Processed data from AutoTrain data processor ([2023-02-16 09:54 ]

README.md

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+---
+task_categories:
+- text-classification
+
+---
+# AutoTrain Dataset for project: bbc-news-classifier
+
+## Dataset Description
+
+This dataset has been automatically processed by AutoTrain for project bbc-news-classifier.
+
+### Languages
+
+The BCP-47 code for the dataset's language is unk.
+
+## Dataset Structure
+
+### Data Instances
+
+A sample from this dataset looks as follows:
+
+```json
+[
+  {
+    "text": "tv debate urged for party chiefs broadcasters should fix a date for a pre-election televised debate between the three main political leaders  according to the hansard society.  it would then be up to tony blair  michael howard and charles kennedy to decide whether to take part  the non-partisan charity said. chairman lord holme argued that prime ministers should not have the right of veto on a matter  of public interest .  the broadcasters should make the decision to go ahead   he said.  lord holme s proposal for a televised debate comes just four months after millions of viewers were able to watch us president george w bush slug it out verbally with his democratic challenger john kerry. he said it was a  democratically dubious proposition  that it was up to the incumbent prime minister to decide whether a similar event takes place here.  if mr blair did not want to take part  the broadcasters could go ahead with an empty chair or cancel the event and explain their reasons why  lord holme said.  what makes the present situation even less acceptable is that although mr howard and mr kennedy have said they would welcome a debate  no-one has heard directly from the prime minister   he said.  it has been left to nudges and winks  hints and briefings from his aides and campaign managers to imply that mr blair doesn t want one  but we haven t heard from the prime minister himself.   lord holme  who has campaigned for televised debates at previous elections  said broadcasters were  more than willing to cooperate with the arrangements . opinion polls suggested that the idea had the backing of the public who like comparing the personalities and policies of the contenders in their own homes  he said.  lord holme argued that as part of their public service obligations  broadcasters  should make the decision to go ahead  as soon as the election is called. an independent third-party body such as the hansard society or electoral commission could work out the ground rules so they were fair to participants and informative to the public  he said.  it would be up to each party leader to accept or refuse   said lord holme.   if the prime minister s reported position is true and he does want to take part  he would then be obliged to say why publicly.  the broadcasters would then have the option of cancelling the event for obvious and well-understood reasons  or going ahead with an empty chair.  either way would be preferable to the present hidden veto.  the hansard society has long campaigned for televised debates and has published reports on the issue in 1997 and 2001. tony blair has already ruled out taking part in a televised debate during the forthcoming election campaign. last month he said:  we answer this every election campaign and  for the reasons i have given before  the answer is no   he said at his monthly news conference.",
+    "target": 2
+  },
+  {
+    "text": "ecb holds rates amid growth fears the european central bank has left its key interest rate unchanged at 2% for the 19th month in succession.  borrowing costs have remained on hold amid concerns about the strength of economic growth in the 12 nations sharing the euro  analysts said. despite signs of pick-up  labour markets and consumer demand remain sluggish  while firms are eyeing cost cutting measures such as redundancies. high oil prices  meanwhile  have put upward pressure on the inflation rate.  surveys of economists have shown that the majority expect borrowing costs to stay at 2% in coming months  with an increase of a quarter of a percentage point predicted some time in the second half of the year. if anything  there may be greater calls for an interest rate cut  especially with the euro continuing to strengthen against the dollar.  the euro land economy is still struggling with this recovery   said economist dirk schumacher. the ecb  may sound rather hawkish but once the data allows them to cut again  they will.  data coming out of germany on thursday underlined the problems facing european policy makers. while germany s economy expanded by 1.7% in 2004  growth was driven by export sales and lost some of its momentum in the last three months of the year.  the strength of the euro is threatening to dampen that foreign demand in 2005  and domestic consumption currently is not strong enough to take up the slack. inflation in the eurozone  however  is estimated at about 2.3% in december  above ecb guidelines of 2%. ecb president jean-claude trichet has remained upbeat about prospects for the region  and inflation is expected to drop below 2% later in 2005. the ecb has forecast economic growth in the eurozone of 1.9% in 2005.",
+    "target": 0
+  }
+]
+```
+
+### Dataset Fields
+
+The dataset has the following fields (also called "features"):
+
+```json
+{
+  "text": "Value(dtype='string', id=None)",
+  "target": "ClassLabel(names=['business', 'entertainment', 'politics', 'sport', 'technology'], id=None)"
+}
+```
+
+### Dataset Splits
+
+This dataset is split into a train and validation split. The split sizes are as follow:
+
+| Split name   | Num samples         |
+| ------------ | ------------------- |
+| train        | 198 |
+| valid        | 52 |

processed/dataset_dict.json

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processed/train/dataset.arrow

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processed/train/dataset_info.json

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+{
+  "citation": "",
+  "description": "AutoTrain generated dataset",
+  "features": {
+    "text": {
+      "dtype": "string",
+      "_type": "Value"
+    },
+    "target": {
+      "names": [
+        "business",
+        "entertainment",
+        "politics",
+        "sport",
+        "technology"
+      ],
+      "_type": "ClassLabel"
+    }
+  },
+  "homepage": "",
+  "license": "",
+  "splits": {
+    "train": {
+      "name": "train",
+      "num_bytes": 429475,
+      "num_examples": 198,
+      "dataset_name": null
+    }
+  }
+}

processed/train/state.json

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+    "text"
+  ],
+  "_format_kwargs": {},
+  "_format_type": null,
+  "_indexes": {},
+  "_output_all_columns": false,
+  "_split": null
+}

processed/valid/dataset.arrow

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+size 113656

processed/valid/dataset_info.json

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+{
+  "citation": "",
+  "description": "AutoTrain generated dataset",
+  "features": {
+    "text": {
+      "dtype": "string",
+      "_type": "Value"
+    },
+    "target": {
+      "names": [
+        "business",
+        "entertainment",
+        "politics",
+        "sport",
+        "technology"
+      ],
+      "_type": "ClassLabel"
+    }
+  },
+  "homepage": "",
+  "license": "",
+  "splits": {
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+      "num_examples": 52,
+      "dataset_name": null
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+  }
+}

processed/valid/state.json

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+{
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+      "filename": "dataset.arrow"
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+    "text"
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+  "_output_all_columns": false,
+  "_split": null
+}