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
TPA-53277	TPA	Olivia Turner	1961-10-26	—	—	3240 Sunset Blvd, Eden Prairie, MN, 55314	0.52	Street suffix standardised Address re-cased State name converted to code Gender normalised+2 more
CLM-410062	CLM	Jerry Flores	1995-09-19	—	3986094329	9045 Indian School Rd, Glendale, AZ, 85390	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-135468	ENR	Paul Brooks	1980-03-07	UHC-19750-77	4933946646	2313 Indian School Rd, Plano, TX, 75003	0.52	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-109377	ENR	Christina Garza	1981-02-15	UHC-89482-73	2033280584	305 Church St, Tampa, FL, 33664	0.52	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-113616	ENR	Linda V Martin	—	UHC-10140-61	2188808792	318 Valley View Dr, Austin, TX, 78783	0.52	Date of birth missing Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-130010	ENR	Zachary Black	1942-11-02	UHC-41546-11	—	292 Hillcrest Rd Apt 16, Denver, CO, 80278	0.52	Unit split from street Street suffix standardised Address re-cased Gender normalised+2 more
PRV-23150	PRV	Amanda Ortiz	2003-09-19	UHC-69544-44	—	7344 Baseline Rd, Seattle, WA, 98125	0.52	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
CLM-418712	CLM	Janice West	1946-05-25	UHC-30537-94	—	207 Meadow Ln, Chandler, AZ	0.52	Street suffix standardised Address re-cased ZIP missing Gender normalised+2 more
ENR-142811	ENR	Ann Lewis	1960-10-11	UHC-05814-43	8159343553	7741 Mesa Dr, Tampa, FL, 33681	0.52	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-132457	ENR	Diego Luucas	1978-03-27	UHC-75643-30	6407579479	8646 Washington St, Denver, CO, 80202	0.52	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-112720	ENR	Anthony P Graham	1963-10-09	UHC-93791-07	9787531810	8414 Highland Ave, Las Vegas, NV, 89165	0.52	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
ENR-112569	ENR	Douglas Tucker	1992-08-22	UHC-89410-87	9769968532	5520 Desert Sky Blvd, Glendale, AZ, 85372	0.52	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-116991	ENR	Karen Snyder	1983-11-04	UHC-39600-52	7569621206	8467 Camelback Rd, Scottsdale, AZ, 85237	0.52	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-400916	CLM	Christian Hudson	1969-07-28	UHC-86325-72	7572503934	7305 Market St, Charlotte, NC, 28210	0.52	Name split from “Last, First”Street suffix standardised Address re-cased Gender normalised+2 more
PRV-28223	PRV	Ronald C Stone	1938-12-18	UHC-53111-75	7609529855	2406 Apache Blvd, Gilbert, AZ, 85295	0.52	Two-digit birth year Phone reformatted ZIP+4 trimmed Gender normalised+2 more
PRV-26904	PRV	Elijah T Henderson	1980-02-17	UHC-24951-39	2205784083	8438 Camelback Rd, Scottsdale, AZ	0.52	Name split from “Last, First”Date of birth reformatted Phone reformatted ZIP missing+2 more
TPA-55654	TPA	Susan K Singh	1992-06-09	—	—	2587 Ridge Rd, Sacramento, CA, 95823	0.52	Middle initial moved out of first name Street suffix standardised Address re-cased Gender normalised+2 more
ENR-119347	ENR	Cynthia M King	1956-04-22	UHC-47003-55	2809904207	1946 Jefferson Ave, Austin, TX, 78775	0.52	Street suffix standardised Address re-cased ZIP+4 trimmed Gender normalised+2 more
CLM-428981	CLM	Helen H Bishop	1992-01-16	—	—	1149 Forest Ave, Chandler, AZ, 85253	0.52	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
ENR-116437	ENR	Douglas E Simpson	1967-03-11	—	4032137138	7773 Hillcrest Rd Apt 26, Orlando, FL, 32886	0.52	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-105151	ENR	Larry Welch	2003-04-21	UHC-16931-54	—	108 Sunset Blvd, Atlanta, GA, 30383	0.52	Two-digit birth year Street suffix standardised Address re-cased City re-cased+2 more
ENR-141203	ENR	Robert Miller	1984-11-03	UHC-71350-30	4877695536	4044 Market St, Minneapolis, MN, 55403	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-409921	CLM	Alexis Ruiz	1973-05-05	—	—	3858 Harbor Blvd, Sacramento, CA, 95828	0.52	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
CLM-418913	CLM	Natalie Gray	1947-07-07	UHC-63669-97	8179570878	8297 Lincoln Way Apt 37, Charlotte, NC, 28215	0.52	Name split from “Last, First”Unit split from street City re-cased Gender normalised+2 more
PRV-24358	PRV	Nancy C Rojas	1999-06-09	UHC-90304-33	—	6782 Pine Dr, Houston, TX	0.52	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
