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 “Placeholder values cleared”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPlaceholder values clearedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-127007	ENR	Jose M Stewart	1985-06-11	UHC-32916-70	—	9738 Mountain View Dr, Jacksonville, FL, 32200	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-107390	ENR	Jacck Ross	1966-03-10	UHC-53449-18	2836604423	2612 Sage Ct, Tucson, AZ, 85784	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-126720	ENR	Joyce Li	1940-05-15	UHC-63707-36	4346759024	6266 River Rd, Atlanta, GA, 30365	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
ENR-105858	ENR	Tyler I Estrada	1961-11-21	UHC-95830-27	5554777605	2045 Mesa Dr, Nashville, TN, 37219	0.76	Name re-cased Date of birth reformatted Phone reformatted ZIP+4 trimmed+2 more
ENR-113585	ENR	Dylan Q Bailey	1962-07-08	UHC-11302-77	5308859968	8382 Jefferson Ave, Las Vegas, NV, 89144	0.76	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-106021	ENR	Kathryn Burns	2002-02-02	UHC-66794-95	—	933 Palm Dr, Glendale, AZ, 85340	0.76	Street suffix standardised Address re-cased City re-cased State code upper-cased+2 more
ENR-126582	ENR	Kile M Moore	1984-03-11	UHC-18856-78	7619379297	870 Indian School Rd, Orlando, FL, 32805	0.76	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+2 more
ENR-101963	ENR	Danielle Y Garza	1941-09-22	UHC-15625-56	2598320368	7644 Mesa Dr, Fresno, CA, 93736	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-133204	ENR	Helne Ramos	1943-01-10	UHC-91611-30	—	6117 Willow Ct, San Antonio, TX, 78206	0.76	Name re-cased Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-131184	ENR	Brandon I Robinson	1952-09-16	UHC-78201-84	3552868027	5826 Jefferson Ave, Tempe, AZ, 85218	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-108506	ENR	Hiroshi P Nunez	1976-12-20	UHC-91613-92	4909072204	9881 Forest Ave, Gilbert, AZ, 85215	0.76	Phone reformatted SSN last four extracted Email lower-cased Plan code upper-cased+2 more
ENR-113027	ENR	Timothy L Mills	1950-11-18	UHC-97279-49	8027334997	4893 Valley View Dr, Gilbert, AZ, 85284	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-102618	ENR	Alexis Maldonado	1995-03-16	UHC-75909-66	2553416459	12 Hillcrest Rd, Chandler, AZ, 85261	0.76	Name re-cased Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-137472	ENR	Olivia B Jenkins	1989-09-09	UHC-31191-56	9736685211	1921 Mesa Dr, Dallas, TX, 75256	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-117240	ENR	Albert Cruz	2005-02-01	UHC-07014-08	7785636943	2355 Apache Blvd, Atlanta, GA, 30341	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-127699	ENR	Omar T Davis	1980-11-19	UHC-09305-15	7883665174	2400 Mountain View Dr, Nashville, TN, 37241	0.76	Date of birth reformatted City re-cased State code upper-cased Gender normalised+2 more
ENR-143010	ENR	Nicholes T Rose	1970-04-23	UHC-29927-87	6319159086	3939 Ridge Rd, Miami, FL, 33127	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-136422	ENR	Shirley Vasquez	1997-08-15	UHC-77814-68	7012862573	7831 Harbor Blvd, Las Vegas, NV, 89119	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-110145	ENR	Gloria Gomez	1942-11-24	UHC-96827-74	8164712224	8179 Washington St, San Diego, CA, 92118	0.76	Phone reformatted Street suffix standardised Address re-cased Plan code upper-cased+2 more
ENR-140563	ENR	Diana K Cruz	1984-05-15	UHC-19574-09	—	2273 Main St, Orlando, FL, 32808	0.76	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
ENR-121243	ENR	Ray U Dixon	1967-09-10	UHC-48483-58	7249326417	7727 Mesa Dr, Seattle, WA, 98115	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-135797	ENR	Katherine D Romero	1996-09-09	UHC-13083-03	3293059455	284 Spring St, Las Vegas, NV, 89188	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-136495	ENR	Michelle Y Harper	1952-04-17	UHC-59426-45	8208969482	3693 Union St, Plano, TX, 75080	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-128005	ENR	Justin I Austin	1942-05-19	UHC-41699-38	2406354291	6305 Cedar Ln, Jacksonville, FL, 32200	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-130435	ENR	Keitth Reid	1955-08-15	UHC-01857-96	7506597342	4715 Jefferson Ave, Las Vegas, NV, 89174	0.76	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+2 more
