Jacksonville, FL, 32210	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+3 more
CLM-420189	CLM	Wei Gomez	2005-03-13	UHC-05045-78	—	3593 Ocean Ave, Austin, TX	0.62	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-430849	CLM	Hannah Butler	1987-06-26	UHC-70941-53	8963884504	5044 Union St, San Antonio, TX, 78212	0.62	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-423689	CLM	Aaron Johnson	1978-11-04	UHC-30422-67	—	9581 Indian School Rd, San Antonio, TX, 78283	0.62	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more

7,723 rows, page 40 of 155Previous Next