ENR-108323	ENR	Yuki Perry	1986-12-26	—	2046152118	2416 Indian School Rd, San Antonio, TX	0.52	Name split from “Last, First”Phone reformatted ZIP missing Email lower-cased+2 more
ENR-125382	ENR	Sophia Bell	1946-11-12	UHC-20089-46	5486368009	1968 Hillcrest Rd, Glendale, AZ, 85392	0.52	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
TPA-60427	TPA	Adam Griffin	1984-03-08	—	—	889 Oak St Apt 21, Glendale, AZ, 85370	0.52	Unit split from street Street suffix standardised Address re-cased Gender normalised+2 more
PRV-24614	PRV	Jacqueline Gonzales	1997-03-13	UHC-44443-96	5432296178	5010 Cedar Ln, Mesa, AZ, 85226	0.52	Street suffix standardised Address re-cased State name converted to code Gender normalised+2 more
ENR-117148	ENR	Willie Y Moore	1998-03-23	UHC-93388-11	3167599553	6226 Ocean Ave, Eden Prairie, MN	0.52	Street suffix standardised Address re-cased ZIP missing Gender normalised+2 more
PRV-21118	PRV	Hannah X Nguyen	1972-05-08	—	7235525865	8201 Meadow Ln, Dallas, TX, 75293	0.52	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-142068	ENR	Nicholas M Hill	1939-12-25	UHC-19819-24	5237625924	7755 Canyon Rd, Los Angeles, CA, 90089	0.52	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
ENR-116050	ENR	Laura I Clark	2003-12-25	UHC-21114-84	7105808930	5815 Grand Ave, Fresno, CA, 93710	0.52	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-137262	ENR	Waltre B Bowman	1971-04-16	UHC-06407-48	8293895963	9491 Apache Blvd, Houston, TX, 77035	0.52	Middle initial moved out of first name Date of birth reformatted Street suffix standardised Address re-cased+2 more
PRV-28122	PRV	Sarah N Washington	1975-02-02	UHC-90115-28	3136396837	7915 Meadow Ln, Fresno, CA	0.52	Date of birth reformatted State name converted to code ZIP missing Gender normalised+2 more
PRV-25742	PRV	Danielle L Lewis	1943-03-16	—	7279893239	8665 Mountain View Dr # 811, Phoenix, AZ, 85035	0.52	Date of birth reformatted Phone reformatted SSN last four extracted Unit split from street+2 more
ENR-119862	ENR	—Junk	1970-03-25	UHC-26068-29	4725175080	6252 Valley View Dr, Minneapolis, MN, 55448	0.52	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-406342	CLM	Amber Tucker	1995-05-03	UHC-44715-06	—	8124 Camelback Rd, Sacramento, CA, 95801	0.52	Name split from “Last, First”Street suffix standardised Address re-cased Gender normalised+2 more
CLM-406343	CLM	Amber Tucker	1995-05-03	UHC-44715-06	—	8124 Camelback Rd, Sacramento, CA, 95801	0.52	Name split from “Last, First”Street suffix standardised Address re-cased Gender normalised+2 more
TPA-55798	TPA	Roger Gibson	1942-12-06	—	—	2278 Canyon Rd, San Diego, CA, 92154	0.52	Name split from “Last, First”Date of birth reformatted ZIP+4 trimmed Gender normalised+2 more
PRV-20046	PRV	Mari Davis	—	UHC-35556-52	5754717021	5103 Willow Ct, Tempe, AZ, 85247	0.52	Date of birth missing Street suffix standardised Address re-cased Gender normalised+2 more
ENR-102575	ENR	Alan Moreno	—	UHC-82912-03	—	5285 Ocean Ave, San Diego, CA, 92140	0.52	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+2 more
ENR-119147	ENR	Diana Mendez	1997-04-20	UHC-96329-81	—	9376 Pine Dr, Jacksonville, FL, 32260	0.52	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-110956	ENR	Diego D Nguyen	1985-12-09	UHC-13195-60	3068492793	7290 Hillcrest Rd, Tempe, AZ, 85278	0.52	Name split from “Last, First”Phone reformatted State name converted to code Gender normalised+2 more
ENR-130122	ENR	Natalie Payne	1972-03-19	UHC-54535-12	5883360794	3159 Maple Ave, Columbus, OH, 43268	0.52	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-420322	CLM	Judith Price	2003-12-14	UHC-74259-56	—	1389 Highland Ave # 415, Mesa, AZ, 85269	0.52	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
ENR-106697	ENR	Jonathan P Bell	1988-02-22	UHC-75396-89	6559020671	4740 Forest Ave, Sacramento, CA	0.52	Street suffix standardised Address re-cased City re-cased ZIP missing+2 more
CLM-415879	CLM	Betty Hrat	1993-04-17	UHC-32493-85	—	4852 Union St, Charlotte, NC, 28229	0.52	Name re-cased Two-digit birth year Phone missing area code Gender normalised+2 more
ENR-108975	ENR	Zachary Wallace	1994-02-09	UHC-31902-21	2969309719	7504 Ridge Rd, Miami, FL, 33109	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-61891	TPA	Frank Garcia	1941-07-01	—	—	9059 Market St, Denver, CO, 80268	0.52	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more

16,828 rows, page 80 of 337Previous Next