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 “City re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagCity re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-130827	ENR	Harold U Marquez	1943-09-27	—	7278813823	1701 Lake View Rd, Tempe, AZ, 85241	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-131764	ENR	Juudy Kim	1948-05-11	UHC-47691-30	2655955175	1313 Market St, Miami, FL, 33161	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
TPA-56500	TPA	Mei Allen	1991-09-17	UHC-06040-50	7967700380	2703 Main St, Tampa, FL, 33634	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-132472	ENR	Sofia T Lucas	1969-04-12	UHC-89122-72	6606442234	9873 Union St, Austin, TX, 78744	0.72	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-134713	ENR	Denise Santos	2005-12-01	UHC-49411-48	2075642361	5029 Jefferson Ave, Columbus, OH, 43255	0.72	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
TPA-64164	TPA	Nick Mendoza	1994-05-04	UHC-42778-02	5322778630	3558 Washington St, Eden Prairie, MN, 55317	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-124336	ENR	Jonathan Franklin	1946-11-26	UHC-43187-68	6024857554	5396 Central Ave, Minneapolis, MN, 55443	0.72	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
PRV-26090	PRV	Patricia Maldonado	1988-01-25	UHC-13370-92	5303491512	599 Apache Blvd, Fresno, CA, 93760	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-25790	PRV	Justin Murphy	1952-10-21	UHC-52723-74	3747576957	3207 Union St, Tucson, AZ, 85764	0.72	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-140779	ENR	Carolyn N Mendez	1962-06-27	UHC-68009-52	9322944875	8645 Park Pl, Fresno, CA, 93783	0.72	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-134351	ENR	Wei Chavez	1994-03-22	UHC-50321-50	9598083374	7328 Hillcrest Rd, Sacramento, CA, 95890	0.72	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
CLM-432174	CLM	Alice Hart	1966-02-17	UHC-52800-45	5224630912	3785 Mountain View Dr, Orlando, FL, 32809	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-101677	ENR	Frrank Y Park	1940-10-09	UHC-71024-06	—	9254 Cedar Ln, Sacramento, CA, 95886	0.72	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+4 more
PRV-21134	PRV	Steven Guzman	2001-11-20	UHC-15163-18	6762258210	6461 Mesa Dr, Las Vegas, NV, 89120	0.72	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-128806	ENR	Nicole F Payne	1948-09-08	UHC-53278-73	9219110370	6830 Church St, Fresno, CA, 93739	0.72	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+4 more
ENR-110655	ENR	Nancy Moraales	2004-10-22	UHC-83703-84	8393092767	6401 Ridge Rd, Dallas, TX, 75268	0.72	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
ENR-135696	ENR	Edward Henry	2005-04-14	UHC-72922-81	6636825496	4759 Ridge Rd, Nashville, TN, 37238	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-133451	ENR	Douglas L Arnold	1991-03-01	UHC-22169-60	—	4155 Lincoln Way, Tampa, FL, 33620	0.72	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-134786	ENR	Nicole I Murray	1973-03-06	—	5418403697	7168 Park Pl, Denver, CO, 80296	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-100506	ENR	Ana George	1976-08-11	UHC-80940-37	5393476904	610 Maple Ave, Minneapolis, MN, 55469	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-114817	ENR	Jacqueline T Vasquez	1948-10-02	UHC-66201-13	9056302197	800 Sunset Blvd, San Diego, CA, 92120	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
TPA-50459	TPA	Jacob C Hart	1990-11-02	—	4183970671	7461 Market St, Tampa, FL, 33625	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-101299	ENR	Garrett I Jason	2002-09-09	UHC-15801-99	2837872669	4930 Lincoln Way, Tucson, AZ, 85777	0.72	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+4 more
TPA-51370	TPA	Mary Daniels	1969-09-15	—	3262426146	3406 Market St, Denver, CO, 80259	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-115251	ENR	Bruce E Stone	2006-02-06	UHC-02412-43	7777630224	4565 Mountain View Dr, Phoenix, AZ, 85096	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
