Unnamed: 0
int64 | event_id
int64 | cik
int64 | asset
int64 | economic_flows
int64 | none
int64 | neutral
int64 | negative
int64 | positive
int64 | reimbursement
int64 | name
string | event_type
string | begin_date
string | cpi_adjusted_cost
float64 |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
0
| 5
| 1,750
| 1
| 0
| 0
| 0
| 1
| 0
| 0
|
Hurricane Wilma (October 2005)
|
Tropical Cyclone
|
2005-10-24
| 30,020
|
1
| 75
| 2,034
| 0
| 1
| 0
| 0
| 1
| 0
| 0
|
Hurricane Sandy (October 2012)
|
Tropical Cyclone
|
2012-10-30
| 88,453.9
|
2
| 138
| 2,178
| 0
| 1
| 0
| 0
| 1
| 0
| 0
|
Hurricane Harvey (August 2017)
|
Tropical Cyclone
|
2017-08-25
| 160,000
|
3
| 195
| 2,178
| 0
| 1
| 0
| 0
| 1
| 0
| 0
|
Northwest Central Eastern Winter Storm and Cold Wave (February 2021)
|
Winter Storm
|
2021-02-10
| 27,223.2
|
4
| 209
| 2,178
| 0
| 1
| 0
| 0
| 1
| 0
| 0
|
Hurricane Ida (August 2021)
|
Tropical Cyclone
|
2021-08-29
| 84,608.1
|
5
| 280
| 2,178
| 0
| 1
| 0
| 0
| 1
| 0
| 0
|
Hurricane Beryl (July 2024)
|
Tropical Cyclone
|
2024-07-08
| 7,219
|
6
| 282
| 2,178
| 0
| 1
| 0
| 0
| 1
| 0
| 0
|
Hurricane Debby (August 2024)
|
Tropical Cyclone
|
2024-08-05
| 2,476
|
7
| 283
| 2,178
| 0
| 1
| 0
| 0
| 1
| 0
| 0
|
Hurricane Francine (September 2024)
|
Tropical Cyclone
|
2024-09-11
| 1,291
|
8
| 284
| 2,178
| 0
| 1
| 0
| 0
| 1
| 0
| 0
|
Hurricane Helene (September 2024)
|
Tropical Cyclone
|
2024-09-24
| 78,721
|
9
| 30
| 2,178
| 0
| 1
| 0
| 0
| 1
| 0
| 0
|
Hurricane Ike (September 2008)
|
Tropical Cyclone
|
2008-09-12
| 43,198.4
|
10
| 228
| 2,186
| 0
| 1
| 0
| 0
| 1
| 0
| 0
|
Hurricane Ian (September 2022)
|
Tropical Cyclone
|
2022-09-28
| 119,626
|
11
| 3
| 2,491
| 1
| 1
| 1
| 1
| 1
| 0
| 0
|
Hurricane Katrina (August 2005)
|
Tropical Cyclone
|
2005-08-25
| 201,297.5
|
12
| 4
| 2,491
| 1
| 1
| 0
| 0
| 1
| 0
| 0
|
Hurricane Rita (September 2005)
|
Tropical Cyclone
|
2005-09-20
| 29,415.2
|
13
| 195
| 2,969
| 0
| 1
| 0
| 0
| 1
| 1
| 0
|
Northwest Central Eastern Winter Storm and Cold Wave (February 2021)
|
Winter Storm
|
2021-02-10
| 27,223.2
|
14
| 2
| 2,969
| 1
| 0
| 0
| 0
| 1
| 0
| 0
|
Hurricane Dennis (July 2005)
|
Tropical Cyclone
|
2005-07-09
| 4,017
|
15
| 28
| 2,969
| 1
| 1
| 0
| 0
| 1
| 0
| 0
|
Hurricane Gustav (September 2008)
|
Tropical Cyclone
|
2008-08-31
| 8,635.7
|
16
| 3
| 2,969
| 1
| 1
| 0
| 0
