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 “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-111463	ENR	Hannah Fernandez	1948-06-07	UHC-91041-43	6576908162	2300 Park Pl, Denver, CO, 80270	0.78	Name re-cased Two-digit birth year Phone reformatted Plan code upper-cased+1 more
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
TPA-57038	TPA	Alen Marquez	2002-02-16	UHC-88620-29	—	2304 Central Ave, Fresno, CA, 93742	0.78	Street suffix standardised Address re-cased Plan code upper-cased Whitespace trimmed+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
CLM-428880	CLM	Larry Butler	1993-09-21	UHC-48440-51	6504481068	6795 Grand Ave, Orlando, FL, 32826	0.78	Date of birth reformatted Street suffix standardised Address re-cased Plan code upper-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
CLM-416899	CLM	Michelle Chavez	1992-04-26	UHC-36979-40	—	5832 Sunset Blvd, Scottsdale, AZ, 85288	0.78	Street suffix standardised Address re-cased Plan code upper-cased Whitespace trimmed+1 more
CLM-404203	CLM	George Lewis	2006-02-23	—	—	2743 Sunset Blvd, Chandler, AZ, 85244	0.78	Street suffix standardised Address re-cased Plan code upper-cased Whitespace trimmed+1 more
CLM-417974	CLM	Douglas Z Gonzales	1991-07-21	UHC-51488-52	7442195854	1017 Apache Blvd, Dallas, TX, 75218	0.78	Phone reformatted Member ID reformatted ZIP+4 trimmed 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
CLM-425397	CLM	Omar Castro	1951-12-07	—	—	7219 Oak St, Miami, FL, 33180	0.78	Name re-cased Date of birth reformatted ZIP+4 trimmed Plan code upper-cased+1 more
CLM-425617	CLM	Aaron Nunez	1987-02-13	UHC-75381-08	—	4931 Market St, Tucson, AZ, 85739	0.78	Date of birth reformatted Street suffix standardised Address re-cased Plan code upper-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
CLM-408261	CLM	Arthur E Perry	1959-09-11	—	—	9512 Highland Ave, Dallas, TX, 75236	0.78	Name re-cased Street suffix standardised Address re-cased Plan code upper-cased+1 more
CLM-425813	CLM	Jean Day	1943-03-26	UHC-32810-59	2186348777	7726 Church St, Denver, CO, 80220	0.78	Phone reformatted State name converted to code Plan code upper-cased Whitespace trimmed+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
CLM-413749	CLM	Gregory Mendez	1947-05-15	—	7043496565	3586 Harbor Blvd, Houston, TX, 77003	0.78	Date of birth reformatted Street suffix standardised Address re-cased City re-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
PRV-28826	PRV	Adam X Vega	1974-12-27	—	5372467498	3130 Cedar Ln, San Diego, CA, 92181	0.80	Name re-cased Two-digit birth year Plan code upper-cased Placeholder values cleared
CLM-401781	CLM	Brenda Hoffman	1938-12-27	UHC-56523-95	—	9299 Sunset Blvd, Plano, TX, 75078	0.80	Name split from “Last, First”Plan code upper-cased Whitespace trimmed Placeholder values cleared
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
CLM-404030	CLM	Martha Bell	1965-09-21	UHC-05322-98	5259835256	1624 Palm Dr, Mesa, AZ, 85222	0.80	Street suffix standardised Address re-cased Plan code upper-cased Whitespace trimmed
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
CLM-420486	CLM	Jose S Kennedy	1954-07-19	UHC-68721-38	—	312 Harbor Blvd, Denver, CO, 80222	0.80	Date of birth reformatted Gender normalised Plan code upper-cased Placeholder values cleared
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
CLM-402006	CLM	Pat Knight	2007-09-18	UHC-45826-06	—	—	0.80	Name re-cased Gender normalised Plan code upper-cased Placeholder values cleared
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
TPA-54507	TPA	Jessica M Soto	1971-04-14	—	—	—	0.80	Name split from “Last, First”Date of birth reformatted Plan code upper-cased Placeholder values cleared
CLM-411395	CLM	Jacob G Kelly	1990-05-14	—	—	9005 Hillcrest Rd, Austin, TX	0.80	Name re-cased ZIP missing Plan code upper-cased Placeholder values cleared
CLM-401462	CLM	Amanda Barnes	1968-07-20	UHC-91250-79	—	—	0.80	Two-digit birth year Plan code upper-cased Whitespace trimmed Placeholder values cleared
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
CLM-416943	CLM	Dorothy Padilla	1976-02-07	—	—	3193 Lake View Rd, Chandler, AZ, 85297	0.80	Date of birth reformatted Gender normalised Plan code upper-cased Placeholder values cleared
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
TPA-63031	TPA	Mason R Hawkins	1943-07-07	—	—	—	0.80	Two-digit birth year Plan code upper-cased Whitespace trimmed Placeholder values cleared
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
CLM-416260	CLM	Heather Burton	2002-06-15	—	8534239768	308 Central Ave, Miami, FL, 33113	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

3,278 rows, page 48 of 66Previous Next