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 “Street suffix standardised”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagStreet suffix standardisedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-417757	CLM	Carlos B Gibson	1939-07-05	—	3233165820	8326 Cedar Ln, Tucson, AZ, 85772	0.50	Name re-cased Street suffix standardised Address re-cased State name converted to code+3 more
CLM-427181	CLM	Jacob J Patterson	1994-09-20	UHC-78868-43	—	3426 Maple Ave # 570, Dallas, TX, 75278	0.50	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+3 more
CLM-419195	CLM	Bruce Santos	1996-02-23	—	3602362372	4163 Ocean Ave, Miami, FL, 33122	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-426518	CLM	Clark Peetr	1938-10-16	—	—	3744 Sunset Blvd, Eden Prairie, MN, 55375	0.50	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
CLM-419359	CLM	Samantha Burns	1993-07-27	—	4936707621	9661 Main St, Nashville, TN, 37248	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-404862	CLM	Ahmed Vazquez	1955-08-09	UHC-66130-93	9142541272	6035 Oak St, Fresno, CA, 93723	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-422411	CLM	Joseph Carter	—	UHC-97279-29	2537383919	3938 Desert Sky Blvd, Chandler, AZ, 85231	0.50	Name split from “Last, First”Date of birth unreadable Phone reformatted Street suffix standardised+3 more
CLM-432250	CLM	Catherine Romero	1952-02-09	—	—	9615 Camelback Rd, Tempe, AZ, 85263	0.50	Name re-cased Street suffix standardised Address re-cased State name converted to code+3 more
CLM-426346	CLM	Carolyn Wilson	1964-04-24	UHC-81583-75	4756896287	2570 Valley View Dr Apt 30, Jacksonville, FL, 32243	0.50	SSN last four extracted Unit split from street Street suffix standardised Address re-cased+3 more
CLM-418967	CLM	Charles Sullivan	1963-10-07	—	—	3599 Maple Ave, Orlando, FL, 32858	0.50	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
CLM-410406	CLM	Mei Rose	1951-02-06	UHC-33521-18	—	6585 Forest Ave, Atlanta, GA, 30314	0.50	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+3 more
CLM-405859	CLM	Sara King	1996-12-15	UHC-68504-05	—	4661 Central Ave, Tucson, AZ, 85706	0.50	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+3 more
CLM-423537	CLM	Megan Jimenez	1951-04-18	UHC-30141-52	9079492053	7961 Maple Ave, Minneapolis, MN	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-409286	CLM	Kyle Webb	1991-06-22	UHC-73310-75	—	3288 Lake View Rd, Mesa, AZ, 85270	0.50	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+3 more
CLM-421478	CLM	Ahmed Cunningham	1967-12-02	UHC-90142-41	5813223773	9547 Baseline Rd, Dallas, TX, 75238	0.50	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
CLM-429988	CLM	Raymond Wood	1988-01-25	UHC-06749-57	—	2432 Camelback Rd # 413, Miami, FL, 33143	0.50	Two-digit birth year Unit split from street Street suffix standardised Address re-cased+3 more
CLM-406571	CLM	Jean Ward	1942-05-13	—	7902441502	2434 River Rd # 772, San Diego, CA, 92146	0.50	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
CLM-426032	CLM	Danielle Palmre	2001-07-22	UHC-01567-87	—	9568 Maple Ave, San Diego, CA, 92162	0.50	Name split from “Last, First”Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-410432	CLM	Catherine Bennett	1945-01-20	—	—	9312 Indian School Rd, Orlando, FL	0.50	Name re-cased Phone missing area code Street suffix standardised Address re-cased+3 more
CLM-431778	CLM	Ashley Carter	1951-02-25	—	—	970 Mesa Dr Apt 36, Dallas, TX, 75260	0.50	Name split from “Last, First”Date of birth reformatted Unit split from street Street suffix standardised+3 more
CLM-405322	CLM	Dick Jimenez	1941-09-12	UHC-48141-59	3878462631	792 Desert Sky Blvd, Sacramento, CA, 95859	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-418017	CLM	Gray Rodriguez	1987-10-28	—	—	1022 Park Pl # 477, Fresno, CA, 93751	0.50	Name split from “Last, First”Unit split from street Street suffix standardised Address re-cased+3 more
CLM-409379	CLM	Cynthia Morgan	1985-01-11	—	—	1084 Canyon Rd # 260, Charlotte, NC, 28271	0.50	Name re-cased Two-digit birth year Unit split from street Street suffix standardised+3 more
CLM-407283	CLM	Dylan Rojas	1974-10-07	—	8122884690	4391 Camelback Rd, Austin, TX, 78762	0.50	Street suffix standardised Address re-cased City re-cased State name converted to code+3 more
