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-141861	ENR	Diego Evans	1964-06-28	UHC-07580-34	4486606449	5946 Mountain View Dr # 677, Eden Prairie, MN, 55392	0.66	Name re-cased Date of birth reformatted Unit split from street Email lower-cased+1 more
ENR-133200	ENR	Body Q Judith	1999-04-08	UHC-79532-53	—	7381 River Rd, Tempe, AZ, 85203	0.66	Phone missing area code Street suffix standardised Address re-cased Email lower-cased+1 more
ENR-112967	ENR	Austin T Frnklin	2003-07-11	UHC-49819-90	6109822477	5393 Maple Ave, Glendale, AZ	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP missing+1 more
ENR-109275	ENR	Eugene J Payne	—	UHC-90395-97	2367729599	9042 Ridge Rd, Denver, CO, 80225	0.66	Name re-cased Date of birth missing ZIP+4 trimmed Email lower-cased+1 more
ENR-130275	ENR	Cynthia King	1981-07-10	UHC-15784-43	3084654069	386 Mesa Dr, Fresno, CA, 93754	0.66	Two-digit birth year Street suffix standardised Address re-cased Email lower-cased+1 more
ENR-121508	ENR	Brittany N Sandoval	1986-09-12	UHC-58967-66	5693049470	7061 Bayshore Dr, Chandler, AZ, 85279	0.66	Date of birth reformatted Phone reformatted SSN last four extracted Email lower-cased+1 more
ENR-125955	ENR	Mateo N Ray	1950-10-15	UHC-92614-81	9753137911	7044 Camelback Rd, Las Vegas, NV, 89158	0.66	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+1 more
ENR-116250	ENR	Karen L Pena	—	UHC-22275-28	3254978420	1941 Harbor Blvd, Charlotte, NC, 28298	0.66	Date of birth missing Phone reformatted ZIP+4 trimmed Email lower-cased+1 more
ENR-141700	ENR	Matthew Graham	1962-06-15	UHC-65632-70	9539710478	5330 Union St, Nashville, TN, 37248	0.66	Street suffix standardised Address re-cased Email lower-cased Gender normalised+1 more
ENR-134117	ENR	Amanda Little	1989-06-12	UHC-87673-57	6056815541	8345 Lincoln Way, Mesa, AZ	0.66	Name re-cased Phone reformatted ZIP missing Email lower-cased+1 more
ENR-100193	ENR	Jacqueline O Mejia	2007-12-08	UHC-17908-85	4483305723	3024 Maple Ave, Los Angeles, CA, 90064	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-106723	ENR	Kathleen Y Padilla	1969-03-14	UHC-42417-24	9738738383	8881 Pine Dr, Fresno, CA, 93762	0.66	Two-digit birth year Phone reformatted Email lower-cased Gender normalised+1 more
ENR-112047	ENR	Greg W Wheeler	1989-03-15	UHC-41625-56	4629891783	8819 Camelback Rd, Mesa, AZ	0.66	Street suffix standardised Address re-cased ZIP missing Email lower-cased+1 more
ENR-121559	ENR	Tyler Bryant	1947-01-04	UHC-47734-38	9184828298	4557 Union St, Chandler, AZ, 85260	0.66	Street suffix standardised Address re-cased Email lower-cased Gender normalised+1 more
ENR-106833	ENR	Anna Y Henry	1994-09-07	UHC-94202-84	3565924567	7054 Forest Ave Apt 31, Phoenix, AZ, 85039	0.66	Date of birth reformatted Phone reformatted Unit split from street Email lower-cased+1 more
ENR-120260	ENR	Sara U Welch	1959-09-27	UHC-01909-90	9613363370	8470 Pine Dr, Miami, FL	0.66	Name re-cased Street suffix standardised Address re-cased ZIP missing+1 more
ENR-134175	ENR	Janice Kim	2008-09-27	UHC-04051-14	7719701265	9277 Palm Dr, Columbus, OH, 43292	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Email lower-cased+1 more
