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 “City re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagCity re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-412605	CLM	Lori Campbell	1980-01-13	—	—	231 Broadway, Fresno, CA, 93734	0.60	Name re-cased Date of birth reformatted City re-cased State name converted to code+4 more
CLM-409610	CLM	Bradley Brown	2004-06-11	UHC-19081-69	—	4265 Grand Ave, Houston, TX, 77064	0.60	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+4 more
ENR-120268	ENR	Ann Perkins	2005-06-21	UHC-55959-65	7693610046	3947 Willow Ct, Nashville, TN	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-124213	ENR	Omar Park	1975-11-13	UHC-01183-85	4828045607	4331 Palm Dr, Gilbert, AZ, 85291	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-127777	ENR	Andrew Bryant	1951-01-06	UHC-48874-47	3472467726	5644 Mountain View Dr, Scottsdale, AZ, 85262	0.60	Two-digit birth year Phone reformatted Member ID reformatted Street suffix standardised+4 more
TPA-52997	TPA	Grace C Kelly	1992-06-04	—	7665060494	5725 Maple Ave, San Diego, CA, 92122	0.60	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
PRV-21069	PRV	Austin Mendoza	1939-04-11	—	9407987779	4656 Baseline Rd, Chandler, AZ, 85245	0.60	Name re-cased Date of birth reformatted City re-cased State code upper-cased+4 more
ENR-131209	ENR	Nicole King	1969-03-10	UHC-75840-72	8848891767	6954 Pine Dr, Phoenix, AZ, 85091	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-21236	PRV	Stephen Hicks	2003-03-01	—	3595564090	2494 Oak St, Austin, TX, 78782	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
PRV-29463	PRV	Nicole Ortega	2003-03-20	UHC-23371-21	8305037171	2244 Maple Ave # 939, Fresno, CA	0.60	Name re-cased Phone reformatted Unit split from street City re-cased+4 more
ENR-129223	ENR	Andrea L Wells	1974-04-08	UHC-09143-66	2962636283	1442 Highland Ave, Atlanta, GA, 30301	0.60	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
CLM-424269	CLM	Jack Barnes	1940-07-25	UHC-58851-08	—	5734 Washington St, Atlanta, GA, 30356	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
CLM-427675	CLM	Pamela Harvey	1953-11-17	UHC-71603-21	—	5210 River Rd, San Antonio, TX, 78252	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
TPA-50772	TPA	Kenneth Marshall	2003-03-20	—	—	7655 Camelback Rd, Las Vegas, NV, 89190	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-135215	ENR	Ethan Wood	1996-02-07	UHC-49596-34	5045775803	7948 Main St, Charlotte, NC, 28249	0.60	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-423292	CLM	Robert Moore	1975-11-08	—	—	3363 Meadow Ln, Tucson, AZ	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-112008	ENR	Maeo Armstrong	1979-02-15	UHC-54870-93	8868558811	1841 Bayshore Dr, Los Angeles, CA, 90069	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-430923	CLM	Baker Emma	1995-06-15	UHC-19416-16	9808306226	2129 Market St, Chandler, AZ	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
TPA-51381	TPA	Janet Jenkins	1976-05-08	—	9794867603	5208 Main St, Phoenix, AZ, 85004	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
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
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-108706	ENR	Randy I Lawrence	1981-01-02	UHC-90741-18	9258489130	8287 Highland Ave, Glendale, AZ	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
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
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
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
ENR-113989	ENR	Gregory N Jenkins	1983-02-07	UHC-71141-97	6982512343	7418 Mountain View Dr, Columbus, OH, 43221	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+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-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
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-109648	ENR	Waye Jensen	—	UHC-95377-97	5025069613	7350 Bayshore Dr, Tampa, FL, 33600	0.60	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+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-133146	ENR	Ahmed M McDonald	1956-06-08	UHC-73330-87	4726009833	3492 Union St, Atlanta, GA, 30364	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-109233	ENR	Mariana Roberts	1979-06-21	UHC-18824-99	5537990805	3135 Market St Apt 17, San Diego, CA, 92189	0.60	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+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
ENR-118434	ENR	Maria I Jordan	1956-08-02	UHC-38848-23	5245193419	4541 Spring St, Seattle, WA, 98150	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more

17,850 rows, page 53 of 357Previous Next