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 re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-130773	ENR	Deborah A Hoffman	1955-12-20	UHC-58070-09	6522655625	551 Spring St, Chandler, AZ, 85202	0.60	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+4 more
ENR-121169	ENR	Roger L Mills	1945-04-01	UHC-89961-17	5565978095	8121 Central Ave, Eden Prairie, MN, 55350	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-112224	ENR	Sandra M Fox	1971-01-19	UHC-53823-26	2352875157	8751 Washington St, Las Vegas, NV	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-20814	PRV	Omar Vazquz	1953-09-15	UHC-33790-46	—	753 Camelback Rd Apt 21, Tucson, AZ, 85752	0.60	Name re-cased Date of birth reformatted Phone missing area code Member ID reformatted+4 more
CLM-415633	CLM	Mei Wallace	2005-01-01	—	5749701826	4583 Cedar Ln, Seattle, WA	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-128571	ENR	Sara Harper	1997-12-08	UHC-57874-45	2158392413	7599 Oak St, Minneapolis, MN, 55447	0.60	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+4 more
ENR-128595	ENR	Zachaary S Schmidt	1956-03-03	UHC-39649-87	5389724331	9274 Canyon Rd, Houston, TX, 77067	0.60	Middle initial moved out of first name Name re-cased Date of birth reformatted Phone reformatted+4 more
PRV-24840	PRV	Deborah Maldonado	1958-04-28	—	8394392191	904 Canyon Rd, Fresno, CA	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
TPA-51690	TPA	Nathan Williams	1976-09-07	—	5522058925	5340 Jefferson Ave, Tempe, AZ, 85203	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-105060	ENR	Kathleen Castro	1957-10-03	UHC-48032-78	9677482171	7302 Apache Blvd, Gilbert, AZ	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-107150	ENR	Diana G Hannson	1989-01-07	UHC-23006-28	6684891550	2739 Hillcrest Rd, Fresno, CA, 93730	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-28248	PRV	SarahJunk	1953-06-09	UHC-91177-68	6255821797	6005 Cedar Ln, Phoenix, AZ, 85018	0.60	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
PRV-27209	PRV	Kelly Munoz	1971-07-06	—	6109535292	997 Bayshore Dr, Tempe, AZ, 85247	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-117295	ENR	Richard T Alvarez	1969-07-23	UHC-81323-25	8162929878	5615 Oak St, Tampa, FL	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-141358	ENR	Coleman Justin	1977-12-02	UHC-72290-95	8784173750	6753 Baseline Rd, San Diego, CA, 92138	0.60	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+4 more
CLM-417151	CLM	Maria T Hansen	1977-08-11	UHC-09268-60	4477645750	7203 Central Ave, Los Angeles, CA	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-418820	CLM	Marilyn Garrett	1941-06-07	—	2395611866	2901 Cedar Ln, San Diego, CA	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
PRV-27455	PRV	Arthur P Carter	1953-09-20	—	5048582651	7582 Washington St, Chandler, AZ, 85272	0.60	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+4 more
ENR-120866	ENR	Kayla E Simmons	1946-05-05	UHC-87921-34	4779048063	5269 Ridge Rd, Gilbert, AZ, 85223	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
TPA-54149	TPA	Angela Hawkins	2003-04-13	—	8632020678	8940 Church St, Mesa, AZ, 85276	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-112244	ENR	Lori Ells	2005-08-15	UHC-21885-66	8887633981	5821 Union St, Orlando, FL, 32879	0.60	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+4 more
TPA-63490	TPA	Alexander Lawrence	1974-03-07	—	6087286552	4292 Grand Ave, Jacksonville, FL, 32279	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-106092	ENR	Teresa Mendez	1987-06-26	UHC-99599-84	8074200818	4688 Willow Ct, Chandler, AZ, 85258	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-139978	ENR	Jose Lane	1940-11-14	UHC-60274-32	2936064540	5125 Cedar Ln, Seattle, WA, 98159	0.60	Name re-cased Street suffix standardised Address re-cased State name converted to code+4 more
