(Public) Education—Texts
Collection
Diverse open, texts datasets from global sources—curated for classroom use, homework, and research across subjects and grade levels.
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12 items
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Updated
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2
Datasets:
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magnitude
float64 | cdi
int64 | mmi
int64 | sig
int64 | nst
int64 | dmin
float64 | gap
float64 | depth
float64 | latitude
float64 | longitude
float64 | Year
int64 | Month
int64 | tsunami
int64 |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
7
| 8
| 7
| 768
| 117
| 0.509
| 17
| 14
| -9.7963
| 159.596
| 2,022
| 11
| 1
|
6.9
| 4
| 4
| 735
| 99
| 2.229
| 34
| 25
| -4.9559
| 100.738
| 2,022
| 11
| 0
|
7
| 3
| 3
| 755
| 147
| 3.125
| 18
| 579
| -20.0508
| -178.346
| 2,022
| 11
| 1
|
7.3
| 5
| 5
| 833
| 149
| 1.865
| 21
| 37
| -19.2918
| -172.129
| 2,022
| 11
| 1
|
6.6
| 0
| 2
| 670
| 131
| 4.998
| 27
| 624.464
| -25.5948
| 178.278
| 2,022
| 11
| 1
|
7
| 4
| 3
| 755
| 142
| 4.578
| 26
| 660
| -26.0442
| 178.381
| 2,022
| 11
| 1
|
6.8
| 1
| 3
| 711
| 136
| 4.678
| 22
| 630.379
| -25.9678
| 178.363
| 2,022
| 11
| 1
|
6.7
| 7
| 6
| 797
| 145
| 1.151
| 37
| 20
| 7.6712
| -82.3396
| 2,022
| 10
| 1
|
6.8
| 8
| 7
| 1,179
| 175
| 2.137
| 92
| 20
| 18.33
| -102.913
| 2,022
| 9
| 1
|
7.6
| 9
| 8
| 1,799
| 271
| 1.153
| 69
| 26.943
| 18.3667
| -103.252
| 2,022
| 9
| 1
|
6.9
| 9
| 9
| 887
| 215
| 0.401
| 34
| 10
| 23.1444
| 121.307
| 2,022
| 9
| 1
|
6.5
| 7
| 7
| 756
| 178
| 0.43
| 54
| 10
| 23.029
| 121.348
| 2,022
| 9
| 1
|
7
| 7
| 5
| 761
| 192
| 2.977
| 45
| 137
| -21.2077
| 170.239
| 2,022
| 9
| 1
|
7.6
| 8
| 8
| 965
| 272
| 3.158
| 12
| 116
| -6.2237
| 146.471
| 2,022
| 9
| 1
|
6.6
| 9
| 8
| 1,043
| 141
| 8.454
| 34
| 12
| 29.7263
| 102.279
| 2,022
| 9
| 0
|
6.6
| 7
| 6
| 672
| 68
| 5.293
| 34
| 30
| -32.6922
| -178.959
| 2,022
| 8
| 1
|
7
| 9
| 8
| 1,351
| 152
| 5.276
| 22
| 33.729
| 17.5978
| 120.809
| 2,022
| 7
| 1
|
6.5
| 3
| 2
| 653
| 236
| 1.999
| 31
| 622.73
| -9.0618
| -71.1647
| 2,022
| 6
| 0
|
7.2
| 7
| 5
| 876
| 144
| 2.494
| 40
| 236
| -14.8628
| -70.3081
| 2,022
| 5
| 1
|
6.9
| 2
| 5
| 733
| 127
| 0.371
| 45
| 10
| -54.1325
| 159.027
| 2,022
