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 “State name converted to code”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagState name converted to codeClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-417704	CLM	Brandon Dixon	1978-07-20	UHC-95071-91	8074556861	9110 Central Ave, Tampa, FL	0.66	Date of birth reformatted Phone reformatted State name converted to code ZIP missing+1 more
CLM-432500	CLM	Omar Bryant	1987-03-17	UHC-89172-02	—	3274 Willow Ct, Chandler, AZ, 85207	0.66	Member ID reformatted State name converted to code Gender normalised Whitespace trimmed+1 more
CLM-430230	CLM	Maria Montgomery	1951-04-08	—	6173444429	2720 Baseline Rd # 888, Plano, TX, 75056	0.66	Name re-cased Unit split from street City re-cased State name converted to code+1 more
CLM-430503	CLM	Pamela Guzman	1982-06-11	UHC-98619-77	—	9168 Mountain View Dr, Tempe, AZ, 85257	0.66	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+1 more
CLM-414891	CLM	Devid R Ryan	1956-10-15	—	—	5705 Pine Dr, Tempe, AZ, 85247	0.66	Street suffix standardised Address re-cased City re-cased State name converted to code+1 more
CLM-414993	CLM	Kieth L Jones	1987-01-29	UHC-95396-91	2474192342	5349 Palm Dr, Orlando, FL, 32884	0.66	City re-cased State name converted to code Gender normalised Plan code upper-cased+1 more
CLM-421288	CLM	Lawrence Johnston	1976-02-23	—	—	4994 Desert Sky Blvd, Tempe, AZ, 85295	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
CLM-405456	CLM	Philip Lawrence	1991-10-02	UHC-27655-89	8023222072	1594 River Rd, Chandler, AZ, 85200	0.66	Name re-cased Phone reformatted Member ID reformatted State name converted to code+1 more
CLM-431517	CLM	Priia Griffin	1991-04-14	UHC-12688-71	—	7957 Elm St, Jacksonville, FL, 32244	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
CLM-424230	CLM	Billy Lewis	2001-11-16	UHC-05923-12	—	3868 Harbor Blvd, Miami, FL, 33187	0.66	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed+1 more
CLM-416099	CLM	Danielle King	1982-05-23	UHC-42664-83	—	6050 Park Pl, Fresno, CA, 93707	0.66	Name re-cased State name converted to code ZIP+4 trimmed Whitespace trimmed+1 more
CLM-432414	CLM	Judy P Henry	1987-05-03	UHC-61460-03	4822949035	1612 Forest Ave, Tempe, AZ, 85263	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
CLM-416173	CLM	Ethan Q Moore	1993-04-26	—	8555204235	4536 River Rd, Chandler, AZ, 85291	0.66	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+1 more
CLM-427267	CLM	Doris Ryan	1981-08-24	UHC-04166-33	3596909950	2666 Sage Ct # 632, Minneapolis, MN, 55480	0.66	Phone reformatted Member ID reformatted Unit split from street State name converted to code+1 more
CLM-413680	CLM	Brian F Wilson	1983-10-03	UHC-08927-59	—	955 Cedar Ln Apt 20, Miami, FL, 33107	0.66	Member ID reformatted Unit split from street State name converted to code Whitespace trimmed+1 more
CLM-432803	CLM	Charles Gordon	1943-09-21	UHC-54101-17	4953268725	2811 Desert Sky Blvd, Sacramento, CA, 95830	0.66	Name split from “Last, First”Date of birth reformatted State name converted to code Whitespace trimmed+1 more
CLM-425875	CLM	Kayla X Aguilar	1976-03-22	UHC-82478-71	2923605411	6304 Indian School Rd, Minneapolis, MN, 55409	0.66	Middle initial moved out of first name Phone reformatted State name converted to code Whitespace trimmed+1 more
CLM-422687	CLM	Heather P Cook	1973-01-10	—	—	6040 Mountain View Dr, Tampa, FL, 33672	0.66	Name re-cased Two-digit birth year State name converted to code Whitespace trimmed+1 more
CLM-414394	CLM	Jackkie Spencer	1958-06-24	UHC-18603-59	4972476386	1667 Camelback Rd, Tampa, FL	0.66	Name re-cased Phone reformatted State name converted to code ZIP missing+1 more
CLM-422363	CLM	Mary Bennett	1992-08-27	UHC-46137-46	—	9251 Sunset Blvd, Atlanta, GA, 30354	0.66	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+1 more
CLM-405839	CLM	Ruth Stephens	1956-11-26	UHC-49733-39	—	3218 Grand Ave, Denver, CO, 80292	0.66	Two-digit birth year City re-cased State name converted to code Whitespace trimmed+1 more
CLM-414068	CLM	Maria Jordan	1956-08-02	UHC-38848-23	—	9605 Cedar Ln, Austin, TX, 78745	0.66	Member ID reformatted State name converted to code Gender normalised Whitespace trimmed+1 more
CLM-426767	CLM	Virginia Green	1963-10-26	UHC-24354-61	2292047499	8700 Sunset Blvd Apt 2, San Diego, CA, 92126	0.66	Name re-cased Phone reformatted Unit split from street State name converted to code+1 more
