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 “Whitespace trimmed”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagWhitespace trimmedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
PRV-21873	PRV	Maria Marquez	1967-08-01	UHC-91326-09	3512180185	8371 Spring St, Atlanta, GA, 30325	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
PRV-21872	PRV	Maria Marquez	1967-08-01	UHC-91326-09	3512180185	8371 Spring St, Atlanta, GA, 30325	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
PRV-26953	PRV	Janet Hawkins	1996-03-26	UHC-30047-18	5695896314	7647 Mesa Dr, Tucson, AZ, 85704	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-27001	PRV	Vigrinia Maldonado	—	—	8846301812	4553 Main St, Sacramento, CA, 95889	0.78	Date of birth unreadable Phone reformatted City re-cased Whitespace trimmed+1 more
PRV-28979	PRV	Hiroshi Sims	1972-10-22	—	8352798010	393 Lincoln Way, Fresno, CA, 93766	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-29091	PRV	Alexis B Murray	1990-12-15	UHC-07375-77	5808016873	5747 Camelback Rd, San Diego, CA, 92131	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-22975	PRV	Omar V Estrada	1955-07-13	—	—	5347 Sunset Blvd, Minneapolis, MN, 55405	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-21822	PRV	Natalie Hanson	1962-09-17	UHC-59968-41	9593110005	5459 Broadway, Seattle, WA, 98151	0.78	Phone reformatted State code upper-cased Gender normalised Whitespace trimmed+1 more
PRV-20735	PRV	Douglas Morgan	1974-01-02	UHC-20227-50	7783900003	4328 Grand Ave, Chandler, AZ, 85207	0.78	Name re-cased Phone reformatted ZIP+4 trimmed Whitespace trimmed+1 more
PRV-21519	PRV	Ryan Green	1995-12-03	—	5993419936	1735 Sunset Blvd, Phoenix, AZ, 85035	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-22884	PRV	Mateo S Simpson	1938-10-27	UHC-06246-32	7148458844	2852 Camelback Rd, Columbus, OH, 43292	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-23149	PRV	Chreyl Kennedy	1982-09-19	UHC-14493-37	3162792853	2547 Washington St, Plano, TX, 75005	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-25220	PRV	Austin K Matthews	1990-10-24	UHC-02623-23	9675973970	7181 River Rd, San Diego, CA, 92180	0.78	Member ID reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-23503	PRV	Laura Alvarado	1944-03-03	—	5424878919	1141 Jefferson Ave, Houston, TX, 77096	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-25416	PRV	Megan Pena	1960-01-27	—	—	2843 Oak St, Plano, TX, 75015	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-24973	PRV	Anthony Jackson	1996-11-11	—	7084971104	7175 Mesa Dr, Dallas, TX, 75263	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-28055	PRV	Kathryn Hart	1947-01-10	—	4636167714	1306 Pine Dr, Atlanta, GA, 30303	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-20215	PRV	Yuki Nichols	2006-11-24	—	3827090440	2072 Lincoln Way, Denver, CO, 80237	0.78	Date of birth reformatted Phone reformatted Gender normalised Whitespace trimmed+1 more
PRV-24742	PRV	Jesse Kelley	1954-06-03	—	9762097230	6169 Camelback Rd, San Antonio, TX, 78217	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-21449	PRV	Billy Mendez	1959-05-15	—	7938147936	1872 Willow Ct, Miami, FL, 33100	0.78	Date of birth reformatted Phone reformatted ZIP+4 trimmed Whitespace trimmed+1 more
PRV-29083	PRV	Pamela Z Bailey	1976-09-06	UHC-35929-69	4677602086	3492 Meadow Ln, Eden Prairie, MN, 55373	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-20074	PRV	Madison Boyd	1997-10-09	—	4957631430	5761 Central Ave, Nashville, TN, 37230	0.78	Name re-cased Phone reformatted State name converted to code Whitespace trimmed+1 more
PRV-28091	PRV	Jennifer Price	—	UHC-20738-60	3973788524	5802 Washington St, Phoenix, AZ, 85030	0.78	Name re-cased Date of birth missing City re-cased Whitespace trimmed+1 more
PRV-27872	PRV	Robert Harper	1995-09-18	UHC-35694-15	6283139197	4989 Main St, Chandler, AZ, 85219	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-28001	PRV	Mary N Coleman	1995-06-14	—	5556313855	—	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
