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-409202	CLM	Dennis Byrant	1949-10-22	UHC-30043-15	5753865767	1329 Hillcrest Rd, Dallas, TX, 75234	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-402551	CLM	Russell Walker	1990-03-18	UHC-74532-97	4372865571	3949 Main St, Orlando, FL, 32835	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-418845	CLM	David Masn	1938-07-25	—	7909647933	4860 Mountain View Dr, Jacksonville, FL	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
CLM-431621	CLM	Virginia Medina	2005-07-18	UHC-77003-34	7252852932	8811 Camelback Rd Apt 7, Chandler, AZ, 85258	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-422128	CLM	Mayr Walker	1979-11-20	UHC-48770-09	5475197660	8097 Hillcrest Rd, Nashville, TN	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
CLM-410974	CLM	Nicholas Aguilar	1977-02-10	—	5384671894	4295 Park Pl, Austin, TX, 78773	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-424043	CLM	Alexander Robertson	1986-05-01	—	5566865045	7728 Lincoln Way, Chandler, AZ, 85222	0.64	Date of birth reformatted Phone reformatted State name converted to code Email lower-cased+2 more
CLM-407427	CLM	Wiill Burns	2002-02-08	UHC-17222-97	3064744265	4216 Apache Blvd, Fresno, CA, 93781	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-427873	CLM	Amanda Ford	1946-05-22	UHC-93605-25	6678105602	251 Baseline Rd, Tucson, AZ, 85726	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-417426	CLM	Donna A Evans	—	—	5206216393	4193 Forest Ave, Denver, CO, 80216	0.64	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-407523	CLM	Jeffrey Jensen	1965-08-17	UHC-12236-91	2764621789	6869 Willow Ct, Tempe, AZ	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
CLM-411530	CLM	Beverly Herrera	1980-11-28	UHC-28703-46	6635678952	7783 Elm St, Fresno, CA, 93726	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-417692	CLM	Sophia B Martinez	1950-04-27	UHC-22861-85	4737723395	9261 Lake View Rd, Mesa, AZ, 85258	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-414846	CLM	Christina Gardner	1973-08-26	UHC-75792-58	2524966184	3126 Central Ave, Gilbert, AZ, 85231	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-411724	CLM	Julia Jensen	1964-03-28	UHC-01842-56	8856956043	8676 Sunset Blvd, Tampa, FL, 33667	0.64	Phone reformatted City re-cased State name converted to code Gender normalised+2 more
CLM-408767	CLM	Amy Young	1955-08-07	—	5853753072	1598 Pine Dr Apt 23, Tucson, AZ, 85784	0.64	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+2 more
CLM-419892	CLM	Lucia D Thompson	1985-12-14	UHC-83698-89	2434166660	19 Pine Dr, San Antonio, TX, 78223	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-429235	CLM	Natalie Bennett	1981-07-06	UHC-11118-67	3464596515	2327 Palm Dr, Nashville, TN, 37258	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-430552	CLM	Julie Wilson	1948-09-17	UHC-32209-85	3343421054	6180 Canyon Rd, Orlando, FL, 32839	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-416461	CLM	Jonathan H Mason	1958-03-06	—	2557387009	8561 Mesa Dr Apt 29, Minneapolis, MN, 55467	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-431056	CLM	Judith Hernandez	1964-01-21	UHC-86313-17	2045959260	1817 Oak St, Chandler, AZ	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
CLM-416508	CLM	Andrew Griffin	1956-09-07	UHC-72617-99	4723649707	644 Palm Dr Apt 35, Atlanta, GA, 30388	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+2 more
CLM-416507	CLM	Andrew Griffin	1956-09-07	UHC-72617-99	4723649707	644 Palm Dr Apt 35, Atlanta, GA, 30388	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+2 more
CLM-417176	CLM	Russell Herrera	1968-07-06	—	2662400815	8097 Central Ave, Gilbert, AZ, 85222	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
CLM-430025	CLM	Natalie I Long	1945-08-09	—	9265518396	7118 Pine Dr, Gilbert, AZ, 85291	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-432595	CLM	Emily Hamilton	1958-04-24	UHC-45306-29	7927784735	1869 Apache Blvd # 528, San Antonio, TX, 78278	0.64	Name re-cased Phone reformatted Unit split from street Street suffix standardised+2 more