| 1
| 0
| 1
|
Hurricane Katrina (August 2005)
|
Tropical Cyclone
|
2005-08-25
| 201,297.5
|
17
| 30
| 2,969
| 1
| 1
| 0
| 0
| 1
| 0
| 0
|
Hurricane Ike (September 2008)
|
Tropical Cyclone
|
2008-09-12
| 43,198.4
|
18
| 4
| 2,969
| 1
| 1
| 0
| 0
| 1
| 0
| 1
|
Hurricane Rita (September 2005)
|
Tropical Cyclone
|
2005-09-20
| 29,415.2
|
19
| 75
| 3,116
| 1
| 1
| 0
| 0
| 1
| 0
| 0
|
Hurricane Sandy (October 2012)
|
Tropical Cyclone
|
2012-10-30
| 88,453.9
|
20
| 3
| 3,133
| 0
| 1
| 0
| 0
| 1
| 0
| 0
|
Hurricane Katrina (August 2005)
|
Tropical Cyclone
|
2005-08-25
| 201,297.5
|
21
| 1
| 3,153
| 0
| 1
| 0
| 0
| 0
| 0
| 1
|
Southeast Severe Weather (March 2005)
|
Severe Storm
|
2005-03-24
| 1,410
|
22
| 121
| 3,153
| 1
| 1
| 0
| 0
| 1
| 1
| 1
|
Hurricane Matthew (October 2016)
|
Tropical Cyclone
|
2016-10-08
| 13,100
|
23
| 122
| 3,153
| 1
| 0
| 0
| 0
| 1
| 0
| 0
|
Southern Tornado Outbreak and Western Storms (January 2017)
|
Severe Storm
|
2017-01-20
| 1,436.5
|
24
| 138
| 3,153
| 0
| 1
| 0
| 0
| 1
| 0
| 0
|
Hurricane Harvey (August 2017)
|
Tropical Cyclone
|
2017-08-25
| 160,000
|
25
| 139
| 3,153
| 1
| 1
| 0
| 0
| 1
| 1
| 1
|
Hurricane Irma (September 2017)
|
Tropical Cyclone
|
2017-09-06
| 64,000
|
26
| 140
| 3,153
| 0
| 1
| 0
| 0
| 1
| 1
| 0
|
Hurricane Maria (September 2017)
|
Tropical Cyclone
|
2017-09-19
| 115,200
|
27
| 156
| 3,153
| 1
| 0
| 0
| 0
| 1
| 0
| 1
|
Hurricane Michael (October 2018)
|
Tropical Cyclone
|
2018-10-10
| 31,218.8
|
28
| 160
| 3,153
| 1
| 0
| 0
| 0
| 0
| 0
| 1
|
Texas Hail Storm (March 2019)
|
Severe Storm
|
2019-03-22
| 1,903.4
|
29
| 161
| 3,153
| 1
| 0
| 0
| 0
| 0
| 0
| 1
|
Southern and Eastern Tornadoes and Severe Weather (April 2019)
|
Severe Storm
|
2019-04-13
| 1,540
|
30
| 171
| 3,153
| 1
| 1
| 0
| 0
| 0
| 0
| 1
|
Southeast Tornadoes and Northern Storms and Flooding (January 2020)
|
Severe Storm
|
2020-01-10
| 1,401.8
|
31
| 172
| 3,153
| 1
| 0
| 0
| 0
| 0
| 0
| 1
|
South East and Northeast Severe Weather (February 2020)
|
Severe Storm
|
2020-02-05
| 1,532.2
|
32
| 18
| 3,153
| 0
| 1
| 0
| 0
| 1
| 0
| 0
|
Western/Eastern Drought/Heat Wave (Summer-Fall 2007)
|
Drought
|
2007-06-01
| 5,519.7
|
33
| 189
| 3,153
| 1
| 0
| 0
| 0
| 1
| 0
| 0
|
Hurricane Sally (September 2020)
|
Tropical Cyclone
|
2020-09-15
| 8,801.5
|
34
| 19
| 3,153
| 0
| 1
| 0
| 0
| 1
| 0
| 0
|