| 5
| 1
|
6.8
| 6
| 5
| 762
| 162
| 1.505
| 30
| 220
| -23.6141
| -66.7236
| 2,022
| 5
| 1
|
6.6
| 6
| 5
| 762
| 0
| 0.914
| 94
| 27
| 11.5538
| -86.9919
| 2,022
| 4
| 1
|
7
| 6
| 4
| 763
| 0
| 2.705
| 26
| 10
| -22.5732
| 170.349
| 2,022
| 3
| 1
|
6.9
| 6
| 4
| 738
| 0
| 2.697
| 42
| 10
| -22.72
| 170.277
| 2,022
| 3
| 1
|
6.7
| 8
| 7
| 806
| 0
| 0.289
| 32
| 24
| 23.3421
| 121.636
| 2,022
| 3
| 1
|
7.3
| 9
| 8
| 2,397
| 0
| 2.936
| 29
| 41
| 37.7015
| 141.587
| 2,022
| 3
| 1
|
6.7
| 9
| 6
| 708
| 0
| 2.188
| 43
| 28
| -0.6831
| 98.6034
| 2,022
| 3
| 0
|
6.6
| 2
| 7
| 670
| 0
| 0.827
| 46
| 24
| -30.0528
| -177.74
| 2,022
| 3
| 1
|
6.8
| 2
| 3
| 712
| 0
| 5.78
| 12
| 535
| -23.7852
| -179.968
| 2,022
| 2
| 1
|
6.5
| 8
| 6
| 690
| 0
| 3.026
| 22
| 110
| -4.455
| -76.9395
| 2,022
| 2
| 0
|
6.5
| 7
| 4
| 651
| 0
| 1.088
| 57
| 8
| -29.535
| -176.729
| 2,022
| 1
| 1
|
6.6
| 8
| 6
| 785
| 0
| 2.418
| 22
| 33
| -6.9291
| 105.251
| 2,022
| 1
| 0
|
6.5
| 0
| 3
| 650
| 97
| 1.61607
| 108
| 37
| 52.502
| -168.08
| 2,022
| 1
| 1
|
6.5
| 0
| 3
| 650
| 23
| 0
| 208.8
| 37
| 52.502
| -168.08
| 2,022
| 1
| 1
|
6.6
| 8
| 5
| 674
| 0
| 0.507
| 49
| 19
| 52.6252
| -168.15
| 2,022
| 1
| 1
|
6.7
| 0
| 4
| 691
| 50
| 0.936943
| 126
| 33
| 52.48
| -167.736
| 2,022
| 1
| 1
|
6.7
| 0
| 4
| 691
| 20
| 0
| 205.2
| 33
| 52.48
| -167.736
| 2,022
| 1
| 1
|
6.8
| 7
| 6
| 730
| 0
| 0.92
| 61
| 20
| 52.6563
| -167.917
| 2,022
| 1
| 1
|
6.6
| 6
| 6
| 976
| 0
| 1.168
| 21
| 21
| 35.1456
| 31.9095
| 2,022
| 1
| 0
|
6.6
| 9
| 8
| 1,012
| 0
| 2.685
| 13
| 13
| 37.8167
| 101.299
| 2,022
| 1
| 0
|
7.3
| 8
| 7
| 921
| 0
| 3.713
| 19
| 165.49
| -7.5924
| 127.581
| 2,021
| 12
| 0
|
7.3
| 9
| 5
| 854
| 0
| 1.025
| 32
| 14.27
| -7.6033
| 122.2
| 2,021
| 12
| 1
|
7.5
| 8
| 8
| 1,094
| 0
| 4.951
| 40
| 126
| -4.4898
| -76.8461
| 2,021
| 11
| 1
|
6.6
| 7
| 4
| 688
| 0
| 3.259
| 15
| 12
| 23.5414
| 126.48
| 2,021
| 11
| 1
|
6.9
| 8
| 6
| 995
| 0
| 0
| 0
| 51.6
| 56.2581
| -156.492
| 2,021
| 10
| 1
|
6.9
| 4
| 3
| 740
| 0
| 4.778
| 31
| 535
| -21.1704
| 174.54
| 2,021
| 10
| 1
|
7.3
| 4
| 4
| 826
| 0
| 4.493
| 32
| 527
| -21.1036
| 174.895
| 2,021
| 10
| 1
|
6.5
| 7
| 5
| 684
| 0
| 0.993
| 114
| 21
| 12.1598
| -87.8542
| 2,021
| 9
| 1
|
7
| 8
| 8
| 2,504
| 0
| 0.07
| 43
| 20
| 16.9502
| -99.7877
