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

Enrollment, flag “Plan code upper-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPlan code upper-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-105321	ENR	Kenneth S Payne	1973-10-27	UHC-66838-75	—	4077 Grand Ave, Chandler, AZ, 85223	0.78	Street suffix standardised Address re-cased Plan code upper-cased Whitespace trimmed+1 more
ENR-134827	ENR	Karen Q Ryan	1939-03-07	UHC-99293-59	3052900134	1190 Bayshore Dr, Atlanta, GA, 30360	0.78	Phone reformatted Street suffix standardised Address re-cased Plan code upper-cased+1 more
ENR-109552	ENR	Margaret T Russell	1980-07-21	UHC-79066-20	6135213415	2094 Hillcrest Rd, Seattle, WA, 98109	0.78	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+1 more
ENR-111992	ENR	Theressa U Cunningham	2004-01-18	UHC-57506-28	9613903662	8763 Washington St, Tempe, AZ, 85277	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-100851	ENR	Brian W Hughes	1973-09-07	UHC-74866-18	4678898577	2261 Mesa Dr # 130, Dallas, TX, 75287	0.78	Phone reformatted Member ID reformatted Unit split from street Plan code upper-cased+1 more
ENR-133632	ENR	Richard Montgomery	1971-02-03	UHC-26592-48	8363666639	1231 Market St, Nashville, TN, 37293	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
ENR-135261	ENR	Denise Henry	1963-07-22	UHC-38612-42	6454037308	6558 Apache Blvd, Tempe, AZ, 85284	0.78	Name re-cased Street suffix standardised Address re-cased Plan code upper-cased+1 more
ENR-104385	ENR	Rachel K Hughes	1969-06-06	UHC-06997-78	5384126473	3782 Meadow Ln, Glendale, AZ, 85328	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-108118	ENR	Dennis Davis	1995-02-16	UHC-45986-39	9446833114	1031 Jefferson Ave, Tucson, AZ, 85745	0.78	Name re-cased Phone reformatted ZIP+4 trimmed Plan code upper-cased+1 more
ENR-113107	ENR	Cheryl Z Lawrence	1980-03-17	UHC-30888-91	8297099511	667 Forest Ave, Gilbert, AZ, 85241	0.78	Member ID reformatted Street suffix standardised Address re-cased Plan code upper-cased+1 more
ENR-107475	ENR	Olivia U Chavez	1973-01-15	UHC-71126-91	6156628928	5964 Meadow Ln, Atlanta, GA, 30371	0.78	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+1 more
ENR-142038	ENR	William L Edwards	1941-01-11	UHC-20643-74	5536383529	4598 Church St, Scottsdale, AZ, 85291	0.80	Middle initial moved out of first name Phone reformatted Plan code upper-cased Whitespace trimmed
ENR-108003	ENR	Stephen W Maldonado	1941-06-16	UHC-08829-69	6146437845	5247 Hillcrest Rd, Sacramento, CA, 95839	0.80	Name re-cased Date of birth reformatted SSN last four extracted Plan code upper-cased
ENR-138613	ENR	Kelly U Perkins	2001-10-04	UHC-48769-50	3754442854	6401 Washington St, Plano, TX, 75011	0.80	Date of birth reformatted Street suffix standardised Address re-cased Plan code upper-cased
ENR-119207	ENR	Denise Roberts	1972-02-15	UHC-19669-31	8075736788	5846 Indian School Rd, Houston, TX, 77037	0.80	Phone reformatted Gender normalised Plan code upper-cased Placeholder values cleared
ENR-102168	ENR	Nicholas X Stevens	1966-01-19	UHC-17491-69	4163756819	8181 Sunset Blvd, Glendale, AZ, 85315	0.80	Two-digit birth year Phone reformatted Member ID reformatted Plan code upper-cased
