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 “Placeholder values cleared”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPlaceholder values clearedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-120263	ENR	Scott L Obrien	1979-03-15	UHC-07659-60	8917561537	3693 Camelback Rd, Atlanta, GA, 30315	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-121169	ENR	Roger L Mills	1945-04-01	UHC-89961-17	5565978095	8121 Central Ave, Eden Prairie, MN, 55350	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-104777	ENR	Anthony Petterson	1968-05-22	UHC-92064-20	3152182716	1392 Ocean Ave, Scottsdale, AZ, 85251	0.60	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-123843	ENR	Wallter B Guzman	1980-07-20	UHC-84623-41	9268843798	9478 Washington St, Tucson, AZ, 85787	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-105060	ENR	Kathleen Castro	1957-10-03	UHC-48032-78	9677482171	7302 Apache Blvd, Gilbert, AZ	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-107150	ENR	Diana G Hannson	1989-01-07	UHC-23006-28	6684891550	2739 Hillcrest Rd, Fresno, CA, 93730	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-117295	ENR	Richard T Alvarez	1969-07-23	UHC-81323-25	8162929878	5615 Oak St, Tampa, FL	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-141358	ENR	Coleman Justin	1977-12-02	UHC-72290-95	8784173750	6753 Baseline Rd, San Diego, CA, 92138	0.60	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+4 more
ENR-112244	ENR	Lori Ells	2005-08-15	UHC-21885-66	8887633981	5821 Union St, Orlando, FL, 32879	0.60	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+4 more
ENR-118527	ENR	Robert Z Jensen	2007-07-06	UHC-59264-90	4962551741	396 Apache Blvd, Nashville, TN, 37228	0.60	Middle initial moved out of first name Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-106092	ENR	Teresa Mendez	1987-06-26	UHC-99599-84	8074200818	4688 Willow Ct, Chandler, AZ, 85258	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-139978	ENR	Jose Lane	1940-11-14	UHC-60274-32	2936064540	5125 Cedar Ln, Seattle, WA, 98159	0.60	Name re-cased Street suffix standardised Address re-cased State name converted to code+4 more
ENR-131097	ENR	Douglas Z Guzman	1939-05-04	UHC-59096-88	4143293966	4355 Mountain View Dr, Tempe, AZ, 85299	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-107184	ENR	Rachel A Peters	1970-12-15	UHC-21109-44	4284423908	8979 Market St, Austin, TX, 78751	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-122889	ENR	Joyce Medina	1943-09-18	UHC-17090-46	7676833062	1257 Central Ave, San Diego, CA, 92137	0.60	Name split from “Last, First”Two-digit birth year Phone reformatted City re-cased+4 more
ENR-100792	ENR	Isabella A Herrera	1994-01-06	UHC-23502-35	—	3105 Highland Ave, San Antonio, TX, 78207	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-107694	ENR	Samuel U Oliver	—	UHC-97217-14	9693933028	1197 Valley View Dr, Los Angeles, CA, 90090	0.60	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+4 more
ENR-108110	ENR	Camila M Webb	1977-10-18	UHC-57634-72	8864779404	4854 Bayshore Dr, Scottsdale, AZ, 85206	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-114849	ENR	Debbie Q Cooper	1980-01-04	UHC-66987-74	6489207149	5581 Central Ave, San Antonio, TX, 78203	0.60	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
ENR-101235	ENR	Carolyn Lewis	1996-08-27	UHC-83255-14	7738625543	5024 Spring St, Charlotte, NC, 28254	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-105252	ENR	Henry R Mills	1943-07-24	UHC-00734-23	5723372649	4169 Church St, Tempe, AZ, 85222	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-102145	ENR	Donna G Perez	—	UHC-15786-23	5403346902	8563 Palm Dr, Atlanta, GA, 30396	0.60	Date of birth unreadable Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-133287	ENR	Megan Ferguson	1988-08-10	UHC-02328-78	—	3570 Grand Ave, Seattle, WA, 98152	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-126669	ENR	Sarah Hall	1963-09-18	UHC-42069-39	7335977930	7399 Park Pl, Gilbert, AZ, 85205	0.60	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+4 more
ENR-126668	ENR	Sarah Hall	1963-09-18	UHC-42069-39	7335977930	7399 Park Pl, Gilbert, AZ, 85205	0.60	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+4 more
