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 “Date of birth reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagDate of birth reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-109427	ENR	Luis G Grant	1973-08-25	UHC-16519-27	7987857678	192 Forest Ave, Eden Prairie, MN, 55358	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-406978	CLM	Ralph Howell	1978-12-28	—	3899958949	6338 Mountain View Dr, Los Angeles, CA, 90030	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
TPA-52420	TPA	Grace Rmaos	1989-10-27	—	9412775238	8508 Maple Ave, Minneapolis, MN	0.62	Name re-cased Date of birth reformatted Phone reformatted City re-cased+3 more
PRV-21312	PRV	Jacob Simpson	2000-01-24	UHC-02926-18	6627987381	4452 Maple Ave, Charlotte, NC, 28267	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-120003	ENR	Bradley Oliver	1951-09-07	UHC-67161-27	8386186289	5188 Union St, Tampa, FL, 33656	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-55530	TPA	Roy X Sanders	1941-06-11	—	—	1470 Willow Ct, Orlando, FL, 32818	0.62	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+3 more
ENR-124916	ENR	Natalie Yang	1988-10-24	UHC-04083-81	7062754345	5985 Forest Ave, Atlanta, GA, 30320	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-410484	CLM	Carolyn Price	2005-12-07	—	6302991698	8651 Ridge Rd, Atlanta, GA, 30391	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-137172	ENR	Fatima G Pena	2003-02-23	UHC-87570-72	6183729935	6951 Washington St, Charlotte, NC, 28285	0.62	Middle initial moved out of first name Name re-cased Date of birth reformatted Street suffix standardised+3 more
CLM-411458	CLM	Terry N Arnold	1952-02-27	UHC-57242-43	—	5298 Elm St, Sacramento, CA, 95877	0.62	Name split from “Last, First”Date of birth reformatted Member ID reformatted Street suffix standardised+3 more
ENR-100159	ENR	Nicole Q Mitchell	1954-11-12	UHC-74652-24	9213259177	8002 Oak St, Houston, TX, 77020	0.62	Name split from “Last, First”Date of birth reformatted Member ID reformatted Street suffix standardised+3 more
ENR-130198	ENR	Brenda Fisher	2003-09-15	UHC-76248-86	6777054262	2415 Main St, Jacksonville, FL, 32258	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-53245	TPA	Santiago Morales	2004-08-22	—	—	8916 Meadow Ln, Orlando, FL, 32851	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-132744	ENR	Charles N Ortiz	1938-04-02	UHC-92395-20	9519246952	6243 Hillcrest Rd Apt 21, Glendale, AZ, 85395	0.62	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
CLM-418667	CLM	Christian James	1977-10-08	UHC-82723-91	4429167211	9378 Oak St, Tempe, AZ, 85242	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-127776	ENR	Carolyn K Walker	1997-04-28	UHC-69841-87	6283121431	911 Mountain View Dr, Minneapolis, MN, 55471	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-134570	ENR	Andrea Elliott	1976-07-09	UHC-77603-42	7937286264	5558 Baseline Rd, Las Vegas, NV, 89192	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-136267	ENR	Pamela U Harvey	1953-11-17	UHC-71603-21	4187935480	5210 River Rd Apt 20, San Antonio, TX, 78252	0.62	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-136268	ENR	Pamela U Harvey	1953-11-17	UHC-71603-21	4187935480	5210 River Rd Apt 20, San Antonio, TX, 78252	0.62	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
CLM-422867	CLM	Jack Duncan	1956-08-24	UHC-24560-59	7959574653	1814 Central Ave, Phoenix, AZ, 85021	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-415457	CLM	Noah Bryant	1949-03-15	UHC-89912-12	6768815208	8174 Pine Dr, Jacksonville, FL, 32262	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-408376	CLM	Ronald Dunn	1949-01-14	—	7947678863	1118 Desert Sky Blvd # 897, Fresno, CA, 93772	0.62	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+3 more
