based on melisekm/natural-disasters-from-social-media
Browse filesbased on "melisekm/natural-disasters-from-social-media"
labels made by featurizing via `cu_cat` and taking first 2 pc via `k-means`
```
from cu_cat._dep_manager import deps
deps.cuml=None
AA = TableVectorizer().fit_transform(dataset['train']['label'])
pca = PCA(2)
pca_data = pd.DataFrame(pca.fit_transform(AA),columns=['PC1','PC2'])
kmeans =KMeans(n_clusters=2).fit(AA)
pca_data['cluster'] = pd.Categorical(kmeans.labels_)
fig,ax = plt.subplots()
scatter = ax.scatter(pca_data['PC1'], pca_data['PC2'],c=pca_data['cluster'],cmap='Set3',alpha=0.7)
legend1 = ax.legend(*scatter.legend_elements(),
loc="upper left", title="")
ax.add_artist(legend1)
plt.savefig('test')
dataset = dataset.map(lambda examples: {'label': TableVectorizer().fit_transform(examples['label'])}, batched=True)
dataset = dataset.map(lambda examples: {'label': KMeans(n_clusters=2).fit(examples['label']).labels_}, batched=True)
```
- dataset_dict.json +1 -0
- test/data-00000-of-00001.arrow +3 -0
- test/dataset_info.json +86 -0
- test/state.json +13 -0
- train/data-00000-of-00001.arrow +3 -0
- train/dataset_info.json +86 -0
- train/state.json +13 -0
- validation/data-00000-of-00001.arrow +3 -0
- validation/dataset_info.json +86 -0
- validation/state.json +13 -0
@@ -0,0 +1 @@
|
|
|
|
|
1 |
+
{"splits": ["train", "validation", "test"]}
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
1 |
+
version https://git-lfs.github.com/spec/v1
|
2 |
+
oid sha256:de42054cef17133b864151558242edf7ee1d8f700cdcd63e8f587099a4cb3470
|
3 |
+
size 4932392
|
@@ -0,0 +1,86 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
+
{
|
2 |
+
"builder_name": "csv",
|
3 |
+
"citation": "",
|
4 |
+
"config_name": "default",
|
5 |
+
"dataset_name": "natural-disasters-from-social-media",
|
6 |
+
"dataset_size": 52932817,
|
7 |
+
"description": "",
|
8 |
+
"download_checksums": {
|
9 |
+
"hf://datasets/melisekm/natural-disasters-from-social-media@b16966b68eba8f44b6534bc8cd82e9fa02c53188/train.csv": {
|
10 |
+
"num_bytes": 39817704,
|
11 |
+
"checksum": null
|
12 |
+
},
|
13 |
+
"hf://datasets/melisekm/natural-disasters-from-social-media@b16966b68eba8f44b6534bc8cd82e9fa02c53188/validation.csv": {
|
14 |
+
"num_bytes": 4977163,
|
15 |
+
"checksum": null
|
16 |
+
},
|
17 |
+
"hf://datasets/melisekm/natural-disasters-from-social-media@b16966b68eba8f44b6534bc8cd82e9fa02c53188/test.csv": {
|
18 |
+
"num_bytes": 4981112,
|
19 |
+
"checksum": null
|
20 |
+
}
|
21 |
+
},
|
22 |
+
"download_size": 49775979,
|
23 |
+
"features": {
|
24 |
+
"text": {
|
25 |
+
"dtype": "string",
|
26 |
+
"_type": "Value"
|
27 |
+
},
|
28 |
+
"target": {
|
29 |
+
"dtype": "int64",
