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-139782	ENR	Laura G Warren	2001-07-17	UHC-80409-15	2382379361	3061 Cedar Ln, Chandler, AZ, 85214	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-142919	ENR	Masno Ward	1993-02-17	UHC-71648-92	3827208216	2679 Camelback Rd, Jacksonville, FL, 32212	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-118128	ENR	Vincent N Berry	1966-04-10	UHC-61036-70	3575393670	8119 Market St, Miami, FL, 33187	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-420618	CLM	Nathan Tran	2003-06-21	—	8003341053	4071 River Rd, Los Angeles, CA, 90061	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted State name converted to code+3 more
ENR-110175	ENR	Kelly P Soctt	1976-02-12	UHC-34031-04	—	3517 River Rd, Columbus, OH, 43232	0.62	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+3 more
CLM-423003	CLM	Robert Maldonado	1994-03-20	UHC-70978-88	—	8660 Valley View Dr, Orlando, FL, 32850	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-409407	CLM	Mason Munoz	2007-02-11	—	3112621875	2110 Apache Blvd, Charlotte, NC, 28277	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-432720	CLM	Marcus Carter	1973-12-02	UHC-88098-45	2922719033	2539 Desert Sky Blvd, Columbus, OH, 43272	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-137461	ENR	Yuki Robinson	2000-03-09	UHC-42724-58	—	5021 River Rd # 716, Fresno, CA, 93707	0.62	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+3 more
ENR-142735	ENR	Robert W Ramos	1946-11-20	UHC-34491-97	2394537175	5876 Indian School Rd, San Antonio, TX, 78239	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-418201	CLM	Deborah W Estrada	1991-03-10	—	7318527594	5054 Park Pl, San Antonio, TX, 78210	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-112777	ENR	Jonathan M Patel	1961-12-21	UHC-08496-08	2478348380	4336 Desert Sky Blvd, Glendale, AZ, 85381	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-408557	CLM	Jerry Lawosn	1992-06-03	—	5596205988	6696 Spring St, Los Angeles, CA, 90010	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-119983	ENR	Ana Y Gutierrez	1962-01-24	UHC-95156-71	8076725741	4154 Valley View Dr, Columbus, OH, 43243	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-55893	TPA	Samuel Obrien	2000-10-08	UHC-78534-34	6003705917	8778 Oak St, Tampa, FL	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-54444	TPA	William Contreras	2002-04-08	—	—	3013 Grand Ave, Seattle, WA	0.62	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+3 more
ENR-121132	ENR	Lauren Simpson	1988-04-10	UHC-91816-32	2107913260	961 Baseline Rd, Tampa, FL, 33675	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-108422	ENR	Randy Parker	1965-08-23	UHC-85362-22	4883071610	129 Meadow Ln # 701, Chandler, AZ, 85208	0.62	Date of birth reformatted Phone reformatted Member ID reformatted Unit split from street+3 more
TPA-52751	TPA	Michelle J Cole	1969-02-24	UHC-87039-26	—	1395 Apache Blvd, Tampa, FL, 33645	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-101526	ENR	Daniel Banks	1991-12-24	UHC-92105-05	2725177889	8012 Palm Dr, Houston, TX, 77061	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-420710	CLM	Kathleen Castillo	1998-11-21	—	—	3704 Sage Ct, Dallas, TX, 75249	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-58892	TPA	Rebecca V Foster	1972-09-20	—	3755638106	2598 Oak St, San Diego, CA, 92198	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-110918	ENR	Susan D Tran	1973-09-27	UHC-98859-82	4749544586	5965 Church St, Gilbert, AZ, 85272	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-119092	ENR	Victoria A Vasquez	1971-07-24	UHC-80479-60	4763186950	2460 Spring St, Minneapolis, MN, 55480	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-430974	CLM	Diane Olson	1981-07-11	—	—	4637 Lake View Rd # 174, Jacksonville, FL, 32257	0.62	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+3 more