CLM-404345	CLM	Amy Hanson	1938-10-03	UHC-42412-56	4793566270	8796 Bayshore Dr, Columbus, OH, 43240	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-126432	ENR	Brian V Reed	1946-07-11	UHC-20399-40	9316226585	5389 Jefferson Ave, Eden Prairie, MN, 55383	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-133927	ENR	Megan D Le	1994-01-18	UHC-47871-36	8174742925	2768 Lake View Rd, Scottsdale, AZ, 85247	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-421291	CLM	Helen Guerrero	1991-08-23	UHC-70876-54	7642852561	3231 Baseline Rd, Glendale, AZ, 85329	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-115421	ENR	Ryan Riley	1987-02-22	UHC-78345-09	5577288089	592 Sage Ct, Nashville, TN, 37212	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-418614	CLM	Rachel Arnold	2006-11-03	UHC-88152-78	—	5388 Highland Ave, Austin, TX, 78705	0.62	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-420583	CLM	Gregory Hudson	1968-08-14	UHC-14069-21	—	7983 Hillcrest Rd # 180, Plano, TX	0.62	Name re-cased Date of birth reformatted Member ID reformatted Unit split from street+3 more
ENR-124147	ENR	Dorothy W Vega	2007-12-16	UHC-62516-28	5735030053	1660 Ridge Rd # 263, Atlanta, GA, 30306	0.62	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
CLM-418157	CLM	Christopher Cunningham	1989-03-02	—	—	9136 Apache Blvd, Seattle, WA, 98120	0.62	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-428767	CLM	Kyle Delgado	1997-02-18	UHC-21688-31	—	8719 Maple Ave, Columbus, OH, 43297	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-54992	TPA	Jose Daniels	1954-04-14	—	5154077064	3947 Desert Sky Blvd, Mesa, AZ, 85293	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-57645	TPA	Raymond E Howell	1980-05-23	—	—	9124 Highland Ave, Denver, CO, 80242	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-111177	ENR	Eric Castro	1968-04-02	UHC-08239-66	9256593838	5160 Main St, Seattle, WA, 98197	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-129236	ENR	Peter F Payen	1995-06-07	UHC-13756-31	2385128845	1995 Park Pl, Houston, TX, 77005	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-113980	ENR	Anthony C Holmes	1952-10-14	UHC-53979-37	8166740284	3009 Sage Ct, Denver, CO, 80255	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-100446	ENR	Edward J Wilson	2006-07-10	UHC-81351-96	7217311026	8344 Bayshore Dr, Denver, CO, 80215	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-59148	TPA	Jacob Jensen	1942-01-19	—	4237326649	5608 Meadow Ln, Denver, CO, 80260	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-400690	CLM	Charlotte E Bryant	1993-09-22	UHC-51096-97	8588200512	4266 Union St # 802, Denver, CO, 80230	0.62	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
CLM-406039	CLM	Larry Barnes	1958-04-09	UHC-76599-05	4312402230	2481 Mesa Dr, San Antonio, TX, 78207	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-417540	CLM	Russell Moreno	2005-07-27	UHC-08496-11	—	8906 Broadway, Plano, TX, 75023	0.62	Name re-cased Date of birth reformatted SSN last four extracted State code upper-cased+3 more
ENR-119414	ENR	Gonzales A Jessica	2001-12-06	UHC-80195-34	6082602906	4876 Camelback Rd, Austin, TX, 78705	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-26560	PRV	Jacob Wallace	1969-05-04	UHC-66285-29	8632623231	9419 Sage Ct, Minneapolis, MN, 55451	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-136156	ENR	Valentina Kelly	1949-08-01	UHC-36802-31	2294031985	4990 Church St, Atlanta, GA, 30324	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-414492	CLM	Jeremy Payne	1938-08-06	UHC-63081-90	7118102959	5765 Indian School Rd, San Antonio, TX, 78268	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-120673	ENR	Judy Burns	1980-12-09	UHC-13174-98	—	3367 Maple Ave, Seattle, WA, 98109	0.62	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-430111	CLM	Frank Yang	1954-06-13	—	6147452696	4140 Jefferson Ave # 261, Nashville, TN, 37272	0.62	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+3 more
TPA-53042	TPA	Carol Reed	2001-08-23	—	—	9423 Union St, Austin, TX, 78705	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-137120	ENR	Zachary I Banks	1983-07-03	UHC-61243-13	9259075168	2526 Union St, Orlando, FL, 32802	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more

32,400 rows, page 106 of 648Previous Next