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
ENR-103543	ENR	Marilyn Palmer	—	UHC-43877-85	5445616647	617 Camelback Rd, Las Vegas, NV, 89172	0.50	Date of birth missing Street suffix standardised Address re-cased City re-cased+3 more
ENR-133465	ENR	Mark Hernandez	2000-11-13	UHC-59408-49	9227518837	6600 Elm St, Gilbert, AZ, 85256	0.50	Name re-cased Two-digit birth year SSN last four extracted Street suffix standardised+3 more
ENR-110449	ENR	Joyce Sanders	1954-07-12	UHC-76833-52	9186999314	1135 Harbor Blvd Apt 16, San Antonio, TX, 78272	0.50	Name re-cased Two-digit birth year Phone reformatted Unit split from street+3 more
ENR-139312	ENR	Arthur A Nichols	1942-09-26	UHC-48023-89	9557925499	1576 Mountain View Dr, Columbus, OH	0.50	Two-digit birth year Phone reformatted City re-cased ZIP missing+3 more
ENR-107077	ENR	Maria P Ramos	1948-07-08	UHC-85846-50	4622716464	4261 Maple Ave, Tucson, AZ, 85707	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-108001	ENR	Linda V Fields	1968-10-11	UHC-49146-78	9097073704	1120 Pine Dr, Phoenix, AZ, 85081	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-136439	ENR	Carlos Hayes	1970-05-15	UHC-95618-98	6406864308	3353 Main St, Atlanta, GA	0.50	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+3 more
ENR-111816	ENR	William Stone	1939-11-11	UHC-64855-03	7249357338	5825 Spring St, Charlotte, NC	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-418204	CLM	Tommy Barnes	1958-12-14	UHC-50248-95	—	4530 Ridge Rd, Plano, TX, 75041	0.50	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+3 more
ENR-111247	ENR	Bobby O Hanson	2001-03-07	UHC-43003-27	9894791841	5986 Forest Ave, Houston, TX	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-432620	CLM	Walter Rios	1956-10-13	UHC-18644-99	9203596047	3523 Broadway Apt 36, Chandler, AZ, 85261	0.50	Name re-cased Unit split from street City re-cased State name converted to code+3 more
ENR-136040	ENR	Barbara F Armstrong	—	UHC-32868-18	7755853934	4485 Canyon Rd, Dallas, TX, 75260	0.50	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+3 more
ENR-109692	ENR	Stephanie T Bishop	1982-12-17	UHC-68940-41	7277018029	5282 River Rd, Las Vegas, NV, 89163	0.50	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+3 more
TPA-63203	TPA	Kathryn P Padilla	1991-02-26	UHC-78549-23	6822566405	5993 River Rd, Gilbert, AZ, 85224	0.50	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-106856	ENR	Ruht Gray	1970-01-21	UHC-61211-20	—	2395 Cedar Ln, Charlotte, NC, 28290	0.50	Name re-cased Date of birth reformatted Phone missing area code SSN last four extracted+3 more
ENR-124400	ENR	Walter Hoffman	1965-04-17	UHC-83616-67	3763337955	1445 Meadow Ln, Tempe, AZ, 85232	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-112021	ENR	Ana Jackson	1950-11-11	UHC-49207-26	5348613124	9519 Indian School Rd, Tucson, AZ, 85768	0.50	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+3 more
CLM-419163	CLM	Sofia Weber	1987-11-14	UHC-90595-76	—	9275 Union St, Sacramento, CA	0.50	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
TPA-52173	TPA	Debra Moore	1957-05-26	—	—	3078 Jefferson Ave, Plano, TX	0.50	Street suffix standardised Address re-cased City re-cased ZIP missing+3 more
TPA-62388	TPA	Jimmy Reed	1945-03-19	—	—	4459 Washington St Apt 22, Tempe, AZ, 85220	0.50	Unit split from street Street suffix standardised Address re-cased City re-cased+3 more
CLM-432242	CLM	Priya S Williams	1972-03-23	UHC-70691-50	—	6515 Willow Ct, Charlotte, NC, 28247	0.50	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+3 more
ENR-126861	ENR	David B Rogers	1950-12-15	UHC-03997-69	6937497399	5317 Washington St Apt 22, Mesa, AZ, 85218	0.50	Name re-cased Date of birth reformatted Unit split from street City re-cased+3 more
CLM-421703	CLM	Paul Bryant	1975-01-19	—	—	7916 Meadow Ln, Denver, CO	0.50	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+3 more
TPA-59308	TPA	Gabriel Castro	1994-09-24	—	—	6936 Spring St, Atlanta, GA, 30322	0.50	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+3 more
TPA-55566	TPA	George P Vasquez	2008-11-14	—	—	7870 River Rd Apt 36, Plano, TX, 75085	0.50	Name split from “Last, First”Unit split from street Street suffix standardised Address re-cased+3 more
