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 “State code upper-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagState code upper-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-400010	CLM	Ray Walsh	1951-11-03	UHC-09175-90	—	764 Baseline Rd, Seattle, WA, 98198	0.50	Phone missing area code Street suffix standardised Address re-cased State code upper-cased+3 more
CLM-426745	CLM	Brenda Butler	1947-12-28	—	—	3051 Church St, Los Angeles, CA, 90027	0.50	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+3 more
ENR-122275	ENR	Bradley Q Sims	2006-09-04	UHC-24731-14	—	5554 Cedar Ln, Atlanta, GA	0.50	Phone missing area code City re-cased State code upper-cased ZIP missing+3 more
CLM-400504	CLM	Dorothy Reyes	1994-07-24	UHC-45582-86	6886767972	8886 Lake View Rd, Orlando, FL	0.50	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+3 more
TPA-54776	TPA	Joseph Ortiz	1949-11-19	—	8324242760	793 Central Ave, Mesa, AZ, 85260	0.50	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+3 more
CLM-402158	CLM	Richard Barnes	1980-12-12	—	7423095637	7756 Highland Ave, Houston, TX, 77021	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-128876	ENR	Turnner I Alexander	1965-08-27	UHC-98406-32	—	429 Pine Dr, Sacramento, CA, 95897	0.50	Name split from “Last, First”Phone missing area code Street suffix standardised Address re-cased+3 more
ENR-120514	ENR	Lori Roberts	1999-01-04	UHC-78605-17	3614702211	9741 Canyon Rd, Houston, TX, 77071	0.50	Name re-cased Street suffix standardised Address re-cased State code upper-cased+3 more
ENR-134309	ENR	Stephen Meyer	1960-04-21	UHC-55817-74	5296226259	9395 Sage Ct, Jacksonville, FL	0.50	Name re-cased Street suffix standardised Address re-cased State code upper-cased+3 more
CLM-413134	CLM	Marilyn Aguilar	1989-02-22	—	—	4665 Baseline Rd, Chandler, AZ, 85235	0.50	Street suffix standardised Address re-cased State code upper-cased ZIP+4 trimmed+3 more
ENR-130515	ENR	Rachel Schmidt	1990-01-10	UHC-48968-94	4023757404	4772 Sage Ct # 163, San Antonio, TX, 78254	0.50	Unit split from street Street suffix standardised Address re-cased City re-cased+3 more
ENR-105484	ENR	Dylan C Hawkins	2003-12-21	UHC-82949-45	3616235078	5395 Lincoln Way Apt 7, Tucson, AZ, 85799	0.50	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
ENR-107378	ENR	Abby Arnold	1980-05-19	UHC-79863-61	2613335475	4960 Jefferson Ave Apt 9, Gilbert, AZ, 85232	0.50	Phone reformatted Member ID reformatted SSN last four extracted Unit split from street+3 more
CLM-402607	CLM	Gerald Howell	1941-04-08	—	—	2627 Baseline Rd, Minneapolis, MN	0.50	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+3 more
CLM-423738	CLM	Alan Thompson	1972-10-05	UHC-77689-96	—	2288 Sunset Blvd, Eden Prairie, MN, 55346	0.50	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+3 more
CLM-411546	CLM	Maria Snyder	1966-05-27	UHC-84820-97	—	5805 Mountain View Dr, Denver, CO, 80255	0.50	Name split from “Last, First”Phone missing area code Street suffix standardised Address re-cased+3 more
TPA-56913	TPA	Noah Black	1999-05-15	—	—	9551 Baseline Rd, Scottsdale, AZ, 85239	0.50	Name split from “Last, First”Phone missing area code Street suffix standardised Address re-cased+3 more
TPA-54231	TPA	Gabriel Wagner	1959-04-13	—	4998731225	6034 Apache Blvd, Jacksonville, FL, 32231	0.50	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+3 more
TPA-61570	TPA	Lcuia Morrison	1949-08-08	—	—	3272 Forest Ave, Dallas, TX, 75243	0.50	Name split from “Last, First”Street suffix standardised Address re-cased State code upper-cased+3 more
TPA-60721	TPA	Steve Boyd	2007-08-18	—	—	283 Spring St, Plano, TX, 75094	0.50	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
CLM-431724	CLM	Beverly Carlson	1998-10-09	UHC-97520-90	—	834 Grand Ave Apt 27, Fresno, CA, 93708	0.50	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
ENR-141552	ENR	Billy R Fisher	1980-06-20	UHC-98030-27	6996269135	1611 Hillcrest Rd Apt 31, Seattle, WA, 98155	0.50	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-121404	ENR	Lisa Bishop	1946-04-25	UHC-70027-59	4555713543	5476 Mesa Dr, Fresno, CA	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-428000	CLM	Daniel E Gilbert	1938-08-24	—	2658441156	9403 Market St, Tampa, FL, 33624	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-431609	CLM	Carolyn Flores	1964-05-16	—	—	2384 Apache Blvd Apt 34, Los Angeles, CA, 90037	0.50	Name split from “Last, First”Unit split from street Street suffix standardised Address re-cased+3 more