TPA-53746	TPA	Mateo P Hill	1970-07-15	—	8406903357	2581 Elm St, Eden Prairie, MN, 55315	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-132534	ENR	Jacqueline Z Garza	2006-06-15	UHC-87521-71	8207707369	5168 Mountain View Dr, Denver, CO, 80237	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-401028	CLM	Sara X Ortega	1976-02-06	UHC-81674-85	—	5180 Church St, Fresno, CA, 93729	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-62117	TPA	Jerry Luna	1979-11-14	—	—	9438 Sunset Blvd, Atlanta, GA, 30367	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-126560	ENR	Mary Hanson	1998-04-23	UHC-91491-66	8015075381	5348 Willow Ct, Gilbert, AZ, 85245	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-142929	ENR	Wayne G Watkins	1940-04-26	UHC-07200-64	6297601417	1841 Sunset Blvd, Fresno, CA, 93780	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-107075	ENR	Madison S Alexander	1945-12-15	UHC-17993-59	8626521869	5595 Maple Ave, Nashville, TN	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-410051	CLM	Ahmed Simmons	2003-11-04	UHC-02922-05	9834899570	4902 Main St, Dallas, TX	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-428465	CLM	Lisa Yang	1972-07-13	UHC-51154-51	—	5461 Valley View Dr, Seattle, WA	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-120756	ENR	Pamela Lucas	1941-05-22	UHC-69961-09	5538783842	4795 Willow Ct, Chandler, AZ, 85281	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-408624	CLM	Diego Campbell	1975-01-09	—	6608087742	7400 Main St, Fresno, CA, 93796	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-56697	TPA	Lucia Holmes	2007-02-04	—	—	8617 Highland Ave, Glendale, AZ, 85314	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-134035	ENR	Carl Clark	1964-10-03	UHC-07708-62	8978020594	8835 Apache Blvd, Glendale, AZ, 85355	0.62	Name re-cased Date of birth reformatted SSN last four extracted Street suffix standardised+3 more
CLM-416213	CLM	Timothy Fereman	1992-07-09	UHC-34025-60	9316966389	5657 Market St, Seattle, WA, 98103	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-425653	CLM	Frank Anderson	1985-02-13	—	2455658832	9725 Desert Sky Blvd, Tempe, AZ, 85250	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-431247	CLM	Gregory Dean	1986-04-16	—	3159014510	7680 Lake View Rd, Columbus, OH, 43200	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-403528	CLM	Maria Chavez	1966-05-25	—	3435827211	9462 Mountain View Dr, Atlanta, GA, 30318	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-425374	CLM	Drew D Berry	2003-04-08	UHC-83026-24	3414596311	2860 Market St, Nashville, TN, 37286	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-120694	ENR	Ahmed L Meyer	1981-10-19	UHC-94500-92	2555211062	5017 Canyon Rd, Miami, FL, 33130	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-425821	CLM	Santiago Price	1955-09-15	UHC-44765-45	—	6407 Bayshore Dr, Orlando, FL, 32879	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-404749	CLM	Gabriel Moreno	1963-03-04	—	8767701307	492 Pine Dr, Los Angeles, CA, 90049	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-52485	TPA	David Burns	1963-09-17	—	—	7628 Desert Sky Blvd, Scottsdale, AZ, 85254	0.62	Date of birth reformatted SSN last four extracted Street suffix standardised Address re-cased+3 more
ENR-117548	ENR	Albert Hayes	1993-09-23	UHC-37155-48	4886590186	1017 Willow Ct, Tempe, AZ, 85201	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-127804	ENR	Julie M Chapman	1939-03-04	UHC-21000-12	8823078782	7752 Sage Ct, Gilbert, AZ, 85253	0.62	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-125485	ENR	Janice E Cunningham	1973-06-02	UHC-38763-55	4502687904	721 Union St, Glendale, AZ, 85334	0.62	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+3 more

32,400 rows, page 97 of 648Previous Next