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
PRV-21965	PRV	Nunez Jacqueline	1947-06-14	UHC-70312-06	4592746367	2269 Sage Ct, Glendale, AZ, 85342	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-424059	CLM	Kyle Black	1992-11-16	—	—	7088 Hillcrest Rd, San Antonio, TX, 78245	0.50	Name split from “Last, First”Date of birth reformatted City re-cased State name converted to code+3 more
CLM-410377	CLM	Arjun Lerson	1991-01-24	UHC-89929-24	9854405454	1443 Mesa Dr, Plano, TX, 75059	0.50	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-132198	ENR	Arthur Wright	1982-02-07	UHC-04266-22	—	8322 Main St, Tampa, FL, 33655	0.50	Name re-cased Two-digit birth year SSN last four extracted City re-cased+3 more
ENR-127491	ENR	Patrick Q Henderson	1968-09-17	UHC-63091-04	7089560937	5981 Park Pl, Tampa, FL, 33645	0.50	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
TPA-63577	TPA	Janice West	1955-07-13	—	—	6528 Main St, Scottsdale, AZ, 85235	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-407063	CLM	Christopher Duncan	2003-06-26	UHC-75482-87	8705889502	5806 Oak St, Dallas, TX, 75223	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-410672	CLM	Jeffrey Simmons	1977-03-08	UHC-64891-47	8809483626	6175 River Rd, Tempe, AZ, 85240	0.50	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-102472	ENR	Pamela Ruiz	—	UHC-56632-98	8947061618	2604 Baseline Rd, Gilbert, AZ, 85256	0.50	Name split from “Last, First”Date of birth unreadable Phone reformatted Street suffix standardised+3 more
CLM-426518	CLM	Clark Peetr	1938-10-16	—	—	3744 Sunset Blvd, Eden Prairie, MN, 55375	0.50	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
CLM-426346	CLM	Carolyn Wilson	1964-04-24	UHC-81583-75	4756896287	2570 Valley View Dr Apt 30, Jacksonville, FL, 32243	0.50	SSN last four extracted Unit split from street Street suffix standardised Address re-cased+3 more
CLM-410406	CLM	Mei Rose	1951-02-06	UHC-33521-18	—	6585 Forest Ave, Atlanta, GA, 30314	0.50	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+3 more
CLM-405859	CLM	Sara King	1996-12-15	UHC-68504-05	—	4661 Central Ave, Tucson, AZ, 85706	0.50	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+3 more
ENR-105192	ENR	Jennifer B Schmidt	—	UHC-32919-73	5357091043	1207 Washington St, Atlanta, GA, 30360	0.50	Date of birth unreadable Street suffix standardised Address re-cased City re-cased+3 more
ENR-136358	ENR	Elizabeth D Watson	1978-02-03	UHC-04911-99	6197549338	6379 Washington St, Tampa, FL	0.50	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+3 more
ENR-127926	ENR	Chris U Ferguson	2003-09-16	UHC-41567-67	7735311242	541 Sage Ct, Fresno, CA, 93728	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-418017	CLM	Gray Rodriguez	1987-10-28	—	—	1022 Park Pl # 477, Fresno, CA, 93751	0.50	Name split from “Last, First”Unit split from street Street suffix standardised Address re-cased+3 more
ENR-130429	ENR	Dense Young	1969-11-18	UHC-62842-53	5053136925	2167 Desert Sky Blvd, Tempe, AZ, 85268	0.50	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+3 more
ENR-130430	ENR	Dense Young	1969-11-18	UHC-62842-53	5053136925	2167 Desert Sky Blvd, Tempe, AZ, 85268	0.50	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+3 more
CLM-407283	CLM	Dylan Rojas	1974-10-07	—	8122884690	4391 Camelback Rd, Austin, TX, 78762	0.50	Street suffix standardised Address re-cased City re-cased State name converted to code+3 more
CLM-432078	CLM	Terry Ward	1946-01-15	UHC-07080-31	—	7505 Elm St, Tampa, FL, 33604	0.50	Phone missing area code Street suffix standardised Address re-cased City re-cased+3 more
ENR-130962	ENR	Allen Q Breenda	1952-03-07	UHC-73574-97	9175885664	2354 Apache Blvd Apt 22, Atlanta, GA, 30345	0.50	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
CLM-402733	CLM	Justin X Murphhy	1997-05-06	UHC-71276-28	—	176 Lake View Rd Apt 13, Gilbert, AZ, 85253	0.50	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
TPA-54099	TPA	Teresa Greene	1966-10-05	—	8096719727	6237 Oak St, San Diego, CA, 92178	0.50	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+3 more
CLM-412462	CLM	Samuel Wong	1947-11-23	UHC-13804-81	—	3726 Hillcrest Rd Apt 14, Fresno, CA, 93740	0.50	Two-digit birth year Unit split from street Street suffix standardised Address re-cased+3 more
