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alanzchen/is_papers_from_crossref.ipynb

Created March 14, 2022 04:10
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Collecting Information Systems papers from MISQ, ISR, and JMIS using Crossref and download citations (papers from MISQ available after 2013 only)
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is_papers_from_crossref.ipynb
{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"id": "cosmetic-sympathy",
"metadata": {},
"outputs": [],
"source": [
"# !pip install openpyxl crossref"
]
},
{
"cell_type": "code",
"execution_count": 2,
"id": "straight-greensboro",
"metadata": {},
"outputs": [],
"source": [
"from crossref.restful import Journals"
]
},
{
"cell_type": "code",
"execution_count": 3,
"id": "second-tooth",
"metadata": {},
"outputs": [],
"source": [
"journals = Journals()"
]
},
{
"cell_type": "code",
"execution_count": 4,
"id": "received-stuart",
"metadata": {},
"outputs": [],
"source": [
"misq_papers = [i for i in journals.works(\"2162-9730\").all()]"
]
},
{
"cell_type": "code",
"execution_count": 5,
"id": "uniform-machine",
"metadata": {},
"outputs": [],
"source": [
"isr_papers = [i for i in journals.works(\"1047-7047\").all()]"
]
},
{
"cell_type": "code",
"execution_count": 6,
"id": "monetary-worse",
"metadata": {},
"outputs": [],
"source": [
"jmis_papers = [i for i in journals.works(\"0742-1222\").all()]"
]
},
{
"cell_type": "code",
"execution_count": 7,
"id": "attached-hepatitis",
"metadata": {},
"outputs": [],
"source": [
"from datetime import date\n",
"\n",
"keep_fields = [\"journal\", \"DOI\", \"is-referenced-by-count\", \"title\", \"author\", \"year\", \"cite/year\"]\n",
"this_year = date.today().year\n",
"def flat(p):\n",
" if \"published-print\" in p.keys():\n",
" try:\n",
" p[\"year\"] = p[\"published-print\"]['date-parts'][0][0]\n",
" p[\"cite/year\"] = p[\"is-referenced-by-count\"]/max(this_year - p[\"year\"], 1)\n",
" except:\n",
" pass\n",
" if \"title\" in p.keys():\n",
" p[\"title\"] = p[\"title\"][0]\n",
" if \"author\" in p.keys():\n",
" try:\n",
" p[\"author\"] = \", \".join([i[\"given\"] + \" \" + i[\"family\"] for i in p[\"author\"] if \"given\" in i.keys()])\n",
" except:\n",
" pass\n",
" if \"container-title\" in p.keys():\n",
" p[\"journal\"] = p[\"container-title\"][0]\n",
" p = {k: v for k, v in p.items() if k in keep_fields}\n",
" return p"
]
},
{
"cell_type": "code",
"execution_count": 8,
"id": "satisfactory-queensland",
"metadata": {},
"outputs": [],
"source": [
"import pandas as pd"
]
},
{
"cell_type": "code",
"execution_count": 9,
"id": "amended-gasoline",
"metadata": {},
"outputs": [],
"source": [
"all_papers_df = pd.DataFrame([flat(i) for i in misq_papers + isr_papers + jmis_papers if \"title\" in i.keys()])\n",
"all_papers_df.rename(columns={\"container-title\": \"journal\", \"is-referenced-by-count\": \"citations\"}, inplace=True)"
