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

All sources, flag “ZIP+4 trimmed”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagZIP+4 trimmedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
PRV-28994	PRV	Mateo Salazar	1965-05-19	UHC-62782-53	—	4525 Highland Ave # 743, Mesa, AZ, 85215	0.48	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+4 more
PRV-26685	PRV	Stephanie F Day	—	UHC-13402-27	5764838525	5173 Highland Ave, Atlanta, GA, 30361	0.48	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+4 more
ENR-109889	ENR	Abby Kelley	1987-10-27	UHC-49343-30	2325778514	3540 Harbor Blvd Apt 23, Seattle, WA, 98172	0.48	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
ENR-122862	ENR	Sean F Price	1952-05-18	—	6433590619	469 Apache Blvd, Chandler, AZ, 85296	0.48	Phone reformatted Street suffix standardised Address re-cased State name converted to code+4 more
ENR-141386	ENR	Bran O Fox	1940-05-21	UHC-71539-25	5779045222	4990 Highland Ave, Denver, CO, 80230	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-135950	ENR	Martha I Campbell	1970-12-14	UHC-78455-90	4176077919	3970 Harbor Blvd, Gilbert, AZ, 85201	0.48	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
TPA-55589	TPA	Justin Wilson	1974-03-27	—	9504625876	5123 Camelback Rd, Plano, TX, 75001	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-115969	ENR	Stephen Heyes	1954-03-20	UHC-21260-70	6433471467	3539 Union St, Scottsdale, AZ, 85203	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-427352	CLM	—Junk	1966-06-01	UHC-51600-71	7862061920	2572 Hillcrest Rd, Miami, FL, 33111	0.48	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-427850	CLM	Dlyan Cole	2004-07-01	UHC-93588-47	—	6513 Cedar Ln, Phoenix, AZ, 85086	0.48	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+4 more
TPA-52044	TPA	Kathleen Obrien	1988-02-05	UHC-27159-72	4366344511	9351 Elm St, Los Angeles, CA, 90075	0.48	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
CLM-423729	CLM	Harold Q Vasquez	1944-08-02	UHC-80565-93	—	1180 Sage Ct, Phoenix, AZ, 85028	0.48	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
CLM-410749	CLM	Gloria A Luna	2000-10-22	UHC-66011-86	8468266485	104 Ocean Ave, San Antonio, TX, 78221	0.48	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-429587	CLM	Laura Ford	1971-04-01	—	—	2828 Maple Ave Apt 8, Gilbert, AZ, 85283	0.48	Name re-cased Unit split from street Street suffix standardised Address re-cased+4 more
ENR-134233	ENR	Roy Reed	1975-08-05	UHC-26068-80	6882559284	4501 Indian School Rd, Fresno, CA, 93786	0.48	Name re-cased Street suffix standardised Address re-cased City re-cased+4 more
ENR-106452	ENR	Laura N Green	1971-08-01	UHC-02350-82	5412710172	7399 Church St, Glendale, AZ, 85317	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-125058	ENR	Hannah G Dean	1943-06-10	UHC-03019-59	7805122733	248 River Rd, Scottsdale, AZ, 85242	0.48	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-109171	ENR	Luis Bailey	1976-06-02	UHC-42810-13	3477249469	7673 Main St, Minneapolis, MN, 55451	0.48	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-134242	ENR	Raymond Hicks	2007-09-22	UHC-56313-54	8437869678	7323 Baseline Rd, Orlando, FL, 32825	0.48	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+4 more
TPA-57311	TPA	Wayne Bailey	2007-07-10	—	—	8816 Forest Ave, Phoenix, AZ, 85017	0.48	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
PRV-20376	PRV	Denise Walker	1955-11-04	UHC-80410-94	2298167821	8205 Baseline Rd, Jacksonville, FL, 32273	0.48	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+4 more
ENR-121278	ENR	Tyler Q Rose	1982-01-28	UHC-35992-83	—	959 Palm Dr, Mesa, AZ, 85272	0.48	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+4 more
ENR-118359	ENR	Joe Wright	1992-06-04	UHC-08635-40	6875965982	907 Apache Blvd, Gilbert, AZ, 85291	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-133879	ENR	Harper K Philip	1963-02-22	UHC-80108-67	6875732299	3956 Bayshore Dr, Orlando, FL, 32854	0.48	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
CLM-432077	CLM	Terry Q Duncan	1972-11-17	UHC-55410-43	—	8349 Sunset Blvd Apt 40, Fresno, CA, 93726	0.48	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+4 more
