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 “Name split from “Last, First””, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName split from “Last, First”Clear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-415452	CLM	Lawrence O Richards	—	—	—	6040 Main St, Columbus, OH, 43236	0.52	Name split from “Last, First”Date of birth unreadable Street suffix standardised Address re-cased+2 more
ENR-125606	ENR	Margaret Bishop	1983-09-08	UHC-24206-49	—	9864 Maple Ave, Eden Prairie, MN, 55300	0.52	Name split from “Last, First”Date of birth reformatted Phone missing area code SSN last four extracted+2 more
ENR-103974	ENR	Jean Santiago	1943-08-12	UHC-49960-87	5786613242	3517 Highland Ave, Los Angeles, CA, 90038	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-418171	CLM	Ahmed Adams	2001-12-06	UHC-61442-82	6422262115	3121 Union St, Las Vegas, NV, 89139	0.52	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+2 more
CLM-417545	CLM	Walter D Moreno	1939-07-01	UHC-84396-39	—	597 Elm St, Denver, CO, 80262	0.52	Name split from “Last, First”Street suffix standardised Address re-cased Gender normalised+2 more
TPA-51518	TPA	Betty Carlson	1976-12-24	—	—	3306 River Rd, Seattle, WA, 98135	0.52	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
PRV-24157	PRV	Lisa Huughes	2005-08-28	—	4335563172	3596 Main St # 498, Las Vegas, NV, 89178	0.52	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-116179	ENR	Jacob L Evans	1966-12-02	UHC-47768-24	9006880173	7447 Baseline Rd, Fresno, CA, 93759	0.52	Name split from “Last, First”Date of birth reformatted Phone reformatted ZIP+4 trimmed+2 more
CLM-430118	CLM	Austin Bowman	1959-10-02	UHC-22804-98	—	4575 Jefferson Ave, Houston, TX	0.52	Name split from “Last, First”Member ID reformatted Street suffix standardised Address re-cased+2 more
PRV-27794	PRV	Mark Morgan	1981-04-13	UHC-34154-23	5242733609	2340 Pine Dr # 761, Tampa, FL, 33607	0.52	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+2 more
CLM-431520	CLM	Joan F Harris	1994-07-26	UHC-53549-85	3784526914	2628 Lincoln Way, Minneapolis, MN, 55446	0.52	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+2 more
CLM-402877	CLM	Amanda Austin	1998-09-20	—	2236782382	8867 Elm St, Plano, TX, 75075	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-127425	ENR	Donna Cook	1978-02-12	UHC-07640-06	8798708298	6772 Desert Sky Blvd, Nashville, TN, 37276	0.52	Name split from “Last, First”Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-101139	ENR	Brandoon J Munoz	1965-08-06	UHC-24440-97	4199034858	466 Desert Sky Blvd, Jacksonville, FL, 32253	0.52	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
CLM-429612	CLM	Karen Richardson	1962-12-14	UHC-37708-18	—	1730 Central Ave, Nashville, TN, 37248	0.52	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
ENR-104227	ENR	Adam H Buurke	1940-09-04	UHC-31213-74	5924843277	1835 Hillcrest Rd, Nashville, TN, 37249	0.52	Name split from “Last, First”Phone reformatted State name converted to code Gender normalised+2 more
CLM-418419	CLM	Henry S Wells	1938-11-01	UHC-53311-49	—	539 Lincoln Way, Plano, TX, 75092	0.52	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+2 more
ENR-122172	ENR	Noah C Oliver	2008-12-05	UHC-30408-58	2635553375	6736 Grand Ave, Dallas, TX	0.52	Name split from “Last, First”Two-digit birth year Phone reformatted ZIP missing+2 more
ENR-120486	ENR	Jack Wallae	1988-04-23	UHC-64103-89	5952203699	3117 River Rd, Plano, TX	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-419741	CLM	Beverly Young	1994-03-25	UHC-66215-27	—	2556 Sunset Blvd, Minneapolis, MN, 55492	0.52	Name split from “Last, First”Street suffix standardised Address re-cased State name converted to code+2 more
ENR-108112	ENR	Nick Harrison	1986-01-22	UHC-96747-20	5779084010	8587 Maple Ave, Dallas, TX, 75262	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-117056	ENR	Sen Holmes	2003-08-13	UHC-34874-09	3073845941	7645 Apache Blvd, Dallas, TX, 75210	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-400056	CLM	Samantha Young	1990-04-28	—	3607451738	5157 Harbor Blvd, San Antonio, TX, 78231	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-140940	ENR	Maria Graham	1961-02-20	UHC-40957-36	7806038887	28 Mountain View Dr # 653, Mesa, AZ, 85261	0.52	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+2 more
TPA-55327	TPA	Hirohsi Hanson	1939-12-11	—	—	6791 Baseline Rd, Minneapolis, MN, 55425	0.52	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+2 more