]
},
{
"cell_type": "code",
"execution_count": 10,
"id": "saved-walker",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"array([[<AxesSubplot:title={'center':'citations'}>]], dtype=object)"
]
},
"execution_count": 10,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"all_papers_df.hist(\"citations\", bins=100)"
]
},
{
"cell_type": "code",
"execution_count": 11,
"id": "blessed-magic",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"array([[<AxesSubplot:title={'center':'cite/year'}>]], dtype=object)"
]
},
"execution_count": 11,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"all_papers_df.hist(\"cite/year\", bins=100)"
]
},
{
"cell_type": "code",
"execution_count": 12,
"id": "vietnamese-niger",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"array([[<AxesSubplot:title={'center':'year'}>]], dtype=object)"
]
},
"execution_count": 12,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"all_papers_df[all_papers_df[\"journal\"] == \"MIS Quarterly\"].hist(\"year\")"
]
},
{
"cell_type": "code",
"execution_count": 13,
"id": "assumed-washer",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"array([[<AxesSubplot:title={'center':'year'}>]], dtype=object)"
]
},
"execution_count": 13,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"all_papers_df[all_papers_df[\"journal\"] == \"Information Systems Research\"].hist(\"year\")"
]
},
{
"cell_type": "code",
"execution_count": 14,
"id": "acute-departure",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"array([[<AxesSubplot:title={'center':'year'}>]], dtype=object)"
]
},
"execution_count": 14,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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slrmYYqt9H0BE7IuIFyPix8CngTeWsAwzM5uBMor7WuC2iTuSltX1vRXYVcIyzMxsBtp6PyNpIfArwDvrmv9I0kqK3TKjk/rMzGwWtFXcI+J54CcntV3ZViIzM2ubv6FqZpYhF3czswy5uJuZZcjF3cwsQy7uZmYZcnE3M8uQi7uZWYZc3M3MMuTibmaWIRd3M7MMubibmWXIxd3MLEMu7mZmGXJxNzPLkIu7mVmGXNzNzDLk4m5mlqG2LxsuaRR4DngRGI+IHklnALcDXRSX2rs8Ig60uywzM2tOWVvufRGxMiJ60v11wNaIWAFsTffNzGyWVLVbZg2wOU1vBi6raDlmZjaFMop7AF+WNCypP7XVImJvmv4eUCthOWZm1iRFRHsDSMsjYkzSmcAW4N8A90TE4rp5DkTEkkmP6wf6AWq12qrBwcGWM4yMHTxmf20B7DvS8vCzwhnL4Yzl6ISM0Bk5G2XsXn56y2P39fUN1+0Of4m2i/tLBpOuBw4DvwP0RsReScuAbRHx2uke19PTE0NDQy0vt2vdfcfsH+geZ8NI258dV8oZy+GM5eiEjNAZORtlHF1/actjS5q2uLe1W0bSQkmnTkwDFwG7gHuAq9JsVwF3t7McMzObmXb/5dWAL0iaGOtzEfFXkr4BfF7StcC3gcvbXI6Zmc1AW8U9Ip4CXj9F+zPAm9sZ28zMWudvqJqZZcjF3cwsQy7uZmYZcnE3M8uQi7uZWYZc3M3MMuTibmaWIRd3M7MMubibmWXIxd3MLEMu7mZmGXJxNzPLkIu7mVmGXNzNzDLk4m5mliEXdzOzDLm4m5llqOXiLuksSQ9IeljSQ5Lek9qvlzQmaUe6XVJeXDMza0Y7l9kbBwYi4pvpItnDkrakvo9GxEfaj2dmZq1oubhHxF5gb5p+TtIjwPKygpmZWetK2ecuqQt4A/C11PRuSTslbZK0pIxlmJlZ8xQR7Q0gLQL+BrghIu6SVAOeBgL4MLAsIq6Z4nH9QD9ArVZbNTg42HKGkbGDx+yvLYB9R1oeflY4YzmcsRydkBE6I2ejjN3LT2957L6+vuGI6Jmqr63iLulk4F7gSxFx4xT9XcC9EXHescbp6emJoaGhlnN0rbvvmP0D3eNsGGnn44XqOWM5nLEcnZAROiNno