ENR-116713	ENR	Joe Hudson	1991-09-02	UHC-41199-15	8507149732	3327 Lake View Rd, Las Vegas, NV, 89140	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
ENR-135494	ENR	Jesse R Wright	1964-05-28	UHC-52441-48	2746508253	8687 Central Ave # 584, Scottsdale, AZ, 85277	0.66	Phone reformatted Unit split from street State name converted to code Email lower-cased+1 more
ENR-138732	ENR	Zachay Palmer	1953-11-15	UHC-76597-84	2799680762	8301 Apache Blvd, Las Vegas, NV	0.66	Name split from “Last, First”Phone reformatted ZIP missing Email lower-cased+1 more
ENR-139154	ENR	Danny P Richards	1988-08-23	UHC-49911-56	5132450933	6157 Grand Ave, Austin, TX, 78705	0.66	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+1 more
ENR-126097	ENR	Doris Elliott	1948-06-26	UHC-77204-58	7652149371	7824 Lake View Rd, Chandler, AZ, 85222	0.66	Two-digit birth year Member ID reformatted State name converted to code Email lower-cased+1 more
ENR-105850	ENR	Lori I White	1992-07-07	UHC-54572-42	4158799681	2314 Park Pl, Gilbert, AZ	0.66	Street suffix standardised Address re-cased ZIP missing Email lower-cased+1 more
ENR-125773	ENR	Mary P Franklin	1942-09-17	UHC-63571-51	—	728 Washington St, Austin, TX	0.66	Street suffix standardised Address re-cased ZIP missing Email lower-cased+1 more
ENR-125774	ENR	Mary P Franklin	1942-09-17	UHC-63571-51	—	728 Washington St, Austin, TX	0.66	Street suffix standardised Address re-cased ZIP missing Email lower-cased+1 more
ENR-127870	ENR	Jack X Martinez	—	UHC-08920-87	8148301605	3591 Forest Ave, Tempe, AZ, 85214	0.66	Date of birth unreadable Phone reformatted State name converted to code Email lower-cased+1 more
ENR-123189	ENR	Victoria Tucker	1990-07-28	UHC-76378-52	8773416499	1068 Sage Ct, Tampa, FL	0.66	Name re-cased City re-cased ZIP missing Email lower-cased+1 more
ENR-115319	ENR	Jose R Shaw	1971-09-05	UHC-41310-47	5359578782	5895 Willow Ct, Scottsdale, AZ, 85235	0.66	Two-digit birth year Street suffix standardised Address re-cased Email lower-cased+1 more
ENR-125651	ENR	Grace T Ortiz	1993-09-02	UHC-26981-33	—	5723 Union St, Nashville, TN, 37209	0.66	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+1 more
ENR-123046	ENR	Daniel Q Mendez	1958-11-04	UHC-21332-78	—	1144 Main St, Columbus, OH, 43225	0.66	Name split from “Last, First”Two-digit birth year Email lower-cased Whitespace trimmed+1 more
ENR-104992	ENR	Vincent Stevens	1969-03-05	UHC-04192-96	8052965947	4823 Bayshore Dr # 413, Mesa, AZ, 85208	0.66	Unit split from street Street suffix standardised Address re-cased City re-cased+1 more
ENR-119330	ENR	Eugene X Baker	1971-09-16	UHC-10971-56	6924903266	1833 Meadow Ln, Mesa, AZ, 85291	0.66	Name re-cased Phone reformatted State name converted to code Email lower-cased+1 more
ENR-110586	ENR	Angela Salazar	1979-06-05	UHC-63436-64	6996412968	5809 Mountain View Dr, Minneapolis, MN, 55406	0.66	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+1 more
ENR-141199	ENR	Nicole Mejia	1966-07-11	UHC-30177-12	8377615976	3801 Harbor Blvd, Jacksonville, FL, 32201	0.66	Two-digit birth year Street suffix standardised Address re-cased Email lower-cased+1 more