CLM-424357	CLM	Julie Alexander	1996-01-22	UHC-03560-02	7983554718	6091 Highland Ave, Miami, FL, 33103	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-131097	ENR	Douglas Z Guzman	1939-05-04	UHC-59096-88	4143293966	4355 Mountain View Dr, Tempe, AZ, 85299	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-107184	ENR	Rachel A Peters	1970-12-15	UHC-21109-44	4284423908	8979 Market St, Austin, TX, 78751	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-103468	ENR	Samantha T West	1943-12-24	UHC-38587-30	5536641665	303 Cedar Ln, Dallas, TX, 75299	0.60	Middle initial moved out of first name Name re-cased Date of birth reformatted Phone reformatted+4 more
CLM-414761	CLM	Brenda H Singh	1973-12-05	UHC-47269-68	2684378600	1625 Lake View Rd, Seattle, WA, 98123	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-432735	CLM	Brenda X Graham	1982-08-16	UHC-82376-53	4212948431	8593 Sunset Blvd, Eden Prairie, MN, 55373	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-111277	ENR	Yuki R Gibson	2005-09-19	UHC-16421-67	3084509405	4005 Main St, Glendale, AZ, 85346	0.60	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
CLM-430290	CLM	Joe Anderson	1955-07-18	UHC-19479-04	8315039221	862 Valley View Dr Apt 20, Chandler, AZ, 85216	0.60	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
ENR-103356	ENR	Ann Z Shaw	1970-06-27	UHC-79774-48	3556298164	9422 Grand Ave, Scottsdale, AZ	0.60	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
CLM-402634	CLM	Emma Nguyen	1975-02-21	UHC-41432-67	3103037639	5278 Indian School Rd, Minneapolis, MN, 55449	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-140822	ENR	Gary Daniels	2007-01-19	UHC-24336-40	4364137189	2076 Lincoln Way, Nashville, TN, 37261	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-100792	ENR	Isabella A Herrera	1994-01-06	UHC-23502-35	—	3105 Highland Ave, San Antonio, TX, 78207	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-107694	ENR	Samuel U Oliver	—	UHC-97217-14	9693933028	1197 Valley View Dr, Los Angeles, CA, 90090	0.60	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+4 more
ENR-114849	ENR	Debbie Q Cooper	1980-01-04	UHC-66987-74	6489207149	5581 Central Ave, San Antonio, TX, 78203	0.60	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
ENR-105823	ENR	Noah G Vasquez	1962-02-27	UHC-16757-75	3819455628	8356 Camelback Rd, San Antonio, TX, 78224	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-131495	ENR	Nathan T Myers	1951-12-17	UHC-34928-07	—	2856 Spring St, Charlotte, NC, 28297	0.60	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+4 more
TPA-50642	TPA	Roger A Ortiz	1945-02-12	—	—	7876 Forest Ave # 812, Orlando, FL, 32897	0.60	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+4 more
ENR-101235	ENR	Carolyn Lewis	1996-08-27	UHC-83255-14	7738625543	5024 Spring St, Charlotte, NC, 28254	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-28161	PRV	Walter Willis	1941-06-12	UHC-67611-72	8569997249	9245 Ocean Ave, Las Vegas, NV, 89150	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
TPA-53324	TPA	Judith O Boyd	—	—	7178099671	9713 Desert Sky Blvd, Charlotte, NC, 28258	0.60	Name re-cased Date of birth reformatted Date of birth unreadable Phone reformatted+4 more
ENR-105252	ENR	Henry R Mills	1943-07-24	UHC-00734-23	5723372649	4169 Church St, Tempe, AZ, 85222	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-125846	ENR	Timothy S Tran	1968-02-05	UHC-74571-52	2228275548	1174 Canyon Rd, Las Vegas, NV	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-135117	ENR	Katherine Brant	1946-11-11	UHC-82369-83	9557593856	7987 Apache Blvd Apt 18, Phoenix, AZ, 85032	0.60	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
PRV-23788	PRV	Anthony Lawson	1994-06-11	—	7758864925	4179 Sunset Blvd, Jacksonville, FL, 32288	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-124778	ENR	Robert C Dean	1949-03-03	UHC-93553-41	8195638371	8653 Elm St, Chandler, AZ, 85280	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-410141	CLM	Kayla Jenkins	1941-11-12	—	9663585153	8645 Hillcrest Rd, Fresno, CA	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more

39,996 rows, page 91 of 800Previous Next