| 2,021
| 9
| 1
|
7.1
| 1
| 4
| 776
| 0
| 9.799
| 32
| 6
| -60.3026
| -24.9992
| 2,021
| 8
| 1
|
6.6
| 1
| 3
| 670
| 0
| 8.865
| 19
| 7
| -60.1023
| -24.4608
| 2,021
| 8
| 1
|
6.9
| 8
| 7
| 741
| 0
| 0.579
| 54
| 93
| -14.892
| 167.085
| 2,021
| 8
| 1
|
6.9
| 6
| 4
| 734
| 0
| 8.363
| 48
| 16.7
| -58.3814
| -23.3318
| 2,021
| 8
| 1
|
7.2
| 9
| 8
| 2,331
| 0
| 1.178
| 23
| 10
| 18.3521
| -73.4804
| 2,021
| 8
| 1
|
6.9
| 5
| 4
| 738
| 0
| 0
| 0
| 33.3
| 55.2364
| -157.707
| 2,021
| 8
| 1
|
6.9
| 5
| 4
| 738
| 0
| 1.173
| 36
| 20.74
| 55.2657
| -157.68
| 2,021
| 8
| 1
|
8.1
| 0
| 7
| 1,009
| 0
| 7.463
| 78
| 22.79
| -58.4157
| -25.3206
| 2,021
| 8
| 0
|
7.5
| 9
| 6
| 868
| 0
| 7.227
| 38
| 47.23
| -57.5959
| -25.1874
| 2,021
| 8
| 1
|
7.1
| 9
| 7
| 846
| 0
| 1.273
| 25
| 55.14
| 6.4547
| 126.742
| 2,021
| 8
| 1
|
8.2
| 8
| 6
| 1,237
| 0
| 0.875
| 66
| 46.66
| 55.4742
| -157.917
| 2,021
| 7
| 1
|
8.2
| 8
| 7
| 1,252
| 0
| 0
| 0
| 35
| 55.3154
| -157.829
| 2,021
| 7
| 1
|
6.7
| 8
| 5
| 935
| 0
| 8.139
| 12
| 110
| 13.6989
| 120.713
| 2,021
| 7
| 1
|
6.7
| 6
| 6
| 830
| 0
| 1.395
| 61
| 10
| 7.5904
| -82.8813
| 2,021
| 7
| 1
|
6.5
| 0
| 4
| 650
| 0
| 7.994
| 24
| 25
| -30.2144
| -177.773
| 2,021
| 6
| 1
|
6.5
| 5
| 7
| 652
| 0
| 4.518
| 44
| 10
| -16.4796
| -177.356
| 2,021
| 5
| 1
|
7.3
| 9
| 9
| 1,025
| 0
| 4.655
| 9
| 10
| 34.5861
| 98.2551
| 2,021
| 5
| 0
|
6.7
| 8
| 4
| 698
| 0
| 1.487
| 37
| 11
| 0.1684
| 96.6475
| 2,021
| 5
| 0
|
6.7
| 9
| 3
| 694
| 0
| 10.669
| 45
| 10
| -17.2495
| 66.3745
| 2,021
| 5
| 0
|
6.9
| 7
| 6
| 919
| 0
| 2.619
| 35
| 43
| 38.2296
| 141.665
| 2,021
| 5
| 1
|
6.5
| 4
| 4
| 651
| 0
| 5.931
| 20
| 246
| -21.6857
| -177.064
| 2,021
| 4
| 0
|
6.5
| 6
| 4
| 652
| 0
| 10.405
| 19
| 301
| -18.9204
| -176.235
| 2,021
| 4
| 0
|
7
| 7
| 7
| 1,052
| 0
| 2.378
| 35
| 43
| 38.4752
| 141.607
| 2,021
| 3
| 1
|
6.6
| 5
| 5
| 672
| 0
| 3.183
| 18
| 13.23
| 54.7018
| 163.208
| 2,021
| 3
| 1
|
6.5
| 0
| 4
| 650
| 0
| 11.764
| 25
| 24
| -28.4792
| -176.619
| 2,021
| 3
| 0
|
8.1
| 9
| 8
| 1,021
| 0
| 0.739
| 21
| 28.93
| -29.7466
| -177.224
| 2,021
| 3
| 1
|
7.4
| 3
| 7
| 843
| 0
| 0.437
| 30
| 43
| -29.6131
| -177.842
| 2,021
| 3
| 1
|
7.3
| 7
| 6
| 932
| 0
| 0.918
| 24
| 10
| -37.596
| 179.544
| 2,021
| 3
| 1
|
7.1
| 9
| 8
| 1,612
| 0
