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-100308	ENR	Harold F Pena	1997-05-15	UHC-17817-28	4158701242	1236 Union St, Charlotte, NC	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-100309	ENR	Harold F Pena	1997-05-15	UHC-17817-28	4158701242	1236 Union St, Charlotte, NC	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-429055	CLM	JoeJunk	2003-03-10	UHC-01942-36	—	8568 Ocean Ave, Phoenix, AZ, 85071	0.64	Date of birth reformatted Member ID reformatted ZIP+4 trimmed Whitespace trimmed+2 more
CLM-431772	CLM	Betty Garrett	1995-10-13	UHC-03172-62	5923950664	2804 Spring St, Austin, TX, 78788	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-109866	ENR	Nicholas G Daniels	1991-02-22	UHC-60416-04	7819703185	812 Elm St # 870, San Diego, CA, 92189	0.64	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+2 more
TPA-63781	TPA	Arthur Torres	1997-05-08	—	—	9054 Highland Ave, Phoenix, AZ, 85018	0.64	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+2 more
PRV-25098	PRV	Jack Campbell	1968-03-16	—	3043260715	1440 Grand Ave # 603, Las Vegas, NV, 89133	0.64	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+2 more
PRV-25992	PRV	Frances Valedz	1957-04-24	—	—	9052 Park Pl, Glendale, AZ, 85345	0.64	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
PRV-20926	PRV	Philip Gray	1948-10-06	UHC-41519-25	8574170224	9035 Willow Ct, Seattle, WA, 98164	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted State name converted to code+2 more
ENR-131957	ENR	James F Burke	2001-04-16	UHC-90043-26	3938204845	1454 Elm St, Phoenix, AZ	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted City re-cased+2 more
CLM-432489	CLM	Daniel J Sanders	1954-08-15	—	9524203403	9364 Washington St, Mesa, AZ	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+2 more
CLM-428950	CLM	Priya Rioos	1981-02-14	UHC-31247-21	—	1393 Canyon Rd, Chandler, AZ, 85293	0.64	Date of birth reformatted State name converted to code Gender normalised Plan code upper-cased+2 more
ENR-124416	ENR	Mei Cunningham	1985-07-19	UHC-58863-81	7817811924	9664 Mesa Dr, Seattle, WA, 98135	0.64	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-410118	CLM	Mei Fisher	2004-09-05	UHC-50798-14	5663907234	4419 Highland Ave, Nashville, TN, 37253	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-134996	ENR	Danielle J Hoffmen	1941-11-17	UHC-34761-94	6633641113	2951 Mountain View Dr, Phoenix, AZ, 85015	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
ENR-108933	ENR	Philip Woods	2001-02-24	UHC-83948-75	9877177326	8935 Valley View Dr, Eden Prairie, MN, 55320	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-427912	CLM	Aaron Reid	1968-04-25	UHC-10885-76	7645795913	1642 Apache Blvd, Miami, FL, 33146	0.64	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-401123	CLM	Alexsi Haarper	1954-04-02	UHC-57014-87	9049731226	1582 Sage Ct, Eden Prairie, MN, 55310	0.64	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-428153	CLM	Gloria Yang	1940-02-03	—	—	9382 Indian School Rd, Orlando, FL	0.64	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
PRV-27134	PRV	Sandra Harrison	1957-10-15	—	4985179661	9330 Lincoln Way Apt 19, Eden Prairie, MN, 55337	0.64	Date of birth reformatted Phone reformatted Unit split from street ZIP+4 trimmed+2 more
ENR-136844	ENR	Valentina Z Cole	1960-02-19	UHC-84010-93	3233173921	1496 Mountain View Dr, Seattle, WA	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-63751	TPA	Joe Vargas	—	—	—	4634 Lake View Rd, Dallas, TX, 75214	0.64	Name re-cased Date of birth reformatted Date of birth unreadable Street suffix standardised+2 more
TPA-62551	TPA	Jessica Graham	1994-01-22	—	—	8488 Market St, Glendale, AZ, 85307	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