PRV-26420	PRV	Valentina R Jackson	1965-01-20	—	5397472494	462 Lake View Rd, Eden Prairie, MN, 55367	0.48	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-127162	ENR	Jacob Z Carpenter	2007-11-22	UHC-24720-46	3346355146	5511 Mountain View Dr, Tempe, AZ, 85296	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-104038	ENR	Megan K Gordon	2001-04-14	UHC-50440-17	7984445814	5144 Maple Ave Apt 28, Tampa, FL, 33663	0.48	Name re-cased Unit split from street Street suffix standardised Address re-cased+4 more
ENR-134863	ENR	Stephen Q Alvarado	1990-04-08	UHC-69270-12	7345033997	580 Grand Ave, Scottsdale, AZ, 85217	0.48	Name re-cased Two-digit birth year Member ID reformatted Street suffix standardised+4 more
ENR-108837	ENR	Lori J Lucas	—	UHC-00588-86	2448153512	9365 Palm Dr, Denver, CO, 80288	0.48	Name re-cased Date of birth reformatted Date of birth unreadable Street suffix standardised+4 more
ENR-141060	ENR	Peggy Watson	2007-04-27	UHC-53720-04	7522404124	5608 Elm St, Orlando, FL, 32883	0.48	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-127981	ENR	Camila G Jaackson	1961-05-15	UHC-96379-79	3078514175	9839 Lincoln Way, Chandler, AZ, 85221	0.48	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-21247	PRV	Tereas N George	1971-06-02	—	4985603209	1320 Ridge Rd, San Diego, CA, 92124	0.48	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-431227	CLM	Diego Moreno	1957-09-05	UHC-06269-70	5869119057	8878 Central Ave, Chandler, AZ, 85268	0.48	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
CLM-407730	CLM	Beverly Padilla	1954-10-26	UHC-35803-15	5395348170	6136 Park Pl Apt 4, Mesa, AZ, 85225	0.48	Phone reformatted Member ID reformatted Unit split from street Street suffix standardised+4 more
ENR-121148	ENR	Gary G Diaz	1989-06-16	UHC-46839-16	4233148081	4178 Baseline Rd, Chandler, AZ, 85225	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-124727	ENR	Larry Chapman	1981-11-16	UHC-75031-60	2542524594	3349 Union St, Eden Prairie, MN, 55390	0.48	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-421780	CLM	Kyle Burs	1946-02-23	UHC-52612-93	—	7723 Hillcrest Rd, Tucson, AZ, 85725	0.48	Name split from “Last, First”Date of birth reformatted Member ID reformatted Street suffix standardised+4 more
ENR-130995	ENR	Amber Morgan	1966-09-01	UHC-85362-43	5143294492	3812 Canyon Rd, Fresno, CA, 93799	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+4 more
CLM-402513	CLM	Melissa Fuller	1986-09-12	UHC-18904-06	3022226373	9543 Cedar Ln, Houston, TX, 77051	0.48	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-142155	ENR	Jerry Nelson	1988-01-17	UHC-37494-37	3914462333	1568 Highland Ave, Charlotte, NC, 28216	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-422322	CLM	Heather Cox	1957-09-25	UHC-48098-19	6348182128	613 Ridge Rd, Los Angeles, CA, 90008	0.48	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-123461	ENR	Denise Welch	—	UHC-62650-06	8526940772	2403 Palm Dr, Nashville, TN, 37204	0.48	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+4 more
CLM-408146	CLM	Yuki Wagner	1980-05-17	UHC-11396-96	6375562087	123 Sage Ct, Nashville, TN, 37205	0.48	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-136377	ENR	Helen Castillo	1972-09-15	UHC-69272-86	3133986641	2562 Valley View Dr, Orlando, FL, 32817	0.48	Date of birth reformatted Member ID reformatted SSN last four extracted Street suffix standardised+4 more
ENR-140173	ENR	Angela Y Simpson	1958-02-01	UHC-60551-37	5054121302	3747 Ocean Ave Apt 33, Glendale, AZ, 85372	0.48	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+4 more
CLM-405206	CLM	Brittany Campbell	1953-04-18	UHC-99813-04	8278517763	5105 Valley View Dr, Fresno, CA, 93759	0.48	Two-digit birth year Phone reformatted Member ID reformatted Street suffix standardised+4 more
PRV-21192	PRV	Ruth McDonald	1968-03-04	UHC-22060-18	—	9368 Market St, Sacramento, CA, 95876	0.48	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+4 more
CLM-411953	CLM	Sandra Reyes	1964-07-08	—	8249183594	8178 Market St # 425, Dallas, TX, 75230	0.48	Phone reformatted Unit split from street Street suffix standardised Address re-cased+4 more
ENR-127538	ENR	Keith B Burke	1994-12-20	UHC-65252-24	4846619037	4190 Spring St, Austin, TX, 78711	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more

8,263 rows, page 17 of 166Previous Next