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

Claims, flag “City re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagCity re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-412971	CLM	Stephanie X Chavez	1946-04-09	UHC-88000-54	—	5606 Cedar Ln, Fresno, CA, 93729	0.66	Street suffix standardised Address re-cased City re-cased Gender normalised+1 more
CLM-426708	CLM	Sophia Mills	1991-10-20	UHC-74721-57	2272122450	1708 Union St Apt 13, Los Angeles, CA, 90085	0.66	Name split from “Last, First”Unit split from street City re-cased Whitespace trimmed+1 more
CLM-409118	CLM	Freeman Joe	2007-11-17	UHC-44075-78	—	7788 Meadow Ln, Miami, FL, 33128	0.66	Street suffix standardised Address re-cased City re-cased State name converted to code+1 more
CLM-403679	CLM	Frank Williamson	1938-10-13	—	3087428282	5825 Forest Ave, Los Angeles, CA	0.66	Phone reformatted City re-cased ZIP missing Gender normalised+1 more
CLM-404492	CLM	Jonathan V Cunningham	1988-01-15	UHC-32520-91	8528182373	8972 Union St, Minneapolis, MN, 55470	0.66	Name split from “Last, First”Phone reformatted City re-cased Gender normalised+1 more
CLM-410213	CLM	Frances Diaz	1978-07-05	—	—	8921 River Rd # 970, Eden Prairie, MN, 55375	0.66	Unit split from street City re-cased Gender normalised Whitespace trimmed+1 more
CLM-432676	CLM	Rachel Espinoza	1979-08-22	UHC-88110-90	—	7895 Park Pl, Gilbert, AZ, 85219	0.66	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
CLM-430425	CLM	JacquelineJunk	1990-02-14	UHC-51173-49	—	6121 Cedar Ln # 799, Las Vegas, NV, 89110	0.66	Unit split from street City re-cased Whitespace trimmed Placeholder values cleared+1 more
CLM-428977	CLM	Deborah Ortega	1966-09-17	UHC-05686-65	5073373848	5164 Lincoln Way, Atlanta, GA, 30370	0.66	Name split from “Last, First”Phone reformatted City re-cased Gender normalised+1 more
CLM-405539	CLM	Jesse Tucker	1983-05-04	—	—	4341 Church St, Glendale, AZ, 85315	0.66	Two-digit birth year City re-cased Gender normalised Whitespace trimmed+1 more
CLM-432002	CLM	Maark Johnson	1938-08-27	—	6626538832	3509 Main St, Fresno, CA, 93775	0.66	Name split from “Last, First”City re-cased ZIP+4 trimmed Whitespace trimmed+1 more
CLM-419296	CLM	Isabella H Walsh	1979-06-04	UHC-12076-16	—	8165 Camelback Rd, Orlando, FL, 32827	0.66	Two-digit birth year Member ID reformatted City re-cased ZIP+4 trimmed+1 more
CLM-414834	CLM	Mary Clark	2004-05-11	UHC-63821-24	3718954354	343 Broadway, Los Angeles, CA, 90035	0.66	Name re-cased Phone reformatted City re-cased ZIP+4 trimmed+1 more
CLM-402509	CLM	Olivia Vasquez	1939-01-14	—	—	8259 Ocean Ave, Las Vegas, NV, 89156	0.66	Two-digit birth year Street suffix standardised Address re-cased City re-cased+1 more
CLM-414416	CLM	Roger Graham	1985-04-21	UHC-31502-30	—	8975 Sage Ct, Phoenix, AZ, 85046	0.66	City re-cased State name converted to code Gender normalised Whitespace trimmed+1 more
CLM-405745	CLM	Margaret Bryant	1965-09-06	UHC-79598-73	—	1180 Union St, Houston, TX, 77099	0.66	Street suffix standardised Address re-cased City re-cased State name converted to code+1 more
CLM-425026	CLM	Geogre Austin	1938-09-20	UHC-22482-04	4903978675	3710 Bayshore Dr, Phoenix, AZ, 85073	0.66	Two-digit birth year Phone reformatted City re-cased ZIP+4 trimmed+1 more
CLM-410893	CLM	Munoz Hiroshi	1976-06-14	—	—	7710 Elm St, Tampa, FL	0.66	Street suffix standardised Address re-cased City re-cased ZIP missing+1 more
CLM-414421	CLM	Carl C Mitchell	1939-12-08	—	—	1902 Mesa Dr, Minneapolis, MN, 55408	0.66	Name re-cased Phone missing area code City re-cased Gender normalised+1 more
CLM-412313	CLM	Priya Warren	1987-11-26	UHC-51416-35	5596504206	9787 Park Pl, Glendale, AZ, 85331	0.66	Two-digit birth year Phone reformatted City re-cased State name converted to code+1 more
CLM-411918	CLM	Julia Adams	1962-04-13	—	—	4202 Cedar Ln, Atlanta, GA, 30386	0.66	Phone missing area code Street suffix standardised Address re-cased City re-cased+1 more
CLM-414939	CLM	William Warren	1983-04-21	UHC-39909-15	—	7504 Ocean Ave, San Diego, CA, 92151	0.66	Street suffix standardised Address re-cased City re-cased Gender normalised+1 more
CLM-419676	CLM	Abigail P Armstrong	2006-10-06	UHC-16262-32	—	9469 Apache Blvd, Dallas, TX, 75231	0.66	Street suffix standardised Address re-cased City re-cased Gender normalised+1 more
CLM-415441	CLM	Eric Cole	1986-10-13	UHC-82550-35	7849853245	5747 Washington St, Dallas, TX, 75299	0.66	Street suffix standardised Address re-cased City re-cased State name converted to code+1 more