ENR-113572	ENR	Jose Y Ross	2005-07-10	UHC-02279-47	9205245106	477 Willow Ct Apt 3, Austin, TX, 78727	0.50	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
CLM-422256	CLM	Bobby Santos	1965-03-28	UHC-83369-97	—	7250 Apache Blvd, Dallas, TX, 75217	0.50	Name re-cased Phone missing area code Street suffix standardised Address re-cased+3 more
TPA-50635	TPA	Sandra P Alvarez	1948-03-21	—	7796752852	3403 Ridge Rd # 203, Tampa, FL, 33622	0.50	Two-digit birth year Unit split from street Street suffix standardised Address re-cased+3 more
CLM-432559	CLM	Amanda Bennett	2004-01-08	UHC-35446-77	—	6065 Union St, Columbus, OH, 43251	0.50	Name re-cased City re-cased State name converted to code ZIP+4 trimmed+3 more
CLM-418910	CLM	Ronald Ray	1980-08-21	UHC-88813-34	—	1776 Park Pl, Houston, TX, 77001	0.50	Street suffix standardised Address re-cased City re-cased State name converted to code+3 more
ENR-116433	ENR	Wayne A Sanchez	—	—	2393987526	3186 Harbor Blvd, Los Angeles, CA	0.50	Date of birth missing Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-417701	CLM	Margaret Morales	1955-04-15	UHC-83089-06	5502968008	3331 Jefferson Ave, Miami, FL, 33161	0.50	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
ENR-121053	ENR	Jason W Vasquez	2007-07-06	UHC-22579-46	8824809667	4450 Sage Ct # 631, Los Angeles, CA, 90040	0.50	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+3 more
ENR-120965	ENR	Diane Lewis	1952-01-14	UHC-42576-07	—	7809 Broadway, Dallas, TX	0.50	Two-digit birth year Address re-cased City re-cased ZIP missing+3 more
ENR-128506	ENR	Valentina Jackson	1965-01-20	UHC-77916-69	5397472494	462 Lake View Rd, Eden Prairie, MN, 55367	0.50	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+3 more
TPA-53917	TPA	Amanda Ortiz	1971-11-28	—	—	9163 Desert Sky Blvd, Atlanta, GA, 30361	0.50	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+3 more
ENR-142600	ENR	Carl C Simmons	—	UHC-25020-08	8942338595	5222 Ocean Ave, Denver, CO, 80290	0.50	Date of birth unreadable Street suffix standardised Address re-cased City re-cased+3 more
ENR-133970	ENR	Isabella R Ferguson	1995-12-16	UHC-91349-72	2587529830	9627 Ocean Ave, Phoenix, AZ	0.50	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-119577	ENR	Joshua V Wallace	1990-03-27	UHC-69314-99	8149865870	2783 Oak St, Jacksonville, FL, 32215	0.50	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+3 more
PRV-24199	PRV	Juan Castro	1981-08-02	—	—	3666 Market St, Fresno, CA, 93713	0.50	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+3 more
ENR-105064	ENR	Benjamin Burton	1970-06-13	UHC-06418-87	6728788567	6438 Washington St, Chandler, AZ, 85204	0.50	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
TPA-51496	TPA	Abigail McDoald	1969-07-26	—	—	2735 Washington St # 570, Fresno, CA, 93710	0.50	Name re-cased Two-digit birth year Unit split from street Street suffix standardised+3 more
CLM-401620	CLM	Diaana Rice	2002-10-03	—	—	4811 Maple Ave # 691, Fresno, CA, 93701	0.50	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+3 more
ENR-135959	ENR	Julie N Garrett	1940-06-04	UHC-79164-92	2333135139	5021 Pine Dr, San Antonio, TX, 78221	0.50	Name re-cased Member ID reformatted SSN last four extracted Street suffix standardised+3 more
CLM-418843	CLM	David Masson	—	UHC-84212-31	7909647933	4860 Mountain View Dr, Jacksonville, FL, 32255	0.50	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+3 more
TPA-57654	TPA	Judy Pierce	1991-02-15	UHC-76830-07	—	2875 Maple Ave Apt 8, San Antonio, TX, 78239	0.50	Two-digit birth year Unit split from street Street suffix standardised Address re-cased+3 more
CLM-426102	CLM	Diana V Walker	1939-03-20	UHC-90580-27	2614152543	2920 Park Pl, Dallas, TX, 75236	0.50	Middle initial moved out of first name Name re-cased Phone reformatted City re-cased+3 more
ENR-117653	ENR	Carl Z Allen	1998-09-06	UHC-59779-26	8453133494	6680 Meadow Ln, Nashville, TN, 37208	0.50	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-127384	ENR	Jacqueline N Vargas	1983-07-26	UHC-67158-75	2274980011	9060 Mesa Dr, Houston, TX	0.50	Date of birth reformatted Phone reformatted City re-cased State name converted to code+3 more
CLM-427141	CLM	Shirley Powell	1949-02-22	UHC-95313-90	9009977902	7038 Main St Apt 36, Sacramento, CA, 95859	0.50	Name split from “Last, First”Unit split from street Street suffix standardised Address re-cased+3 more

17,850 rows, page 31 of 357Previous Next