U.S. Drought (2008)
|
Drought
|
2008-01-01
| 10,444.7
|
35
| 191
| 3,153
| 1
| 1
| 0
| 0
| 1
| 0
| 1
|
Hurricane Zeta (October 2020)
|
Tropical Cyclone
|
2020-10-28
| 5,266
|
36
| 195
| 3,153
| 0
| 1
| 0
| 0
| 1
| 1
| 0
|
Northwest Central Eastern Winter Storm and Cold Wave (February 2021)
|
Winter Storm
|
2021-02-10
| 27,223.2
|
37
| 2
| 3,153
| 1
| 1
| 0
| 0
| 1
| 1
| 1
|
Hurricane Dennis (July 2005)
|
Tropical Cyclone
|
2005-07-09
| 4,017
|
38
| 209
| 3,153
| 1
| 1
| 0
| 0
| 1
| 0
| 1
|
Hurricane Ida (August 2021)
|
Tropical Cyclone
|
2021-08-29
| 84,608.1
|
39
| 217
| 3,153
| 1
| 0
| 0
| 0
| 1
| 0
| 1
|
Southeast Tornado Outbreak (April 2022)
|
Severe Storm
|
2022-04-04
| 1,544.8
|
40
| 256
| 3,153
| 1
| 0
| 0
| 0
| 0
| 0
| 1
|
Hurricane Idalia (August 2023)
|
Tropical Cyclone
|
2023-08-29
| 3,559.7
|
41
| 28
| 3,153
| 0
| 1
| 0
| 0
| 0
| 1
| 0
|
Hurricane Gustav (September 2008)
|
Tropical Cyclone
|
2008-08-31
| 8,635.7
|
42
| 284
| 3,153
| 1
| 0
| 0
| 0
| 1
| 0
| 1
|
Hurricane Helene (September 2024)
|
Tropical Cyclone
|
2024-09-24
| 78,721
|
43
| 3
| 3,153
| 1
| 1
| 1
| 1
| 1
| 1
| 1
|
Hurricane Katrina (August 2005)
|
Tropical Cyclone
|
2005-08-25
| 201,297.5
|
44
| 30
| 3,153
| 1
| 1
| 0
| 0
| 1
| 0
| 1
|
Hurricane Ike (September 2008)
|
Tropical Cyclone
|
2008-09-12
| 43,198.4
|
45
| 4
| 3,153
| 1
| 1
| 0
| 0
| 1
| 0
| 1
|
Hurricane Rita (September 2005)
|
Tropical Cyclone
|
2005-09-20
| 29,415.2
|
46
| 50
| 3,153
| 1
| 1
| 1
| 1
| 1
| 0
| 0
|
Midwest/Southeast Tornadoes and Derecho (April 2011)
|
Severe Storm
|
2011-04-04
| 3,885.3
|
47
| 51
| 3,153
| 1
| 1
| 1
| 1
| 1
| 1
| 0
|
Southeast/Midwest Tornadoes (April 2011)
|
Severe Storm
|
2011-04-08
| 3,051
|
48
| 52
| 3,153
| 1
| 1
| 1
| 1
| 1
| 1
| 0
|
Midwest/Southeast Tornadoes (April 2011)
|
Severe Storm
|
2011-04-14
| 2,882.9
|
49
| 53
| 3,153
| 0
| 1
| 1
| 1
| 1
| 0
| 0
|
Ohio Valley Derecho and Southern Tornadoes (April 2011)
|
Severe Storm
|
2011-04-19
| 1,452.8
|
50
| 54
| 3,153
| 1
| 1
| 1
| 1
| 1
| 1
| 0
|
Southeast/Ohio Valley/Midwest Tornadoes (April 2011)
|
Severe Storm
|
2011-04-25
| 14,310.7
|
51
| 74
| 3,153
| 1
| 1
| 1
| 1
| 1
| 0
| 1
|
Hurricane Isaac (August 2012)
|
Tropical Cyclone
|
2012-08-26
| 3,786.1
|
52
| 8
| 3,153
| 0
| 1
| 0
| 0
| 0
| 0
| 1
|
Severe Storms and Tornadoes (March 2006)
|
Severe Storm
|
2006-03-08
