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-28999	PRV	Brandon J Edwards	1948-04-23	—	5549175741	3531 Church St, Sacramento, CA, 95850	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
PRV-29456	PRV	Jesse Daniels	1960-11-24	UHC-34721-77	6987582646	5751 Elm St, Charlotte, NC, 28238	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
PRV-23238	PRV	Justin Garcia	1993-09-18	—	8808093661	6008 Cedar Ln, Scottsdale, AZ, 85274	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
PRV-22215	PRV	Hannah Dean	1988-08-19	UHC-24263-66	3712832774	9624 Maple Ave, Dallas, TX, 75217	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
PRV-24464	PRV	Edward Garcia	1942-12-09	UHC-82255-21	4818602544	5691 Lincoln Way, Austin, TX, 78786	0.64	Name re-cased Phone reformatted ZIP+4 trimmed Gender normalised+2 more
PRV-20790	PRV	Linda T Weaver	1945-04-12	UHC-05696-37	5934093369	8132 Grand Ave, Seattle, WA, 98145	0.64	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+2 more
PRV-29409	PRV	Jordan D Thomas	1948-03-05	—	8933660562	5317 Jefferson Ave, Sacramento, CA, 95895	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-29002	PRV	Maria Schmidt	1957-04-28	UHC-24260-23	9489914605	8387 Willow Ct, Columbus, OH, 43200	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-27853	PRV	Nancy Richards	1948-06-12	—	8129566702	8910 Mountain View Dr, Dallas, TX, 75234	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
PRV-29358	PRV	Theresa Sims	1984-01-16	UHC-55226-19	5218851317	9244 Canyon Rd, Jacksonville, FL, 32261	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-20901	PRV	Gabriel R Yang	1960-04-14	UHC-81771-20	8706604064	1130 Elm St, Columbus, OH, 43210	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
PRV-24388	PRV	Janice Li	1942-05-02	UHC-15517-50	3965345484	8397 Broadway, Denver, CO, 80201	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Gender normalised+2 more
PRV-26086	PRV	Jim Wright	1993-08-27	UHC-88515-11	6378552459	8840 Cedar Ln, Columbus, OH, 43225	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
PRV-21332	PRV	George Kim	1946-06-06	UHC-68057-28	4033784424	4350 Church St, Denver, CO, 80236	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
PRV-24310	PRV	Vincent Austin	1943-10-28	—	2824338277	9755 Sage Ct, Dallas, TX, 75217	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
PRV-21144	PRV	Dan Palmer	1960-03-08	UHC-52734-93	4543006946	2641 Apache Blvd, Chandler, AZ, 85282	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
PRV-24101	PRV	David Y Garcia	2002-10-28	—	2729215703	4316 Church St, Sacramento, CA, 95817	0.64	Name re-cased Phone reformatted State name converted to code Email lower-cased+2 more
PRV-22795	PRV	Debra Mitchell	1988-07-23	UHC-96771-59	3883379800	7275 Lincoln Way, Las Vegas, NV	0.64	Date of birth reformatted Phone reformatted City re-cased ZIP missing+2 more
PRV-20721	PRV	Kathleen Cole	1991-08-26	UHC-27256-01	5845072561	7611 Central Ave, Fresno, CA, 93730	0.64	Name re-cased Phone reformatted City re-cased ZIP+4 trimmed+2 more
PRV-20773	PRV	Aaron Harvey	2001-07-05	UHC-57296-51	8199599752	5852 Apache Blvd, Glendale, AZ, 85373	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
PRV-26924	PRV	Billy A Watkins	1990-11-07	UHC-49351-53	5172848724	4593 River Rd, Las Vegas, NV, 89153	0.64	Date of birth reformatted Phone reformatted ZIP+4 trimmed Gender normalised+2 more
PRV-23704	PRV	Robert Dixon	2000-10-05	—	5745804447	7749 Meadow Ln, Denver, CO, 80234	0.64	Date of birth reformatted Phone reformatted ZIP+4 trimmed Gender normalised+2 more
PRV-24040	PRV	Pamela Chen	1941-11-06	—	7979437379	8718 Canyon Rd, Fresno, CA, 93788	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
PRV-20871	PRV	Randy Ward	1980-01-25	UHC-24436-39	7975544450	1813 Union St, Plano, TX, 75009	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
PRV-22345	PRV	Jeremy Reyes	—	UHC-87372-54	9305131662	—	0.64	Name re-cased Date of birth unreadable Phone reformatted Member ID reformatted+2 more