ENR-108213	ENR	Larry K Hall	1976-01-12	UHC-42998-10	6314084076	2039 Maple Ave, Tucson, AZ, 85739	0.80	Name re-cased Two-digit birth year Phone reformatted Plan code upper-cased
ENR-115855	ENR	Scott D Bryant	2004-04-28	UHC-18362-92	7316249967	6789 Hillcrest Rd, Atlanta, GA	0.80	Phone reformatted Member ID reformatted ZIP missing Plan code upper-cased
ENR-104794	ENR	Anna Young	1998-12-02	UHC-60868-33	9774455073	827 Grand Ave, Los Angeles, CA, 90029	0.80	Phone reformatted Gender normalised Plan code upper-cased Whitespace trimmed
ENR-103271	ENR	Bruce W Maldonado	1975-04-15	UHC-52868-26	5343997606	9375 Union St, Tucson, AZ, 85738	0.80	Name split from “Last, First”Date of birth reformatted Plan code upper-cased Whitespace trimmed
ENR-120803	ENR	Gordn Ryan	2000-09-19	UHC-72790-66	5988345854	491 Main St, Fresno, CA, 93725	0.80	Date of birth reformatted Phone reformatted State name converted to code Plan code upper-cased
ENR-133496	ENR	Kimberly Nichols	1990-03-21	UHC-32538-33	7378994702	6697 Central Ave, Tucson, AZ, 85729	0.80	Street suffix standardised Address re-cased Plan code upper-cased Whitespace trimmed
ENR-111663	ENR	Christian Ray	1947-08-20	UHC-82209-54	7582319477	5974 Grand Ave, Tampa, FL, 33646	0.80	Phone reformatted Street suffix standardised Address re-cased Plan code upper-cased
ENR-120579	ENR	Terry Singh	1956-05-20	UHC-09840-40	—	—	0.80	Phone missing area code Member ID reformatted Plan code upper-cased Placeholder values cleared
ENR-108007	ENR	Marcus Roberts	2005-04-16	UHC-52099-28	4009156736	1639 River Rd, Miami, FL, 33122	0.80	Name split from “Last, First”Date of birth reformatted Member ID reformatted Plan code upper-cased
ENR-100712	ENR	Catherine S Gomez	1944-12-26	UHC-81221-42	9323689026	—	0.80	SSN last four extracted Plan code upper-cased Whitespace trimmed Placeholder values cleared
ENR-106335	ENR	Joe U Anderson	1948-09-01	UHC-12753-63	9243463238	2779 Baseline Rd, Houston, TX, 77064	0.80	Phone reformatted Street suffix standardised Address re-cased Plan code upper-cased
ENR-115650	ENR	Nancy Stephens	2005-01-22	UHC-99055-67	8544729067	8008 Ocean Ave Apt 10, Scottsdale, AZ, 85205	0.80	Unit split from street Email lower-cased Plan code upper-cased Whitespace trimmed
ENR-117678	ENR	Carol Gonzalez	1989-12-08	UHC-29432-01	—	6677 Cedar Ln, Phoenix, AZ, 85098	0.80	Date of birth reformatted Phone missing area code Plan code upper-cased Whitespace trimmed
ENR-142660	ENR	Kevin I Johnston	1956-06-01	UHC-81285-76	3885379182	8262 Maple Ave, Fresno, CA, 93752	0.80	Name re-cased Phone reformatted ZIP+4 trimmed Plan code upper-cased
ENR-131931	ENR	Mark Schultz	1984-04-08	UHC-60623-93	—	—	0.80	Date of birth reformatted Gender normalised Plan code upper-cased Placeholder values cleared
ENR-124983	ENR	Gerald W Garrett	—	UHC-05394-15	6653687668	1125 Lincoln Way, Los Angeles, CA, 90036	0.80	Date of birth unreadable Phone reformatted Plan code upper-cased Whitespace trimmed
ENR-103962	ENR	Angela H Franklin	1956-01-13	UHC-82634-27	7164370587	4623 Maple Ave, Chandler, AZ, 85255	0.80	Phone reformatted Email lower-cased Gender normalised Plan code upper-cased
