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 “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
TPA-62290	TPA	Gloria Palmer	1944-06-01	—	8286156343	2787 Mountain View Dr Apt 4, Tampa, FL, 33666	0.60	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
CLM-410840	CLM	Amy Martin	1950-07-24	—	2844651645	5564 Apache Blvd Apt 34, Mesa, AZ, 85212	0.60	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+4 more
CLM-417666	CLM	Frank James	1954-05-28	—	—	1373 Highland Ave, Miami, FL, 33150	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-141346	ENR	Ahmed J Kelly	1965-02-21	UHC-98117-22	9242477298	4968 Willow Ct Apt 16, Tucson, AZ, 85776	0.60	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
CLM-408530	CLM	Judith Dean	1998-06-17	UHC-47353-96	9897444303	7492 Market St, Mesa, AZ	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-20075	PRV	Madison H Boyd	1997-10-09	—	4957631430	5761 Central Ave Apt 32, Nashville, TN, 37230	0.60	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
PRV-21463	PRV	Diana O Harrison	1966-08-06	—	4013185529	7744 Central Ave, Gilbert, AZ, 85264	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
CLM-427717	CLM	Daviid D Griffin	1958-07-13	—	5072899222	9704 Forest Ave, Scottsdale, AZ, 85264	0.60	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+4 more
TPA-54009	TPA	Hannah Oliver	1951-07-08	—	2558020399	926 Oak St, Scottsdale, AZ, 85270	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-104588	ENR	Brittany A Watson	1974-05-08	UHC-29744-32	8545621093	2080 Union St, Scottsdale, AZ, 85239	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-111326	ENR	Joshua Gordon	1983-11-03	UHC-19807-30	5787622808	7170 Willow Ct, Sacramento, CA	0.60	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+4 more
ENR-140799	ENR	Carl Lynch	2003-02-23	UHC-43141-12	5152979945	9073 River Rd, Tempe, AZ	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-407620	CLM	Mateo Rivera	1958-11-09	UHC-49017-44	8138082222	3705 Spring St, Atlanta, GA, 30307	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-129573	ENR	Jon H Reyes	1952-07-07	UHC-89739-72	6804201368	7319 Pine Dr, Austin, TX, 78703	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-28840	PRV	Chris Ortega	1970-12-12	UHC-45995-18	7923763304	3105 Oak St, Charlotte, NC, 28278	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-125283	ENR	Melissa Shew	1946-10-22	UHC-60357-99	3534831194	4310 Valley View Dr # 392, Tampa, FL, 33684	0.60	Date of birth reformatted Member ID reformatted Unit split from street Street suffix standardised+4 more
ENR-136649	ENR	Christine I Youung	1978-10-04	UHC-29927-75	6963905112	6594 Sunset Blvd, Orlando, FL, 32870	0.60	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-116155	ENR	Catherine Simpson	1979-08-26	UHC-22875-45	5538124807	2256 Oak St, Tempe, AZ	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-136924	ENR	Keevin Z Stevens	1953-01-05	UHC-86764-72	6217767714	7911 Baseline Rd, Glendale, AZ, 85373	0.60	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
CLM-422980	CLM	Anna Vega	1983-09-27	UHC-59908-76	5402561334	7331 Forest Ave, Nashville, TN, 37231	0.60	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+4 more
PRV-27044	PRV	Banks W Angela	1989-12-03	UHC-53594-04	7295688487	6844 Oak St, Fresno, CA, 93778	0.60	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-410960	CLM	Ynag Valentina	1943-08-22	—	8609219601	2679 Sunset Blvd, Seattle, WA, 98131	0.60	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+4 more
CLM-402957	CLM	Gabriel McDonald	1947-11-21	UHC-21533-16	8713805476	8474 Desert Sky Blvd, Plano, TX, 75012	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-141899	ENR	Michelle P Gutierrez	1964-12-17	UHC-90571-23	8915690539	118 River Rd # 526, Mesa, AZ, 85254	0.60	Name re-cased Phone reformatted Unit split from street Street suffix standardised+4 more
TPA-63955	TPA	Marilyn Dominnguez	1991-04-14	—	—	6157 Camelback Rd # 441, Fresno, CA, 93745	0.60	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+4 more