CLM-419985	CLM	Megan G Richards	2007-12-04	—	—	5739 Oak St, Tempe, AZ	0.52	Name split from “Last, First”Street suffix standardised Address re-cased ZIP missing+2 more
PRV-24298	PRV	Jacob Watkins	1948-01-23	—	9825231742	1221 Church St, Fresno, CA	0.52	Name split from “Last, First”Street suffix standardised Address re-cased ZIP missing+2 more
PRV-27378	PRV	Mary Simpson	1957-08-17	—	—	9133 River Rd, Jacksonville, FL, 32221	0.52	Name split from “Last, First”Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-401863	CLM	Emily Warren	1996-07-11	UHC-27010-24	—	2811 Central Ave, Austin, TX	0.52	Name split from “Last, First”Street suffix standardised Address re-cased ZIP missing+2 more
CLM-402762	CLM	Kathleen Medina	1942-08-15	UHC-06034-54	—	1063 Desert Sky Blvd, Glendale, AZ, 85349	0.52	Name split from “Last, First”SSN last four extracted Street suffix standardised Address re-cased+2 more
TPA-61520	TPA	Samantha Wang	1995-09-10	—	—	570 Ridge Rd, Charlotte, NC, 28202	0.52	Name split from “Last, First”Date of birth reformatted State name converted to code Gender normalised+2 more
ENR-122378	ENR	Juan George	1969-10-12	UHC-51548-97	6812589562	416 Hillcrest Rd, Austin, TX, 78790	0.52	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-139492	ENR	Samuel Castro	1979-01-22	UHC-38821-19	3734718208	9315 Mountain View Dr, Tempe, AZ, 85241	0.52	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-422560	CLM	Larry Foster	1965-06-28	—	—	4669 Sunset Blvd, Tucson, AZ, 85733	0.52	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+2 more
ENR-129393	ENR	Judy A Carroll	2006-05-24	UHC-24401-98	9048292620	2492 Mountain View Dr, San Diego, CA, 92157	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-129392	ENR	Judy A Carroll	2006-05-24	UHC-24401-98	9048292620	2492 Mountain View Dr, San Diego, CA, 92157	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-25228	PRV	Adam I Lttle	1943-08-22	—	5515424028	1689 Mountain View Dr, Nashville, TN, 37201	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-23247	PRV	Camila Turner	1990-05-10	UHC-89373-58	6009667929	9865 Mesa Dr, Charlotte, NC, 28218	0.52	Name split from “Last, First”Two-digit birth year Phone reformatted Gender normalised+2 more
CLM-427605	CLM	Frances Campbell	1992-09-16	UHC-98486-22	4566992135	94 Washington St, Austin, TX, 78717	0.52	Name split from “Last, First”Street suffix standardised Address re-cased Gender normalised+2 more
CLM-416572	CLM	Jake Hall	2001-06-06	UHC-90583-09	—	2618 Ridge Rd # 477, Phoenix, AZ, 85094	0.52	Name split from “Last, First”Date of birth reformatted Unit split from street ZIP+4 trimmed+2 more
ENR-108355	ENR	Alice F Freeman	1970-09-12	UHC-21999-44	5815901758	9795 Sunset Blvd, Eden Prairie, MN, 55311	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-422713	CLM	Larry Daniels	—	—	—	5621 Market St, Glendale, AZ, 85343	0.52	Name split from “Last, First”Date of birth unreadable Street suffix standardised Address re-cased+2 more
ENR-138765	ENR	Margaret Hanson	1994-05-23	UHC-18541-05	5189797677	614 Lake View Rd, Charlotte, NC, 28268	0.52	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-141753	ENR	Bruce Sandoval	1945-12-02	UHC-23741-56	—	2479 Mesa Dr, Mesa, AZ, 85282	0.52	Name split from “Last, First”Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-107420	ENR	Nicholas Alvarado	1951-11-27	UHC-40551-48	9896261357	4682 Baseline Rd, Eden Prairie, MN	0.52	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-432784	CLM	Mateo Simpson	—	UHC-48188-73	—	9683 Canyon Rd, Minneapolis, MN, 55409	0.52	Name split from “Last, First”Date of birth missing Street suffix standardised Address re-cased+2 more
ENR-107872	ENR	Philip A Gibson	1968-03-08	UHC-90044-54	7087159201	9675 Highland Ave Apt 23, Minneapolis, MN, 55448	0.52	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-107984	ENR	Scott L Kim	1949-12-21	UHC-98455-86	7724742407	3083 Ocean Ave, Tempe, AZ	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-54871	TPA	Elijah Sullivan	1941-04-26	—	3495992944	7717 Lake View Rd, Eden Prairie, MN, 55373	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-58356	TPA	Bradley Soto	1989-06-17	—	—	4949 Lake View Rd, Los Angeles, CA, 90093	0.52	Name split from “Last, First”Street suffix standardised Address re-cased ZIP+4 trimmed+2 more

9,980 rows, page 51 of 200Previous Next