ENR-120338	ENR	Helen X Bradley	1983-08-18	UHC-31370-36	7649095307	4064 Mesa Dr, Scottsdale, AZ, 85223	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-139885	ENR	Maria R Greene	1981-03-10	UHC-79831-39	—	2309 Market St, Las Vegas, NV, 89167	0.60	Name re-cased Street suffix standardised Address re-cased City re-cased+4 more
ENR-137128	ENR	Mari Little	1941-06-21	UHC-24075-34	4209178852	1334 Harbor Blvd, Phoenix, AZ	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-107888	ENR	Joseph M Lee	1989-04-06	UHC-71702-95	2192072779	1096 Desert Sky Blvd, Scottsdale, AZ, 85258	0.60	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-125005	ENR	Douglas Scott	1972-11-23	UHC-87164-66	5747645660	4134 Jefferson Ave, Las Vegas, NV, 89168	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-138353	ENR	Soofia J Alvarez	1970-01-10	UHC-12565-68	4097160451	3305 Mesa Dr, Orlando, FL	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-103501	ENR	Lucia L Gonzales	1955-04-17	UHC-58807-87	3995271271	2783 Sage Ct, San Antonio, TX, 78241	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-102396	ENR	Lucia Turner	2001-01-12	UHC-13056-72	5704951378	7359 Willow Ct, Charlotte, NC, 28240	0.60	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-132681	ENR	Karen James	2001-11-21	UHC-70063-36	3295971449	2189 Apache Blvd, Las Vegas, NV	0.60	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+4 more
ENR-123267	ENR	Jack Meyer	1996-06-12	UHC-47355-03	—	8203 Mesa Dr, San Diego, CA, 92140	0.60	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+4 more
ENR-110517	ENR	Beverly W Gonzales	1944-03-03	UHC-28012-85	3879371789	2540 Grand Ave, San Antonio, TX, 78225	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-121447	ENR	Willie Li	—	UHC-81208-23	7986394227	8736 Jefferson Ave, Los Angeles, CA, 90075	0.60	Name re-cased Date of birth unreadable Phone reformatted Member ID reformatted+4 more
ENR-124627	ENR	Janice M Wets	1946-05-25	UHC-30537-94	7406652820	207 Meadow Ln, Chandler, AZ	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-106863	ENR	Jason Duncan	1996-06-16	UHC-47431-54	2323134848	783 Washington St, Houston, TX, 77091	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-105126	ENR	Christina Cruz	1986-09-05	UHC-96388-39	3087113051	4501 Jefferson Ave, Eden Prairie, MN, 55391	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-142865	ENR	Catherine L Bennett	1980-01-12	UHC-58898-70	2587124462	939 Ocean Ave Apt 32, Austin, TX, 78790	0.60	Date of birth reformatted Phone reformatted Member ID reformatted Unit split from street+4 more
ENR-103829	ENR	Jacqueline Sanders	1964-11-23	UHC-67570-52	6232414781	6642 Ridge Rd, Gilbert, AZ, 85267	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-140828	ENR	Christopher I Henderson	1979-03-26	UHC-31623-41	4103437224	983 Grand Ave, Atlanta, GA, 30375	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-101723	ENR	Catherine X Ellis	1939-12-19	UHC-05992-19	7513768712	3991 Park Pl, Chandler, AZ, 85202	0.60	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-139276	ENR	Danielle Austin	1971-08-11	UHC-75102-81	3442004802	8500 Canyon Rd, Minneapolis, MN, 55406	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-114109	ENR	Jacqueline Rice	1965-03-03	UHC-18053-04	3648347640	8134 Lake View Rd, Atlanta, GA, 30349	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-119492	ENR	Amber Gutierrez	2002-09-05	UHC-40564-33	9679222206	7696 River Rd, Tucson, AZ, 85766	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-132162	ENR	Roger O Sanchez	1966-03-16	UHC-37942-63	5426546812	7701 Lake View Rd # 645, Columbus, OH, 43295	0.60	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
ENR-117032	ENR	Luis S Howard	1987-09-10	UHC-63334-20	5407541885	744 Harbor Blvd, Las Vegas, NV, 89139	0.60	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
ENR-111380	ENR	Catherine H Morgan	2006-04-10	UHC-30159-88	5718480669	6975 Hillcrest Rd Apt 36, Tempe, AZ, 85237	0.60	Phone reformatted Member ID reformatted Unit split from street Street suffix standardised+4 more

16,916 rows, page 49 of 339Previous Next