|
30 |
+
"_type": "Value"
|
31 |
+
},
|
32 |
+
"SOURCE_FILE": {
|
33 |
+
"dtype": "string",
|
34 |
+
"_type": "Value"
|
35 |
+
},
|
36 |
+
"tweet_id": {
|
37 |
+
"dtype": "float64",
|
38 |
+
"_type": "Value"
|
39 |
+
},
|
40 |
+
"filename": {
|
41 |
+
"dtype": "string",
|
42 |
+
"_type": "Value"
|
43 |
+
},
|
44 |
+
"event_type": {
|
45 |
+
"dtype": "string",
|
46 |
+
"_type": "Value"
|
47 |
+
},
|
48 |
+
"event_type_detail": {
|
49 |
+
"dtype": "string",
|
50 |
+
"_type": "Value"
|
51 |
+
},
|
52 |
+
"label": {
|
53 |
+
"dtype": "int32",
|
54 |
+
"_type": "Value"
|
55 |
+
}
|
56 |
+
},
|
57 |
+
"homepage": "",
|
58 |
+
"license": "",
|
59 |
+
"size_in_bytes": 102708796,
|
60 |
+
"splits": {
|
61 |
+
"train": {
|
62 |
+
"name": "train",
|
63 |
+
"num_bytes": 42341997,
|
64 |
+
"num_examples": 169109,
|
65 |
+
"dataset_name": "natural-disasters-from-social-media"
|
66 |
+
},
|
67 |
+
"validation": {
|
68 |
+
"name": "validation",
|
69 |
+
"num_bytes": 5293895,
|
70 |
+
"num_examples": 21139,
|
71 |
+
"dataset_name": "natural-disasters-from-social-media"
|
72 |
+
},
|
73 |
+
"test": {
|
74 |
+
"name": "test",
|
75 |
+
"num_bytes": 5296925,
|
76 |
+
"num_examples": 21139,
|
77 |
+
"dataset_name": "natural-disasters-from-social-media"
|
78 |
+
}
|
79 |
+
},
|
80 |
+
"version": {
|
81 |
+
"version_str": "0.0.0",
|
82 |
+
"major": 0,
|
83 |
+
"minor": 0,
|
84 |
+
"patch": 0
|
85 |
+
}
|
86 |
+
}
|
@@ -0,0 +1,13 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
+
{
|
2 |
+
"_data_files": [
|
3 |
+
{
|
4 |
+
"filename": "data-00000-of-00001.arrow"
|
5 |
+
}
|
6 |
+
],
|
7 |
+
"_fingerprint": "10127f26645a0a2f",
|
8 |
+
"_format_columns": null,
|
9 |
+
"_format_kwargs": {},
|
10 |
+
"_format_type": null,
|
11 |
+
"_output_all_columns": false,
|
12 |
+
"_split": "test"
|
13 |
+
}
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
1 |
+
version https://git-lfs.github.com/spec/v1
|
2 |
+
oid sha256:920be0a66e83bea8f5389fa7fbbe46a7adbe4b569dd1d802a068938c4ed7c309
|
3 |
+
size 39428368
|
@@ -0,0 +1,86 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
+
{
|
2 |
+
"builder_name": "csv",
|
3 |
+
"citation": "",
|
4 |
+
"config_name": "default",
|
5 |
+
"dataset_name": "natural-disasters-from-social-media",
|
6 |
+
"dataset_size": 52932817,
|
7 |
+
"description": "",
|
8 |
+
"download_checksums": {
|
9 |
+
"hf://datasets/melisekm/natural-disasters-from-social-media@b16966b68eba8f44b6534bc8cd82e9fa02c53188/train.csv": {
|
10 |
+
"num_bytes": 39817704,
|
11 |
+
"checksum": null
|
12 |
+
},
|
13 |
+
"hf://datasets/melisekm/natural-disasters-from-social-media@b16966b68eba8f44b6534bc8cd82e9fa02c53188/validation.csv": {
|
14 |
+
"num_bytes": 4977163,