TPA-54215	TPA	Danielle Torres	2003-09-16	—	8558324572	4732 Willow Ct, Chandler, AZ, 85293	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-107878	ENR	Amber Vazquez	1973-10-18	UHC-91224-37	4248261496	207 Apache Blvd, Nashville, TN, 37212	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-26942	PRV	Harold Franklin	1980-02-23	UHC-93681-23	8705539675	8586 Sage Ct, Scottsdale, AZ, 85291	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-417643	CLM	Diana Bailey	1999-10-21	UHC-96404-93	—	7001 Central Ave, San Antonio, TX, 78246	0.72	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+4 more
TPA-61479	TPA	Arjun Fernandez	1950-04-22	—	—	3885 Park Pl, Minneapolis, MN, 55436	0.72	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-122028	ENR	Ana Z Watkins	2003-05-15	UHC-50126-88	3909087968	1362 Market St, Seattle, WA, 98126	0.72	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+4 more
TPA-58469	TPA	Samuel Patterson	1990-10-05	UHC-60348-01	2263264411	1457 Palm Dr, Gilbert, AZ, 85260	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-410554	CLM	Joe Green	1980-10-16	UHC-41373-96	—	3650 Union St, Fresno, CA, 93785	0.72	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
CLM-411261	CLM	Samuel T Reyes	1940-02-05	UHC-82409-02	—	445 Mesa Dr, Charlotte, NC, 28256	0.72	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+4 more
PRV-28563	PRV	Brandon Andrews	1956-02-04	UHC-68112-03	5848021755	414 Oak St, Tucson, AZ, 85712	0.72	Date of birth reformatted Phone reformatted Member ID reformatted City re-cased+4 more
ENR-101231	ENR	Jonathan King	1958-10-06	UHC-35994-06	5342315110	8496 Indian School Rd, Austin, TX, 78726	0.72	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+4 more
PRV-22995	PRV	Kathy S Simmons	1985-07-17	UHC-12054-24	3328713836	1289 Main St, Scottsdale, AZ, 85260	0.72	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-142722	ENR	Amber J Burton	2001-09-17	UHC-56560-03	9259346575	1680 Spring St, San Diego, CA, 92152	0.72	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+4 more
PRV-29085	PRV	Kayla Hofffman	1944-05-06	—	5343459050	8332 Camelback Rd, Houston, TX, 77010	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
TPA-63983	TPA	Michael Howard	1947-06-26	—	7095995372	2431 Park Pl, Las Vegas, NV, 89151	0.72	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-401327	CLM	Keith C Brooks	1986-03-26	UHC-63341-37	8735187339	5724 Pine Dr, Denver, CO, 80299	0.72	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
CLM-401328	CLM	Keith C Brooks	1986-03-26	UHC-63341-37	8735187339	5724 Pine Dr, Denver, CO, 80299	0.72	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
ENR-131537	ENR	Susan Lewis	2004-06-24	UHC-86986-28	—	6888 Baseline Rd, Plano, TX, 75027	0.72	Name re-cased Street suffix standardised Address re-cased City re-cased+4 more
ENR-135983	ENR	Thompson Gary	1995-03-11	UHC-01785-92	8643529660	9781 Jefferson Ave, Fresno, CA, 93734	0.72	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
ENR-116171	ENR	Matthew N Holmes	2006-09-25	UHC-18381-60	9734445102	7504 Meadow Ln, Charlotte, NC, 28280	0.72	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
ENR-117115	ENR	Jeremy Snyder	1988-04-05	UHC-65942-65	4686701391	106 Washington St, Denver, CO, 80272	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-24042	PRV	Luis F Dunn	1950-11-21	UHC-69678-10	2909559837	5311 Desert Sky Blvd, Charlotte, NC, 28275	0.72	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-106391	ENR	Harold Valdez	1974-10-19	UHC-88603-40	6888801277	3155 Sunset Blvd, Charlotte, NC, 28259	0.72	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-120951	ENR	Ronald Vargas	2001-06-27	UHC-34390-87	4768636175	4115 Meadow Ln, Chandler, AZ, 85265	0.72	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-135727	ENR	Carolyn Smith	1946-04-21	UHC-59178-53	9613435454	5400 Canyon Rd, Austin, TX, 78727	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more

17,850 rows, page 159 of 357Previous Next