| 3.085
| 11
| 43.98
| 37.6856
| 141.992
| 2,021
| 2
| 1
|
7.7
| 9
| 4
| 918
| 0
| 7.989
| 15
| 10
| -23.2787
| 171.489
| 2,021
| 2
| 1
|
6.9
| 9
| 5
| 739
| 0
| 1.55
| 16
| 15
| -61.8484
| -55.559
| 2,021
| 1
| 1
|
7
| 7
| 5
| 802
| 0
| 2.821
| 15
| 80
| 5.0074
| 127.517
| 2,021
| 1
| 1
|
6.7
| 8
| 8
| 776
| 0
| 2.043
| 22
| 10
| 51.2407
| 100.443
| 2,021
| 1
| 0
|
6.7
| 5
| 5
| 776
| 0
| 1.319
| 19
| 10
| -39.3264
| -74.9067
| 2,020
| 12
| 1
|
7
| 8
| 7
| 1,527
| 0
| 1.518
| 18
| 21
| 37.8973
| 26.7953
| 2,020
| 10
| 0
|
7.6
| 9
| 7
| 1,165
| 0
| 0.23
| 36
| 28.37
| 54.662
| -159.675
| 2,020
| 10
| 1
|
6.9
| 0
| 3
| 732
| 0
| 11.255
| 16
| 10
| 0.9604
| -26.8332
| 2,020
| 9
| 1
|
6.5
| 6
| 6
| 674
| 0
| 0.388
| 49
| 16
| -27.9285
| -71.3937
| 2,020
| 9
| 0
|
6.8
| 6
| 7
| 824
| 0
| 0.312
| 69
| 21
| -28.013
| -71.1958
| 2,020
| 9
| 1
|
6.5
| 4
| 5
| 651
| 0
| 15.394
| 31
| 10
| 0.8696
| -29.7046
| 2,020
| 8
| 0
|
6.9
| 4
| 3
| 749
| 0
| 2.267
| 20
| 624
| -6.6704
| 123.493
| 2,020
| 8
| 0
|
6.9
| 4
| 4
| 735
| 0
| 1.716
| 25
| 26
| -4.2791
| 101.215
| 2,020
| 8
| 0
|
6.8
| 5
| 4
| 716
| 0
| 1.816
| 34
| 22
| -4.3724
| 101.095
| 2,020
| 8
| 0
|
6.6
| 9
| 8
| 784
| 0
| 5.128
| 14
| 10
| 12.0065
| 124.13
| 2,020
| 8
| 1
|
7.8
| 9
| 7
| 1,111
| 0
| 0.621
| 60
| 28
| 55.1079
| -158.477
| 2,020
| 7
| 1
|
7
| 6
| 7
| 820
| 0
| 1.671
| 18
| 73
| -7.847
| 147.755
| 2,020
| 7
| 1
|
6.6
| 4
| 2
| 684
| 0
| 1.458
| 14
| 533.76
| -5.6368
| 110.678
| 2,020
| 7
| 0
|
7.4
| 8
| 8
| 1,494
| 0
| 0.151
| 30
| 20
| 15.9163
| -95.9533
| 2,020
| 6
| 1
|
7.4
| 7
| 7
| 873
| 0
| 4.035
| 23
| 10
| -33.2938
| -177.838
| 2,020
| 6
| 1
|
6.6
| 5
| 4
| 734
| 0
| 2.015
| 18
| 165
| 28.9386
| 128.262
| 2,020
| 6
| 1
|
6.8
| 6
| 6
| 835
| 0
| 1.164
| 21
| 112
| -23.2966
| -68.4204
| 2,020
| 6
| 1
|
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in Data Studio
Seismic-Tsunami Event Linkage
The Seismic-Tsunami Event Linkage is a comprehensive, machine learning-ready dataset. It contains seismic characteristics and tsunami potential indicators for 782 significant earthquakes recorded globally from 2001 to 2022. This dataset has been specifically processed and structured for applications in tsunami risk prediction, earthquake analysis, and seismic hazard assessment. It is an enhanced version derived from the foundational "Earthquake Dataset" on Kaggle, optimized for robust binary classification tasks.
