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 “Gender normalised”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagGender normalisedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-432024	CLM	Randy Parker	1952-10-17	—	—	5505 Grand Ave, Houston, TX, 77013	0.66	Name re-cased Date of birth reformatted ZIP+4 trimmed Gender normalised+1 more
TPA-50868	TPA	Kathleen Roberts	1979-08-12	—	—	9030 Ocean Ave, Tampa, FL, 33636	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
TPA-50379	TPA	Grace Little	1972-02-06	—	—	4309 Spring St, Scottsdale, AZ, 85229	0.66	Date of birth reformatted SSN last four extracted Gender normalised Whitespace trimmed+1 more
PRV-28751	PRV	Kyle Contreras	1962-06-10	UHC-17396-44	—	—	0.66	Name split from “Last, First”Date of birth reformatted Gender normalised Whitespace trimmed+1 more
CLM-425967	CLM	Sophia Walker	—	—	9819677772	—	0.66	Date of birth missing Phone reformatted Gender normalised Whitespace trimmed+1 more
ENR-134378	ENR	Hannah Munoz	1942-11-28	UHC-67975-18	4872096529	9778 Ridge Rd, Plano, TX, 75060	0.66	Date of birth reformatted SSN last four extracted City re-cased Email lower-cased+1 more
ENR-121766	ENR	Hiroshi H Soto	1956-10-08	UHC-43103-55	4823715087	5565 Meadow Ln, Dallas, TX, 75262	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-118082	ENR	Christian I Wood	1941-12-22	UHC-19195-42	3704900822	4177 Ocean Ave, Chandler, AZ, 85271	0.66	Name re-cased Two-digit birth year Phone reformatted Email lower-cased+1 more
TPA-60266	TPA	Omar Ortiz	1956-02-23	—	—	2029 Ridge Rd, Nashville, TN, 37239	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
TPA-63729	TPA	Sharon Lewis	1982-06-20	—	9035266511	7383 Central Ave, Houston, TX, 77018	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-136286	ENR	Wllie D Nguyen	1987-11-23	UHC-05114-92	8322992306	9795 Highland Ave, San Diego, CA, 92196	0.66	Name re-cased Date of birth reformatted Phone reformatted ZIP+4 trimmed+1 more
ENR-130395	ENR	Brian Gonzales	1993-02-14	UHC-44363-15	5682296724	7880 Maple Ave, Phoenix, AZ, 85036	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
CLM-411503	CLM	Jeffrey Y Valdez	1998-02-08	UHC-15233-48	—	5176 Baseline Rd, Atlanta, GA, 30310	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
TPA-52433	TPA	Kelly Stevens	1958-08-25	—	—	8166 Ocean Ave, Houston, TX, 77006	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
CLM-425115	CLM	Christine Whiet	1945-10-20	UHC-96746-66	—	9707 Bayshore Dr, Gilbert, AZ, 85269	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
CLM-429939	CLM	Laurne I Johnson	1991-06-02	—	—	1441 Central Ave, Tempe, AZ, 85200	0.66	Name re-cased State name converted to code Gender normalised Whitespace trimmed+1 more
CLM-403982	CLM	Sandra X Price	1965-04-25	UHC-17641-18	—	1307 Lincoln Way, Atlanta, GA, 30338	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
PRV-20782	PRV	Sandra K Wallace	1943-05-15	—	6383857939	9327 Lincoln Way, Mesa, AZ, 85228	0.66	Phone reformatted ZIP+4 trimmed Gender normalised Whitespace trimmed+1 more
ENR-140249	ENR	Jonathan Santos	1953-10-16	UHC-39949-87	—	7007 Indian School Rd, San Diego, CA, 92167	0.66	Member ID reformatted State name converted to code Gender normalised Whitespace trimmed+1 more
TPA-53246	TPA	Katherine James	2001-09-14	—	—	6636 Highland Ave, Miami, FL, 33180	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
CLM-417467	CLM	Alice Harper	1979-06-01	—	—	6995 Meadow Ln, Plano, TX, 75017	0.66	Date of birth reformatted State name converted to code Gender normalised Whitespace trimmed+1 more
PRV-23715	PRV	Judith Vasquez	1995-12-01	UHC-02361-56	—	3739 Lake View Rd # 669, Austin, TX, 78717	0.66	Name re-cased Unit split from street Gender normalised Whitespace trimmed+1 more
CLM-430036	CLM	Carolyn Moreno	1969-02-05	UHC-38849-30	4337509208	9513 Desert Sky Blvd, Orlando, FL	0.66	Date of birth reformatted Phone reformatted ZIP missing Gender normalised+1 more
ENR-110366	ENR	Stephanie Davis	1998-07-04	UHC-00664-75	3729160040	8734 Grand Ave, Atlanta, GA, 30387	0.66	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-136769	ENR	Nathan Fisher	1998-09-08	UHC-35042-26	6329781306	2920 Main St, Jacksonville, FL, 32231	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-113651	ENR	Jeffrey L Mendez	1967-05-03	UHC-01305-04	5714768792	5599 Sage Ct, Denver, CO, 80246	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