ENR-137570	ENR	Juhn O Kim	1954-10-21	UHC-18603-27	2599336107	5078 Broadway, Las Vegas, NV, 89102	0.66	Name split from “Last, First”Phone reformatted Email lower-cased Gender normalised+1 more
ENR-142747	ENR	Mark V Vazquez	1989-09-24	UHC-24042-15	—	1533 Mesa Dr, Atlanta, GA, 30358	0.66	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+1 more
ENR-103345	ENR	Joe Q Mitchell	1991-08-04	UHC-11166-10	9616066920	9484 Highland Ave, Tucson, AZ, 85796	0.66	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+1 more
ENR-112148	ENR	Nick Patterson	1974-12-05	UHC-35022-20	9733221182	9852 Washington St # 446, Tempe, AZ, 85259	0.66	SSN last four extracted Unit split from street Email lower-cased Plan code upper-cased+1 more
ENR-117001	ENR	Emma L Dunn	1942-06-10	UHC-56397-77	7648607554	9660 Meadow Ln # 505, San Diego, CA, 92122	0.66	Phone reformatted Unit split from street Email lower-cased Gender normalised+1 more
ENR-112700	ENR	Nathan D Le	1939-01-27	UHC-46456-17	4853381706	3318 Canyon Rd, Tampa, FL, 33616	0.68	Street suffix standardised Address re-cased Email lower-cased Gender normalised
ENR-103930	ENR	Keith Morales	1973-08-27	UHC-51608-34	—	8899 Park Pl, Las Vegas, NV, 89194	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Email lower-cased
ENR-103714	ENR	Linda E Dominguez	2004-05-27	UHC-81654-26	9055530527	3161 Willow Ct, Phoenix, AZ, 85030	0.68	Street suffix standardised Address re-cased Email lower-cased Gender normalised
ENR-122006	ENR	Dorothy I Johnson	1991-08-11	UHC-06781-18	8607410124	2664 Elm St, Orlando, FL, 32880	0.68	Name split from “Last, First”Phone reformatted Email lower-cased Gender normalised
ENR-129760	ENR	John Morales	1966-02-26	UHC-19687-64	—	7673 Camelback Rd, Plano, TX, 75012	0.68	Two-digit birth year State name converted to code Email lower-cased Placeholder values cleared
ENR-112166	ENR	Linda Torres	1958-03-14	UHC-64815-53	7206380745	2494 Apache Blvd, Columbus, OH	0.68	Phone reformatted ZIP missing Email lower-cased Gender normalised
ENR-110356	ENR	Judith Gardner	1996-07-24	UHC-21987-43	7439028198	9762 Main St, Phoenix, AZ, 85077	0.68	Phone reformatted State name converted to code ZIP+4 trimmed Email lower-cased
ENR-140186	ENR	John V Maldonado	1943-04-02	UHC-04570-68	5012699231	1029 Sage Ct, Mesa, AZ, 85211	0.68	Name split from “Last, First”Phone reformatted State name converted to code Email lower-cased
ENR-106582	ENR	Julie Alvarez	1972-11-17	UHC-05660-66	—	5145 River Rd, San Antonio, TX, 78217	0.68	Phone missing area code Street suffix standardised Address re-cased Email lower-cased
ENR-100502	ENR	Mason A Bradley	1965-06-10	UHC-76756-55	5274805569	4794 Maple Ave, Los Angeles, CA, 90007	0.68	Street suffix standardised Address re-cased State name converted to code Email lower-cased
ENR-130027	ENR	Arthur Q Peterson	1953-09-02	UHC-63949-28	5786154081	4424 Central Ave, San Antonio, TX, 78276	0.68	Name split from “Last, First”Email lower-cased Gender normalised Whitespace trimmed

8,934 rows, page 74 of 179Previous Next