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@zuphilip
Last active December 30, 2022 11:53
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matplotlib==3.5.0
wordcloud==1.8.1
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{
"cells": [
{
"cell_type": "markdown",
"id": "d9877cd2-91e6-48f2-99ce-9c959ccaa687",
"metadata": {},
"source": [
"# Wordcloud from tags of Zotero items"
]
},
{
"cell_type": "markdown",
"id": "fdf7934f-089a-485c-9041-4abedd8d1529",
"metadata": {},
"source": [
"This creates a wordcloud from the tags of Zotero items which are requested over the Zotero API.\n",
"The example here uses an openly shared Zotero collection but it can be adapted to individual uses.\n"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "328e96f6-2951-4b6a-8577-7de351f2fdb2",
"metadata": {},
"outputs": [],
"source": [
"import requests\n",
"import matplotlib.pyplot as plt\n",
"\n",
"from wordcloud import WordCloud"
]
},
{
"cell_type": "code",
"execution_count": 3,
"id": "42fdf9a7-1abd-4241-86e7-851867c5d8a1",
"metadata": {},
"outputs": [],
"source": [
"requests.packages.urllib3.disable_warnings(requests.packages.urllib3.exceptions.InsecureRequestWarning)"
]
},
{
"cell_type": "markdown",
"id": "3a51cdd8-fefd-43a8-8f5b-25412bacfe99",
"metadata": {},
"source": [
"Change this url to any other library/collection. You can also use further Zotero API parameters, see https://www.zotero.org/support/dev/web_api/v3/basics.\n",
"Note that currently the maximum amount of elements requested by a simple call is 100 and this code here is "
]
},
{
"cell_type": "code",
"execution_count": 4,
"id": "164540a5-9986-46bf-aeda-f1b66368afb8",
"metadata": {},
"outputs": [],
"source": [
"url = \"https://api.zotero.org/users/475425/collections/9KH9TNSJ/tags?limit=100\""
]
},
{
"cell_type": "code",
"execution_count": 5,
"id": "6077c615-9c94-4b77-8191-22e7fd2875d4",
"metadata": {},
"outputs": [],
"source": [
"req = requests.get(url, verify=False)\n",
"if (req.status_code != 200):\n",
" print(\"Requesting the url\", req.url, \"yields a\", req.status_code, \"error with the following message:\", req.text)\n",
"else:\n",
" data = req.json()"
]
},
{
"cell_type": "code",
"execution_count": 6,
"id": "cf78d261-c5b8-4b0d-9251-585333709d3d",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"41\n"
]
}
],
"source": [
"frequencies = {}\n",
"for element in data:\n",
" tag = element['tag']\n",
" freq = element['meta']['numItems']\n",
" frequencies[tag] = freq\n",
"print(len(frequencies))"
]
},
{
"cell_type": "code",
"execution_count": 20,
"id": "e952d47a-c41f-4b1c-8c94-6bbff396ee57",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"wc = WordCloud(max_font_size=50, prefer_horizontal=0.85, background_color=\"white\", colormap=\"Dark2\", width=800, height=400)\n",
"wordcloud = wc.generate_from_frequencies(frequencies)\n",
"\n",
"plt.figure()\n",
"plt.imshow(wordcloud, interpolation=\"bilinear\")\n",
"plt.axis(\"off\")\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "4028f1c2-4c64-4730-8cef-02f0a005ac27",
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": null,
"id": "aaa4217b-85cb-4e05-a0c3-b19d5e13de15",
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3 (ipykernel)",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.7.12"
}
},
"nbformat": 4,
"nbformat_minor": 5
}
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