4yj6y9teWxJ0xb3do6WEXAT8Eh9YZe0rG62twK7Wl2GmZm1pp1/eW8CrgRGJO1IbR8A1kpaSbFbZhR4ZxvLMDOzFrRztMxXAE3RdX/rcczMrAz+hqqZWYZc3M3MMuTibmaWIRd3M7MMubibmWXIxd3MLEMu7mZmGXJxNzPLkIu7mVmGXNzNzDLk4m5mliEXdzOzDLm4m5llyMXdzCxDLu5mZhlycTczy5CLu5lZhlzczcwyVFlxl7Ra0mOSdktaV9VyzMzsH6qkuEs6EfhvwMXAORQXzT6nimWZmdk/VNWW+xuB3RHxVET8EBgE1lS0LDMzm0QRUf6g0j8HVkfEb6f7VwI/FxHvrpunH+hPd18LPFZ6kKOWAk9XOH4ZnLEczliOTsgInZGzyoyvioiXT9VxUkULbCgiNgIbZ2NZkoYiomc2ltUqZyyHM5ajEzJCZ+Scq4xV7ZYZA86qu/+K1GZmZrOgquL+DWCFpFdLOgV4G3BPRcsyM7NJKtktExHjkt4NfAk4EdgUEQ9VsawmzcrunzY5YzmcsRydkBE6I+ecZKzkA1UzM5tb/oaqmVmGXNzNzDLUkcVd0iZJ+yXtqmt7vaS/kzQi6S8knZbaT5a0ObU/Iun9dY8ZTe07JA3NYcZTJH0mtX9LUm/dY1al9t2SPi5J8zDjtnSqiR3pdmaJGc+S9ICkhyU9JOk9qf0MSVskPZF+LkntSutpt6Sdks6vG+uqNP8Tkq6apxlfrFuPpR6E0ELOf5L+Fl6Q9PuTxqrk9CIlZ6zk9d1CxivS73lE0lclvb5urOpO0xIRHXcDLgTOB3bVtX0D+MU0fQ3w4TT9W8Bgmv4JYBToSvdHgaXzION1wGfS9JnAMHBCuv914AJAwF8CF8/DjNuAnorW4zLg/DR9KvA4xSkt/ghYl9rXAf81TV+S1pPSevtaaj8DeCr9XJKml8ynjKnvcBXrscWcZwL/FLgB+P26cU4EngTOBk4BvgWcM58ypr5RKnh9t5Dxn038rVGckmXib7Ky9RgRnbnlHhEPAs9Oan4N8GCa3gL8xsTswEJJJwELgB8Ch+ZZxnOAv06P2w98H+iRtAw4LSK2R/HXcAtw2XzKWFaWY2TcGxHfTNPPAY8AyylOZ7E5zbaZo+tlDXBLFLYDi9N6/FVgS0Q8GxEHKJ7b6nmWsVIzzRkR+yPiG8CPJg1V2elFSsxYmRYyfjX9zQFsp/jeD1R8mpaOLO7TeIijK+Y3OfolqjuA54G9wHeAj0TEREEL4MuShlWcDmGuMn4L+DVJJ0l6NbAq9S0H9tQ9fk9qm08ZJ3wmvf3991J5u47qSeoC3gB8DahFxN7U9T2glqaXA9+te9jEOpuufT5lBPhHkoYkbZd0Wdn5ZphzOvNpXR5L5a/vFjJeS/GuDSpejzkV92uAfy1pmOKt0g9T+xuBF4GfBl4NDEg6O/X9fEScT/FW6TpJF85Rxk0Uv9gh4E+Ar6bMc6GVjFdERDfwC+l2ZdmhJC0C7gR+NyJe8s4rvauZ82N6S8r4qii+qv5bwJ9I+pl5mrNSJWWs9PU904yS+iiK+/vKzDGdbIp7RDwaERdFxCrgNop9WVC8SP4qIn6Udif8b9LuhIgYSz/3A1+g+Ecw6xkjYjwi/m1ErIyINcBiiv14Yxx9CwezcBqHFjLWr8fngM9R8nqUdDLFi+jWiLgrNe+b2JWRfu5P7dOd+qLSU2KUlLF+XT5F8VnGG8rK2ELO6cyndTmtKl/fM80o6XXAnwFrIuKZ1FzpesymuCsdoSHpBOCDwKdS13eAX0p9Cyk+wHpU0kJJp9a1XwTsmjzubGSU9BMpA5J+BRiPiIfTW7xDki5IuzreDtw9nzKm3TRLU/vJwFsocT2m530T8EhE3FjXdQ8wccTLVRxdL/cAb1fhAuBgWo9fAi6StCQdxXBRaps3GVO2l6UxlwJvAh4uI2OLOadT2elFyspY5et7phklvRK4C7gyIh6vm7/a07TM9BPY+XCj2KLcS/Ehyh6KtzrvodiSfBxYz9Fv3y4C/pxiX/LDwHtT+9kU+5G/lfr+YA4zdlGc8vgR4H9RvDWfGKeH4o/ySeATE4+ZLxmBhRRHzuxM6/FjwIklZvx5ire3O4Ed6XYJ8JPAVuCJlOeMNL8oLhTzJDBC3VE8FLucdqfbO+ZbRoqjKkbS3+QIcG3Jf5MzzflT6e/iEMUH6HsoPuAnPe7x9BxKe+2UlZEKX98tZPwz4EDdvEN1Y1WyHiPCpx8wM8tRNrtlzMzsKBd3M7MMubibmWXIxd3MLEMu7mZmGXJxNzPLkIu7mVmG/j92gMTYeouWrQAAAABJRU5ErkJggg==\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"all_papers_df[all_papers_df[\"journal\"] == \"Journal of Management Information Systems\"].hist(\"year\")"
]
},
{
"cell_type": "code",
"execution_count": 15,
"id": "common-privacy",
"metadata": {},
"outputs": [],
"source": [
"all_papers_df.to_excel(\"is_papers.xlsx\")"
]
},
{
"cell_type": "code",
"execution_count": 16,
"id": "acquired-encounter",
"metadata": {},
"outputs": [],
"source": [
"!open is_papers.xlsx"
]
},
{
"cell_type": "code",
"execution_count": 17,