ENR-141286	ENR	Benjamin Parker	1988-03-13	UHC-84178-73	3706255922	8088 Maple Ave, Orlando, FL, 32861	0.76	Name re-cased Phone reformatted Member ID reformatted State name converted to code+2 more
ENR-103610	ENR	Bruuce Harper	2006-11-25	UHC-42263-40	5976391936	2021 River Rd, Fresno, CA, 93771	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-138246	ENR	Nathan U Peters	1984-03-14	UHC-70952-79	4543880965	7611 Spring St, Gilbert, AZ, 85263	0.76	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
ENR-138247	ENR	Nathan U Peters	1984-03-14	UHC-70952-79	4543880965	7611 Spring St, Gilbert, AZ, 85263	0.76	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
ENR-129470	ENR	Kevin M Gorodn	1971-10-03	UHC-08655-80	3566460420	1100 Union St, Chandler, AZ, 85281	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-128411	ENR	Aisha Q Bishop	1987-05-26	UHC-15406-67	3303496472	7135 Baseline Rd, Charlotte, NC, 28235	0.76	Name re-cased Date of birth reformatted Phone reformatted ZIP+4 trimmed+2 more
ENR-106378	ENR	Terry Watson	1949-06-28	UHC-98156-98	—	9167 Church St, Tampa, FL, 33694	0.76	Date of birth reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-111471	ENR	Evelyn Nguyen	2006-09-24	UHC-71046-85	7148466990	4117 Desert Sky Blvd, San Diego, CA, 92192	0.76	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-125649	ENR	Harold C Peterson	1987-07-03	UHC-35736-34	6756480028	6134 Baseline Rd, Jacksonville, FL, 32259	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-106100	ENR	Vicyk Howell	1975-03-19	UHC-24098-48	5148923606	6828 Spring St, Las Vegas, NV, 89112	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-124047	ENR	Natalie Stewart	1967-01-15	UHC-71635-91	8013968414	4853 Jefferson Ave, Mesa, AZ, 85231	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-128955	ENR	Judith Maldonado	2007-01-02	UHC-57528-29	6129373179	2777 Bayshore Dr, Fresno, CA, 93746	0.76	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+2 more
ENR-115974	ENR	Deb Z Stone	1950-05-21	UHC-68378-79	8019579825	1681 Willow Ct, Phoenix, AZ, 85078	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-117476	ENR	Nancy Santiago	1974-03-03	UHC-06114-93	7647189716	3929 Camelback Rd, Eden Prairie, MN, 55346	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-117475	ENR	Nancy Santiago	1974-03-03	UHC-06114-93	7647189716	3929 Camelback Rd, Eden Prairie, MN, 55346	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-103919	ENR	Emily N Perkins	1988-03-16	UHC-46822-89	8845902415	8902 Union St, San Antonio, TX, 78206	0.76	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-125725	ENR	Vincent M Guerrero	1965-09-01	UHC-79757-63	2012751580	—	0.76	Name re-cased Date of birth reformatted Member ID reformatted Gender normalised+2 more
ENR-105886	ENR	Hiroshi Washington	2007-11-01	UHC-04065-92	7084966686	9637 Meadow Ln, Glendale, AZ, 85356	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-134174	ENR	Bradley Larson	1956-06-02	UHC-08086-72	4208711452	8737 Market St, Denver, CO, 80200	0.76	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-120785	ENR	Jeffrey P Cruz	1971-02-10	UHC-77455-14	7045959291	452 Elm St, Nashville, TN, 37285	0.76	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-100034	ENR	Diane L Long	1963-01-26	UHC-43493-30	5644601752	1246 Main St, Mesa, AZ, 85224	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-108162	ENR	Mariana F Delgado	1968-03-12	UHC-65759-31	7203950672	1906 Elm St, Nashville, TN, 37262	0.76	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+2 more
ENR-127682	ENR	Rebecca Carlson	1983-06-12	UHC-32126-56	7406823635	3457 Bayshore Dr, Chandler, AZ, 85242	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
ENR-100320	ENR	Valentina Burke	1982-11-16	UHC-86218-81	7569936351	9779 Camelback Rd, Glendale, AZ, 85374	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-141832	ENR	Lauren Jackson	2004-04-04	UHC-07467-12	8903456751	4793 Church St, Minneapolis, MN, 55420	0.76	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+2 more

16,916 rows, page 164 of 339Previous Next