TPA-55567	TPA	George P Vasquez	2008-11-14	—	—	7870 River Rd Apt 36, Plano, TX, 75085	0.50	Name split from “Last, First”Unit split from street Street suffix standardised Address re-cased+3 more
CLM-407407	CLM	Susan Padilla	1981-03-01	UHC-73638-75	—	2782 Central Ave, Seattle, WA, 98182	0.50	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+3 more
ENR-131118	ENR	Matthew X Siimpson	1997-11-10	UHC-82576-60	7577750863	8156 Ridge Rd, Las Vegas, NV	0.50	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-115242	ENR	Ahmed I Patel	—	UHC-86063-13	6123970918	7258 Apache Blvd, Austin, TX, 78766	0.50	Date of birth missing Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-23881	PRV	Brandon Rojas	1940-05-16	UHC-05735-97	3353194071	5141 Union St # 419, Seattle, WA, 98127	0.50	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
PRV-23882	PRV	Brandon Rojas	1940-05-16	UHC-05735-97	3353194071	5141 Union St # 419, Seattle, WA, 98127	0.50	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
CLM-420839	CLM	Raymond X Muunoz	1976-05-13	UHC-91631-69	—	8454 Apache Blvd, Scottsdale, AZ, 85248	0.50	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
TPA-60447	TPA	Brenda Munoz	1979-05-11	—	3998985380	6309 Park Pl, San Antonio, TX	0.50	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+3 more
CLM-431916	CLM	Amy H Pena	1939-08-28	UHC-89660-26	3843460863	9258 Hillcrest Rd # 611, Houston, TX, 77040	0.50	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+3 more
CLM-414541	CLM	Bobby Carroll	1998-09-03	UHC-56827-60	4596140892	8355 Palm Dr Apt 24, Chandler, AZ, 85254	0.50	Phone reformatted Member ID reformatted Unit split from street Street suffix standardised+3 more
ENR-136884	ENR	Jack Bishop	1943-04-02	UHC-95340-02	4489283197	411 Washington St, San Antonio, TX, 78280	0.50	Two-digit birth year Phone reformatted City re-cased State name converted to code+3 more
ENR-111837	ENR	Walter O Peterson	1965-10-07	UHC-30055-98	7395661763	4110 Spring St, Seattle, WA, 98144	0.50	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+3 more
ENR-127659	ENR	Billy O Morris	2002-09-27	UHC-18091-66	8985323762	4614 Jefferson Ave, Denver, CO, 80274	0.50	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
TPA-62298	TPA	Mariana Perez	1994-09-22	—	—	4020 Meadow Ln, San Diego, CA, 92121	0.50	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
TPA-51600	TPA	Isabella N Harris	1996-01-27	—	4905638104	3768 Mesa Dr, Eden Prairie, MN, 55346	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-141654	ENR	Ann Contreras	1970-02-27	UHC-63950-59	2697234445	7875 Willow Ct, Atlanta, GA	0.50	Phone reformatted City re-cased State name converted to code ZIP missing+3 more
CLM-429829	CLM	Nancy Porter	1940-07-15	UHC-71964-53	—	6331 Ocean Ave, Dallas, TX, 75291	0.50	Date of birth reformatted SSN last four extracted Street suffix standardised Address re-cased+3 more
TPA-53541	TPA	Deborah Freeman	1943-02-20	—	—	1889 Market St, Orlando, FL, 32832	0.50	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+3 more
ENR-126984	ENR	Carlos Romero	1943-09-23	UHC-75490-39	2945297620	5637 Market St, Tampa, FL, 33647	0.50	Two-digit birth year Street suffix standardised Address re-cased City re-cased+3 more
ENR-141361	ENR	Lucia Mendoza	1965-02-03	UHC-92600-02	3794803350	3079 Sunset Blvd Apt 13, Tucson, AZ, 85764	0.50	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-125631	ENR	Bruce Gardner	2004-09-23	UHC-64895-23	3323250616	5610 Hillcrest Rd, Fresno, CA, 93761	0.50	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+3 more
ENR-116175	ENR	Jennifer C Ryan	—	UHC-62129-57	5835253371	4040 Sunset Blvd, San Antonio, TX, 78250	0.50	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-56030	TPA	Arthur Richards	1984-05-11	—	—	4040 Baseline Rd, Los Angeles, CA	0.50	Street suffix standardised Address re-cased City re-cased ZIP missing+3 more
TPA-50932	TPA	Santiago Aguilar	1946-01-13	—	—	7366 Sunset Blvd, Charlotte, NC, 28219	0.50	Two-digit birth year Street suffix standardised Address re-cased City re-cased+3 more
PRV-22102	PRV	Camila G Olson	1949-01-07	—	5246510806	3970 Sage Ct, Atlanta, GA, 30342	0.50	Name split from “Last, First”Middle initial moved out of first name Date of birth reformatted Phone reformatted+3 more

17,850 rows, page 32 of 357Previous Next