CLM-401552	CLM	Jesse T Jorddan	1968-10-10	UHC-91740-18	—	9252 Indian School Rd, Austin, TX, 78761	0.66	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+1 more
CLM-431436	CLM	Dennis Y Bryant	1960-10-25	—	—	9389 Central Ave, Plano, TX, 75080	0.66	Street suffix standardised Address re-cased City re-cased Gender normalised+1 more
CLM-411297	CLM	Santiago Gray	1979-02-26	UHC-93351-32	—	4158 Spring St, Dallas, TX, 75241	0.66	Two-digit birth year Member ID reformatted City re-cased Gender normalised+1 more
CLM-421484	CLM	Noah S Torres	1979-09-16	—	—	2460 Grand Ave, Eden Prairie, MN	0.66	Street suffix standardised Address re-cased City re-cased ZIP missing+1 more
CLM-408138	CLM	Joseph Scott	1975-08-21	—	—	7502 Desert Sky Blvd, Austin, TX, 78761	0.66	Two-digit birth year Street suffix standardised Address re-cased City re-cased+1 more
CLM-402044	CLM	Brian K Wong	1946-09-25	UHC-95997-72	9883648520	2639 Canyon Rd, Plano, TX, 75033	0.66	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+1 more
CLM-411278	CLM	Frank Lawrence	1979-09-09	UHC-94025-69	—	8715 Grand Ave, Atlanta, GA, 30364	0.66	City re-cased ZIP+4 trimmed Gender normalised Whitespace trimmed+1 more
CLM-408969	CLM	Megan F Bradley	1967-01-09	—	—	251 Grand Ave, Fresno, CA, 93769	0.66	Phone missing area code Street suffix standardised Address re-cased City re-cased+1 more
CLM-432225	CLM	Fatima Jacobs	1974-02-04	UHC-41356-33	3107560870	4275 Union St, Mesa, AZ, 85206	0.66	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
CLM-405492	CLM	Theresa Harvey	1953-09-10	—	—	1065 Lake View Rd, Mesa, AZ, 85219	0.66	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+1 more
CLM-421057	CLM	Samuel Bennett	—	—	—	6650 Mountain View Dr, Tampa, FL, 33617	0.66	Date of birth missing Street suffix standardised Address re-cased City re-cased+1 more
CLM-410901	CLM	Evelyn Garrett	1942-11-19	UHC-93545-01	—	2256 River Rd, Jacksonville, FL, 32270	0.66	Two-digit birth year Street suffix standardised Address re-cased City re-cased+1 more
CLM-430127	CLM	Melissa B Maldonado	1971-06-16	UHC-80701-58	6604987788	7835 Church St, San Antonio, TX, 78272	0.66	Date of birth reformatted City re-cased ZIP+4 trimmed Gender normalised+1 more
CLM-407325	CLM	Karen Reynolds	—	UHC-08446-48	—	1841 Spring St, Seattle, WA, 98115	0.66	Name re-cased Date of birth unreadable City re-cased Gender normalised+1 more
CLM-408246	CLM	Jack Martinez	2006-09-24	UHC-79485-18	—	5313 Forest Ave, Minneapolis, MN, 55403	0.66	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+1 more
CLM-409044	CLM	Doirs Ford	1985-08-03	—	2744938096	4869 Meadow Ln, Mesa, AZ, 85259	0.66	Name split from “Last, First”Phone reformatted City re-cased State name converted to code+1 more
CLM-416298	CLM	Stevne Guzman	1960-11-07	UHC-93254-06	—	1507 Central Ave, Houston, TX, 77023	0.66	Two-digit birth year Street suffix standardised Address re-cased City re-cased+1 more
CLM-427185	CLM	Albert Johnston	1961-05-09	UHC-58242-57	5548778504	5512 Highland Ave, Tucson, AZ, 85750	0.66	Street suffix standardised Address re-cased City re-cased Gender normalised+1 more
CLM-404344	CLM	Amy Hanson	1938-10-03	UHC-42412-56	—	8796 Bayshore Dr, Columbus, OH, 43240	0.66	Street suffix standardised Address re-cased City re-cased Gender normalised+1 more
CLM-412357	CLM	Marcus Cooper	1952-08-23	UHC-91372-60	—	1213 Indian School Rd, Glendale, AZ	0.66	Name split from “Last, First”City re-cased ZIP missing Whitespace trimmed+1 more
CLM-413478	CLM	Noah Moreno	1950-01-19	UHC-70253-94	—	2347 Bayshore Dr # 591, Charlotte, NC, 28283	0.66	Name re-cased Unit split from street City re-cased Gender normalised+1 more
CLM-426876	CLM	Philip Johnston	—	UHC-61230-27	—	9556 River Rd, Tucson, AZ, 85789	0.66	Date of birth unreadable Street suffix standardised Address re-cased City re-cased+1 more
CLM-412888	CLM	Joyce Morrison	1976-09-09	UHC-80236-49	9802069359	4704 Lincoln Way, Columbus, OH, 43278	0.66	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
CLM-416214	CLM	Aan O Maldonado	1940-09-18	UHC-40405-98	—	3947 Willow Ct, Fresno, CA, 93760	0.66	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+1 more
CLM-426794	CLM	George Ford	1991-12-01	—	4648132727	8138 Spring St, Scottsdale, AZ, 85280	0.66	Two-digit birth year Phone reformatted City re-cased State name converted to code+1 more
CLM-428593	CLM	Sara Adams	1958-07-08	—	—	7110 Central Ave, Phoenix, AZ, 85060	0.66	Two-digit birth year Street suffix standardised Address re-cased City re-cased+1 more

5,235 rows, page 42 of 105Previous Next