ENR-111958	ENR	Larry V Smith	1953-11-11	UHC-68077-82	6647007187	1043 Park Pl Apt 30, Las Vegas, NV, 89107	0.50	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
CLM-431038	CLM	Jeremy Dominguez	1972-02-12	UHC-31668-79	9689135832	8548 Hillcrest Rd, Mesa, AZ	0.50	Name split from “Last, First”Street suffix standardised Address re-cased State code upper-cased+3 more
CLM-413067	CLM	Stephen Montgumery	1975-11-13	UHC-57923-64	—	2336 Church St, Dallas, TX, 75219	0.50	Phone missing area code Street suffix standardised Address re-cased State code upper-cased+3 more
CLM-414828	CLM	Henry V Perkins	1980-07-05	—	4519060510	5280 Camelback Rd, Miami, FL	0.50	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-136550	ENR	Mason T Lawrence	1946-08-12	UHC-62902-14	6027210466	8662 Forest Ave Apt 3, Glendale, AZ, 85308	0.50	Member ID reformatted SSN last four extracted Unit split from street Street suffix standardised+3 more
CLM-402522	CLM	Mary Shaw	1961-12-27	UHC-19721-07	—	958 Palm Dr # 393, Denver, CO, 80290	0.50	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
TPA-53328	TPA	Beverly Harris	2002-03-03	—	2919754979	1193 Apache Blvd, Scottsdale, AZ, 85211	0.50	Two-digit birth year Street suffix standardised Address re-cased State code upper-cased+3 more
ENR-131702	ENR	Betty W Perez	1993-11-02	UHC-48568-73	6404220879	7980 Sage Ct, Houston, TX, 77045	0.50	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-124285	ENR	Julia N Jackson	1986-05-03	UHC-00538-03	7779058540	9856 Maple Ave, San Antonio, TX	0.50	Middle initial moved out of first name Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-143021	ENR	Tyler S Anderson	2002-09-16	UHC-60331-66	—	7392 Main St, Sacramento, CA	0.50	Name re-cased Phone missing area code Street suffix standardised Address re-cased+3 more
CLM-423634	CLM	Carol M Franklin	1938-04-22	UHC-98866-30	—	8103 Union St, Tempe, AZ, 85292	0.50	Name split from “Last, First”Street suffix standardised Address re-cased State code upper-cased+3 more
CLM-406320	CLM	Stephanie Vargas	1954-12-15	—	7878145246	5974 Desert Sky Blvd, Fresno, CA, 93745	0.50	Name split from “Last, First”Two-digit birth year City re-cased State code upper-cased+3 more
TPA-58836	TPA	Mark Lewis	1995-06-14	—	—	1859 Indian School Rd Apt 6, Austin, TX, 78766	0.50	Unit split from street Street suffix standardised Address re-cased State code upper-cased+3 more
ENR-139925	ENR	Banks W William	1991-07-21	UHC-22405-80	6727408804	8775 Valley View Dr, Columbus, OH	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-412069	CLM	Ruth Dunn	2002-12-22	—	—	1310 Apache Blvd, Tampa, FL, 33623	0.50	Name split from “Last, First”Street suffix standardised Address re-cased State code upper-cased+3 more
TPA-54024	TPA	Joan Phillips	1945-04-28	—	6826829052	1773 Mesa Dr, Austin, TX, 78782	0.50	Name split from “Last, First”Two-digit birth year Phone reformatted State code upper-cased+3 more
ENR-127340	ENR	Diane L Aguilar	1956-07-17	UHC-44282-26	8316017296	2266 Park Pl, Sacramento, CA	0.50	Name split from “Last, First”State code upper-cased ZIP missing Email lower-cased+3 more
TPA-54772	TPA	Charlotte Valdez	1991-05-01	—	8302217698	1375 Canyon Rd Apt 26, Columbus, OH, 43288	0.52	Two-digit birth year Phone reformatted Unit split from street State code upper-cased+2 more
ENR-115105	ENR	Sarah W Olson	2000-06-19	UHC-48451-84	7502604308	5496 River Rd Apt 31, Seattle, WA, 98181	0.52	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-423687	CLM	Terry Johnson	—	UHC-42292-19	—	7141 Grand Ave, Dallas, TX, 75272	0.52	Name split from “Last, First”Date of birth unreadable SSN last four extracted State code upper-cased+2 more
ENR-109188	ENR	Heather P Wagner	1991-12-14	UHC-68131-47	4473470816	4720 Canyon Rd, Miami, FL, 33174	0.52	Name re-cased Street suffix standardised Address re-cased State code upper-cased+2 more
ENR-115367	ENR	Heather M Rodriguez	1960-12-16	UHC-35708-48	5688503537	5155 Highland Ave, Fresno, CA, 93718	0.52	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-105500	ENR	Justin Andrews	1981-06-15	UHC-75001-98	7112998881	5448 Ridge Rd, Eden Prairie, MN, 55323	0.52	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+2 more
CLM-410012	CLM	—Junk	1981-10-05	UHC-80308-05	—	1263 Harbor Blvd, Gilbert, AZ, 85277	0.52	Street suffix standardised Address re-cased State code upper-cased Gender normalised+2 more
CLM-402268	CLM	Samantha Padilla	—	—	—	2359 Union St, Columbus, OH, 43214	0.52	Date of birth unreadable Street suffix standardised Address re-cased State code upper-cased+2 more

4,010 rows, page 7 of 81Previous Next