PRV-20685	PRV	Alan Rice	1989-01-27	UHC-29266-34	9535142867	4973 Church St, Tucson, AZ, 85721	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
PRV-20179	PRV	Daniel U Cox	1941-11-23	UHC-76175-44	9616476289	7426 River Rd Apt 11, Dallas, TX, 75215	0.64	Phone reformatted Unit split from street City re-cased Gender normalised+2 more
PRV-26979	PRV	Janice Banks	1964-06-22	UHC-81252-69	7216183607	6376 Church St, Scottsdale, AZ, 85275	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-26980	PRV	Janice Banks	1964-06-22	UHC-81252-69	7216183607	6376 Church St, Scottsdale, AZ, 85275	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-28165	PRV	Nichoals B West	1984-01-12	UHC-15259-45	2395018715	5521 Grand Ave, Fresno, CA, 93776	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
PRV-27369	PRV	Joan Fowler	1983-10-14	UHC-85183-78	7126109526	7025 Sage Ct, Fresno, CA, 93722	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-28714	PRV	Omar Gonzalez	1968-04-12	UHC-96715-90	5024267981	7931 Forest Ave, Plano, TX, 75052	0.64	Street suffix standardised Address re-cased State code upper-cased Gender normalised+2 more
PRV-27202	PRV	Isabella Perkins	1995-04-22	UHC-94647-17	9873461132	4650 Union St, Dallas, TX, 75245	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
PRV-21276	PRV	Lucia M Wood	—	—	3418749619	8150 Pine Dr, Fresno, CA, 93726	0.64	Name re-cased Date of birth unreadable City re-cased Gender normalised+2 more
PRV-20668	PRV	Hiroshi Banks	1989-07-07	—	—	3319 Ocean Ave, Las Vegas, NV, 89119	0.64	Street suffix standardised Address re-cased City re-cased Gender normalised+2 more
PRV-22788	PRV	Angela Q Hawkins	2003-04-13	—	8632020678	8940 Church St, Mesa, AZ, 85276	0.64	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
PRV-27274	PRV	Benjamin Alvarado	1960-08-19	UHC-00426-39	6566811955	8188 Mesa Dr, Sacramento, CA, 95826	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-23524	PRV	Kathryn X Lopez	2001-01-08	—	9363317270	2249 Valley View Dr, Scottsdale, AZ, 85265	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-25250	PRV	Mariana Ryan	1955-05-09	—	—	2596 Valley View Dr, Plano, TX, 75082	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
PRV-22464	PRV	Janet Holmes	2001-05-05	UHC-27263-09	7608132571	5096 River Rd, Las Vegas, NV, 89148	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
PRV-26630	PRV	Larry Riley	1938-04-13	UHC-29158-66	3113969988	4797 Mountain View Dr, Orlando, FL	0.64	Name re-cased City re-cased ZIP missing Gender normalised+2 more
PRV-29349	PRV	Stephanie Elliott	1957-09-15	—	3688106511	2713 Bayshore Dr, Gilbert, AZ, 85252	0.64	Street suffix standardised Address re-cased Email lower-cased Gender normalised+2 more
PRV-27630	PRV	Eric Robertson	2008-07-10	UHC-01745-78	2186271767	3096 Union St, Fresno, CA, 93766	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-24055	PRV	Julie Li	1986-01-24	—	9312746436	2088 Ocean Ave, Miami, FL, 33136	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-24682	PRV	Carol Phillips	1977-12-05	—	6265882479	8747 Apache Blvd, Plano, TX, 75076	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
PRV-28140	PRV	Madison Nichols	1945-06-25	—	6402278933	9777 Desert Sky Blvd, Jacksonville, FL, 32201	0.64	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
PRV-25870	PRV	Lauren McCoy	1946-01-06	UHC-57720-33	5459437491	692 Spring St, Charlotte, NC, 28248	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-21288	PRV	Thomas Espinoza	1975-04-25	—	2457435717	2938 Maple Ave, Atlanta, GA, 30397	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
PRV-20257	PRV	Albert Hanson	1940-03-10	UHC-65216-04	—	7146 Central Ave, Seattle, WA, 98191	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
PRV-28749	PRV	Frank H Johnson	1975-03-06	UHC-56150-34	6566132714	925 Spring St, Gilbert, AZ, 85274	0.64	Name split from “Last, First”Phone reformatted City re-cased Gender normalised+2 more

1,602 rows, page 18 of 33Previous Next