CLM-420447	CLM	Patrick Boyd	1977-05-24	—	—	7545 Mesa Dr, Mesa, AZ	0.66	Name re-cased Date of birth reformatted ZIP missing Gender normalised+1 more
ENR-137389	ENR	Jason H Owens	1969-09-07	UHC-46988-13	6843323875	7101 Valley View Dr, Tucson, AZ, 85753	0.66	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
ENR-121652	ENR	Fatima T Wilson	1955-05-22	UHC-30785-80	4022308476	2962 River Rd, Tucson, AZ, 85783	0.66	Name re-cased City re-cased State name converted to code Email lower-cased+1 more
CLM-423444	CLM	Larry N Salazar	1959-01-11	UHC-88293-04	6173975906	3354 Park Pl, Gilbert, AZ, 85257	0.66	Date of birth reformatted Phone reformatted State name converted to code Gender normalised+1 more
CLM-422284	CLM	Maria Cunningham	1959-10-20	UHC-51601-85	8988085832	7075 Pine Dr, Los Angeles, CA, 90008	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
TPA-55087	TPA	Kathleen F Robertson	1975-05-13	—	—	7407 Pine Dr, Tampa, FL, 33685	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
TPA-63059	TPA	Pamela Kim	1980-03-14	UHC-79074-20	7699753197	2856 Washington St, Minneapolis, MN, 55408	0.66	Street suffix standardised Address re-cased City re-cased Gender normalised+1 more
ENR-121397	ENR	Christina O Rodriguez	1942-05-15	UHC-66261-77	5419616712	6388 Cedar Ln, Austin, TX, 78770	0.66	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
ENR-100837	ENR	Jesse J Price	1961-07-28	UHC-05475-09	4292424888	5432 Highland Ave, Mesa, AZ, 85265	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
TPA-56806	TPA	Arjun Martinez	1938-06-17	—	—	210 Union St, Minneapolis, MN, 55436	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
CLM-428812	CLM	Rallph Tran	1938-12-26	—	—	9090 Pine Dr, Sacramento, CA, 95876	0.66	Street suffix standardised Address re-cased City re-cased Gender normalised+1 more
TPA-62202	TPA	Paul Reynolds	1967-03-18	—	4046704966	1055 Mesa Dr, Tempe, AZ, 85244	0.66	Name split from “Last, First”Phone reformatted Gender normalised Whitespace trimmed+1 more
ENR-128554	ENR	Teresa D Simpson	1957-04-18	UHC-58968-10	—	1259 Mountain View Dr, Orlando, FL, 32820	0.66	Street suffix standardised Address re-cased Gender normalised Plan code upper-cased+1 more
TPA-61127	TPA	Sean Harper	1966-04-26	UHC-34117-81	—	3513 Indian School Rd, Nashville, TN, 37206	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
ENR-115750	ENR	Isabella F Chavez	2003-06-15	UHC-08621-59	2196597734	1867 Washington St, Nashville, TN, 37245	0.66	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-63026	TPA	Kyle Richardsun	1976-01-01	—	9023234080	—	0.66	Name re-cased Two-digit birth year Phone reformatted Gender normalised+1 more
CLM-405152	CLM	Douglas Hrnandez	1945-10-12	UHC-13991-22	—	1934 Lincoln Way, San Antonio, TX, 78213	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
CLM-408407	CLM	Ana Gray	1969-02-06	UHC-67181-46	6554210090	887 Mountain View Dr # 367, Sacramento, CA, 95812	0.66	Name re-cased Unit split from street Gender normalised Whitespace trimmed+1 more
ENR-133509	ENR	Meson Morales	1966-12-11	UHC-96280-41	2416145526	4948 River Rd, Gilbert, AZ, 85249	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
TPA-53162	TPA	Gloria Rogers	1985-03-18	—	—	5350 Desert Sky Blvd, Atlanta, GA, 30347	0.66	Street suffix standardised Address re-cased City re-cased Gender normalised+1 more
CLM-419193	CLM	Joan Burton	1996-12-17	UHC-29497-54	—	4143 River Rd, Denver, CO, 80253	0.66	Two-digit birth year Gender normalised Plan code upper-cased Whitespace trimmed+1 more
TPA-56444	TPA	Adam Williamson	1963-11-25	UHC-76610-04	—	4862 Washington St, Scottsdale, AZ, 85244	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
PRV-22757	PRV	Ethan H Dixon	1987-11-14	UHC-82724-83	3622104993	7408 Desert Sky Blvd, Seattle, WA, 98143	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
PRV-20852	PRV	Johhn R Ferguson	1940-02-16	UHC-93817-92	5806181576	3561 Ocean Ave, Los Angeles, CA, 90042	0.66	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+1 more

16,828 rows, page 184 of 337Previous Next