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-410481	CLM	Ronald W Hernandez	1959-09-24	—	4314881127	—	0.82	Two-digit birth year Phone reformatted Placeholder values cleared
CLM-400912	CLM	Joe H Romero	1978-01-13	—	9026997237	—	0.82	Phone reformatted Gender normalised Placeholder values cleared
CLM-423836	CLM	Amanda Rogers	1938-02-02	UHC-77469-13	9177748046	—	0.82	Date of birth reformatted Phone reformatted Gender normalised
CLM-418406	CLM	Sharon Greene	1982-12-09	UHC-72907-79	4024881705	6821 Grand Ave, Miami, FL, 33132	0.82	Phone reformatted Gender normalised Placeholder values cleared
CLM-407418	CLM	Rachel O Munoz	2004-03-17	—	8985084666	—	0.82	Phone reformatted Gender normalised Placeholder values cleared
CLM-403281	CLM	Fatima Black	1952-10-15	UHC-56500-90	2853816591	8227 Washington St, Los Angeles, CA, 90081	0.82	Phone reformatted State name converted to code Placeholder values cleared
CLM-415145	CLM	Patricia Robertson	1997-07-11	UHC-21505-88	5882219616	—	0.82	Two-digit birth year Phone reformatted Placeholder values cleared
CLM-405575	CLM	Harold Little	1943-05-17	UHC-28581-15	6758344200	—	0.82	Phone reformatted Gender normalised Placeholder values cleared
CLM-405566	CLM	Jacqueline Reynolds	1982-11-20	UHC-88771-87	2869903127	5254 Main St, Las Vegas, NV, 89174	0.82	Name split from “Last, First”Phone reformatted Placeholder values cleared
CLM-400921	CLM	Keith S Duncan	1970-02-04	UHC-01148-15	8607079713	—	0.82	Name split from “Last, First”Phone reformatted Placeholder values cleared
CLM-428235	CLM	Diane Little	1956-02-14	UHC-00503-91	6253177654	9056 Washington St, Orlando, FL, 32845	0.82	Phone reformatted Street suffix standardised Address re-cased
CLM-412216	CLM	Noah Welhc	1978-12-12	UHC-89604-28	8893605124	4394 Pine Dr, Denver, CO, 80245	0.82	Phone reformatted State name converted to code Placeholder values cleared
CLM-425291	CLM	Santiago Baker	1991-02-27	UHC-82806-01	5488619839	3643 Park Pl, Los Angeles, CA, 90027	0.82	Name split from “Last, First”Phone reformatted Placeholder values cleared
CLM-424590	CLM	Jacob Alvarez	1972-04-09	UHC-66933-02	5552937460	—	0.82	Name split from “Last, First”Phone reformatted Placeholder values cleared
CLM-428037	CLM	Doris L Rogers	2008-12-28	UHC-47330-63	7198238952	7281 Meadow Ln, Glendale, AZ, 85324	0.82	Two-digit birth year Phone reformatted City re-cased
CLM-411615	CLM	Patrick D Walsh	1998-03-25	UHC-25721-65	2203998995	3356 Apache Blvd, Jacksonville, FL	0.82	Phone reformatted State code upper-cased ZIP missing
CLM-412778	CLM	Eric K Bell	1947-07-17	UHC-12364-05	6585341501	5298 Highland Ave, Los Angeles, CA	0.82	Phone reformatted City re-cased ZIP missing
CLM-409905	CLM	Amber Howell	1967-03-16	—	6768224706	—	0.82	Phone reformatted Gender normalised Placeholder values cleared
CLM-428383	CLM	Patrick C Rios	1953-12-16	UHC-79098-93	9878355631	7584 Union St, Charlotte, NC	0.82	Phone reformatted ZIP missing Placeholder values cleared
CLM-422081	CLM	Keith Hudson	1997-11-14	UHC-69245-17	7224729488	—	0.82	Phone reformatted Gender normalised Placeholder values cleared
CLM-407082	CLM	Bryan G Cater	1973-11-26	UHC-77574-52	3859541310	—	0.82	Phone reformatted Gender normalised Placeholder values cleared
CLM-414065	CLM	Joshua Griffin	1983-10-16	UHC-65735-65	7497250019	4411 Apache Blvd, Phoenix, AZ, 85006	0.82	Phone reformatted ZIP+4 trimmed Placeholder values cleared
CLM-414163	CLM	Marcus Maldonado	1997-02-02	UHC-34997-70	6698087690	1072 Central Ave, Mesa, AZ, 85233	0.82	Name split from “Last, First”Phone reformatted State code upper-cased
CLM-427571	CLM	Donald Adams	—	UHC-26650-54	2669549914	—	0.82	Name re-cased Date of birth unreadable Phone reformatted
CLM-431275	CLM	Jule Palmer	1948-07-04	—	4908870856	2721 Palm Dr, Chandler, AZ, 85293	0.82	Name split from “Last, First”Phone reformatted Placeholder values cleared
CLM-400258	CLM	Daniel H Wang	1972-09-13	—	9435359067	7349 Elm St, Fresno, CA, 93779	0.82	Phone reformatted State name converted to code Placeholder values cleared
