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 |
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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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