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 “Phone reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPhone reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-431948	CLM	Kimberly Ferguson	—	UHC-50163-50	2729343576	9024 Mesa Dr, Scottsdale, AZ, 85247	0.62	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-411756	CLM	Sofia Weaaver	1968-01-17	UHC-57114-29	9573490682	8340 Spring St, Glendale, AZ, 85310	0.62	Name re-cased Phone reformatted Member ID reformatted ZIP+4 trimmed+3 more
CLM-403025	CLM	Jordan F Gardner	1969-10-17	UHC-58120-60	5216098775	9683 Forest Ave Apt 7, Fresno, CA, 93741	0.62	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
CLM-425369	CLM	Juan Graham	1937-06-16	—	8819876906	4334 Harbor Blvd, Fresno, CA, 93733	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-421877	CLM	Maria Simpson	2008-12-22	UHC-29411-66	3439494307	6926 Union St, Tempe, AZ, 85228	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-424192	CLM	Rebecca T Aguilar	1952-05-09	—	7694767515	8664 Cedar Ln, Seattle, WA, 98167	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-424545	CLM	Michael Gutierrez	1953-06-19	UHC-45944-04	6264609907	5232 Willow Ct, Sacramento, CA, 95827	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-429182	CLM	Megan Richardson	1959-05-13	—	9409138587	2569 Indian School Rd, Orlando, FL, 32855	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-426315	CLM	Alex Young	1952-05-28	UHC-08174-22	4902003656	5866 Main St, Plano, TX	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-430267	CLM	Anna Knight	1952-02-05	UHC-17139-80	4494658264	523 Valley View Dr, Sacramento, CA, 95866	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-408790	CLM	Bobby Robinson	1943-11-27	UHC-17176-34	3865667626	9401 Highland Ave, Atlanta, GA, 30309	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-403201	CLM	Joyce Hunt	1983-08-26	UHC-86921-20	2477112906	2307 Sage Ct, Phoenix, AZ, 85069	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-417616	CLM	Bobby Campbell	1954-09-06	—	6952744565	2686 Church St, Phoenix, AZ, 85054	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-422913	CLM	Kayla Mills	2007-04-02	—	8867856919	3905 Apache Blvd Apt 23, Miami, FL, 33131	0.64	Name re-cased Phone reformatted Unit split from street Gender normalised+2 more
CLM-405076	CLM	Patty V Grant	1962-11-13	UHC-86096-74	3177452390	2725 Hillcrest Rd, Mesa, AZ, 85264	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-425227	CLM	Benjamin O Martin	—	UHC-36994-11	6557441188	6483 Union St, Tempe, AZ, 85253	0.64	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-420938	CLM	Juudith Soto	1995-03-06	—	7712855888	580 Jefferson Ave, San Antonio, TX, 78224	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-431309	CLM	Keith Herrera	1976-08-18	—	5636249105	740 Broadway, Los Angeles, CA, 90052	0.64	Phone reformatted City re-cased State name converted to code ZIP+4 trimmed+2 more
CLM-406894	CLM	Brandon Stephens	1981-06-27	—	3368199621	2701 Mesa Dr, Tempe, AZ, 85240	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-416096	CLM	Sandra Mason	1954-04-28	—	3903756414	862 Maple Ave, Mesa, AZ, 85255	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-414195	CLM	Santiago Aguilar	1970-06-16	UHC-15363-06	8814811936	7696 Bayshore Dr, San Antonio, TX, 78241	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-429232	CLM	Soia J Alvarez	1970-01-10	—	4097160451	3305 Mesa Dr, Orlando, FL, 32802	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Gender normalised+2 more