"id": "declared-citizen",
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>DOI</th>\n",
" <th>citations</th>\n",
" <th>title</th>\n",
" <th>author</th>\n",
" <th>year</th>\n",
" <th>cite/year</th>\n",
" <th>journal</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>10.25300/misq/2020/11872</td>\n",
" <td>3</td>\n",
" <td>Organizational Sensemaking in ERP Implementati...</td>\n",
" <td>Barney Tan, Shan L. Pan, Wenbo Chen, Lihua Huang</td>\n",
" <td>2020.0</td>\n",
" <td>1.500000</td>\n",
" <td>MIS Quarterly</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>10.25300/misq/2013/37.4.15</td>\n",
" <td>98</td>\n",
" <td>Motivating Energy-Efficient Behavior with Gree...</td>\n",
" <td>Claire-Michelle Loock, Thorsten Staake, Frédér...</td>\n",
" <td>2013.0</td>\n",
" <td>10.888889</td>\n",
" <td>MIS Quarterly</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>10.25300/misq/2016/40.1.02</td>\n",
" <td>43</td>\n",
" <td>Free Versus For-a-Fee: The Impact of a Paywal...</td>\n",
" <td>Hyelim Oh, Animesh Animesh, Alain Pinsonneault</td>\n",
" <td>2016.0</td>\n",
" <td>7.166667</td>\n",
" <td>MIS Quarterly</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>10.25300/misq/2014/38.2.04</td>\n",
" <td>320</td>\n",
" <td>Trust, Satisfaction, and Online Repurchase Int...</td>\n",
" <td>Yulin Fang, Israr Qureshi, Heshan Sun, Patrick...</td>\n",
" <td>2014.0</td>\n",
" <td>40.000000</td>\n",
" <td>MIS Quarterly</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>10.25300/misq/2013/37.4.07</td>\n",
" <td>176</td>\n",
" <td>Addressing the Personalization-Privacy Paradox...</td>\n",
" <td>Juliana Sutanto, Elia Palme, Chuan-Hoo Tan, Ch...</td>\n",
" <td>2013.0</td>\n",
" <td>19.555556</td>\n",
" <td>MIS Quarterly</td>\n",
" </tr>\n",
" <tr>\n",
" <th>...</th>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3430</th>\n",
" <td>10.1080/07421222.2000.11045632</td>\n",
" <td>285</td>\n",
" <td>Measuring the Flexibility of Information Techn...</td>\n",
" <td>NaN</td>\n",
" <td>2000.0</td>\n",
" <td>12.954545</td>\n",
" <td>Journal of Management Information Systems</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3431</th>\n",
" <td>10.1080/07421222.1996.11518122</td>\n",
" <td>92</td>\n",
" <td>Analyzing Cost-Effectiveness of Organizations:...</td>\n",
" <td>Sabyasachi Mitra, Antoine Karim Chaya</td>\n",
" <td>1996.0</td>\n",
" <td>3.538462</td>\n",
" <td>Journal of Management Information Systems</td>\n",
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" <tr>\n",
" <th>3432</th>\n",
" <td>10.1080/07421222.2002.11045715</td>\n",
" <td>591</td>\n",
" <td>Individual Trust in Online Firms: Scale Develo...</td>\n",
" <td>NaN</td>\n",
" <td>2002.0</td>\n",
" <td>29.550000</td>\n",
" <td>Journal of Management Information Systems</td>\n",
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" <tr>\n",
" <th>3433</th>\n",
