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-117760	ENR	Randy L Gilbert	1989-12-12	UHC-77868-74	3037153012	8588 Grand Ave Apt 35, Nashville, TN, 37289	0.66	Name re-cased Unit split from street Street suffix standardised Address re-cased+1 more
TPA-64396	TPA	Hiroshi Peterosn	1947-08-28	UHC-47694-32	—	6875 Apache Blvd # 572, Gilbert, AZ, 85234	0.66	Date of birth reformatted Unit split from street City re-cased Gender normalised+1 more
ENR-111971	ENR	Joan G Lawrence	1950-08-27	UHC-41562-28	7322507464	8673 Cedar Ln, Gilbert, AZ, 85271	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-25374	PRV	Kimberly Burns	1982-01-20	—	2305487241	3423 Camelback Rd, Tempe, AZ	0.66	Phone reformatted City re-cased ZIP missing Gender normalised+1 more
ENR-126360	ENR	Jordan R Tucker	—	UHC-64628-99	3677260545	4143 Elm St, Jacksonville, FL, 32263	0.66	Date of birth missing Street suffix standardised Address re-cased City re-cased+1 more
ENR-102230	ENR	Dylan C Kim	2007-06-24	UHC-93308-26	8946694364	7800 Elm St, Dallas, TX	0.66	Phone reformatted City re-cased State name converted to code ZIP missing+1 more
TPA-58952	TPA	Kayla Gomez	1981-07-08	—	—	8000 Lake View Rd, Plano, TX, 75012	0.66	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+1 more
ENR-114457	ENR	Amanda D Allen	1938-10-14	UHC-08169-97	5872179484	8015 Bayshore Dr, San Antonio, TX, 78213	0.66	Street suffix standardised Address re-cased City re-cased ZIP+4 trimmed+1 more
TPA-58023	TPA	Julia Tran	1973-07-16	—	—	7521 Meadow Ln, Sacramento, CA, 95824	0.66	Two-digit birth year Street suffix standardised Address re-cased City re-cased+1 more
TPA-62333	TPA	Sarah Perkins	1949-06-25	—	—	2882 Indian School Rd, Sacramento, CA, 95822	0.66	Two-digit birth year Street suffix standardised Address re-cased City re-cased+1 more
TPA-62332	TPA	Sarah Perkins	1949-06-25	—	—	2882 Indian School Rd, Sacramento, CA, 95822	0.66	Two-digit birth year Street suffix standardised Address re-cased City re-cased+1 more
TPA-61791	TPA	Jose Harvey	1991-04-12	—	—	8461 Elm St, San Diego, CA, 92136	0.66	Phone missing area code Street suffix standardised Address re-cased City re-cased+1 more
TPA-51871	TPA	Joseph Porter	1950-10-08	UHC-81208-98	—	6339 Valley View Dr, Chandler, AZ, 85245	0.66	Street suffix standardised Address re-cased City re-cased Gender normalised+1 more
ENR-126487	ENR	Vicoria Stevens	1939-04-07	UHC-81509-46	4249833049	7531 Forest Ave, Seattle, WA, 98136	0.66	Name re-cased Two-digit birth year SSN last four extracted City re-cased+1 more
ENR-116058	ENR	Edward H Myers	—	UHC-95659-89	4238847530	4250 Grand Ave, Tempe, AZ, 85203	0.66	Date of birth unreadable Phone reformatted City re-cased ZIP+4 trimmed+1 more
TPA-57220	TPA	Kenneth Miller	1954-07-05	—	—	9815 Indian School Rd, Plano, TX, 75043	0.66	Street suffix standardised Address re-cased City re-cased State name converted to code+1 more
CLM-405839	CLM	Ruth Stephens	1956-11-26	UHC-49733-39	—	3218 Grand Ave, Denver, CO, 80292	0.66	Two-digit birth year City re-cased State name converted to code Whitespace trimmed+1 more
CLM-413985	CLM	Raymond Gilbert	1995-07-08	UHC-47520-61	—	6778 Sage Ct, Plano, TX, 75054	0.66	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+1 more
ENR-131865	ENR	Heather S Broooks	1978-07-08	UHC-62227-54	8225878741	8233 Indian School Rd, Plano, TX, 75008	0.66	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
ENR-124308	ENR	Diana Flores	1990-07-19	—	9349255253	7000 Desert Sky Blvd, Nashville, TN, 37234	0.66	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-137294	ENR	Samantha Burton	1994-07-02	UHC-14642-65	5753220567	2849 Mesa Dr, Sacramento, CA, 95840	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-134050	ENR	Ralph R Jacobs	1968-07-08	UHC-62536-21	9729065834	5925 Jefferson Ave, Los Angeles, CA, 90039	0.66	Two-digit birth year Street suffix standardised Address re-cased City re-cased+1 more
ENR-114699	ENR	Juan Dixon	1982-04-10	—	4907374820	7198 Church St, Atlanta, GA, 30367	0.66	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+1 more
ENR-140354	ENR	Logan E Carr	1978-06-08	UHC-66549-87	—	5888 Valley View Dr, Atlanta, GA, 30393	0.66	Phone missing area code City re-cased ZIP+4 trimmed Email lower-cased+1 more
ENR-131042	ENR	Charles Wright	1994-03-21	UHC-04027-56	3932385904	3137 Camelback Rd, Atlanta, GA, 30339	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-103261	ENR	Jennifer A Baker	1956-02-01	UHC-93710-38	5822422029	6553 Apache Blvd, Sacramento, CA, 95813	0.66	Member ID reformatted Street suffix standardised Address re-cased City re-cased+1 more