CLM-410330	CLM	Ronald I Watkins	2008-06-26	—	9492320415	21 Washington St, Fresno, CA, 93792	0.50	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
CLM-432078	CLM	Terry Ward	1946-01-15	UHC-07080-31	—	7505 Elm St, Tampa, FL, 33604	0.50	Phone missing area code Street suffix standardised Address re-cased City re-cased+3 more
CLM-429015	CLM	Brenda Green	1966-08-06	—	2464619923	4014 Canyon Rd, Eden Prairie, MN, 55348	0.50	Name re-cased Street suffix standardised Address re-cased State name converted to code+3 more
CLM-402733	CLM	Justin X Murphhy	1997-05-06	UHC-71276-28	—	176 Lake View Rd Apt 13, Gilbert, AZ, 85253	0.50	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
CLM-413933	CLM	Tim Olson	1945-07-16	UHC-86947-07	6262487152	432 Union St, Sacramento, CA, 95846	0.50	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-408210	CLM	Janet Aguilar	2006-05-27	UHC-14912-04	6043631534	8578 Ridge Rd, San Antonio, TX, 78203	0.50	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
CLM-406764	CLM	Camila Miller	1961-02-11	UHC-19495-23	—	7163 Main St, Plano, TX, 75021	0.50	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+3 more
CLM-428354	CLM	Keith Thompson	1963-12-21	UHC-58395-71	8266693309	6960 Indian School Rd # 152, Jacksonville, FL, 32274	0.50	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
CLM-412462	CLM	Samuel Wong	1947-11-23	UHC-13804-81	—	3726 Hillcrest Rd Apt 14, Fresno, CA, 93740	0.50	Two-digit birth year Unit split from street Street suffix standardised Address re-cased+3 more
CLM-408145	CLM	Yuki C Wagnner	—	UHC-11396-96	6375562087	123 Sage Ct, Nashville, TN	0.50	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+3 more
CLM-422256	CLM	Bobby Santos	1965-03-28	UHC-83369-97	—	7250 Apache Blvd, Dallas, TX, 75217	0.50	Name re-cased Phone missing area code Street suffix standardised Address re-cased+3 more
CLM-412835	CLM	William Black	1967-03-21	—	2109342109	5405 Sunset Blvd, Jacksonville, FL, 32243	0.50	Name split from “Last, First”Phone reformatted SSN last four extracted Street suffix standardised+3 more
CLM-405764	CLM	Peter Mendoza	1959-08-05	UHC-10519-63	7336488244	4978 Valley View Dr, Austin, TX	0.50	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
CLM-421568	CLM	Alexander Rivera	1958-07-12	UHC-52912-99	—	298 Washington St, Phoenix, AZ	0.50	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
CLM-401399	CLM	Gabriel Robertson	1946-05-09	—	—	5918 Mountain View Dr, Glendale, AZ, 85335	0.50	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
CLM-418910	CLM	Ronald Ray	1980-08-21	UHC-88813-34	—	1776 Park Pl, Houston, TX, 77001	0.50	Street suffix standardised Address re-cased City re-cased State name converted to code+3 more
CLM-409918	CLM	Gerald Cllins	2008-05-28	—	4663358492	4668 Oak St, Glendale, AZ, 85381	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-417440	CLM	Samuel Rodriguez	1957-12-02	UHC-96426-29	—	9608 Meadow Ln, Plano, TX, 75018	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-421951	CLM	Samuel Fisher	1970-06-03	UHC-59857-84	—	2380 Highland Ave, Seattle, WA	0.50	Date of birth reformatted SSN last four extracted Street suffix standardised Address re-cased+3 more
CLM-423583	CLM	Harold O Howell	1975-09-21	UHC-51378-74	—	2564 Valley View Dr, Tucson, AZ, 85755	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-417701	CLM	Margaret Morales	1955-04-15	UHC-83089-06	5502968008	3331 Jefferson Ave, Miami, FL, 33161	0.50	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
CLM-427667	CLM	Stephen Davis	1963-12-19	UHC-10367-58	—	4730 Washington St, Las Vegas, NV, 89174	0.50	Name split from “Last, First”Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-409328	CLM	Jose Campbell	1993-11-18	UHC-25523-06	6243263156	8087 Market St, Tempe, AZ, 85238	0.50	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-414749	CLM	Allen E Mei	1991-09-17	UHC-06040-50	—	2703 Main St, Tampa, FL, 33634	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-429373	CLM	Jennifer Parker	1977-11-09	UHC-33407-88	4946594255	241 Forest Ave, Austin, TX, 78716	0.50	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+3 more
CLM-401236	CLM	Jordan Cruz	2008-01-23	UHC-28356-94	9724552637	4114 Spring St, Plano, TX, 75047	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more

16,411 rows, page 28 of 329Previous Next