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

Provider network, 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
PRV-21089	PRV	Keith Degado	1945-11-19	UHC-23405-40	7185611383	2236 Forest Ave # 419, Sacramento, CA, 95884	0.50	Member ID reformatted Unit split from street Street suffix standardised Address re-cased+3 more
PRV-25632	PRV	Mei J Stevens	—	—	2507684229	7727 Highland Ave, Glendale, AZ, 85383	0.50	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+3 more
PRV-24907	PRV	Jerry Bowman	1954-04-03	UHC-10796-06	2157552230	5417 Oak St, Eden Prairie, MN, 55347	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-21681	PRV	Ahmed Munoz	1980-06-16	—	3827764197	3355 River Rd, Plano, TX, 75054	0.50	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+3 more
PRV-28847	PRV	Christian I Simmons	1996-09-04	UHC-30204-74	4008592499	8494 Central Ave Apt 38, Phoenix, AZ, 85092	0.50	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
PRV-24141	PRV	Janet W Wallace	1939-11-19	UHC-29568-55	8588793971	2662 Elm St Apt 37, Glendale, AZ, 85395	0.50	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
PRV-21956	PRV	Sofia Greene	1976-05-20	UHC-16642-19	—	6125 Apache Blvd, Denver, CO, 80239	0.50	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+3 more
PRV-21899	PRV	Virginia Greene	2005-06-22	UHC-49687-56	2655524091	4747 Willow Ct, San Diego, CA, 92152	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-28238	PRV	Bruce Harvey	2004-03-21	—	6897592283	9486 Indian School Rd, Orlando, FL, 32876	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
PRV-22374	PRV	Jose Maldonado	1953-02-07	UHC-41703-31	7663482447	5368 Camelback Rd, Los Angeles, CA, 90014	0.50	Name re-cased Phone reformatted State name converted to code ZIP+4 trimmed+3 more
PRV-20878	PRV	Drew Little	1958-05-10	UHC-87409-19	5946673145	7294 Spring St, Chandler, AZ, 85257	0.50	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-21624	PRV	Terry D Guzman	1950-12-08	—	4758712939	3966 Bayshore Dr, Nashville, TN, 37247	0.50	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-27160	PRV	Juy Kim	1947-05-11	—	2655955175	1313 Market St, Miami, FL, 33161	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-25461	PRV	Barbara F James	1988-06-23	UHC-77875-98	—	2480 Ocean Ave # 741, Miami, FL, 33103	0.50	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
PRV-23713	PRV	Debra Duncan	1989-01-03	UHC-10860-41	5903888217	2197 Washington St, Tempe, AZ, 85277	0.50	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-22594	PRV	Patricia Gomez	—	UHC-71807-52	2928418674	3964 Highland Ave, Scottsdale, AZ, 85299	0.50	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-24598	PRV	Lori Roberts	1999-01-04	UHC-78605-17	—	9741 Canyon Rd, Houston, TX, 77071	0.50	Street suffix standardised Address re-cased City re-cased State name converted to code+3 more
PRV-23057	PRV	Paul Bailey	1947-01-06	UHC-74026-83	3434219269	2994 Pine Dr, Las Vegas, NV	0.50	Name re-cased Date of birth reformatted State name converted to code ZIP missing+3 more
PRV-21342	PRV	Jordan Torres	1974-05-15	UHC-00744-80	8305021135	5082 Bayshore Dr, Phoenix, AZ, 85046	0.50	Name split from “Last, First”Two-digit birth year Phone reformatted City re-cased+3 more
PRV-20002	PRV	Laura Alvarado	1939-03-06	—	2082046344	4347 Church St, Plano, TX, 75086	0.50	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
PRV-21435	PRV	Robert Crawford	2006-02-15	UHC-52692-57	5989324285	4891 Meadow Ln, Sacramento, CA, 95837	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-28477	PRV	Henry Harrison	—	UHC-33101-68	3518485280	7019 Washington St, Chandler, AZ	0.50	Name re-cased Date of birth unreadable Member ID reformatted ZIP missing+3 more
PRV-21673	PRV	Jacob M Obrien	1949-07-03	UHC-92455-51	6794331722	9669 Mountain View Dr Apt 37, Jacksonville, FL, 32281	0.50	Name re-cased Phone reformatted Unit split from street State name converted to code+3 more
PRV-23642	PRV	Bruce Garrett	1989-08-06	UHC-03054-95	8842821720	2966 Harbor Blvd, Glendale, AZ, 85324	0.50	Phone reformatted Street suffix standardised Address re-cased State name converted to code+3 more
