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 “Email lower-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagEmail lower-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-140467	ENR	Brittany E Wells	2001-01-14	UHC-87523-64	—	1690 Jefferson Ave, Austin, TX, 78737	0.64	Name re-cased Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-126149	ENR	Julia D Mitchell	1977-01-13	UHC-57963-52	6576762561	9397 Canyon Rd, Chandler, AZ, 85284	0.64	Date of birth reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-133236	ENR	Samantha R Palmer	2007-02-16	UHC-09047-81	3787346621	523 Lake View Rd, Los Angeles, CA	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-126205	ENR	Juan Carlson	1963-02-07	UHC-71824-62	—	3776 Meadow Ln, Tempe, AZ, 85285	0.64	Two-digit birth year Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-121233	ENR	Benjamin V Hunter	1963-06-25	UHC-63710-50	2529847639	984 Grand Ave, Dallas, TX, 75258	0.64	Name split from “Last, First”Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-123285	ENR	Donald Rose	1965-07-28	UHC-31390-71	9668596663	8105 Ridge Rd, Houston, TX, 77043	0.64	Name re-cased Date of birth reformatted SSN last four extracted Street suffix standardised+2 more
ENR-128068	ENR	Aisha U Bowman	1951-03-06	UHC-79685-07	4402392319	5287 Sage Ct, Miami, FL, 33161	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-128069	ENR	Aisha U Bowman	1951-03-06	UHC-79685-07	4402392319	5287 Sage Ct, Miami, FL, 33161	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-109758	ENR	Jose X Mroris	1962-08-02	UHC-54627-11	—	9421 Cedar Ln, Eden Prairie, MN, 55331	0.64	Street suffix standardised Address re-cased City re-cased Email lower-cased+2 more
ENR-133035	ENR	Ethan S Sims	1969-05-08	UHC-64045-26	6139380739	6288 Elm St, Plano, TX, 75005	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-128415	ENR	Arjun L Hansen	2001-05-27	UHC-08942-86	7488549079	4213 Spring St, Minneapolis, MN, 55428	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-109730	ENR	Matt X Valdez	2002-06-14	UHC-71925-83	9127981519	4853 Maple Ave, Las Vegas, NV	0.64	Date of birth reformatted Phone reformatted ZIP missing Email lower-cased+2 more
ENR-112825	ENR	Bryant O Donald	1938-05-08	UHC-55875-41	—	7574 Bayshore Dr, Jacksonville, FL, 32220	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-114340	ENR	Mariana T McDonald	1963-02-15	UHC-89548-26	3913192929	6528 Sunset Blvd Apt 24, Minneapolis, MN, 55459	0.64	Phone reformatted Unit split from street City re-cased ZIP+4 trimmed+2 more
ENR-132879	ENR	Camila Y Perkins	1956-04-14	UHC-34726-01	3359232099	9569 Main St, Seattle, WA, 98164	0.64	Name re-cased Two-digit birth year Phone reformatted Email lower-cased+2 more
ENR-112032	ENR	Sean Y Phillips	1946-11-03	UHC-68068-92	2476165218	5157 Apache Blvd, Mesa, AZ, 85269	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-124024	ENR	Evelyn Evans	1988-03-04	—	8108481036	549 Grand Ave, Gilbert, AZ, 85249	0.64	Street suffix standardised Address re-cased Email lower-cased Gender normalised+2 more
ENR-117022	ENR	Nicole Reed	1977-01-26	UHC-43112-72	4312925660	7981 Hillcrest Rd, Jacksonville, FL, 32258	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-114709	ENR	Megan W Walker	1980-07-16	UHC-67305-49	2714035977	9447 Ridge Rd Apt 14, Gilbert, AZ, 85213	0.64	Date of birth reformatted Phone reformatted Member ID reformatted Unit split from street+2 more
ENR-124568	ENR	Kyle Wallace	1979-06-21	UHC-43398-94	2492159970	4635 Indian School Rd, Tempe, AZ, 85290	0.64	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+2 more
ENR-107730	ENR	Theresa Ray	1969-11-13	UHC-50362-61	9468395360	5206 Ridge Rd, Fresno, CA, 93720	0.64	Member ID reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-131644	ENR	Michelle Black	1997-12-14	UHC-53857-60	8809157048	8695 Lincoln Way, Atlanta, GA, 30398	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-111093	ENR	Marilyn Graham	1953-04-24	UHC-90242-40	8423669957	1606 Palm Dr, Eden Prairie, MN, 55342	0.64	Name re-cased Phone reformatted State name converted to code ZIP+4 trimmed+2 more
ENR-139686	ENR	Alice Daniels	1990-03-12	UHC-83756-81	—	4225 Sunset Blvd, Tucson, AZ, 85793	0.64	Street suffix standardised Address re-cased State name converted to code Email lower-cased+2 more
