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 “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
PRV-29102	PRV	Dorothy Spencer	1947-06-15	—	4604176622	8114 Sage Ct, Gilbert, AZ, 85247	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
PRV-21410	PRV	Gabriel Robinson	1952-09-09	—	9824779733	9720 Desert Sky Blvd, Nashville, TN, 37202	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-29100	PRV	Lawrence Berry	1995-06-24	—	4672041352	4585 Canyon Rd, Miami, FL, 33162	0.76	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+2 more
PRV-29003	PRV	Alexander Stephens	1991-02-08	—	7186255194	7415 Oak St, Glendale, AZ, 85319	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-24131	PRV	Dorothy Boyd	1945-09-27	—	9676789974	7813 Lincoln Way, Sacramento, CA, 95894	0.76	Name re-cased Phone reformatted City re-cased Gender normalised+2 more
PRV-27968	PRV	Marilyn R Sullivan	1952-05-20	—	2748519508	5246 Desert Sky Blvd, Miami, FL, 33143	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-22622	PRV	Joyce Morris	1967-12-27	UHC-36491-29	7705529903	4392 Elm St, Scottsdale, AZ, 85279	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-21839	PRV	Albert Owens	1942-03-01	UHC-26507-26	—	367 Central Ave, Charlotte, NC, 28236	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
PRV-27236	PRV	Judy Lee	1996-08-09	—	—	3033 Mesa Dr, Tempe, AZ, 85265	0.76	Name re-cased Street suffix standardised Address re-cased Email lower-cased+2 more
PRV-21131	PRV	Sharon Vasquez	1943-08-14	UHC-15996-02	8429882868	2682 Broadway, Phoenix, AZ, 85078	0.76	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+2 more
PRV-21181	PRV	Debra Lawson	1939-08-19	UHC-10156-16	9804291247	6946 Market St, Dallas, TX, 75270	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-24786	PRV	Melissa Henderson	1956-08-04	UHC-06487-05	4466595844	3872 Highland Ave, Los Angeles, CA, 90021	0.76	Name re-cased Date of birth reformatted Phone reformatted City re-cased+2 more
PRV-25499	PRV	Ryan Hernandez	1959-01-19	UHC-51810-13	5727094583	6988 Sage Ct, Charlotte, NC, 28205	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-22398	PRV	Helen L Austin	2003-09-10	—	5828197153	9204 Ridge Rd, Glendale, AZ, 85345	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-22397	PRV	Helen L Austin	2003-09-10	—	5828197153	9204 Ridge Rd, Glendale, AZ, 85345	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-26554	PRV	Barbara V Rogers	1993-12-17	—	9324983128	3065 Valley View Dr, Mesa, AZ, 85292	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
PRV-24179	PRV	Megan Andews	1974-07-14	—	4377103717	9086 Palm Dr, Columbus, OH, 43274	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
PRV-26155	PRV	Peter Arnold	1996-09-19	—	6347208004	3662 Ocean Ave, Charlotte, NC, 28282	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-28093	PRV	Sandra Perkins	1942-06-25	—	5134181620	1706 Apache Blvd, Miami, FL, 33137	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-22705	PRV	Mary Ross	1970-03-28	—	—	7635 Harbor Blvd, Las Vegas, NV, 89116	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
PRV-23383	PRV	Ethan Taylor	1961-01-06	UHC-92353-02	4448375219	6658 Highland Ave, Austin, TX, 78739	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-21051	PRV	Jen Anderson	1975-07-27	UHC-24465-07	4234490921	3368 Willow Ct, Orlando, FL, 32893	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-29162	PRV	Ryan T Anderson	1999-10-17	UHC-78959-95	5563823951	1852 Main St, Las Vegas, NV, 89111	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-21339	PRV	Sean Torres	1939-04-18	UHC-30998-65	6906765655	1225 Park Pl, Las Vegas, NV, 89121	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-25287	PRV	John B Hernandez	2001-09-16	—	9772230676	5504 Desert Sky Blvd, Denver, CO, 80203	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-22714	PRV	Carol Lane	1956-06-01	—	5757499827	7896 Willow Ct, Mesa, AZ, 85250	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-23604	PRV	Beverly Y Hunt	1984-05-06	—	3373336093	1902 Maple Ave, Gilbert, AZ, 85246	0.76	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+2 more