|
15 |
+
"checksum": null
|
16 |
+
},
|
17 |
+
"hf://datasets/melisekm/natural-disasters-from-social-media@b16966b68eba8f44b6534bc8cd82e9fa02c53188/test.csv": {
|
18 |
+
"num_bytes": 4981112,
|
19 |
+
"checksum": null
|
20 |
+
}
|
21 |
+
},
|
22 |
+
"download_size": 49775979,
|
23 |
+
"features": {
|
24 |
+
"text": {
|
25 |
+
"dtype": "string",
|
26 |
+
"_type": "Value"
|
27 |
+
},
|
28 |
+
"target": {
|
29 |
+
"dtype": "int64",
|
30 |
+
"_type": "Value"
|
31 |
+
},
|
32 |
+
"SOURCE_FILE": {
|
33 |
+
"dtype": "string",
|
34 |
+
"_type": "Value"
|
35 |
+
},
|
36 |
+
"tweet_id": {
|
37 |
+
"dtype": "float64",
|
38 |
+
"_type": "Value"
|
39 |
+
},
|
40 |
+
"filename": {
|
41 |
+
"dtype": "string",
|
42 |
+
"_type": "Value"
|
43 |
+
},
|
44 |
+
"event_type": {
|
45 |
+
"dtype": "string",
|
46 |
+
"_type": "Value"
|
47 |
+
},
|
48 |
+
"event_type_detail": {
|
49 |
+
"dtype": "string",
|
50 |
+
"_type": "Value"
|
51 |
+
},
|
52 |
+
"label": {
|
53 |
+
"dtype": "int32",
|
54 |
+
"_type": "Value"
|
55 |
+
}
|
56 |
+
},
|
57 |
+
"homepage": "",
|
58 |
+
"license": "",
|
59 |
+
"size_in_bytes": 102708796,
|
60 |
+
"splits": {
|
61 |
+
"train": {
|
62 |
+
"name": "train",
|
63 |
+
"num_bytes": 42341997,
|
64 |
+
"num_examples": 169109,
|
65 |
+
"dataset_name": "natural-disasters-from-social-media"
|
66 |
+
},
|
67 |
+
"validation": {
|
68 |
+
"name": "validation",
|
69 |
+
"num_bytes": 5293895,
|
70 |
+
"num_examples": 21139,
|
71 |
+
"dataset_name": "natural-disasters-from-social-media"
|
72 |
+
},
|
73 |
+
"test": {
|
74 |
+
"name": "test",
|
75 |
+
"num_bytes": 5296925,
|
76 |
+
"num_examples": 21139,
|
77 |
+
"dataset_name": "natural-disasters-from-social-media"
|
78 |
+
}
|
79 |
+
},
|
80 |
+
"version": {
|
81 |
+
"version_str": "0.0.0",
|
82 |
+
"major": 0,
|
83 |
+
"minor": 0,
|
84 |
+
"patch": 0
|
85 |
+
}
|
86 |
+
}
|
@@ -0,0 +1,13 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
+
{
|
2 |
+
"_data_files": [
|
3 |
+
{
|
4 |
+
"filename": "data-00000-of-00001.arrow"
|
5 |
+
}
|
6 |
+
],
|
7 |
+
"_fingerprint": "7a19ba3cc4cc49e3",
|
8 |
+
"_format_columns": null,
|
9 |
+
"_format_kwargs": {},
|
10 |
+
"_format_type": null,
|
11 |
+
"_output_all_columns": false,
|
12 |
+
"_split": "train"
|
13 |
+
}
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
1 |
+
version https://git-lfs.github.com/spec/v1
|
2 |
+
oid sha256:96f6f2178bd2563c5c8bab0318bbb2d3c669e00b8ce429b4dee5624264437bb6
|
3 |
+
size 4931104
|
@@ -0,0 +1,86 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
+
{
|
2 |
+
"builder_name": "csv",
|
3 |
+
"citation": "",
|
4 |
+
"config_name": "default",
|
5 |
+
"dataset_name": "natural-disasters-from-social-media",
|
6 |