CLM-423931	CLM	Lori Q Yang	1974-08-09	—	7174754465	5415 Forest Ave, Dallas, TX, 75273	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-412514	CLM	Emily U Ford	1944-05-25	UHC-79018-96	7799506879	8358 Valley View Dr, Mesa, AZ, 85204	0.64	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+2 more
CLM-424673	CLM	Sandra F Obrien	1975-12-18	UHC-04569-93	4458089307	6992 Jefferson Ave # 177, Fresno, CA, 93777	0.64	Name re-cased Phone reformatted Unit split from street Street suffix standardised+2 more
CLM-423386	CLM	Matt Braldey	1974-06-22	—	4776024405	8537 Baseline Rd # 435, Glendale, AZ, 85300	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-410628	CLM	Ronald Olson	1939-10-04	—	6949207624	9584 Maple Ave, Dallas, TX, 75248	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-411690	CLM	Wei S Hunt	1982-02-05	UHC-22166-98	7597868912	6483 Jefferson Ave # 783, Chandler, AZ, 85228	0.64	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+2 more
CLM-416694	CLM	Dbebie D Webb	1956-10-16	UHC-83661-45	3873581411	—	0.64	Middle initial moved out of first name Date of birth reformatted Phone reformatted Member ID reformatted+2 more
CLM-412270	CLM	David W Hansen	2004-02-20	—	8323597913	8251 Apache Blvd, Jacksonville, FL, 32255	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-421504	CLM	William Clark	1986-07-21	UHC-40657-97	8369436892	7594 Cedar Ln, Tampa, FL, 33680	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-412706	CLM	Randy Dixon	1991-08-06	UHC-17679-69	8345020074	6924 Willow Ct, Atlanta, GA, 30381	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-401252	CLM	Carlos Scott	1943-08-20	—	3766814639	—	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted SSN last four extracted+2 more
CLM-426060	CLM	Carolyn Sullivan	1961-11-15	UHC-71999-32	6434768101	7997 Hillcrest Rd, Chandler, AZ, 85226	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
CLM-410077	CLM	Mary Padilla	1975-11-16	UHC-05792-98	6515913831	7828 Cedar Ln, Gilbert, AZ, 85233	0.64	Two-digit birth year Phone reformatted Member ID reformatted State code upper-cased+2 more
CLM-406436	CLM	Wei Nelson	1998-12-11	UHC-33550-60	9702606900	139 Main St, Minneapolis, MN, 55488	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-407059	CLM	Christopher W Duncan	2002-06-26	UHC-75482-87	8705889502	5806 Oak St Apt 23, Dallas, TX, 75223	0.64	Name re-cased Phone reformatted Unit split from street Street suffix standardised+2 more
CLM-422689	CLM	Arthur Lawson	1980-01-04	UHC-45410-99	2375944552	6245 Union St, Tampa, FL, 33637	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-424118	CLM	Judy Watkins	1973-04-08	UHC-12017-24	7947686283	—	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Gender normalised+2 more
CLM-429913	CLM	Josh U Castro	1977-01-11	—	7054916373	7336 Sunset Blvd Apt 8, Charlotte, NC, 28243	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-413746	CLM	Harod Obrien	1984-03-24	UHC-14045-71	6383919662	259 Market St, Sacramento, CA, 95818	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-430482	CLM	George S Nelson	1941-04-27	UHC-72655-13	5636544348	9584 Desert Sky Blvd, Fresno, CA, 93700	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-421380	CLM	Alexis Hilll	1952-02-12	—	6143904329	4089 River Rd, Tucson, AZ, 85788	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted State name converted to code+2 more
CLM-429256	CLM	Jeffrey Stewart	1951-09-14	—	8096679938	9574 Maple Ave, Orlando, FL	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
CLM-421886	CLM	Brittany P Fuller	1939-10-04	—	7165006523	1183 Elm St, Mesa, AZ, 85254	0.64	Name re-cased Phone reformatted ZIP+4 trimmed Gender normalised+2 more
CLM-423621	CLM	Bobby Cole	1989-06-10	UHC-51664-05	8076249165	231 Desert Sky Blvd, Columbus, OH	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more

11,960 rows, page 51 of 240Previous Next