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 “Date of birth reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagDate of birth reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-428026	CLM	Deborah Carlson	—	—	—	3493 Mountain View Dr, Sacramento, CA, 95894	0.62	Name re-cased Date of birth reformatted Date of birth unreadable Street suffix standardised+3 more
TPA-51832	TPA	Janice C Clark	1988-06-25	—	—	2719 River Rd, Orlando, FL, 32817	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-427460	CLM	Lori U Ellis	1947-10-21	UHC-66036-03	6647841979	7470 Bayshore Dr, Scottsdale, AZ	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-25697	PRV	Judith Herrera	2000-05-21	—	5244278363	1589 Meadow Ln, Austin, TX, 78752	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-53771	TPA	Vincent Pena	1945-02-06	—	3683430541	3385 Hillcrest Rd, Minneapolis, MN, 55480	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-413735	CLM	Santiago N Hudson	1951-09-25	UHC-21919-41	—	6607 Meadow Ln, Houston, TX, 77077	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-126702	ENR	Sophia E Kennedy	1978-12-02	UHC-74147-24	9556093104	2158 Main St, Tucson, AZ, 85742	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-137020	ENR	Larry Henry	1963-06-01	UHC-20092-27	3428551938	8334 Highland Ave, Tempe, AZ	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-125053	ENR	Dennis Elliott	1999-11-09	UHC-76269-92	8323926784	8507 Apache Blvd # 489, Los Angeles, CA, 90051	0.62	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
CLM-406643	CLM	Joyce Robertson	1954-12-23	UHC-29622-20	7529408338	561 Ocean Ave, San Antonio, TX, 78228	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-406644	CLM	Joyce Robertson	1954-12-23	UHC-29622-20	7529408338	561 Ocean Ave, San Antonio, TX, 78228	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-404553	CLM	Julie Fields	1956-08-09	UHC-68737-10	3175116525	6025 Oak St, San Antonio, TX, 78241	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-62099	TPA	Donna Reynolds	1941-10-22	—	—	6169 Elm St # 505, Chandler, AZ, 85251	0.62	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+3 more
ENR-100813	ENR	Charles Spencer	1981-10-28	UHC-95929-04	7877301869	4148 Lake View Rd Apt 32, Tampa, FL, 33658	0.62	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
TPA-64222	TPA	Dylan Castillo	1996-10-13	—	—	3459 Baseline Rd, Scottsdale, AZ, 85273	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-109419	ENR	Christopher N Webb	1988-01-17	UHC-62698-47	9372074258	3164 Union St Apt 16, Houston, TX, 77068	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+3 more
TPA-58527	TPA	Madison Knight	1984-02-05	—	—	8677 Baseline Rd Apt 37, Atlanta, GA, 30319	0.62	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+3 more
CLM-425897	CLM	Susan Perry	2003-07-18	UHC-84096-55	4237405827	5019 Meadow Ln, Orlando, FL, 32862	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-29258	PRV	Jonathan Meyer	1993-07-27	UHC-33815-73	9179306798	5475 Baseline Rd, Atlanta, GA, 30368	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-138429	ENR	Samantha Watkins	1991-09-24	UHC-12005-81	2036662020	935 Cedar Ln, Columbus, OH, 43276	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-131515	ENR	Julie D Howard	1976-10-01	UHC-00257-49	8383182836	6533 Sunset Blvd, Miami, FL, 33161	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-114307	ENR	Rebecca Y Vasquez	2002-07-27	UHC-42722-94	7157260885	8831 Canyon Rd, Glendale, AZ, 85327	0.62	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+3 more
PRV-21137	PRV	Jesse Ryan	1984-11-25	—	5747534802	1048 Mesa Dr, Glendale, AZ, 85303	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
TPA-50377	TPA	Steve Armstroong	1947-09-03	—	8308514947	2077 Grand Ave, Plano, TX	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-124967	ENR	Jennifer Andrews	1984-10-18	UHC-59849-74	—	3500 Lincoln Way, Jacksonville, FL, 32229	0.62	Name re-cased Date of birth reformatted SSN last four extracted Street suffix standardised+3 more
