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 “Phone reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPhone reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
PRV-23795	PRV	Jason Wang	1942-07-04	UHC-43783-35	5354319408	1287 Harbor Blvd # 201, Los Angeles, CA, 90011	0.50	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
PRV-21163	PRV	Aaron Larson	1996-05-07	—	6839919805	3534 Union St, Nashville, TN	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-25124	PRV	Michael Patterson	1950-07-25	UHC-52330-39	5344757314	9741 Sunset Blvd, Mesa, AZ, 85226	0.50	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+3 more
PRV-25976	PRV	Valentina Nguyen	1947-05-01	—	2429708424	8410 Sunset Blvd, Columbus, OH, 43270	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-20386	PRV	Ann I Harris	1962-11-20	UHC-28678-48	8888840099	2246 Ridge Rd, Charlotte, NC, 28243	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-29149	PRV	Loogan GJunk	2006-12-10	UHC-62238-01	5295275418	7132 Main St, Atlanta, GA, 30364	0.50	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-28627	PRV	Raymond J Day	1984-07-02	—	8372569229	8570 Main St, Miami, FL, 33153	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-26744	PRV	Cheryl Barnes	1966-10-02	UHC-88098-43	7842184408	6986 Mountain View Dr, Tempe, AZ, 85286	0.50	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-20043	PRV	Doris T Mendoza	1986-11-26	UHC-29920-87	3069977547	5813 Willow Ct, Charlotte, NC	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-23303	PRV	Ana Carlson	—	—	3202801604	6642 Church St, Columbus, OH, 43287	0.50	Name split from “Last, First”Date of birth unreadable Phone reformatted Street suffix standardised+3 more
PRV-28173	PRV	Nancy Y Johnson	1982-09-21	—	7393750301	5070 Mountain View Dr, Atlanta, GA, 30375	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-28630	PRV	Austin Rogers	—	—	6477430493	7743 Sage Ct, San Antonio, TX, 78273	0.50	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+3 more
PRV-28858	PRV	Cynthia Ross	—	—	9115534062	9101 Pine Dr, Seattle, WA, 98108	0.50	Date of birth missing Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-26580	PRV	Maria Cunningham	1959-10-20	—	8988085832	7075 Pine Dr, Los Angeles, CA, 90008	0.50	Name split from “Last, First”Phone reformatted SSN last four extracted Street suffix standardised+3 more
PRV-29504	PRV	Sophia Reid	1987-11-27	—	9283138042	4481 Bayshore Dr Apt 28, Las Vegas, NV, 89121	0.50	Date of birth reformatted Phone reformatted SSN last four extracted Unit split from street+3 more
PRV-25207	PRV	Fatima Daniels	2007-06-08	UHC-51636-63	6599382100	500 Desert Sky Blvd # 185, Plano, TX	0.50	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
PRV-21706	PRV	Paul Patel	—	UHC-58061-85	2649138217	3976 Park Pl, Tampa, FL, 33646	0.50	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-24205	PRV	Wei Castillo	—	—	9062439468	2397 Willow Ct, Eden Prairie, MN, 55392	0.50	Date of birth missing Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-26425	PRV	Nancy J Graham	—	UHC-43007-22	7094605128	4350 Apache Blvd # 543, Seattle, WA, 98197	0.50	Date of birth missing Phone reformatted Unit split from street Street suffix standardised+3 more
PRV-23151	PRV	Michael L Graham	1991-04-09	UHC-80630-55	7128880544	5523 Main St, Plano, TX	0.50	Name split from “Last, First”Phone reformatted State name converted to code ZIP missing+3 more
PRV-26789	PRV	Carol Pierce	1957-02-09	UHC-80359-24	8215122517	7677 Baseline Rd, Fresno, CA, 93773	0.50	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+3 more
PRV-28949	PRV	Denise Thomas	2003-03-03	—	2108459799	4212 Church St # 332, Phoenix, AZ, 85009	0.50	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
PRV-23161	PRV	Madison Ellis	1974-10-12	—	6393116193	5893 Central Ave # 221, Atlanta, GA, 30385	0.50	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
PRV-21281	PRV	Logan N Bell	1970-08-22	—	2247598345	8447 River Rd Apt 1, Miami, FL, 33145	0.50	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
