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
ENR-120055	ENR	Gerald C Bennett	1957-03-26	UHC-99151-13	9669953210	9437 Washington St # 446, Jacksonville, FL	0.52	Unit split from street ZIP missing Gender normalised Plan code upper-cased+2 more
TPA-58375	TPA	Ethan T Mitchell	1954-08-17	—	—	4533 Valley View Dr Apt 13, Atlanta, GA, 30372	0.52	Unit split from street Street suffix standardised Address re-cased Gender normalised+2 more
ENR-142880	ENR	Zachary Allen	1997-01-10	UHC-52129-98	8367894593	2122 Union St, Plano, TX, 75021	0.52	Two-digit birth year Street suffix standardised Address re-cased City re-cased+2 more
CLM-408687	CLM	Evelyn Ramos	1970-12-02	UHC-77500-44	—	330 Baseline Rd, Orlando, FL, 32832	0.52	Name split from “Last, First”Street suffix standardised Address re-cased Gender normalised+2 more
ENR-122704	ENR	Douglas I Rivera	—	UHC-47071-90	5579884573	2311 Park Pl, Los Angeles, CA, 90012	0.52	Date of birth missing Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-106186	ENR	Olivia Parker	2005-01-06	UHC-01303-02	5938096749	2862 Sage Ct, Houston, TX, 77017	0.52	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-142033	ENR	Sara Spencer	1992-08-11	UHC-86653-96	—	4028 Oak St # 476, Nashville, TN, 37290	0.52	Name re-cased Date of birth reformatted Phone missing area code Unit split from street+2 more
ENR-142034	ENR	Sara Spencer	1992-08-11	UHC-86653-96	—	4028 Oak St # 476, Nashville, TN, 37290	0.52	Name re-cased Date of birth reformatted Phone missing area code Unit split from street+2 more
CLM-430251	CLM	Ashley Q Mejia	1969-02-05	UHC-53643-77	—	4736 Desert Sky Blvd, Scottsdale, AZ, 85286	0.52	Name re-cased Phone missing area code ZIP+4 trimmed Gender normalised+2 more
ENR-118169	ENR	Maeo Berry	1954-09-13	UHC-37284-15	4388817133	3004 Hillcrest Rd, Las Vegas, NV, 89159	0.52	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
CLM-411506	CLM	Elijah Hudson	1984-08-09	UHC-86992-55	9405149175	7178 Desert Sky Blvd, Charlotte, NC	0.52	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
ENR-133111	ENR	Patricia Patel	1989-12-23	UHC-55189-29	—	7904 Sage Ct Apt 31, Minneapolis, MN, 55465	0.52	Unit split from street Street suffix standardised Address re-cased Gender normalised+2 more
ENR-114270	ENR	Katherine L Bell	1997-07-13	UHC-91757-89	9027914060	8466 Bayshore Dr, Tempe, AZ, 85265	0.52	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-420872	CLM	Donna Cook	1978-02-12	—	8798708298	6955 Maple Ave # 791, Scottsdale, AZ, 85256	0.52	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
TPA-61957	TPA	Lauren Reyes	1969-12-25	—	6324581766	6923 Main St Apt 21, Las Vegas, NV, 89123	0.52	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-124104	ENR	Bobby Rodrigueez	1967-01-04	UHC-12282-59	9524503408	2655 Bayshore Dr, Phoenix, AZ, 85052	0.52	Two-digit birth year Phone reformatted Member ID reformatted Street suffix standardised+2 more
CLM-421086	CLM	PatrickJunk	1992-05-21	UHC-25254-36	—	1167 Cedar Ln, Columbus, OH, 43261	0.52	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+2 more
CLM-423759	CLM	Judith F Oliver	1994-10-18	—	—	7142 Forest Ave, Tampa, FL, 33677	0.52	Street suffix standardised Address re-cased City re-cased State name converted to code+2 more
PRV-24817	PRV	Amanda Washington	2000-07-01	UHC-98242-34	7737883172	2909 Spring St, Charlotte, NC	0.52	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
CLM-423578	CLM	Arthur Garrett	1991-02-17	UHC-98433-73	—	4997 Camelback Rd, Miami, FL, 33122	0.52	Street suffix standardised Address re-cased City re-cased State name converted to code+2 more
ENR-135995	ENR	Jacob C Estrada	2006-06-14	UHC-26082-11	2784791100	2004 Park Pl, Plano, TX	0.52	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
ENR-141322	ENR	Natalie Weaver	1974-07-11	UHC-92525-82	8108554666	2600 Mountain View Dr, Jacksonville, FL, 32215	0.52	Name re-cased Date of birth reformatted SSN last four extracted Street suffix standardised+2 more
ENR-116018	ENR	Deb N Harper	1973-09-28	UHC-63588-98	—	4799 River Rd, Charlotte, NC, 28291	0.52	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
TPA-62240	TPA	Carol Brooks	1953-08-03	UHC-66153-39	2105415131	3003 Oak St, Dallas, TX, 75266	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-115408	ENR	Cheryl C Hughes	1944-05-15	UHC-53947-90	7924336738	6375 Mesa Dr, Atlanta, GA, 30399	0.52	Two-digit birth year Street suffix standardised Address re-cased City re-cased+2 more
