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 “Name split from “Last, First””, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName split from “Last, First”Clear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-413132	CLM	Steven Kelly	1988-03-01	—	—	1297 Spring St, Scottsdale, AZ	0.38	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+3 more
CLM-411068	CLM	Beverly Ryan	1961-02-18	—	—	7221 Apache Blvd, Fresno, CA, 93734	0.38	Name split from “Last, First”Street suffix standardised Address re-cased State name converted to code+3 more
ENR-110685	ENR	Gerald A Hart	2003-05-18	UHC-71110-40	2457682227	3997 Grand Ave # 170, Los Angeles, CA, 90081	0.38	Name split from “Last, First”Phone reformatted Unit split from street ZIP+4 trimmed+3 more
PRV-29411	PRV	Ralph Robinson	1952-12-05	UHC-20956-92	6503865457	5103 Willow Ct, Eden Prairie, MN, 55349	0.38	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-130939	ENR	Mason M Vasquez	1952-12-01	UHC-56594-06	6696404326	7154 Maple Ave, Los Angeles, CA, 90097	0.38	Name split from “Last, First”Two-digit birth year Member ID reformatted Street suffix standardised+3 more
ENR-123394	ENR	Maria V Wagner	1983-05-02	UHC-23015-94	4059179634	9202 Camelback Rd, Seattle, WA, 98184	0.38	Name split from “Last, First”Middle initial moved out of first name Phone reformatted Member ID reformatted+3 more
ENR-128798	ENR	Mary Shaw	2008-03-14	UHC-57057-08	5379779855	1838 Mesa Dr, Orlando, FL, 32845	0.38	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-115487	ENR	Jcaqueline Flores	2001-09-24	UHC-36088-62	5798756006	1019 Grand Ave, Plano, TX, 75005	0.38	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-132763	ENR	Teresa Vega	—	UHC-01593-36	6526889631	6622 Spring St, Gilbert, AZ, 85252	0.38	Name split from “Last, First”Date of birth missing Phone reformatted Street suffix standardised+3 more
ENR-112786	ENR	Gary U Campbell	1962-12-06	UHC-31793-95	2286958526	1342 Hillcrest Rd, Gilbert, AZ, 85206	0.38	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-412540	CLM	Sean Freeman	1966-03-08	UHC-70386-67	—	6878 Ocean Ave, Houston, TX	0.38	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+3 more
ENR-138892	ENR	Jenny Shaw	1998-12-17	UHC-18418-49	7753629460	3731 Lincoln Way Apt 3, Las Vegas, NV, 89125	0.38	Name split from “Last, First”Phone reformatted Member ID reformatted SSN last four extracted+3 more
ENR-115279	ENR	Noah K Burton	1952-04-05	UHC-87151-33	3238278936	7202 Apache Blvd, San Diego, CA, 92129	0.38	Name split from “Last, First”Middle initial moved out of first name Street suffix standardised Address re-cased+3 more
ENR-101540	ENR	Daniel Hernandez	1991-03-02	UHC-23992-53	6773840337	6493 Pine Dr, Charlotte, NC	0.38	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-101541	ENR	Daniel Hernandez	1991-03-02	UHC-23992-53	6773840337	6493 Pine Dr, Charlotte, NC	0.38	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-116137	ENR	Debra F Murphy	1955-02-25	UHC-04747-38	2053640895	6611 Elm St # 552, Gilbert, AZ, 85219	0.38	Name split from “Last, First”Two-digit birth year Phone reformatted Unit split from street+3 more
CLM-428911	CLM	Billy Q Lewis	1942-04-19	UHC-32201-16	—	1864 Main St, Eden Prairie, MN, 55369	0.38	Name split from “Last, First”Phone missing area code Member ID reformatted Street suffix standardised+3 more
ENR-110497	ENR	Emily H Peters	1998-01-04	UHC-16579-34	—	8187 Market St, Tucson, AZ	0.38	Name split from “Last, First”Date of birth reformatted SSN last four extracted Street suffix standardised+3 more
ENR-116104	ENR	Noah Y Welch	1978-12-12	UHC-89604-28	8893605124	4394 Pine Dr, Denver, CO, 80245	0.38	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+3 more
ENR-137153	ENR	Megan C Burton	1992-02-06	UHC-16715-97	4964991389	247 Sunset Blvd Apt 31, Dallas, TX, 75266	0.38	Name split from “Last, First”Middle initial moved out of first name Phone reformatted Unit split from street+3 more
CLM-411028	CLM	Carollyn Chen	—	UHC-46103-72	—	2822 Sunset Blvd # 837, Glendale, AZ, 85314	0.38	Name split from “Last, First”Date of birth unreadable Unit split from street Street suffix standardised+3 more
ENR-110159	ENR	Vincent W Maldonado	1997-04-01	UHC-63268-01	9067394747	8069 Spring St, Nashville, TN, 37205	0.38	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+3 more
TPA-52519	TPA	Abigali Welch	1998-11-24	UHC-47178-19	—	1621 Union St, Nashville, TN, 37207	0.38	Name split from “Last, First”Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
ENR-126941	ENR	Michael O Cox	1998-01-16	UHC-12578-94	4127135896	1486 Apache Blvd # 413, Seattle, WA	0.38	Name split from “Last, First”Middle initial moved out of first name Phone reformatted Unit split from street+3 more