" <td>10.1080/07421222.2000.11518269</td>\n",
" <td>448</td>\n",
" <td>Executives’ Perceptions of the Business Value ...</td>\n",
" <td>Paul P. Tallon, Kenneth L. Kraemer, Vijay Gurb...</td>\n",
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" <td>20.363636</td>\n",
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" <th>3434</th>\n",
" <td>10.2753/mis0742-1222240403</td>\n",
" <td>300</td>\n",
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" <td>Anthony Vance, Christophe Elie-Dit-Cosaque, De...</td>\n",
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"text/plain": [
" DOI citations \\\n",
"0 10.25300/misq/2020/11872 3 \n",
"1 10.25300/misq/2013/37.4.15 98 \n",
"2 10.25300/misq/2016/40.1.02 43 \n",
"3 10.25300/misq/2014/38.2.04 320 \n",
"4 10.25300/misq/2013/37.4.07 176 \n",
"... ... ... \n",
"3430 10.1080/07421222.2000.11045632 285 \n",
"3431 10.1080/07421222.1996.11518122 92 \n",
"3432 10.1080/07421222.2002.11045715 591 \n",
"3433 10.1080/07421222.2000.11518269 448 \n",
"3434 10.2753/mis0742-1222240403 300 \n",
"\n",
" title \\\n",
"0 Organizational Sensemaking in ERP Implementati... \n",
"1 Motivating Energy-Efficient Behavior with Gree... \n",
"2 Free Versus For-a-Fee: The Impact of a Paywal... \n",
"3 Trust, Satisfaction, and Online Repurchase Int... \n",
"4 Addressing the Personalization-Privacy Paradox... \n",
"... ... \n",
"3430 Measuring the Flexibility of Information Techn... \n",
"3431 Analyzing Cost-Effectiveness of Organizations:... \n",
"3432 Individual Trust in Online Firms: Scale Develo... \n",
"3433 Executives’ Perceptions of the Business Value ... \n",
"3434 Examining Trust in Information Technology Arti... \n",
"\n",
" author year cite/year \\\n",
"0 Barney Tan, Shan L. Pan, Wenbo Chen, Lihua Huang 2020.0 1.500000 \n",
"1 Claire-Michelle Loock, Thorsten Staake, Frédér... 2013.0 10.888889 \n",
"2 Hyelim Oh, Animesh Animesh, Alain Pinsonneault 2016.0 7.166667 \n",
"3 Yulin Fang, Israr Qureshi, Heshan Sun, Patrick... 2014.0 40.000000 \n",
"4 Juliana Sutanto, Elia Palme, Chuan-Hoo Tan, Ch... 2013.0 19.555556 \n",
"... ... ... ... \n",
"3430 NaN 2000.0 12.954545 \n",
"3431 Sabyasachi Mitra, Antoine Karim Chaya 1996.0 3.538462 \n",
"3432 NaN 2002.0 29.550000 \n",
"3433 Paul P. Tallon, Kenneth L. Kraemer, Vijay Gurb... 2000.0 20.363636 \n",
"3434 Anthony Vance, Christophe Elie-Dit-Cosaque, De... 2008.0 21.428571 \n",
"\n",
" journal \n",
"0 MIS Quarterly \n",
"1 MIS Quarterly \n",
"2 MIS Quarterly \n",
"3 MIS Quarterly \n",
"4 MIS Quarterly \n",
"... ... \n",
"3430 Journal of Management Information Systems \n",
"3431 Journal of Management Information Systems \n",
"3432 Journal of Management Information Systems \n",
"3433 Journal of Management Information Systems \n",
"3434 Journal of Management Information Systems \n",
"\n",
"[3435 rows x 7 columns]"
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