+
"dataset_size": 52932817,
|
7 |
+
"description": "",
|
8 |
+
"download_checksums": {
|
9 |
+
"hf://datasets/melisekm/natural-disasters-from-social-media@b16966b68eba8f44b6534bc8cd82e9fa02c53188/train.csv": {
|
10 |
+
"num_bytes": 39817704,
|
11 |
+
"checksum": null
|
12 |
+
},
|
13 |
+
"hf://datasets/melisekm/natural-disasters-from-social-media@b16966b68eba8f44b6534bc8cd82e9fa02c53188/validation.csv": {
|
14 |
+
"num_bytes": 4977163,
|
15 |
+
"checksum": null
|
16 |
+
},
|
17 |
+
"hf://datasets/melisekm/natural-disasters-from-social-media@b16966b68eba8f44b6534bc8cd82e9fa02c53188/test.csv": {
|
18 |
+
"num_bytes": 4981112,
|
19 |
+
"checksum": null
|
20 |
+
}
|
21 |
+
},
|
22 |
+
"download_size": 49775979,
|
23 |
+
"features": {
|
24 |
+
"text": {
|
25 |
+
"dtype": "string",
|
26 |
+
"_type": "Value"
|
27 |
+
},
|
28 |
+
"target": {
|
29 |
+
"dtype": "int64",
|
30 |
+
"_type": "Value"
|
31 |
+
},
|
32 |
+
"SOURCE_FILE": {
|
33 |
+
"dtype": "string",
|
34 |
+
"_type": "Value"
|
35 |
+
},
|
36 |
+
"tweet_id": {
|
37 |
+
"dtype": "float64",
|
38 |
+
"_type": "Value"
|
39 |
+
},
|
40 |
+
"filename": {
|
41 |
+
"dtype": "string",
|
42 |
+
"_type": "Value"
|
43 |
+
},
|
44 |
+
"event_type": {
|
45 |
+
"dtype": "string",
|
46 |
+
"_type": "Value"
|
47 |
+
},
|
48 |
+
"event_type_detail": {
|
49 |
+
"dtype": "string",
|
50 |
+
"_type": "Value"
|
51 |
+
},
|
52 |
+
"label": {
|
53 |
+
"dtype": "int32",
|
54 |
+
"_type": "Value"
|
55 |
+
}
|
56 |
+
},
|
57 |
+
"homepage": "",
|
58 |
+
"license": "",
|
59 |
+
"size_in_bytes": 102708796,
|
60 |
+
"splits": {
|
61 |
+
"train": {
|
62 |
+
"name": "train",
|
63 |
+
"num_bytes": 42341997,
|
64 |
+
"num_examples": 169109,
|
65 |
+
"dataset_name": "natural-disasters-from-social-media"
|
66 |
+
},
|
67 |
+
"validation": {
|
68 |
+
"name": "validation",
|
69 |
+
"num_bytes": 5293895,
|
70 |
+
"num_examples": 21139,
|
71 |
+
"dataset_name": "natural-disasters-from-social-media"
|
72 |
+
},
|
73 |
+
"test": {
|
74 |
+
"name": "test",
|
75 |
+
"num_bytes": 5296925,
|
76 |
+
"num_examples": 21139,
|
77 |
+
"dataset_name": "natural-disasters-from-social-media"
|
78 |
+
}
|
79 |
+
},
|
80 |
+
"version": {
|
81 |
+
"version_str": "0.0.0",
|
82 |
+
"major": 0,
|
83 |
+
"minor": 0,
|
84 |
+
"patch": 0
|
85 |
+
}
|
86 |
+
}
|
@@ -0,0 +1,13 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
+
{
|
2 |
+
"_data_files": [
|
3 |
+
{
|
4 |
+
"filename": "data-00000-of-00001.arrow"
|
5 |
+
}
|
6 |
+
],
|
7 |
+
"_fingerprint": "fa1770ff739c3055",
|
8 |
+
"_format_columns": null,
|
9 |
+
"_format_kwargs": {},
|
10 |
+
"_format_type": null,
|
11 |
+
"_output_all_columns": false,
|
12 |
+
"_split": "validation"
|
13 |
+
}
|