CLM-431376	CLM	Logan Porter	1973-10-07	—	3147183504	1265 Valley View Dr, Mesa, AZ, 85208	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-404458	CLM	Kelly Baker	2006-08-28	—	2786859756	4218 Sunset Blvd, San Diego, CA, 92180	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-414279	CLM	Zachary Watkins	1962-03-15	UHC-26709-92	7126853630	9266 Ridge Rd, Atlanta, GA, 30322	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-409762	CLM	Alexander Bryant	1972-10-17	UHC-16087-50	3076636225	8443 Indian School Rd, Seattle, WA, 98124	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-432507	CLM	Kevin Johnston	1956-06-01	UHC-81285-76	3885379182	—	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Gender normalised+2 more
CLM-415763	CLM	Katherie Le	2004-05-21	UHC-75014-19	6554576850	9865 Market St, Tempe, AZ, 85224	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-423409	CLM	Nicole Arnold	1979-05-10	UHC-18919-15	5623336184	3165 Mesa Dr, Chandler, AZ, 85231	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
CLM-402591	CLM	Martha Cox	1979-02-18	UHC-85585-18	9349076477	1474 Oak St, Columbus, OH, 43232	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-401121	CLM	Aisha Campbell	1985-09-27	—	9242636524	7867 Grand Ave, Minneapolis, MN, 55455	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-413879	CLM	Eugene B Evans	—	—	5113029399	9216 Main St, Eden Prairie, MN, 55338	0.64	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-425724	CLM	Kimberly Valdze	1978-01-20	UHC-36608-20	2122663269	5702 Mesa Dr, Sacramento, CA, 95865	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-422055	CLM	Greg Bishop	1962-08-05	—	9844591436	8093 Canyon Rd, Atlanta, GA, 30366	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-421980	CLM	Grace Stephens	1956-03-05	—	7496648840	1151 Palm Dr # 342, San Antonio, TX, 78266	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-406427	CLM	Jean Peters	1980-07-14	UHC-92982-01	4444915682	5944 Apache Blvd, Miami, FL	0.64	Date of birth reformatted Phone reformatted State name converted to code ZIP missing+2 more
CLM-407655	CLM	Rebecca Hernandez	1991-06-24	UHC-72721-98	6463540178	8063 Market St Apt 38, Denver, CO, 80257	0.64	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+2 more
CLM-408200	CLM	Theresa Trores	1990-03-18	—	3989496320	4431 Highland Ave, San Antonio, TX, 78202	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-400789	CLM	Alie Knight	1958-06-21	UHC-58125-21	4708262531	6465 Pine Dr, Orlando, FL	0.64	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
CLM-405864	CLM	Arthur Cole	2001-05-02	UHC-98978-15	6715417976	1857 Forest Ave, Miami, FL, 33174	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-400036	CLM	Omar Williams	1994-03-17	—	7577838343	6733 Grand Ave, Miami, FL, 33178	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-417581	CLM	Henry Graham	1969-04-04	UHC-16030-05	8152633479	46 Grand Ave Apt 17, Plano, TX, 75023	0.64	Date of birth reformatted Phone reformatted Unit split from street Gender normalised+2 more
CLM-423597	CLM	Wayne Nelson	2003-08-18	—	6403276604	4213 Spring St, Charlotte, NC, 28293	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-401364	CLM	Donald Johnston	1945-11-27	UHC-99698-01	5666986636	942 Harbor Blvd, Glendale, AZ, 85356	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-426488	CLM	Sean Jones	1947-05-03	—	3207778085	8932 Hillcrest Rd, Mesa, AZ, 85286	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-430316	CLM	Ethan Weber	—	—	3427824017	3382 Lincoln Way, Miami, FL, 33161	0.64	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-427848	CLM	Sean Mason	1981-04-12	—	8115006873	9549 Harbor Blvd, Chandler, AZ, 85230	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-425213	CLM	Ronald Reed	1957-07-28	UHC-55114-27	6295520385	6289 Baseline Rd, Tucson, AZ, 85783	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-401496	CLM	Alan A Maatthews	2000-07-24	UHC-27608-39	4844132956	148 Pine Dr, Tucson, AZ	0.64	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+2 more
CLM-424737	CLM	Bradley Watkins	2008-04-01	UHC-12179-45	5773987294	4441 Valley View Dr, Atlanta, GA, 30329	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more

11,960 rows, page 46 of 240Previous Next