PRV-21380	PRV	Natalie L Welch	1981-10-07	UHC-77444-76	6436189753	218 Valley View Dr # 844, Tempe, AZ, 85274	0.78	Date of birth reformatted Phone reformatted Unit split from street Whitespace trimmed+1 more
PRV-25885	PRV	Nicholas Bowman	1993-08-02	UHC-35066-30	—	8094 Main St, Sacramento, CA, 95807	0.78	Name re-cased Phone missing area code City re-cased Whitespace trimmed+1 more
PRV-23450	PRV	Christine M Wallace	1942-08-13	UHC-77178-03	6246353466	7864 Union St, Houston, TX, 77048	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-28279	PRV	Diane Little	1956-02-14	—	6253177654	9056 Washington St, Orlando, FL, 32845	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-23346	PRV	Amanda Allen	1954-10-20	—	4779035426	—	0.78	Date of birth reformatted Phone reformatted Gender normalised Whitespace trimmed+1 more
PRV-23299	PRV	Anthony Guerrero	1972-11-10	—	2622920400	—	0.78	Date of birth reformatted Phone reformatted Gender normalised Whitespace trimmed+1 more
PRV-24831	PRV	Carlos Kennedy	1976-02-05	UHC-61491-38	9014896388	4777 Palm Dr, Orlando, FL, 32867	0.78	Date of birth reformatted Phone reformatted Gender normalised Whitespace trimmed+1 more
PRV-21169	PRV	Kahtleen Carpenter	1965-06-13	UHC-24892-68	2586454641	3201 Park Pl, Denver, CO, 80239	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-25753	PRV	Santiago O Hamilton	2007-02-12	UHC-80543-19	—	6075 Canyon Rd, Phoenix, AZ, 85080	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-24723	PRV	Russell Jimenez	1972-08-26	UHC-20971-83	3317140263	8370 Harbor Blvd, Atlanta, GA, 30326	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-24483	PRV	Douglas Hunt	1965-02-04	—	6002316071	9724 Sunset Blvd, Tempe, AZ, 85249	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-20335	PRV	Logan Andrews	1946-09-04	UHC-61157-91	—	6199 Sage Ct, Miami, FL, 33164	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-23287	PRV	Shirley Le	1982-02-01	—	8314009761	6940 Camelback Rd, Jacksonville, FL, 32258	0.78	Name re-cased Phone reformatted Gender normalised Whitespace trimmed+1 more
PRV-22015	PRV	Jerry Fowler	1948-09-15	UHC-15169-15	2374041501	—	0.78	Name re-cased Two-digit birth year Email lower-cased Whitespace trimmed+1 more
PRV-26186	PRV	Arthur O Kelley	1973-10-12	UHC-35949-93	4266714227	5723 Washington St, Jacksonville, FL, 32202	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-25646	PRV	Marha Brooks	1966-10-23	—	4385156124	—	0.78	Phone reformatted Email lower-cased Gender normalised Whitespace trimmed+1 more
PRV-25645	PRV	Marha Brooks	1966-10-23	—	4385156124	—	0.78	Phone reformatted Email lower-cased Gender normalised Whitespace trimmed+1 more
PRV-28753	PRV	Barbara C Carroll	1966-01-23	—	5239637570	—	0.78	Name re-cased Phone reformatted SSN last four extracted Whitespace trimmed+1 more
PRV-20973	PRV	Kevin J Cunningham	2002-07-11	UHC-11004-76	8328555721	7149 Park Pl, Los Angeles, CA, 90083	0.78	Member ID reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-28478	PRV	Kelly B Contreras	2004-02-22	—	8759710356	6369 Maple Ave, Eden Prairie, MN, 55346	0.78	Name re-cased Phone reformatted Gender normalised Whitespace trimmed+1 more
PRV-21903	PRV	Ralph Schultz	1980-08-17	—	9157722627	8278 Elm St, Miami, FL, 33140	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
PRV-26470	PRV	Thomas Harrison	1996-03-24	UHC-69538-36	3882122897	9744 Ocean Ave, Eden Prairie, MN, 55304	0.78	Name split from “Last, First”Phone reformatted State code upper-cased Whitespace trimmed+1 more
PRV-21691	PRV	Nathan K Moore	2000-08-01	UHC-49058-08	—	2651 Central Ave, Eden Prairie, MN, 55339	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-27657	PRV	Beverly Wheeler	1947-10-05	—	9437954809	7151 Central Ave, San Diego, CA, 92180	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-25448	PRV	Gloria Johnston	1996-01-21	—	9073681399	6547 Union St, Minneapolis, MN, 55449	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more

5,467 rows, page 68 of 110Previous Next