Data Information
- Total Records: 782 earthquakes
- Time Period: January 1, 2001 to December 31, 2022 (22 years)
- Geographic Coverage: Global (Latitude: -61.85° to 71.63°, Longitude: -179.97° to 179.66°)
- File Format: CSV
- Missing Values: None (100% complete)
- Target Variable:
tsunami(binary classification: 1 for tsunami potential, 0 for non-tsunami)
Key Features
- Tsunami Classification
- Non-Tsunami Events: 478 records (61.1%)
- Tsunami-Potential Events: 304 records (38.9%)
- A well-balanced dataset suitable for binary classification tasks.
- Seismic Magnitude Distribution
- Range: 6.5 - 9.1 on the Richter scale
- Mean Magnitude: 6.94
- Major Earthquakes (≥8.0): Includes 28 events, such as the 2004 (9.1) and 2011 (9.1) mega-earthquakes.
Feature Description
| Feature | Type | Description | Range/Values | Tsunami Relevance |
|---|---|---|---|---|
magnitude |
Float | Earthquake magnitude (Richter scale) | 6.5 - 9.1 | High |
cdi |
Integer | Community Decimal Intensity (felt) | 0 - 9 | Medium |
mmi |
Integer | Modified Mercalli Intensity (instrumental) | 1 - 9 | Medium |
sig |
Integer | Event significance score | 650 - 2910 | High |
nst |
Integer | Number of seismic monitoring stations | 0 - 934 | Low |
dmin |
Float | Distance to nearest seismic station (deg) | 0.0 - 17.7 | Low |
gap |
Float | Azimuthal gap between stations (deg) | 0.0 - 239.0 | Low |
depth |
Float | Earthquake focal depth (km) | 2.7 - 670.8 | High |
latitude |
Float | Epicenter latitude (WGS84) | -61.85° to 71.63° | High |
longitude |
Float | Epicenter longitude (WGS84) | -179.97° to 179.66° | High |
Year |
Integer | Year of occurrence | 2001 - 2022 | Medium |
Month |
Integer | Month of occurrence | 1 - 12 | Low |
tsunami |
Binary | Tsunami potential (TARGET) | 0, 1 | TARGET VARIABLE |
Citation & Acknowledgements
This dataset is a curated and enhanced version based on the original data provided by the "Earthquake Dataset" on Kaggle. We gratefully acknowledge the original contributors for making this valuable data publicly available.
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Number of rows:
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