PRV-21727	PRV	Kathryn Harvey	1999-12-05	—	—	1314 Main St, Mesa, AZ, 85254	0.76	Name re-cased Street suffix standardised Address re-cased State code upper-cased+2 more
PRV-21421	PRV	Linda Murray	1958-10-15	UHC-87160-20	4236600658	9085 Washington St, Mesa, AZ, 85250	0.76	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+2 more
PRV-29370	PRV	Ethan Lopez	1972-07-10	UHC-92695-79	6246151566	992 Sage Ct, San Diego, CA, 92148	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-26818	PRV	Karen Y Warren	1996-05-10	UHC-86315-08	8798498790	4669 Church St, Houston, TX, 77071	0.76	Name re-cased Phone reformatted State code upper-cased Gender normalised+2 more
PRV-21643	PRV	Robert Z Tucker	1946-03-04	—	4466299185	7017 Baseline Rd, San Diego, CA, 92176	0.76	Name re-cased Date of birth reformatted Phone reformatted ZIP+4 trimmed+2 more
PRV-22716	PRV	Sandra M Fox	1971-01-19	UHC-53823-26	2352875157	8751 Washington St, Las Vegas, NV, 89156	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
PRV-26418	PRV	Perez Jose	1980-04-25	—	6265567316	4123 Central Ave, Gilbert, AZ, 85257	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
PRV-25892	PRV	Doris Chavez	1945-06-01	UHC-61116-89	6219162496	3187 Main St, Phoenix, AZ, 85004	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-21514	PRV	Logan Rivera	1989-06-13	—	9575564909	7090 Maple Ave, Mesa, AZ, 85237	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
PRV-21977	PRV	Kelly B Richards	1995-06-22	—	8652659128	7406 Pine Dr, Orlando, FL, 32830	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
PRV-22691	PRV	Barbara Ruiz	1942-03-19	UHC-93786-89	7198183359	8554 Ridge Rd, Tampa, FL, 33608	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
PRV-24014	PRV	Heather Q Schultz	2003-12-09	UHC-31606-78	—	8354 Baseline Rd, Tucson, AZ, 85745	0.76	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+2 more
PRV-20078	PRV	Logan Jenkins	1983-02-11	—	9513936562	2509 Spring St, Minneapolis, MN, 55408	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
PRV-22439	PRV	Gloria Webb	1941-12-28	UHC-39563-01	4218900395	7915 Mountain View Dr, Austin, TX, 78757	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
PRV-29097	PRV	David Armstrong	2003-07-06	—	9633089533	6241 Hillcrest Rd, Glendale, AZ, 85369	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-25470	PRV	Scott G Alvarado	1973-09-21	—	9649297388	5896 Hillcrest Rd, Glendale, AZ, 85399	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-20849	PRV	David J Turner	2008-02-01	—	—	6101 Palm Dr, Dallas, TX, 75294	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
PRV-26807	PRV	Alan Adams	1967-08-10	—	2804951766	3569 Meadow Ln, Minneapolis, MN, 55480	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-25198	PRV	Billy Weaver	1975-06-25	—	7517946640	2855 Bayshore Dr, Scottsdale, AZ, 85267	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-23728	PRV	Logan Carpenter	1977-10-08	UHC-28655-27	4666079054	4033 Mountain View Dr, Phoenix, AZ, 85052	0.76	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+2 more
PRV-24154	PRV	Timothy N Rice	1994-11-24	—	—	8880 Forest Ave, Las Vegas, NV, 89193	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
PRV-24581	PRV	Gabriel W Hunt	1974-07-23	—	4915269389	6315 Harbor Blvd, Minneapolis, MN, 55421	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
PRV-20432	PRV	Daniel Stephens	1991-01-12	UHC-83301-02	9824255742	3320 Sunset Blvd, Denver, CO, 80259	0.76	Name re-cased Phone reformatted City re-cased Gender normalised+2 more

3,816 rows, page 39 of 77Previous Next