ENR-103759	ENR	Kathy A Duncan	—	—	—	5680 Maple Ave, Nashville, TN, 37295	0.64	Date of birth reformatted Date of birth unreadable Street suffix standardised Address re-cased+2 more
ENR-124188	ENR	Arthur Hunt	1941-03-03	UHC-45720-74	8695945763	6255 Valley View Dr, Columbus, OH, 43246	0.64	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-104952	ENR	Patrick Burton	1961-07-21	UHC-55222-39	2849935747	1888 Baseline Rd, Gilbert, AZ, 85284	0.64	Name re-cased Date of birth reformatted ZIP+4 trimmed Email lower-cased+2 more
ENR-103562	ENR	Judith Ramirez	—	UHC-78656-78	—	1023 Canyon Rd, Mesa, AZ, 85283	0.64	Date of birth reformatted Date of birth unreadable Street suffix standardised Address re-cased+2 more
ENR-140086	ENR	Pamela Phillips	1981-08-15	UHC-56127-45	5484308049	9186 Willow Ct Apt 35, Denver, CO, 80292	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
ENR-107680	ENR	Joshua Kim	1982-09-18	UHC-63212-22	2989954008	8447 Central Ave, Tucson, AZ, 85788	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-128494	ENR	Susan Davis	1957-07-24	UHC-22832-41	4608604648	9258 Ocean Ave, San Diego, CA, 92195	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-112235	ENR	Karen C Henry	2007-10-20	UHC-60245-90	8939173519	9161 Main St, Miami, FL, 33130	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
ENR-126675	ENR	Christian Y Lopez	1953-01-23	UHC-33964-60	—	2080 Ocean Ave, Las Vegas, NV, 89141	0.64	Name re-cased Two-digit birth year Phone missing area code Member ID reformatted+2 more
ENR-126950	ENR	Betty F Wallace	1956-10-16	UHC-43761-16	4558392726	7130 Union St, Los Angeles, CA, 90013	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-103517	ENR	Sofia Lucas	1953-01-25	UHC-18083-05	6062342622	3179 Ridge Rd, San Antonio, TX, 78279	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-132623	ENR	Victoria H Herrera	1985-11-07	UHC-13803-78	6482891546	6217 Park Pl, Austin, TX, 78727	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-118631	ENR	Joyce I Harvey	1994-03-07	UHC-19081-25	3659345400	9892 Mesa Dr, Plano, TX, 75034	0.64	Name re-cased Date of birth reformatted State name converted to code ZIP+4 trimmed+2 more
ENR-104655	ENR	Andrew Padilla	1984-08-21	UHC-80718-14	7452519577	902 Market St, Dallas, TX, 75267	0.64	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-112565	ENR	Brandon Murphy	1938-10-26	UHC-22146-50	5744991514	2711 Main St, Sacramento, CA, 95838	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-130172	ENR	Gregory Moreno	1952-02-15	UHC-73677-65	—	768 Willow Ct, Houston, TX, 77015	0.64	Name split from “Last, First”Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-134721	ENR	Gloria E Burton	2001-12-10	UHC-74093-22	—	9844 Desert Sky Blvd, Glendale, AZ, 85362	0.64	Name re-cased Phone missing area code City re-cased Email lower-cased+2 more
ENR-125525	ENR	Christine X Duncan	2004-09-21	UHC-74318-39	4579378079	6340 Market St, Las Vegas, NV, 89146	0.64	Name re-cased Phone reformatted SSN last four extracted Email lower-cased+2 more
ENR-123192	ENR	Frank Santos	1972-10-25	UHC-87051-08	9422313149	1611 Meadow Ln, Glendale, AZ, 85345	0.64	Date of birth reformatted City re-cased State name converted to code Email lower-cased+2 more
ENR-102977	ENR	Terry T Maldonado	1978-09-25	UHC-64891-84	9372337375	5556 Desert Sky Blvd, Glendale, AZ	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
ENR-139436	ENR	Kimberly Hill	1967-08-28	UHC-75001-90	3962362473	3576 Spring St, Columbus, OH, 43287	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-139435	ENR	Kimberly Hill	1967-08-28	UHC-75001-90	3962362473	3576 Spring St, Columbus, OH, 43287	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-127279	ENR	Samuel Graham	1991-02-11	UHC-55464-64	3754639068	7581 River Rd, Sacramento, CA, 95861	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-130007	ENR	Brandon H Flores	1953-08-11	UHC-82145-28	6908262458	9438 Valley View Dr, Chandler, AZ, 85270	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
ENR-131822	ENR	Josehp L Salazar	1962-06-11	UHC-42198-11	6534859138	7886 Forest Ave, Seattle, WA, 98185	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-112831	ENR	Aaron Lee	1997-12-14	UHC-61672-34	—	9253 Spring St, Tucson, AZ, 85748	0.64	Name re-cased Phone missing area code Street suffix standardised Address re-cased+2 more

8,934 rows, page 52 of 179Previous Next