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-419444	CLM	Joe Bishop	1966-10-26	UHC-58513-77	9089607735	—	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Gender normalised+2 more
CLM-420957	CLM	Dennis Baker	1960-04-15	UHC-04952-25	7579563538	954 Sunset Blvd Apt 19, Scottsdale, AZ, 85288	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-422289	CLM	Danielle Kennedy	1951-09-09	UHC-96120-70	7155947020	3051 Camelback Rd, Tampa, FL, 33601	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-424789	CLM	Stephanie B Jenkins	1972-11-19	UHC-66957-95	4266098211	1363 Sunset Blvd, Columbus, OH, 43252	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-425335	CLM	Marcus Porter	1949-11-29	—	2345966785	958 Market St # 936, Fresno, CA, 93784	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-421752	CLM	Linda T Johnon	—	—	8787245719	3980 Baseline Rd, Columbus, OH, 43215	0.64	Name re-cased Date of birth missing Phone reformatted Street suffix standardised+2 more
CLM-429070	CLM	Catherine Sanchez	2004-06-08	UHC-09685-12	3179904730	9542 Mountain View Dr Apt 29, Charlotte, NC, 28231	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-405846	CLM	Lori Allen	1972-01-06	UHC-66446-36	6232845986	8219 Bayshore Dr, Denver, CO, 80213	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-420952	CLM	Hiroshi Montgomery	1976-04-17	UHC-28875-07	7828558376	1778 Ridge Rd, Miami, FL, 33123	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-421497	CLM	Emma Dean	2001-02-28	UHC-64762-98	2672224022	4006 Meadow Ln, Nashville, TN, 37231	0.64	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+2 more
CLM-421900	CLM	Alexis Price	1958-09-09	—	9034940566	—	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Gender normalised+2 more
CLM-413334	CLM	Douglas Henderson	1997-01-10	UHC-07476-51	7709386490	1129 Market St, Eden Prairie, MN, 55365	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-423472	CLM	Walter Hudson	1939-11-17	UHC-10004-82	9547087269	7989 Lake View Rd, Houston, TX, 77053	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-429513	CLM	Julia Lucas	1981-07-20	UHC-72844-78	3215592607	504 Sunset Blvd, Minneapolis, MN, 55447	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-415313	CLM	Mariana H Harrison	2007-03-03	UHC-02249-15	5877232833	5365 Union St, Glendale, AZ, 85337	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-428640	CLM	Austin Allen	1939-03-24	UHC-32273-69	3993604770	2083 Cedar Ln, Phoenix, AZ	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
CLM-402504	CLM	Heather Howard	1954-04-18	UHC-56509-49	8185394398	784 Forest Ave, Houston, TX, 77048	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-413075	CLM	Sofia A Wong	1978-03-15	UHC-38789-39	4207815854	2750 Spring St, Miami, FL, 33138	0.64	Name re-cased Phone reformatted ZIP+4 trimmed Gender normalised+2 more
CLM-421047	CLM	Daniel R Jimenez	1956-02-18	UHC-92103-63	6512437620	4505 Hillcrest Rd, Sacramento, CA, 95817	0.64	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-420109	CLM	Barbara Z Gordon	1974-10-13	UHC-06105-89	8152657950	3289 Washington St, Orlando, FL, 32852	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-427975	CLM	McCoy Abigail	1966-02-08	UHC-03347-22	4149734441	1161 Meadow Ln, Columbus, OH, 43277	0.64	Name re-cased Two-digit birth year Phone reformatted Gender normalised+2 more
CLM-418491	CLM	Linda Kelly	1950-08-10	—	4955731764	5183 Ridge Rd, Columbus, OH, 43262	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-402894	CLM	Beverly Taylor	1996-03-12	UHC-10404-50	4842487245	8531 Canyon Rd, Mesa, AZ, 85240	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-407764	CLM	Kim Robinson	—	UHC-32138-49	8852559584	1348 Mountain View Dr, Minneapolis, MN, 55428	0.64	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-424934	CLM	Jeffrey Jenkins	1992-05-11	—	8399898724	413 Baseline Rd, Houston, TX, 77084	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-406069	CLM	Dorothy Olson	1969-01-05	UHC-97175-16	2069832084	6538 Forest Ave Apt 19, San Antonio, TX, 78248	0.64	Phone reformatted Member ID reformatted Unit split from street Street suffix standardised+2 more