CLM-428730	CLM	Joan Weber	1956-02-06	—	8395974612	1837 Sunset Blvd # 641, Atlanta, GA	0.38	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+3 more
CLM-422003	CLM	Ellijah Payne	2001-07-03	UHC-20841-62	9297123003	7940 Hillcrest Rd, Gilbert, AZ, 85273	0.38	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+3 more
TPA-64031	TPA	Linda Munoz	—	—	2278087960	5984 Harbor Blvd Apt 19, Columbus, OH, 43261	0.38	Name split from “Last, First”Date of birth unreadable Unit split from street Street suffix standardised+3 more
ENR-119843	ENR	Lori Cole	—	UHC-55402-62	6552756205	6098 Harbor Blvd, Seattle, WA, 98145	0.38	Name split from “Last, First”Date of birth unreadable Phone reformatted Street suffix standardised+3 more
CLM-432465	CLM	Michael Stewart	—	UHC-09021-38	2963423490	6202 Washington St Apt 34, San Diego, CA, 92163	0.38	Name split from “Last, First”Date of birth unreadable Phone reformatted Unit split from street+3 more
CLM-432464	CLM	Michael Stewart	—	UHC-09021-38	2963423490	6202 Washington St Apt 34, San Diego, CA, 92163	0.38	Name split from “Last, First”Date of birth unreadable Phone reformatted Unit split from street+3 more
ENR-102812	ENR	Gloria R Washington	1983-01-25	—	9639894896	9741 Palm Dr, Seattle, WA, 98178	0.38	Name split from “Last, First”Street suffix standardised Address re-cased State name converted to code+3 more
PRV-25423	PRV	Jon Hughes	—	UHC-60893-02	4759415575	1879 Union St, Fresno, CA, 93779	0.38	Name split from “Last, First”Date of birth unreadable Phone reformatted Street suffix standardised+3 more
TPA-63649	TPA	Gabriel K Ross	1980-11-08	UHC-60294-05	—	2470 Hillcrest Rd, Jacksonville, FL, 32296	0.38	Name split from “Last, First”Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
PRV-22747	PRV	Sophia Morris	2002-02-22	—	7744568719	1447 Broadway # 331, Jacksonville, FL, 32233	0.38	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+3 more
CLM-404937	CLM	Sara Berry	1946-03-16	—	—	2208 Park Pl, Dallas, TX, 75271	0.38	Name split from “Last, First”Date of birth reformatted Phone missing area code Street suffix standardised+3 more
ENR-107939	ENR	Dorothy X Hanson	—	UHC-22734-24	7614392927	7142 Sage Ct, Eden Prairie, MN, 55313	0.38	Name split from “Last, First”Date of birth missing Street suffix standardised Address re-cased+3 more
CLM-400167	CLM	Charlotte Wheeler	1964-03-13	UHC-02876-57	—	8961 Park Pl # 800, Sacramento, CA, 95844	0.38	Name split from “Last, First”Unit split from street Street suffix standardised Address re-cased+3 more
ENR-131077	ENR	Raymond Washington	1968-08-17	UHC-78812-89	—	4238 Broadway, Mesa, AZ	0.38	Name split from “Last, First”Date of birth reformatted Address re-cased State name converted to code+3 more
CLM-412229	CLM	Yuki O King	—	—	—	3840 Canyon Rd, Miami, FL, 33179	0.38	Name split from “Last, First”Date of birth unreadable Street suffix standardised Address re-cased+3 more
CLM-427987	CLM	George Myers	1939-07-26	—	3995438590	5516 Market St, San Antonio, TX, 78287	0.38	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-127156	ENR	Carl J Ross	1984-10-05	UHC-17816-38	2547942074	9633 Pine Dr, Los Angeles, CA, 90083	0.38	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-103993	ENR	Gregory Chavez	1968-05-15	UHC-38992-27	6275208019	7768 Elm St, Columbus, OH, 43258	0.38	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-52960	TPA	Gloria Stnoe	1965-04-03	—	—	2107 Park Pl, Charlotte, NC, 28202	0.38	Name split from “Last, First”SSN last four extracted Street suffix standardised Address re-cased+3 more
ENR-138480	ENR	Roger Henry	1957-05-03	—	7065122546	9587 Harbor Blvd, Eden Prairie, MN	0.38	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-51239	TPA	Randy Tucker	1975-05-03	—	—	8420 Central Ave, Jacksonville, FL, 32248	0.38	Name split from “Last, First”Phone missing area code Street suffix standardised Address re-cased+3 more
ENR-138481	ENR	Mason B Hill	—	UHC-48547-94	5939778967	4209 Elm St, San Diego, CA, 92141	0.38	Name split from “Last, First”Date of birth reformatted Date of birth unreadable Phone reformatted+3 more
PRV-23908	PRV	Alice Black	1995-09-01	—	4887427255	8121 Ocean Ave, Los Angeles, CA, 90040	0.38	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-22217	PRV	Lawrence Maldonado	1994-07-20	—	8132980919	7498 Main St, Glendale, AZ	0.38	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-420167	CLM	Susan Borwn	1984-06-20	—	—	817 Maple Ave, Jacksonville, FL, 32284	0.38	Name split from “Last, First”SSN last four extracted Street suffix standardised Address re-cased+3 more
ENR-136686	ENR	Christina Rose	1999-01-02	UHC-21461-75	8948864244	1652 Indian School Rd Apt 5, Scottsdale, AZ, 85270	0.38	Name split from “Last, First”Two-digit birth year Phone reformatted Unit split from street+3 more

9,980 rows, page 12 of 200Previous Next