ENR-140241	ENR	Frances Q Fowler	1997-09-26	UHC-09436-46	—	—	0.80	Phone missing area code Plan code upper-cased Whitespace trimmed Placeholder values cleared
ENR-130730	ENR	Tyler Taylor	1957-10-27	UHC-30471-03	4296298195	4037 Indian School Rd, Las Vegas, NV, 89163	0.80	ZIP+4 trimmed Plan code upper-cased Whitespace trimmed Placeholder values cleared
ENR-100425	ENR	Douglas George	1985-12-18	UHC-91044-29	2146480532	9884 River Rd, Tempe, AZ, 85217	0.80	ZIP+4 trimmed Plan code upper-cased Whitespace trimmed Placeholder values cleared
ENR-138993	ENR	Mary W Baker	1991-08-02	UHC-65266-05	—	100 Bayshore Dr, Sacramento, CA, 95802	0.80	Phone missing area code Member ID reformatted Plan code upper-cased Whitespace trimmed
ENR-114834	ENR	Jason Y Sims	1915-02-17	UHC-71945-34	—	739 Bayshore Dr, Seattle, WA, 98115	0.80	Name re-cased Street suffix standardised Address re-cased Plan code upper-cased
ENR-115757	ENR	Albert Butler	—	UHC-78321-66	8716909998	4427 Jefferson Ave, Tempe, AZ, 85238	0.80	Date of birth unreadable City re-cased Plan code upper-cased Placeholder values cleared
ENR-108061	ENR	Megan C Hernandez	1943-10-27	UHC-20733-31	4894356140	2915 Maple Ave, Chandler, AZ, 85226	0.80	Name split from “Last, First”Phone reformatted Plan code upper-cased Placeholder values cleared
ENR-139103	ENR	Jean Q Perez	1990-09-01	UHC-67282-58	3283689619	8720 Bayshore Dr, Austin, TX, 78756	0.80	Name re-cased ZIP+4 trimmed Plan code upper-cased Whitespace trimmed
ENR-108969	ENR	Eric Bryant	1977-10-18	UHC-08448-62	9859244520	69 Broadway, Los Angeles, CA, 90004	0.80	Phone reformatted Email lower-cased Gender normalised Plan code upper-cased
ENR-113361	ENR	Albert Kelley	1953-07-14	UHC-77237-65	4836954832	400 Ridge Rd, Fresno, CA, 93732	0.80	Street suffix standardised Address re-cased Email lower-cased Plan code upper-cased
ENR-142066	ENR	Jesse R Moreno	1971-12-12	UHC-74726-93	7743848274	383 Grand Ave, Seattle, WA, 98153	0.80	Date of birth reformatted Street suffix standardised Address re-cased Plan code upper-cased
ENR-122976	ENR	Aaron Schultz	1961-05-02	UHC-48103-97	8522367303	2191 Oak St, Columbus, OH, 43223	0.80	Two-digit birth year City re-cased Email lower-cased Plan code upper-cased
ENR-107958	ENR	Julia Wallace	1962-12-20	UHC-97794-26	7905243052	9305 Central Ave, Plano, TX, 75073	0.80	Date of birth reformatted Street suffix standardised Address re-cased Plan code upper-cased
ENR-132321	ENR	Timothy Moreno	1986-04-19	UHC-68739-51	5796382277	6169 Ocean Ave, Tucson, AZ, 85716	0.80	Street suffix standardised Address re-cased Plan code upper-cased Placeholder values cleared
ENR-127766	ENR	Olivia N Vga	1940-08-25	UHC-07979-12	4563979226	3102 Highland Ave, Tempe, AZ, 85228	0.80	Date of birth reformatted Phone reformatted Gender normalised Plan code upper-cased
ENR-140772	ENR	Santiago D Harrison	1991-02-26	UHC-19182-27	7725262836	7141 Elm St, Tampa, FL, 33697	0.80	Phone reformatted Street suffix standardised Address re-cased Plan code upper-cased
ENR-136120	ENR	Mriana Owens	1998-06-24	UHC-35620-95	5198981877	6172 Ocean Ave, Orlando, FL, 32836	0.80	ZIP+4 trimmed Plan code upper-cased Whitespace trimmed Placeholder values cleared

2,126 rows, page 33 of 43Previous Next