PRV-27128	PRV	Carol Vargas	1951-03-18	—	—	3390 Washington St # 749, Jacksonville, FL, 32204	0.64	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-421098	CLM	Dennis Holmes	1981-01-15	UHC-23663-34	9044237368	8792 Elm St, Miami, FL, 33153	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-139917	ENR	Hannah L Oliver	2001-02-16	UHC-68626-53	6804366562	178 Canyon Rd # 242, Orlando, FL, 32808	0.64	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-125443	ENR	Theresa Carroll	2008-02-25	UHC-53618-98	6303269239	1156 Harbor Blvd, Seattle, WA, 98116	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-413912	CLM	Roger H Daen	1940-02-17	UHC-54712-10	7904341036	3984 Cedar Ln, Glendale, AZ, 85356	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-56098	TPA	Juan Welch	1959-01-05	—	3478201851	4917 Park Pl, San Antonio, TX, 78227	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-55904	TPA	Tyler X Dominguez	1982-11-27	—	—	7545 Canyon Rd, Nashville, TN, 37239	0.64	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-127321	ENR	John Reed	1967-06-05	UHC-90703-84	2846246591	7091 Washington St, Glendale, AZ, 85348	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-128736	ENR	Wei P Fields	1959-12-24	—	2186784775	5344 Church St, Los Angeles, CA, 90051	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-100802	ENR	Harold X West	2003-10-12	UHC-76560-14	3109956201	9739 Pine Dr, Mesa, AZ	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+2 more
ENR-114143	ENR	Abigail Johnston	2002-06-09	UHC-13519-75	7044296787	5319 Meadow Ln, Dallas, TX, 75235	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-118422	ENR	Victoria Rojas	1950-03-14	UHC-85933-77	—	6116 Meadow Ln, Las Vegas, NV	0.64	Name re-cased Date of birth reformatted ZIP missing Gender normalised+2 more
CLM-413898	CLM	Mason Vasquez	1967-05-27	—	—	3053 Central Ave, Los Angeles, CA, 90066	0.64	Date of birth reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
CLM-412651	CLM	Evelyn Stewart	1997-03-04	—	—	8320 Union St, Atlanta, GA, 30332	0.64	Name split from “Last, First”Date of birth reformatted City re-cased ZIP+4 trimmed+2 more
PRV-27006	PRV	Douglas Z Guzman	1939-05-04	UHC-59096-88	4143293966	4355 Mountain View Dr, Tempe, AZ, 85299	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
ENR-137680	ENR	Joyce T Johnson	1994-08-04	UHC-57438-80	2222822911	1785 Ridge Rd, Scottsdale, AZ, 85209	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-401873	CLM	Patrick P Olson	1966-04-06	—	—	6165 Main St, San Diego, CA, 92167	0.64	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-104509	ENR	Nancy B Tran	1968-11-02	UHC-89471-33	7687833624	8721 Pine Dr, Denver, CO, 80218	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-20328	PRV	Sara Ortega	1976-02-06	—	9146019464	5180 Church St, Fresno, CA, 93729	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-418378	CLM	Rebecca Fuller	1939-08-19	UHC-58010-49	6327349378	3291 Valley View Dr, Las Vegas, NV, 89143	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
TPA-61840	TPA	UJunk	1963-09-19	UHC-41493-30	4429338171	832 Canyon Rd, Jacksonville, FL, 32255	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-64125	TPA	Jose Carpenter	1943-04-07	—	—	4048 Willow Ct, Plano, TX, 75049	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-101901	ENR	Hannah Patterson	1981-05-01	UHC-91930-09	4365168470	801 Hillcrest Rd, Los Angeles, CA, 90072	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-415042	CLM	Yuki Russell	1942-02-14	—	—	4736 Ridge Rd, Mesa, AZ, 85223	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-132179	ENR	Diana Martinez	1964-05-19	UHC-43768-55	6254853713	8091 Highland Ave, Houston, TX, 77018	0.64	Date of birth reformatted Phone reformatted Member ID reformatted SSN last four extracted+2 more
CLM-428960	CLM	Yuki Vazquez	1960-04-08	UHC-48005-22	—	6603 Camelback Rd, Miami, FL, 33192	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-417000	CLM	Daniel X Jimenez	1959-01-18	—	—	5471 Sage Ct, Eden Prairie, MN, 55340	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more

32,400 rows, page 143 of 648Previous Next