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 “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
PRV-21250	PRV	Jeffrey S Larson	1955-09-24	UHC-00373-95	2895514159	5242 Jefferson Ave, Scottsdale, AZ, 85236	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-141833	ENR	Lauren Jackson	2004-04-04	UHC-07467-12	8903456751	7895 Harbor Blvd, Houston, TX, 77066	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
PRV-24382	PRV	Henry Stevens	1970-10-26	UHC-50709-36	8138942341	9556 Sunset Blvd, Eden Prairie, MN, 55343	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-132433	ENR	Randy R Wallace	1987-05-26	UHC-72706-79	9032230751	415 Indian School Rd # 782, Mesa, AZ, 85296	0.60	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+4 more
TPA-52330	TPA	Christine Hicks	1996-10-24	—	3089776609	4361 Canyon Rd, Scottsdale, AZ, 85277	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-402000	CLM	Anna UJunk	1956-08-26	UHC-44369-31	5074415820	8585 Desert Sky Blvd, San Antonio, TX, 78276	0.60	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+4 more
CLM-423745	CLM	Andrew Cooper	2001-09-24	UHC-10821-69	—	8838 Jefferson Ave, Nashville, TN, 37263	0.60	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-142460	ENR	Deborah N Chapman	1938-10-27	UHC-03542-11	2535724174	6636 Canyon Rd, Houston, TX, 77028	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-23912	PRV	Matthew N Fowler	1946-10-15	—	6606137410	5316 Washington St, Chandler, AZ, 85235	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-127968	ENR	Lysa Z Pena	1956-11-01	—	5952517329	4869 Elm St, Nashville, TN, 37288	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-136664	ENR	Nancy Jaes	1956-09-17	UHC-08079-42	3142689346	6858 Sage Ct, Denver, CO, 80228	0.60	Phone reformatted Street suffix standardised Address re-cased City re-cased+4 more
ENR-130000	ENR	Benjamin H Rozs	1945-12-11	UHC-24918-60	3618549079	8110 Spring St Apt 38, Denver, CO, 80295	0.60	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
ENR-142564	ENR	Lawrence Porter	1986-05-26	UHC-43623-95	9002071179	4902 Camelback Rd, Miami, FL, 33145	0.60	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-402813	CLM	Brandon Y Obrien	1985-10-23	UHC-52239-76	—	2492 Forest Ave, Las Vegas, NV, 89131	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-104028	ENR	Nicholas Mejia	2003-02-11	UHC-04504-31	8783376786	1116 Sage Ct, Miami, FL	0.60	Name re-cased Street suffix standardised Address re-cased ZIP missing+4 more
CLM-428227	CLM	Joan B Vazquez	1958-10-06	UHC-66979-80	3959648074	2813 Valley View Dr, Chandler, AZ, 85283	0.60	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+4 more
CLM-409429	CLM	Nancy Carr	1992-05-05	—	8036753461	8493 Oak St, Seattle, WA, 98158	0.60	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-422918	CLM	Alexis W Parker	1988-11-26	UHC-53530-87	4048602689	2479 Harbor Blvd, Austin, TX	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
TPA-56170	TPA	Rebacca Cooper	1954-10-28	—	7979222692	4303 Forest Ave, Glendale, AZ	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-121528	ENR	Timothy Y Aguilar	1996-11-08	UHC-28975-92	5002713314	1629 River Rd, Las Vegas, NV, 89123	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-424090	CLM	Jack L Franklin	1968-02-01	UHC-20855-62	2224380255	3069 Mountain View Dr Apt 9, Tampa, FL, 33640	0.60	Name re-cased Phone reformatted Unit split from street Street suffix standardised+4 more
PRV-27132	PRV	Petter O Wells	1946-05-19	—	3055104175	2917 Mesa Dr, Miami, FL, 33128	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-127299	ENR	Debra Cruz	1962-01-28	UHC-87928-93	3065357595	607 Palm Dr, Tucson, AZ, 85769	0.60	Phone reformatted Street suffix standardised Address re-cased City re-cased+4 more
ENR-112299	ENR	Cynthia I Diaz	2002-12-02	UHC-72241-56	8586064607	4342 Baseline Rd, Denver, CO, 80274	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
CLM-425649	CLM	Christian Singh	2007-07-24	UHC-28089-14	—	9378 Willow Ct # 338, Scottsdale, AZ, 85290	0.60	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+4 more