TPA-64251	TPA	David Howell	1978-06-19	—	—	1246 Camelback Rd # 223, Columbus, OH, 43210	0.66	Name split from “Last, First”Unit split from street City re-cased Whitespace trimmed+1 more
CLM-408276	CLM	Debra Fuller	1993-07-20	—	5689833222	4128 Mountain View Dr, Chandler, AZ, 85223	0.66	Name split from “Last, First”Phone reformatted City re-cased Gender normalised+1 more
ENR-140492	ENR	Roy O Coleman	1949-10-13	UHC-34187-63	2213393572	8107 Camelback Rd, Phoenix, AZ, 85040	0.66	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
TPA-58803	TPA	Judy Ward	1978-11-04	—	—	931 Sunset Blvd, San Antonio, TX, 78219	0.66	Street suffix standardised Address re-cased City re-cased Gender normalised+1 more
CLM-421474	CLM	Lauren Contreras	1939-12-12	—	8176600218	1656 Sage Ct, Eden Prairie, MN, 55363	0.66	Street suffix standardised Address re-cased City re-cased Gender normalised+1 more
CLM-421582	CLM	Tyler Maldonado	1948-07-12	UHC-19189-76	4168078675	7191 Mesa Dr, Minneapolis, MN, 55480	0.66	Phone reformatted City re-cased ZIP+4 trimmed Gender normalised+1 more
ENR-112588	ENR	Stephen K Soto	1940-05-05	UHC-60749-62	9545157177	3987 Sage Ct, Columbus, OH, 43295	0.66	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-406857	CLM	Thomas Z Sandoval	1954-06-23	—	3199816736	1297 Apache Blvd, Charlotte, NC, 28288	0.66	Street suffix standardised Address re-cased City re-cased Gender normalised+1 more
CLM-403734	CLM	Gbariel Gonzalez	1997-11-09	—	6343952193	7576 Valley View Dr, Jacksonville, FL, 32236	0.66	Street suffix standardised Address re-cased City re-cased ZIP+4 trimmed+1 more
TPA-60284	TPA	Yuki Wright	1986-02-22	—	9466835588	9017 Pine Dr, Jacksonville, FL, 32241	0.66	City re-cased State name converted to code Gender normalised Whitespace trimmed+1 more
CLM-422893	CLM	Douglas S Matthews	1976-06-02	UHC-71180-40	3119133819	1722 Canyon Rd, Tampa, FL, 33601	0.66	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-121294	ENR	Lawrence T Chen	1956-08-24	UHC-74609-69	5487832756	2344 Elm St, Charlotte, NC, 28222	0.66	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+1 more
CLM-402520	CLM	Douglas Mrgan	1974-01-02	—	—	4328 Grand Ave, Chandler, AZ, 85207	0.66	Street suffix standardised Address re-cased City re-cased State name converted to code+1 more
ENR-135235	ENR	Larry Singh	2004-07-15	UHC-55360-97	2286557941	3589 Main St, Los Angeles, CA, 90036	0.66	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
ENR-109414	ENR	Jeff Green	1988-05-13	UHC-23901-54	5662782770	4405 Camelback Rd, Orlando, FL, 32885	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-138588	ENR	Dylan R Russell	1950-01-20	UHC-68476-27	2297165281	875 Camelback Rd, Fresno, CA, 93795	0.66	Middle initial moved out of first name Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-125264	ENR	Benjamin Gomez	2002-07-21	UHC-32991-98	6537998516	5654 Washington St, Dallas, TX	0.66	Name split from “Last, First”Phone reformatted City re-cased ZIP missing+1 more
ENR-111582	ENR	Denise Q Williams	—	UHC-36325-58	2975597302	3684 Indian School Rd, Jacksonville, FL, 32290	0.66	Date of birth unreadable Street suffix standardised Address re-cased City re-cased+1 more
ENR-126766	ENR	Donna Greene	1989-01-17	UHC-31782-23	8568609815	5500 Hillcrest Rd, San Diego, CA, 92179	0.66	Name split from “Last, First”Phone reformatted City re-cased State name converted to code+1 more
TPA-53025	TPA	Rutth Harvey	1940-10-13	UHC-80628-18	—	5958 Main St, Gilbert, AZ, 85225	0.66	Two-digit birth year City re-cased ZIP+4 trimmed Whitespace trimmed+1 more
CLM-401646	CLM	Michael Armstrong	1958-12-05	—	—	9055 Bayshore Dr # 843, Austin, TX, 78730	0.66	Unit split from street Street suffix standardised Address re-cased City re-cased+1 more
ENR-141750	ENR	Cheryl Chavez	1942-11-18	UHC-63288-21	5237583490	4883 Indian School Rd, Atlanta, GA, 30369	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-137509	ENR	Sara A Vega	1971-11-12	UHC-61662-93	8964138417	3538 Elm St Apt 19, Charlotte, NC, 28298	0.66	Unit split from street City re-cased Gender normalised Whitespace trimmed+1 more
CLM-417424	CLM	James Crawford	1974-01-28	UHC-30066-13	—	3463 Washington St, Tampa, FL, 33670	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more

17,850 rows, page 138 of 357Previous Next