CLM-422456	CLM	Larry Cole	1986-09-09	UHC-55286-40	7605663804	7823 Bayshore Dr, Seattle, WA, 98167	0.66	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+1 more
CLM-422539	CLM	Maria Lopez	1945-04-08	UHC-24953-26	5884467083	3303 Forest Ave, Jacksonville, FL, 32243	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
CLM-402948	CLM	Chris Weaver	1986-04-05	UHC-97085-20	—	9496 Lincoln Way, Chandler, AZ, 85269	0.66	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+1 more
CLM-415918	CLM	Karen Montgomery	1949-10-28	—	—	6291 Oak St, Las Vegas, NV, 89185	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
CLM-415917	CLM	Karen Montgomery	1949-10-28	—	—	6291 Oak St, Las Vegas, NV, 89185	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
CLM-403180	CLM	Austin Hughes	2000-06-04	UHC-81540-49	4454953335	138 Meadow Ln, Eden Prairie, MN, 55308	0.66	Date of birth reformatted Phone reformatted Member ID reformatted State name converted to code+1 more
CLM-401311	CLM	Alvarado Grace	1945-12-20	UHC-86365-86	—	806 Desert Sky Blvd, Atlanta, GA, 30330	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
CLM-424476	CLM	Diana Turner	1970-11-06	—	7939690217	3212 Lake View Rd, Gilbert, AZ, 85235	0.66	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+1 more
CLM-403439	CLM	Sofia Jimenez	2000-07-28	UHC-48462-32	2117655769	1804 Canyon Rd, Orlando, FL, 32855	0.66	Phone reformatted State name converted to code ZIP+4 trimmed Whitespace trimmed+1 more
CLM-412336	CLM	Stephen Evans	2005-02-27	UHC-29479-71	—	4867 Central Ave, Glendale, AZ, 85377	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
CLM-401789	CLM	Walter F Harris	1955-10-03	UHC-38852-43	—	7654 River Rd, Plano, TX, 75018	0.66	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed+1 more
CLM-402520	CLM	Douglas Mrgan	1974-01-02	—	—	4328 Grand Ave, Chandler, AZ, 85207	0.66	Street suffix standardised Address re-cased City re-cased State name converted to code+1 more
CLM-416488	CLM	Anthony Weaver	1999-03-14	—	—	8177 Mountain View Dr, Fresno, CA, 93755	0.66	Name re-cased Date of birth reformatted State name converted to code Gender normalised+1 more
CLM-411375	CLM	Heather Garza	1983-04-15	—	6279480819	7382 Baseline Rd, Phoenix, AZ, 85013	0.66	Name re-cased Phone reformatted State name converted to code Gender normalised+1 more
CLM-406277	CLM	Andrea Z Morgan	1963-02-21	UHC-95133-83	—	125 Apache Blvd, Tempe, AZ, 85201	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
CLM-400844	CLM	Ryan Kelly	1969-12-07	UHC-98387-34	—	9059 Maple Ave, Austin, TX, 78780	0.66	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed+1 more
CLM-403030	CLM	Raymond Lewis	1949-01-21	UHC-00572-26	5365907879	561 Pine Dr, Jacksonville, FL, 32266	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
CLM-421370	CLM	Virginia I Clark	1956-11-05	UHC-07844-60	—	8280 Forest Ave, Phoenix, AZ, 85031	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
CLM-426084	CLM	Amy N Austin	1990-06-06	—	—	8232 Mountain View Dr, Nashville, TN, 37235	0.66	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed+1 more
CLM-413044	CLM	Brandon Kim	1962-06-04	—	—	4843 Meadow Ln, Fresno, CA, 93719	0.66	Date of birth reformatted State name converted to code Gender normalised Whitespace trimmed+1 more
CLM-426450	CLM	Evelyn Palmer	1997-04-03	UHC-50583-39	—	8011 Church St, Tucson, AZ, 85758	0.66	Date of birth reformatted State name converted to code Gender normalised Whitespace trimmed+1 more
CLM-427139	CLM	Julia E Brown	1989-05-17	UHC-01468-21	9502303813	8084 Main St, Sacramento, CA, 95885	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
CLM-427145	CLM	Priya D Coleman	1979-02-22	UHC-29997-83	—	8189 Canyon Rd, Phoenix, AZ, 85027	0.66	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+1 more
CLM-409270	CLM	Sam Hernandez	1980-10-22	UHC-94074-24	7997228805	6839 Jefferson Ave, Orlando, FL, 32889	0.66	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-412723	CLM	Steven Schmidt	1986-09-25	UHC-10816-62	6286739037	2572 Ridge Rd, Plano, TX, 75059	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
CLM-415978	CLM	Megan Burton	1962-12-19	UHC-70543-77	—	2945 Hillcrest Rd, Columbus, OH, 43222	0.66	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed+1 more
CLM-428614	CLM	Andrea Harvey	1975-03-08	—	—	7038 Valley View Dr, Phoenix, AZ, 85075	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more

2,633 rows, page 35 of 53Previous Next