| 2,113.3
|
53
| 3
| 3,333
| 1
| 1
| 0
| 1
| 1
| 0
| 0
|
Hurricane Katrina (August 2005)
|
Tropical Cyclone
|
2005-08-25
| 201,297.5
|
54
| 4
| 3,333
| 1
| 1
| 0
| 0
| 1
| 0
| 0
|
Hurricane Rita (September 2005)
|
Tropical Cyclone
|
2005-09-20
| 29,415.2
|
55
| 3
| 3,370
| 0
| 1
| 0
| 0
| 1
| 0
| 0
|
Hurricane Katrina (August 2005)
|
Tropical Cyclone
|
2005-08-25
| 201,297.5
|
56
| 4
| 3,370
| 0
| 1
| 0
| 0
| 1
| 0
| 0
|
Hurricane Rita (September 2005)
|
Tropical Cyclone
|
2005-09-20
| 29,415.2
|
57
| 18
| 3,453
| 0
| 1
| 0
| 0
| 1
| 0
| 0
|
Western/Eastern Drought/Heat Wave (Summer-Fall 2007)
|
Drought
|
2007-06-01
| 5,519.7
|
58
| 19
| 3,453
| 0
| 1
| 0
| 0
| 1
| 0
| 0
|
U.S. Drought (2008)
|
Drought
|
2008-01-01
| 10,444.7
|
59
| 216
| 3,453
| 0
| 1
| 0
| 0
| 1
| 0
| 0
|
Western Wildfires (Spring-Fall 2022)
|
Wildfire
|
2022-04-01
| 3,296.6
|
60
| 254
| 3,453
| 0
| 1
| 0
| 0
| 1
| 0
| 0
|
Hawaii Firestorm (August 2023)
|
Wildfire
|
2023-08-08
| 5,665
|
61
| 139
| 3,545
| 1
| 1
| 1
| 1
| 1
| 1
| 1
|
Hurricane Irma (September 2017)
|
Tropical Cyclone
|
2017-09-06
| 64,000
|
62
| 18
| 3,545
| 0
| 1
| 0
| 0
| 1
| 0
| 0
|
Western/Eastern Drought/Heat Wave (Summer-Fall 2007)
|
Drought
|
2007-06-01
| 5,519.7
|
63
| 19
| 3,545
| 1
| 1
| 0
| 0
| 1
| 0
| 0
|
U.S. Drought (2008)
|
Drought
|
2008-01-01
| 10,444.7
|
64
| 228
| 3,545
| 1
| 1
| 1
| 1
| 1
| 1
| 1
|
Hurricane Ian (September 2022)
|
Tropical Cyclone
|
2022-09-28
| 119,626
|
65
| 285
| 3,545
| 1
| 0
| 0
| 0
| 1
| 0
| 0
|
Hurricane Milton (October 2024)
|
Tropical Cyclone
|
2024-10-09
| 34,250
|
66
| 3
| 3,545
| 1
| 1
| 1
| 0
| 1
| 1
| 1
|
Hurricane Katrina (August 2005)
|
Tropical Cyclone
|
2005-08-25
| 201,297.5
|
67
| 4
| 3,545
| 1
| 0
| 0
| 0
| 1
| 0
| 1
|
Hurricane Rita (September 2005)
|
Tropical Cyclone
|
2005-09-20
| 29,415.2
|
68
| 5
| 3,545
| 1
| 1
| 0
| 1
| 1
| 0
| 1
|
Hurricane Wilma (October 2005)
|
Tropical Cyclone
|
2005-10-24
| 30,020
|
69
| 138
| 3,570
| 1
| 1
| 0
| 1
| 1
| 0
| 0
|
Hurricane Harvey (August 2017)
|
Tropical Cyclone
|
2017-08-25
| 160,000
|
70
| 188
| 3,570
| 1
| 0
| 0
| 0
| 1
| 0
| 0
|
Hurricane Laura (August 2020)
|
Tropical Cyclone
|
2020-08-27
| 28,090.3
|
71
| 190
| 3,570
| 1
| 0
| 0
| 0
| 1
| 0
| 0
|
Hurricane Delta (October 2020)
|
Tropical Cyclone
|
2020-10-09
| 3,469.3
|
72
| 195
| 3,570
| 1
| 1
| 0
| 0
| 1