PRV-27057	PRV	Aaron Nguyen	1980-01-03	UHC-97529-09	2644934696	7123 Baseline Rd, Minneapolis, MN, 55418	0.50	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+3 more
PRV-25380	PRV	Santiago Q Warren	—	—	2874099329	542 Harbor Blvd, Mesa, AZ, 85248	0.50	Name re-cased Date of birth missing Phone reformatted Street suffix standardised+3 more
PRV-27770	PRV	Hawkins Maria	1994-06-26	UHC-12919-09	7418838368	7375 Forest Ave Apt 10, Columbus, OH, 43233	0.50	Two-digit birth year Phone reformatted Unit split from street Street suffix standardised+3 more
PRV-26751	PRV	Benjamin Brooks	2008-12-09	UHC-58222-55	4489166617	9416 Desert Sky Blvd, San Diego, CA	0.50	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
PRV-27998	PRV	Kimberly Larson	2003-08-24	—	8117587713	2152 Desert Sky Blvd, Glendale, AZ, 85361	0.50	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
PRV-29154	PRV	Edward K Burton	2004-10-20	—	8339089193	1763 Palm Dr, Mesa, AZ, 85244	0.50	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-28354	PRV	Steven P Black	1977-09-05	—	8258022336	7645 Sage Ct # 969, Scottsdale, AZ, 85251	0.50	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
PRV-25298	PRV	Benjamin Taylor	2001-12-08	UHC-67866-65	9405908262	6565 Cedar Ln, Las Vegas, NV	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-25687	PRV	Vincent Gilbert	2005-03-11	—	4174329160	5120 Cedar Ln, San Diego, CA, 92158	0.50	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
PRV-23359	PRV	Wayne Rice	1999-12-05	—	3802391706	103 Sunset Blvd, Fresno, CA, 93729	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-22456	PRV	Mark Sanchez	1989-03-12	UHC-08088-38	3526111154	7775 Desert Sky Blvd, Columbus, OH, 43278	0.50	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+3 more
PRV-24196	PRV	Jess Simpson	1942-12-23	UHC-26563-44	3628912877	6565 Jefferson Ave, Seattle, WA	0.50	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
PRV-29470	PRV	Diana Pena	1978-11-05	—	9416171581	8865 Sunset Blvd, Atlanta, GA, 30309	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-27098	PRV	Jean Owens	1956-07-14	—	9342836189	4511 Cedar Ln, San Diego, CA	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-25168	PRV	James Crawford	1974-01-28	UHC-30066-13	9225568912	3463 Washington St, Tampa, FL, 33670	0.50	Phone reformatted Street suffix standardised Address re-cased State name converted to code+3 more
PRV-23229	PRV	BJunk	1962-08-14	UHC-74741-25	6242312131	3629 Park Pl, Tucson, AZ, 85771	0.50	Two-digit birth year Phone reformatted Member ID reformatted ZIP+4 trimmed+3 more
PRV-26322	PRV	Maria Delgado	1996-06-14	—	2465913779	9693 Highland Ave Apt 24, Nashville, TN, 37285	0.52	Name re-cased Phone reformatted Unit split from street State name converted to code+2 more
PRV-25757	PRV	Ethan Simmons	1947-08-08	UHC-10103-53	9273792900	922 Palm Dr Apt 24, Tempe, AZ, 85259	0.52	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
PRV-29099	PRV	Joe Vargas	1973-02-28	UHC-09497-55	7745175459	4634 Lake View Rd, Dallas, TX	0.52	Phone reformatted SSN last four extracted City re-cased ZIP missing+2 more
PRV-21059	PRV	Amber G Nichols	1993-03-03	UHC-10935-86	4625093460	1003 Sage Ct, Scottsdale, AZ	0.52	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
PRV-28169	PRV	Eric Bell	—	UHC-32632-40	3246345977	7210 Mountain View Dr Apt 39, Miami, FL, 33191	0.52	Date of birth unreadable Phone reformatted Unit split from street Street suffix standardised+2 more
PRV-27022	PRV	Justin Ryan	1975-11-04	—	2153826228	1898 Camelback Rd, Plano, TX	0.52	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
PRV-21379	PRV	Mateo Rivera	—	—	5374470369	115 Canyon Rd, Scottsdale, AZ, 85207	0.52	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-25282	PRV	Wei Rogers	1958-11-27	UHC-04137-54	7869805224	4311 Market St, Atlanta, GA	0.52	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-25356	PRV	James Sanders	2000-11-24	—	6976775359	2275 Sage Ct, Minneapolis, MN	0.52	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
PRV-25471	PRV	Scott Alvarado	1973-09-21	—	9649297388	5896 Hillcrest Rd, Glendale, AZ, 85399	0.52	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more

5,906 rows, page 10 of 119Previous Next