CLM-427047	CLM	Hiroshi A Martinez	1993-08-16	UHC-21659-34	8992714513	6792 Valley View Dr Apt 2, Fresno, CA, 93756	0.64	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+2 more
CLM-408869	CLM	Walter Clark	—	—	2577336460	3926 Lincoln Way, Jacksonville, FL, 32298	0.64	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-421624	CLM	Olivia Gonzales	1943-12-08	UHC-00411-18	9682994643	8846 Apache Blvd, Seattle, WA	0.64	Name re-cased Date of birth reformatted Phone reformatted ZIP missing+2 more
CLM-412674	CLM	Maria Perry	1978-04-28	UHC-32511-56	2539748266	6760 Willow Ct, Sacramento, CA, 95885	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-419877	CLM	Mariana Nguyen	1974-09-10	UHC-30578-85	7332586892	789 Highland Ave, Glendale, AZ	0.64	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+2 more
CLM-406793	CLM	Bradley Taylor	1977-02-24	UHC-96928-98	6317958677	4774 Meadow Ln, Plano, TX, 75045	0.64	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+2 more
CLM-422809	CLM	Carlos Daniels	1975-11-06	—	7292072607	7882 Harbor Blvd, San Diego, CA, 92132	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-426596	CLM	Judy Robinson	1984-04-18	—	2125819328	1766 Maple Ave, Jacksonville, FL, 32258	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-420564	CLM	Vincent Gutieerrez	1950-01-08	—	8202806153	5152 Washington St, Orlando, FL, 32829	0.64	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+2 more
CLM-417254	CLM	Jerry Contreras	1983-12-09	—	9344280533	7457 Canyon Rd, Nashville, TN, 37208	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-413991	CLM	Gabriel Luna	1959-09-13	UHC-01468-90	8934771411	3187 Oak St Apt 13, San Antonio, TX, 78278	0.64	Name re-cased Two-digit birth year Phone reformatted Unit split from street+2 more
CLM-431775	CLM	Dorothy P Freeman	1996-01-26	—	5957202061	7184 Market St, Tucson, AZ, 85782	0.64	Middle initial moved out of first name Name re-cased Two-digit birth year Phone reformatted+2 more
CLM-420579	CLM	Christine Munoz	1954-10-19	UHC-75708-70	7123209134	8026 Forest Ave, Mesa, AZ, 85256	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-403151	CLM	Diego K Jones	1981-07-13	—	4194872571	—	0.64	Name re-cased Two-digit birth year Phone reformatted Email lower-cased+2 more
CLM-418038	CLM	Brandun Gilbert	1979-12-13	UHC-89487-07	4802218044	2482 Market St, Phoenix, AZ, 85021	0.64	Name split from “Last, First”Phone reformatted Member ID reformatted SSN last four extracted+2 more
CLM-423433	CLM	Valentina Freeman	1967-01-26	UHC-64211-41	6844721103	5602 Harbor Blvd, Las Vegas, NV, 89139	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-414304	CLM	Knight Kathleen	1981-08-22	—	2336873624	3149 Park Pl, Dallas, TX	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-417120	CLM	Terry Snyder	2007-04-01	UHC-52224-90	7849436459	5679 Park Pl, Denver, CO, 80201	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-409111	CLM	Zachary Ray	2007-06-03	—	2036671378	557 Bayshore Dr, Miami, FL, 33172	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-419796	CLM	Evelyn Hart	2002-11-11	UHC-67231-57	5626768152	—	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Gender normalised+2 more
CLM-419306	CLM	Willie Harrison	1984-07-13	UHC-17637-88	5139515823	7270 Harbor Blvd, Dallas, TX, 75203	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-427184	CLM	Albert U Johnston	1961-05-09	UHC-58242-57	5548778504	5512 Highland Ave, Tucson, AZ, 85750	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-426515	CLM	Kevin Freeman	1953-09-01	UHC-75530-98	5465802416	7508 Oak St, Mesa, AZ, 85247	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-428588	CLM	Ana Carr	1981-08-17	—	5898373919	3689 Pine Dr, Los Angeles, CA, 90074	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more

11,960 rows, page 62 of 240Previous Next