| 0
| 0
|
Northwest Central Eastern Winter Storm and Cold Wave (February 2021)
|
Winter Storm
|
2021-02-10
| 27,223.2
|
73
| 209
| 3,570
| 1
| 0
| 0
| 0
| 1
| 0
| 0
|
Hurricane Ida (August 2021)
|
Tropical Cyclone
|
2021-08-29
| 84,608.1
|
74
| 210
| 3,570
| 1
| 0
| 0
| 0
| 1
| 0
| 0
|
Hurricane Nicholas (September 2021)
|
Tropical Cyclone
|
2021-09-14
| 1,168.5
|
75
| 3
| 3,570
| 1
| 1
| 0
| 1
| 1
| 0
| 0
|
Hurricane Katrina (August 2005)
|
Tropical Cyclone
|
2005-08-25
| 201,297.5
|
76
| 30
| 3,570
| 1
| 0
| 0
| 0
| 1
| 0
| 1
|
Hurricane Ike (September 2008)
|
Tropical Cyclone
|
2008-09-12
| 43,198.4
|
77
| 4
| 3,570
| 1
| 1
| 0
| 1
| 1
| 0
| 0
|
Hurricane Rita (September 2005)
|
Tropical Cyclone
|
2005-09-20
| 29,415.2
|
78
| 40
| 3,673
| 0
| 1
| 0
| 0
| 0
| 0
| 1
|
Northeast Winter Storm (February 2010)
|
Winter Storm
|
2010-02-09
| 1,192.8
|
79
| 3
| 3,952
| 0
| 1
| 0
| 0
| 1
| 0
| 0
|
Hurricane Katrina (August 2005)
|
Tropical Cyclone
|
2005-08-25
| 201,297.5
|
80
| 28
| 3,982
| 0
| 1
| 0
| 0
| 1
| 0
| 0
|
Hurricane Gustav (September 2008)
|
Tropical Cyclone
|
2008-08-31
| 8,635.7
|
81
| 3
| 3,982
| 0
| 1
| 0
| 0
| 1
| 0
| 0
|
Hurricane Katrina (August 2005)
|
Tropical Cyclone
|
2005-08-25
| 201,297.5
|
82
| 30
| 3,982
| 0
| 1
| 0
| 0
| 1
| 0
| 0
|
Hurricane Ike (September 2008)
|
Tropical Cyclone
|
2008-09-12
| 43,198.4
|
83
| 4
| 3,982
| 0
| 1
| 0
| 0
| 0
| 1
| 0
|
Hurricane Rita (September 2005)
|
Tropical Cyclone
|
2005-09-20
| 29,415.2
|
84
| 16
| 4,281
| 1
| 0
| 0
| 0
| 1
| 0
| 0
|
East/South Severe Weather and Flooding (April 2007)
|
Severe Storm
|
2007-04-13
| 3,836.9
|
85
| 3
| 4,281
| 0
| 1
| 0
| 0
| 1
| 0
| 0
|
Hurricane Katrina (August 2005)
|
Tropical Cyclone
|
2005-08-25
| 201,297.5
|
86
| 4
| 4,281
| 1
| 1
| 0
| 0
| 1
| 0
| 0
|
Hurricane Rita (September 2005)
|
Tropical Cyclone
|
2005-09-20
| 29,415.2
|
87
| 75
| 4,281
| 0
| 1
| 0
| 0
| 1
| 0
| 0
|
Hurricane Sandy (October 2012)
|
Tropical Cyclone
|
2012-10-30
| 88,453.9
|
88
| 3
| 4,285
| 0
| 1
| 0
| 0
| 1
| 0
| 0
|
Hurricane Katrina (August 2005)
|
Tropical Cyclone
|
2005-08-25
| 201,297.5
|
89
| 4
| 4,285
| 0
| 1
| 0
| 0
| 1
| 0
| 0
|
Hurricane Rita (September 2005)
|
Tropical Cyclone
|
2005-09-20
| 29,415.2
|
90
| 209
| 4,447
| 0
| 1
| 0
| 0
| 1
| 0
| 0
|
Hurricane Ida (August 2021)
|
Tropical Cyclone
|
2021-08-29
| 84,608.1