CLM-415045	CLM	Carolyn Bennett	1962-07-28	—	3394322127	4016 Baseline Rd, Jacksonville, FL, 32221	0.82	Phone reformatted State name converted to code Placeholder values cleared
CLM-432127	CLM	Margaret Sullivan	2005-04-17	UHC-11975-47	2349254587	—	0.82	Two-digit birth year Phone reformatted Placeholder values cleared
CLM-422435	CLM	Wyane S Thommas	1954-02-10	UHC-60306-66	7714630083	4016 Jefferson Ave, Seattle, WA, 98168	0.82	Phone reformatted Gender normalised Placeholder values cleared
CLM-406636	CLM	Sharon Gonzalez	1941-05-24	UHC-47471-13	5712812392	—	0.82	Phone reformatted Gender normalised Placeholder values cleared
CLM-424711	CLM	Dylan Parker	1988-11-15	—	6986161786	539 Harbor Blvd # 288, San Diego, CA, 92160	0.82	Phone reformatted Unit split from street Placeholder values cleared
CLM-416084	CLM	Christine T Edwards	—	UHC-19900-65	4294794897	2240 Desert Sky Blvd, Columbus, OH, 43262	0.82	Date of birth unreadable Phone reformatted Placeholder values cleared
CLM-400854	CLM	Keiht Fisher	1965-10-14	UHC-11065-15	7724152410	3741 Washington St, Miami, FL, 33157	0.82	Name split from “Last, First”Phone reformatted City re-cased
CLM-416693	CLM	Deborah D Webb	1956-10-16	UHC-83661-45	3873581411	—	0.82	Name split from “Last, First”Phone reformatted Placeholder values cleared
CLM-418853	CLM	Omar E Stone	1968-10-01	UHC-51318-37	3293853415	144 River Rd, Los Angeles, CA, 90007	0.82	Phone reformatted State name converted to code Placeholder values cleared
CLM-424168	CLM	Amber Reed	1964-04-03	UHC-27473-20	7327559423	—	0.82	Name split from “Last, First”Phone reformatted Placeholder values cleared
CLM-400241	CLM	Ryan Morris	1952-04-13	UHC-89195-88	8078821678	2497 Church St, Atlanta, GA, 30350	0.82	Phone reformatted Gender normalised Placeholder values cleared
CLM-408202	CLM	Theressa P Torres	1990-03-18	UHC-55258-87	3989496320	4431 Highland Ave, San Antonio, TX, 78202	0.82	Phone reformatted Street suffix standardised Address re-cased
CLM-411835	CLM	Sarah Nguyen	2004-01-18	UHC-67677-60	8146241762	127 Lake View Rd, Orlando, FL, 32822	0.82	Two-digit birth year Phone reformatted Placeholder values cleared
CLM-411836	CLM	Sarah Nguyen	2004-01-18	UHC-67677-60	8146241762	127 Lake View Rd, Orlando, FL, 32822	0.82	Two-digit birth year Phone reformatted Placeholder values cleared
CLM-415171	CLM	Gloria Hicks	2003-10-27	UHC-36418-41	8026370034	3358 Valley View Dr, Columbus, OH, 43215	0.82	Phone reformatted State name converted to code Placeholder values cleared
CLM-427601	CLM	Timothy Rios	1981-09-26	UHC-27057-19	2285992592	2391 Desert Sky Blvd, Fresno, CA, 93766	0.82	Phone reformatted Street suffix standardised Address re-cased
CLM-421815	CLM	Willie Allen	1989-10-21	—	8947769654	4882 Highland Ave, Denver, CO, 80291	0.82	Name split from “Last, First”Phone reformatted Placeholder values cleared
CLM-424871	CLM	Brian Rogers	1976-07-17	UHC-74277-16	9247956487	—	0.82	Phone reformatted Gender normalised Placeholder values cleared
CLM-403287	CLM	Frances Alvarez	1963-10-24	—	7766880620	9208 Central Ave, Miami, FL, 33130	0.82	Phone reformatted ZIP+4 trimmed Placeholder values cleared
CLM-424003	CLM	Diane Hoffman	1958-05-26	UHC-95645-73	8375498609	—	0.82	Phone reformatted Gender normalised Placeholder values cleared
CLM-414568	CLM	Robert Duncan	1956-10-18	UHC-28650-79	8733497340	3941 Forest Ave, Houston, TX, 77092	0.82	Phone reformatted Gender normalised Whitespace trimmed
CLM-431148	CLM	Mary V Torres	1943-05-26	UHC-04025-13	2715109300	—	0.82	Name split from “Last, First”Phone reformatted Placeholder values cleared
CLM-416951	CLM	Angela Delgado	2002-05-22	—	6558024973	—	0.82	Phone reformatted Gender normalised Placeholder values cleared
CLM-412343	CLM	Katherine W Carter	1963-12-21	—	9787362306	9532 Maple Ave, Gilbert, AZ, 85273	0.82	Phone reformatted State name converted to code Placeholder values cleared

11,960 rows, page 171 of 240Previous Next