PRV-25956	PRV	Laura Cooper	2007-11-04	—	3596564023	1831 Willow Ct, San Diego, CA, 92106	0.50	Street suffix standardised Address re-cased City re-cased State name converted to code+3 more
PRV-21941	PRV	Lori Q Lane	2006-03-28	UHC-27982-32	8304597042	5174 Church St Apt 34, Atlanta, GA, 30392	0.50	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
PRV-29356	PRV	Yuki R Hunt	1998-12-09	—	5824416214	5754 Main St # 170, Tucson, AZ, 85780	0.50	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
PRV-20381	PRV	Katherine Carpenter	1949-04-23	UHC-20620-59	6706839429	4824 Lake View Rd, Plano, TX, 75046	0.50	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
PRV-29492	PRV	Bryan Clark	1978-05-19	—	3174122429	705 Camelback Rd Apt 27, Tampa, FL, 33638	0.50	Date of birth reformatted Phone reformatted Unit split from street State name converted to code+3 more
PRV-25492	PRV	Arthur Chavez	1973-02-02	UHC-10907-02	3686014273	3230 Pine Dr, Miami, FL, 33179	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-22914	PRV	Ronald Perez	1992-01-17	UHC-32632-12	4029241356	8671 Pine Dr # 693, Austin, TX, 78765	0.50	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
PRV-24308	PRV	Arjun Johnston	1966-02-05	UHC-67323-93	6319812942	3085 Forest Ave, Austin, TX, 78763	0.50	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
PRV-27152	PRV	Wanye Stephens	1981-07-10	UHC-60073-10	4757355074	8351 Hillcrest Rd # 342, Seattle, WA, 98189	0.50	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
PRV-27665	PRV	Jasson Ramirez	2005-12-13	UHC-29490-85	7747186762	6091 Cedar Ln, Plano, TX, 75029	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-22685	PRV	Nancy Rios	1945-11-03	—	—	7547 Highland Ave Apt 19, Columbus, OH, 43286	0.50	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+3 more
PRV-21558	PRV	John B Oliver	1954-09-26	—	—	3713 Lake View Rd, Charlotte, NC, 28226	0.50	Name re-cased Phone missing area code Street suffix standardised Address re-cased+3 more
PRV-25978	PRV	Scott Hughes	1958-01-10	UHC-53716-26	8217485157	5069 Lincoln Way, Orlando, FL	0.50	Phone reformatted Street suffix standardised Address re-cased ZIP missing+3 more
PRV-25979	PRV	Scott Hughes	1958-01-10	UHC-53716-26	8217485157	5069 Lincoln Way, Orlando, FL	0.50	Phone reformatted Street suffix standardised Address re-cased ZIP missing+3 more
PRV-20523	PRV	Betty Yuong	1987-10-28	UHC-02259-50	7782485860	8656 Sunset Blvd, Phoenix, AZ	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-21870	PRV	Marcus Turner	1974-12-07	—	—	5655 Bayshore Dr, Columbus, OH, 43262	0.50	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
PRV-24661	PRV	Tyler Banks	2001-05-24	—	5086546382	6126 Ocean Ave, Seattle, WA, 98110	0.50	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+3 more
PRV-22251	PRV	Patricia Schultz	1940-11-24	UHC-79313-90	4145067073	8206 Union St, Denver, CO, 80296	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-28020	PRV	Camila Phillips	1977-11-17	UHC-26863-57	3873790587	3465 Hillcrest Rd # 705, Atlanta, GA, 30305	0.50	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
PRV-21289	PRV	Henry Y Little	1979-03-06	—	4777783428	6925 Hillcrest Rd, Plano, TX	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-21320	PRV	Castro John	1993-10-13	UHC-60495-95	6274079906	3188 Spring St Apt 20, Orlando, FL, 32840	0.50	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
PRV-21568	PRV	Joshua Hill	1990-06-01	UHC-62851-11	—	1228 Central Ave, Seattle, WA, 98125	0.50	Name re-cased Street suffix standardised Address re-cased State name converted to code+3 more
PRV-28728	PRV	Alexis Singh	2007-12-05	—	8995932629	6744 Desert Sky Blvd, Las Vegas, NV, 89152	0.50	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
PRV-22113	PRV	Christine Marshall	1978-11-02	—	5307815623	3165 Elm St, Houston, TX, 77095	0.50	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
PRV-27092	PRV	Ralph Espinoza	1938-09-14	UHC-65631-51	—	2235 Highland Ave Apt 26, Tempe, AZ, 85211	0.50	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+3 more
PRV-22288	PRV	Raymond Banks	2004-07-09	UHC-53680-51	—	2102 Central Ave, Denver, CO, 80236	0.50	Name re-cased Phone missing area code Member ID reformatted Street suffix standardised+3 more

1,602 rows, page 6 of 33Previous Next