|
91
| 28
| 4,447
| 1
| 1
| 0
| 0
| 1
| 0
| 0
|
Hurricane Gustav (September 2008)
|
Tropical Cyclone
|
2008-08-31
| 8,635.7
|
92
| 280
| 4,447
| 0
| 1
| 0
| 0
| 1
| 0
| 0
|
Hurricane Beryl (July 2024)
|
Tropical Cyclone
|
2024-07-08
| 7,219
|
93
| 3
| 4,447
| 1
| 1
| 1
| 0
| 1
| 1
| 1
|
Hurricane Katrina (August 2005)
|
Tropical Cyclone
|
2005-08-25
| 201,297.5
|
94
| 30
| 4,447
| 1
| 1
| 0
| 0
| 1
| 0
| 0
|
Hurricane Ike (September 2008)
|
Tropical Cyclone
|
2008-09-12
| 43,198.4
|
95
| 4
| 4,447
| 1
| 1
| 0
| 0
| 1
| 0
| 0
|
Hurricane Rita (September 2005)
|
Tropical Cyclone
|
2005-09-20
| 29,415.2
|
96
| 59
| 4,447
| 1
| 0
| 0
| 0
| 1
| 0
| 0
|
North Central Severe Weather (July 1 2011)
|
Severe Storm
|
2011-07-01
| 1,243.2
|
97
| 75
| 4,447
| 1
| 0
| 0
| 0
| 1
| 0
| 0
|
Hurricane Sandy (October 2012)
|
Tropical Cyclone
|
2012-10-30
| 88,453.9
|
98
| 3
| 4,457
| 1
| 1
| 0
| 0
| 1
| 0
| 1
|
Hurricane Katrina (August 2005)
|
Tropical Cyclone
|
2005-08-25
| 201,297.5
|
99
| 4
| 4,457
| 1
| 0
| 0
| 0
| 1
| 0
| 1
|
Hurricane Rita (September 2005)
|
Tropical Cyclone
|
2005-09-20
| 29,415.2
|
End of preview. Expand
in Data Studio
YAML Metadata
Warning:
empty or missing yaml metadata in repo card
(https://huggingface.co/docs/hub/datasets-cards)
- event_id: ID of the event in the NOAA billion-dollar dataset
- cik: unique company identifier [If this combination is present, then there was a firm-event impact]
- asset, economic_flows, none: classification dimensions of the impact channel classifier; shows whether at least one document indicated an asset impact (asset==1), a pure economic flow impact, i.e. at least one document was only addressing an impact through economic flows and NOT through assets as well (economic_flows==1), or none if at least one document mentioned a none impact (neither asset, nor economic flows; none==1)
- neutral, negative, positive, reimbursement: classification dimensions of the impact dimensionality classifier; shows whether at least one document indicated a neutral, negative, or positive impact, or a reimbursement
- name: event name according to NOAA
- event_type: disaster event type according to NOAA
- begin_date: event begin date according to NOAA
- cpi_adjusted_cost: CPI-adjusted cost of the event according to NOAA
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