ENR-112321	ENR	Elizabeth Carr	—	UHC-23409-23	7794334987	4100 Ocean Ave, Charlotte, NC, 28226	0.52	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-415370	CLM	Michelle Gutierrez	1979-03-25	—	—	7289 Lincoln Way, Jacksonville, FL, 32273	0.52	SSN last four extracted Street suffix standardised Address re-cased Gender normalised+2 more
ENR-143003	ENR	Dorothy J Borwn	1944-01-28	UHC-75100-47	—	8317 Mountain View Dr, Nashville, TN, 37241	0.52	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
ENR-141529	ENR	Doris H Carter	1972-06-24	UHC-01850-59	9729748519	3192 Cedar Ln Apt 35, Mesa, AZ, 85210	0.52	Name re-cased Phone reformatted Unit split from street ZIP+4 trimmed+2 more
ENR-124682	ENR	Janice Holmes	1961-11-07	UHC-79640-77	3246797955	8847 Mesa Dr, Tucson, AZ, 85762	0.52	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-140482	ENR	Andrea Harrison	1956-06-22	UHC-14709-75	4124554478	1180 Meadow Ln, Phoenix, AZ, 85054	0.52	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-129675	ENR	Angela R Johnston	2004-11-02	UHC-84941-11	2645590013	2218 Apache Blvd, Nashville, TN, 37276	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-429946	CLM	Nathan Stephens	1963-05-09	UHC-96209-03	—	4241 Mesa Dr, Minneapolis, MN, 55499	0.52	Name split from “Last, First”Street suffix standardised Address re-cased Gender normalised+2 more
ENR-100345	ENR	Shirley D Reynolds	1973-09-12	UHC-14074-32	—	6472 Desert Sky Blvd, Houston, TX, 77024	0.52	Phone missing area code Street suffix standardised Address re-cased Gender normalised+2 more
PRV-29017	PRV	Kye A Hunt	1959-07-03	—	2033574048	9635 Highland Ave, Denver, CO, 80254	0.52	Street suffix standardised Address re-cased State name converted to code Gender normalised+2 more
ENR-124704	ENR	Amy H Taylor	1947-07-05	UHC-08045-41	5142674776	5915 Pine Dr, San Diego, CA, 92126	0.52	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-122477	ENR	Jordan A Ford	1978-07-12	UHC-27315-41	9782992078	1158 Oak St, Minneapolis, MN, 55427	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-118650	ENR	Zachary Aguilar	1985-09-04	UHC-72976-93	6625872187	9862 Palm Dr, San Diego, CA, 92189	0.52	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-109074	ENR	Mateo Lopez	1978-04-21	UHC-64208-95	7397297859	2923 Desert Sky Blvd, Dallas, TX, 75222	0.52	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-140591	ENR	Susan Snyder	1943-02-09	UHC-74817-71	—	7267 Cedar Ln, Austin, TX, 78774	0.52	Name re-cased Phone missing area code Street suffix standardised Address re-cased+2 more
ENR-112822	ENR	Juaan I Patterson	—	UHC-85494-38	—	6790 Lake View Rd, Dallas, TX, 75208	0.52	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+2 more
CLM-400384	CLM	Susan Freeman	1948-01-26	UHC-73337-86	4182535245	8141 Pine Dr, Sacramento, CA, 95810	0.52	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
PRV-23066	PRV	Paul Burke	1956-05-24	—	9405355052	7574 Apache Blvd, Eden Prairie, MN	0.52	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
CLM-430845	CLM	Emma Richardson	1955-11-07	UHC-56071-98	6538911908	4375 Ridge Rd, Eden Prairie, MN, 55313	0.52	Name split from “Last, First”Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-142437	ENR	Arthur E Guerrero	1959-07-27	UHC-80930-80	9566478487	1737 Highland Ave, Austin, TX	0.52	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+2 more
ENR-137439	ENR	Rick Tran	—	UHC-09404-57	—	7877 Oak St, Plano, TX, 75003	0.52	Name re-cased Date of birth missing Street suffix standardised Address re-cased+2 more
TPA-59777	TPA	Mark Payne	1972-10-19	—	—	3285 Desert Sky Blvd, Plano, TX, 75087	0.52	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-410949	CLM	Lawrence Ortega	1984-07-09	—	9632023313	1931 Lake View Rd, Plano, TX, 75090	0.52	Street suffix standardised Address re-cased ZIP+4 trimmed Gender normalised+2 more
ENR-103006	ENR	Camila Y Hunt	1977-03-09	UHC-86053-10	8228142755	6537 Hillcrest Rd, Scottsdale, AZ, 85266	0.52	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-424519	CLM	Carlos Kelly	1978-01-20	UHC-55263-23	—	4048 Palm Dr, Jacksonville, FL, 32267	0.52	Street suffix standardised Address re-cased State name converted to code Gender normalised+2 more

16,828 rows, page 79 of 337Previous Next