feat: get data and run sentiment

jupyter-naas · Feb 7, 2024 · a9ef0b7 · a9ef0b7
1 parent 19434d2
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Showing 1 changed file with 258 additions and 0 deletions.
diff --git a/News API/News_API_Run_sentiment_analysis.ipynb b/News API/News_API_Run_sentiment_analysis.ipynb
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+   "cell_type": "markdown",
+   "id": "formed-general",
+   "metadata": {
+    "papermill": {},
+    "tags": []
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+   "source": [
+    "<img width=\"8%\" alt=\"Newsapi.png\" src=\"https://raw.githubusercontent.com/jupyter-naas/awesome-notebooks/master/.github/assets/logos/Newsapi.png\" style=\"border-radius: 15%\">"
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+  {
+   "cell_type": "markdown",
+   "id": "immune-senator",
+   "metadata": {
+    "papermill": {},
+    "tags": []
+   },
+   "source": [
+    "# News API - Run sentiment analysis\n",
+    "<a href=\"https://app.naas.ai/user-redirect/naas/downloader?url=https://raw.githubusercontent.com/jupyter-naas/awesome-notebooks/master/Newsapi/Newsapi_Run_sentiment_analysis.ipynb\" target=\"_parent\"><img src=\"https://naasai-public.s3.eu-west-3.amazonaws.com/Open_in_Naas_Lab.svg\"/></a><br><br><a href=\"https://bit.ly/3JyWIk6\">Give Feedback</a> | <a href=\"https://github.com/jupyter-naas/awesome-notebooks/issues/new?assignees=&labels=bug&template=bug_report.md&title=Newsapi+-+Run+sentiment+analysis:+Error+short+description\">Bug report</a>"
+   ]
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+   "cell_type": "markdown",
+   "id": "aac8c98b-f9bc-42c7-aac6-f15611775fd2",
+   "metadata": {
+    "papermill": {},
+    "tags": []
+   },
+   "source": [
+    "**Tags:** #newsapi #news #sentimentanalysis #ai #opendata #dataframe"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "naas-author",
+   "metadata": {
+    "papermill": {},
+    "tags": [
+     "naas"
+    ]
+   },
+   "source": [
+    "**Author:** [Jeremy Ravenel](https://www.linkedin.com/in/ACoAAAJHE7sB5OxuKHuzguZ9L6lfDHqw--cdnJg/)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "e52ca3be-7ea8-414a-ac4b-8adc780de3ec",
+   "metadata": {
+    "papermill": {},
+    "tags": []
+   },
+   "source": [
+    "**Last update:** 2024-02-07 (Created: 2021-05-10)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "naas-description",
+   "metadata": {
+    "papermill": {},
+    "tags": [
+     "description"
+    ]
+   },
+   "source": [
+    "**Description:** This notebook uses News API to analyze the sentiment of news articles."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "input_cell",
+   "metadata": {
+    "papermill": {},
+    "tags": []
+   },
+   "source": [
+    "## Input"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "import_cell",
+   "metadata": {
+    "papermill": {},
+    "tags": []
+   },
+   "source": [
+    "### Import libraries"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "confirmed-stability",
+   "metadata": {
+    "papermill": {},
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "from naas_drivers import newsapi, sentiment"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "model_cell",
+   "metadata": {
+    "papermill": {},
+    "tags": []
+   },
+   "source": [
+    "## Model"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "836b1730-0a70-4917-9ac8-3e99ef20413b",
+   "metadata": {
+    "papermill": {},
+    "tags": []
+   },
+   "source": [
+    "### Connect to newsAPI and get the data"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "european-greensboro",
+   "metadata": {
+    "papermill": {},
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "data = newsapi.connect().get(\n",
+    "    \"bitcoin\",\n",
+    "    fields=[\"title\", \"image\", \"link\", \"description\"]\n",
+    ")"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "44162e80-99b4-46d4-9ae7-c80f9ff6fdf7",
+   "metadata": {
+    "papermill": {},
+    "tags": []
+   },
+   "source": [
+    "### Get sentiment analysis"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "characteristic-loading",
+   "metadata": {
+    "papermill": {},
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "sentiment = sentiment.get(data, column_name=\"title\")"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "output_cell",
+   "metadata": {
+    "papermill": {},
+    "tags": []
+   },
+   "source": [
+    "## Output"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "display_cell",
+   "metadata": {
+    "papermill": {},
+    "tags": []
+   },
+   "source": [
+    "### Display results"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "direct-saver",
+   "metadata": {
+    "papermill": {},
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "data"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "likely-citizenship",
+   "metadata": {
+    "papermill": {},
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "sentiment"
+   ]
+  }
+ ],
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+   "display_name": "Python 3",
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