CLM-415811	CLM	Joshua Simmons	1974-12-28	UHC-19558-30	5789115047	1213 Main St, Seattle, WA	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-29388	PRV	Margaret M Stone	1939-12-20	UHC-82602-39	9749293907	854 River Rd, Phoenix, AZ	0.60	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-111988	ENR	Anthony G Fields	1966-06-08	UHC-92391-87	6026645562	7579 Central Ave, Austin, TX, 78712	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
CLM-424321	CLM	Ralph T Santiago	1964-01-11	UHC-93505-50	2875128451	2638 Bayshore Dr, Dallas, TX, 75240	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-424515	CLM	Santiago Silva	1955-12-21	UHC-65994-67	3365939744	2852 Valley View Dr, Tampa, FL, 33615	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-20286	PRV	Carl W Sandoval	1998-04-01	—	8959073972	1075 Elm St, Plano, TX, 75032	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-132249	ENR	William W Rivera	1971-03-13	UHC-47674-88	5122810729	3566 Willow Ct, San Diego, CA, 92191	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
PRV-24316	PRV	Benjamin U Hansen	1939-12-09	—	4323077747	723 Lincoln Way, Scottsdale, AZ, 85276	0.60	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+4 more
ENR-100084	ENR	Lawrence H Kelly	2008-02-22	UHC-78966-48	9817852571	7196 Oak St Apt 29, Columbus, OH, 43276	0.60	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
PRV-29164	PRV	Carl Sims	1964-06-26	UHC-22625-51	8967386776	3056 Indian School Rd, Tucson, AZ, 85781	0.60	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
TPA-59304	TPA	Elijah Carlson	1990-07-25	—	—	7199 Broadway Apt 31, Miami, FL, 33181	0.60	Date of birth reformatted SSN last four extracted Unit split from street Address re-cased+4 more
TPA-51651	TPA	Bill Ward	1984-05-17	—	7434220103	5716 Mountain View Dr, Houston, TX	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
PRV-28155	PRV	Donna Ramos	1995-10-06	UHC-64152-85	7827236431	7499 Baseline Rd, Tempe, AZ, 85278	0.60	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
PRV-27483	PRV	Donald Q Kelly	2007-12-04	UHC-24828-97	—	7800 Meadow Ln, San Antonio, TX, 78266	0.60	Middle initial moved out of first name Name re-cased Date of birth reformatted Street suffix standardised+4 more
CLM-419870	CLM	Sofia Kelley	1956-01-22	UHC-11034-93	4126428121	7324 Sage Ct, Tampa, FL	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
TPA-51941	TPA	Obrien Joyce	1985-07-24	—	2032506673	1865 Desert Sky Blvd Apt 15, Los Angeles, CA, 90017	0.60	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
CLM-401929	CLM	Jean Contreras	1943-05-24	UHC-66804-04	6796195090	6390 Pine Dr # 896, Orlando, FL, 32822	0.60	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
PRV-20908	PRV	Ann Taylor	1945-09-03	—	4299117742	7489 Valley View Dr, Scottsdale, AZ, 85213	0.60	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+4 more
CLM-430022	CLM	Mason Santiago	1989-12-06	UHC-44962-59	6545214348	3907 Sage Ct # 696, Denver, CO, 80231	0.60	Name re-cased Phone reformatted Unit split from street Street suffix standardised+4 more
TPA-51517	TPA	David Parker	1972-06-19	UHC-27308-03	5973174400	3490 Church St, Seattle, WA, 98126	0.60	Date of birth reformatted Phone reformatted Member ID reformatted SSN last four extracted+4 more
TPA-60966	TPA	Kenneth West	1989-04-08	—	7213271314	8925 Pine Dr, Austin, TX, 78713	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-23680	PRV	Jack Z Arnold	2007-11-16	—	7019661203	2516 Central Ave, Denver, CO, 80212	0.60	Phone reformatted Street suffix standardised Address re-cased City re-cased+4 more
CLM-409892	CLM	Shirley Jimenez	2002-02-10	UHC-16328-46	4272179330	2890 Ocean Ave, Minneapolis, MN, 55473	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-140464	ENR	Cynthia Z Sullivan	1999-07-27	UHC-08546-06	8348382068	4119 Cedar Ln # 893, Scottsdale, AZ, 85218	0.60	Phone reformatted Member ID reformatted Unit split from street Street suffix standardised+4 more
CLM-417933	CLM	Larry Rogers	1970-02-10	UHC-32272-09	4189493983	7957 Highland Ave, Eden Prairie, MN, 55349	0.60	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+4 more

71,257 rows, page 163 of 1,426Previous Next