CLM-420992	CLM	Doris Gilbert	1945-07-11	—	2979854632	8676 Canyon Rd, Las Vegas, NV, 89190	0.60	Name re-cased Date of birth reformatted Phone reformatted City re-cased+4 more
PRV-27887	PRV	Keith Watson	1991-02-08	UHC-99757-95	7104688661	907 Central Ave, San Antonio, TX, 78265	0.60	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-418958	CLM	Nicole Carr	1961-06-14	UHC-85502-91	4023802792	7331 Pine Dr, Phoenix, AZ, 85053	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-132214	ENR	Sharon Cunningham	2003-10-05	UHC-87424-59	9002823968	8900 Mountain View Dr, Minneapolis, MN	0.60	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+4 more
CLM-421575	CLM	Madison E Moore	2001-01-14	UHC-36940-63	4368344188	6393 Grand Ave, Tempe, AZ, 85260	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-403636	CLM	Amy Q Caarlson	1948-11-09	UHC-63262-92	9274764991	4691 River Rd, Fresno, CA, 93780	0.60	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-143009	ENR	Nathan G Phillips	1964-12-27	UHC-35983-06	3976039810	3692 River Rd # 385, Jacksonville, FL, 32218	0.60	Phone reformatted Unit split from street Street suffix standardised Address re-cased+4 more
TPA-63402	TPA	Mriana Garrett	2003-11-15	UHC-39140-72	8297356353	6949 Sunset Blvd, Mesa, AZ, 85258	0.60	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+4 more
TPA-61773	TPA	Sandra Martin	2003-11-26	—	—	5929 Indian School Rd, Columbus, OH, 43227	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
PRV-29472	PRV	Rebecca Howard	1998-06-19	UHC-89882-71	7955729868	7322 Camelback Rd, Austin, TX, 78751	0.60	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-122312	ENR	Christopher Dixon	1953-03-19	UHC-08912-57	9877276689	2285 Highland Ave, Charlotte, NC, 28298	0.60	Phone reformatted Street suffix standardised Address re-cased City re-cased+4 more
ENR-129950	ENR	Betty P Elliott	1959-03-21	UHC-42063-20	9626112750	9399 Central Ave, Columbus, OH, 43290	0.60	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+4 more
PRV-24295	PRV	Santiago J Wong	1981-08-16	UHC-46520-40	—	7006 Mesa Dr, Jacksonville, FL, 32243	0.60	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+4 more
CLM-423461	CLM	Edward U Maldonado	2006-01-10	UHC-96749-77	—	2333 Forest Ave, Austin, TX, 78734	0.60	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+4 more
ENR-132820	ENR	Alice L Morrison	1965-01-13	UHC-39317-97	2293968938	7940 Sage Ct, San Antonio, TX, 78265	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-142773	ENR	Bryan X Cole	1980-05-18	UHC-40503-58	5152782288	2690 Union St, Denver, CO, 80218	0.60	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-109295	ENR	Margaret B Brown	1948-06-19	UHC-88357-09	3716453111	5224 Central Ave, Houston, TX	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-119185	ENR	Omar H Morales	1973-10-04	UHC-38951-87	5228854789	6303 Park Pl, Tempe, AZ, 85224	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
TPA-54948	TPA	Daniel Austin	1967-05-16	—	—	7940 Mesa Dr, Scottsdale, AZ, 85248	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
CLM-408952	CLM	Sarah Reynolds	1992-08-21	UHC-42163-60	4528510352	6944 Washington St, Los Angeles, CA, 90017	0.60	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
TPA-60954	TPA	Dorothy Lawrence	1976-12-02	—	—	28 Ocean Ave, Tucson, AZ, 85790	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
CLM-419415	CLM	Charlotte Weber	1964-03-02	UHC-81561-06	7445328343	6065 Sage Ct, Scottsdale, AZ, 85265	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-136994	ENR	Benjamin B Harris	1961-06-17	UHC-10489-40	4494657848	3587 Harbor Blvd, San Antonio, TX, 78263	0.60	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+4 more
TPA-53667	TPA	Ahmed Spencer	1994-06-20	UHC-74337-10	—	317 Park Pl Apt 14, Mesa, AZ, 85244	0.60	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+4 more
ENR-138360	ENR	Ken Barnes	1982-10-20	UHC-22269-87	2527899354	737 Oak St, Chandler, AZ, 85240	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more

71,257 rows, page 160 of 1,426Previous Next