CLM-432776	CLM	Mason M Washington	1965-08-16	UHC-11018-53	—	5155 Ridge Rd, Minneapolis, MN, 55467	0.62	Name re-cased Date of birth reformatted State code upper-cased ZIP+4 trimmed+3 more
TPA-52430	TPA	Priya Crawford	1980-08-21	—	6557512172	2381 Indian School Rd, Tucson, AZ, 85735	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-109134	ENR	Donna B Padilla	1951-10-28	UHC-36891-63	—	6322 Bayshore Dr, Sacramento, CA, 95875	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-121206	ENR	Carl E Schmidt	1963-05-09	UHC-97348-98	7774573348	1359 Pine Dr, Mesa, AZ, 85254	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-412371	CLM	Charles Y Franklin	1997-06-08	UHC-12070-16	7468042891	3188 Cedar Ln, Scottsdale, AZ, 85236	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-134751	ENR	Kimberly J Washington	1950-10-24	UHC-66941-78	—	2417 Sage Ct, Scottsdale, AZ, 85225	0.62	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+3 more
ENR-106304	ENR	Melissa Kennedy	1991-04-17	UHC-76458-79	3062170045	6024 Grand Ave, Sacramento, CA, 95835	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-400659	CLM	Lawrence Garrett	1982-07-27	UHC-83755-59	8606774695	6007 Broadway, Tampa, FL, 33687	0.62	Date of birth reformatted Phone reformatted Address re-cased ZIP+4 trimmed+3 more
CLM-432658	CLM	Alice Hanson	1952-11-06	UHC-82049-78	—	6900 Spring St, Scottsdale, AZ, 85264	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-113960	ENR	Terry Dean	2001-05-13	—	—	5823 Lincoln Way, Dallas, TX, 75248	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-113889	ENR	Terry W Cunningham	1966-10-11	UHC-72436-57	6618421003	1040 Baseline Rd, Austin, TX, 78784	0.62	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+3 more
ENR-101693	ENR	Wayne P Reynolds	1991-05-07	UHC-75437-91	2906184292	8090 Spring St, Orlando, FL, 32892	0.62	Date of birth reformatted Phone reformatted City re-cased State name converted to code+3 more
PRV-24981	PRV	Brenda Dunn	1966-10-10	—	—	5964 Church St, Fresno, CA, 93745	0.62	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+3 more
ENR-120593	ENR	Bradley X Vazquez	1989-07-07	UHC-39551-61	3979479721	1527 Cedar Ln Apt 15, Plano, TX, 75044	0.62	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
ENR-108581	ENR	Elizabeth G Knight	1982-02-21	UHC-29520-95	3772235658	8604 Apache Blvd, Scottsdale, AZ	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-430371	CLM	Linda Burton	1956-01-25	UHC-39412-86	—	6114 Apache Blvd, Austin, TX, 78720	0.62	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-420388	CLM	Mary M Garrett	2007-12-22	—	—	2645 Lake View Rd # 668, Phoenix, AZ, 85018	0.62	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+3 more
ENR-130611	ENR	Alexander Warren	2002-04-27	UHC-79134-14	5516451719	8072 Desert Sky Blvd, Columbus, OH, 43265	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-429374	CLM	Russell Flores	1976-11-16	—	5807499523	3714 Bayshore Dr, Fresno, CA, 93750	0.62	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+3 more
CLM-415661	CLM	Jerry Cox	1957-06-05	—	—	1970 Baseline Rd, Columbus, OH	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-110630	ENR	Virginia Lynch	1950-12-07	UHC-98901-48	9537621544	2636 Ocean Ave, Tucson, AZ, 85728	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-420902	CLM	Nicholas Alexander	1955-02-23	UHC-81486-07	5466950028	6174 Central Ave # 438, San Diego, CA, 92154	0.62	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
ENR-141152	ENR	Justin V Munoz	1996-07-23	UHC-65561-74	8085609710	2020 Main St # 453, Fresno, CA, 93784	0.62	Date of birth reformatted Phone reformatted Member ID reformatted Unit split from street+3 more
ENR-126468	ENR	Frances E Howard	1973-02-25	UHC-51655-54	9867523585	9018 Main St # 582, Phoenix, AZ, 85093	0.62	Date of birth reformatted Phone reformatted Unit split from street State name converted to code+3 more
CLM-421289	CLM	Mrilyn Soto	1943-08-15	—	—	7701 Church St, Tempe, AZ, 85222	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more

32,400 rows, page 102 of 648Previous Next