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b/WOS/wos_analysis/wos_analyses.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "code", - "execution_count": 1, + "execution_count": 3, "id": "40038234", "metadata": {}, "outputs": [ @@ -42,7 +42,7 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 4, "outputs": [], "source": [ "os.makedirs('plot_html',exist_ok=True)\n", @@ -54,7 +54,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 5, "outputs": [ { "data": { @@ -238094,7 +238094,7 @@ "plotlyServerURL": "https://plotly.com" } }, - "text/html": "
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" }, "metadata": {}, "output_type": "display_data" @@ -238129,7 +238129,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 6, "outputs": [], "source": [ "aggr_dict = dict()\n", @@ -238152,14 +238152,14 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 7, "outputs": [ { "data": { "text/plain": " Publication Years Record Count Scope\n12 2021 11677 CN+US\n13 2020 10774 CN+US\n14 2022 10551 CN+US\n15 2019 10098 CN+US\n16 2018 7907 CN+US\n17 2017 6064 CN+US\n18 2016 4827 CN+US\n19 2015 4051 CN+US\n20 2014 3321 CN+US\n21 2013 2541 CN+US\n22 2012 2002 CN+US\n23 2011 1629 CN+US\n36 2022 11079 EU+CN\n37 2021 10573 EU+CN\n38 2020 8492 EU+CN\n39 2019 7007 EU+CN\n40 2018 5243 EU+CN\n41 2017 3802 EU+CN\n42 2016 3046 EU+CN\n43 2015 2487 EU+CN\n44 2014 2123 EU+CN\n45 2013 1558 EU+CN\n46 2012 1226 EU+CN\n47 2011 1000 EU+CN\n48 2021 13659 EU+US\n49 2022 12705 EU+US\n50 2020 11524 EU+US\n51 2019 10610 EU+US\n52 2018 9044 EU+US\n53 2017 7587 EU+US\n54 2016 6714 EU+US\n55 2015 5911 EU+US\n56 2014 5177 EU+US\n57 2013 4525 EU+US\n58 2012 3982 EU+US\n59 2011 3663 EU+US", "text/html": "
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5720134525EU+US
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" }, - "execution_count": 5, + "execution_count": 7, "metadata": {}, "output_type": "execute_result" } @@ -238173,7 +238173,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 8, "outputs": [ { "data": { @@ -239236,7 +239236,7 @@ "plotlyServerURL": "https://plotly.com" } }, - "text/html": "
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" }, "metadata": {}, "output_type": "display_data" @@ -239268,7 +239268,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 9, "outputs": [ { "data": { @@ -240285,7 +240285,7 @@ "plotlyServerURL": "https://plotly.com" } }, - "text/html": "
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" }, "metadata": {}, "output_type": "display_data" @@ -240317,7 +240317,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 9, "outputs": [], "source": [], "metadata": { @@ -240326,7 +240326,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 10, "id": "ea3629f5", "metadata": {}, "outputs": [], @@ -240338,7 +240338,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 11, "id": "fb7baf32", "metadata": {}, "outputs": [], @@ -240351,7 +240351,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 12, "id": "4dd8e081", "metadata": {}, "outputs": [], @@ -240370,7 +240370,7 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 13, "id": "eb933d66", "metadata": {}, "outputs": [], @@ -240381,7 +240381,7 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 14, "id": "cd0b0efa", "metadata": {}, "outputs": [], @@ -240392,7 +240392,7 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 15, "id": "1e737dbf", "metadata": {}, "outputs": [], @@ -240402,13 +240402,13 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 16, "outputs": [ { "data": { "text/plain": "0.06419887103777681" }, - "execution_count": 14, + "execution_count": 16, "metadata": {}, "output_type": "execute_result" } @@ -240440,7 +240440,7 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 17, "id": "f39cb21d", "metadata": {}, "outputs": [], @@ -240467,7 +240467,7 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 18, "id": "2c9d6d5a", "metadata": {}, "outputs": [], @@ -240483,7 +240483,7 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 19, "outputs": [ { "data": { @@ -243263,7 +243263,7 @@ "plotlyServerURL": "https://plotly.com" } }, - "text/html": "
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" }, "metadata": {}, "output_type": "display_data" @@ -243345,7 +243345,7 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 20, "outputs": [], "source": [ "# figsuper.write_html(f\"plot_html/Overall_distr&trends.html\",config= dict(displayModeBar = False, responsive = True))\n", @@ -243358,7 +243358,7 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 21, "outputs": [ { "data": { @@ -246137,7 +246137,7 @@ "plotlyServerURL": "https://plotly.com" } }, - "text/html": "
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" }, "metadata": {}, "output_type": "display_data" @@ -246166,7 +246166,7 @@ }, { "cell_type": "code", - "execution_count": 20, + "execution_count": 22, "id": "14e82a73", "metadata": {}, "outputs": [], @@ -246210,7 +246210,7 @@ }, { "cell_type": "code", - "execution_count": 21, + "execution_count": 23, "id": "8cbe20ab", "metadata": {}, "outputs": [], @@ -246233,7 +246233,7 @@ }, { "cell_type": "code", - "execution_count": 22, + "execution_count": 24, "id": "05d0922a", "metadata": {}, "outputs": [], @@ -246338,7 +246338,7 @@ }, { "cell_type": "code", - "execution_count": 23, + "execution_count": 25, "id": "3a07c24d", "metadata": {}, "outputs": [ @@ -248389,7 +248389,7 @@ "plotlyServerURL": "https://plotly.com" } }, - "text/html": "
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" }, "metadata": {}, "output_type": "display_data" @@ -248456,7 +248456,7 @@ }, { "cell_type": "code", - "execution_count": 24, + "execution_count": 26, "outputs": [], "source": [ "# figsuper.write_html(f\"plot_html/Domains_distr&trends.html\",config= dict(displayModeBar = False, responsive = True))" @@ -248467,7 +248467,7 @@ }, { "cell_type": "code", - "execution_count": 25, + "execution_count": 27, "outputs": [], "source": [ "# figsuper.write_image(f\"plot_html/Domains_distr&trends.svg\",height=800,width=1600)\n", @@ -248479,7 +248479,7 @@ }, { "cell_type": "code", - "execution_count": 26, + "execution_count": 28, "outputs": [ { "data": { @@ -250526,7 +250526,7 @@ "plotlyServerURL": "https://plotly.com" } }, - "text/html": "
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" }, "metadata": {}, "output_type": "display_data" @@ -250548,7 +250548,7 @@ }, { "cell_type": "code", - "execution_count": 27, + "execution_count": 29, "id": "329b6889", "metadata": {}, "outputs": [ @@ -250557,7 +250557,7 @@ "text/plain": "Publication Year 2011 2012 2013 2014 2015 2016 2017 2018 \nDomain_English \nApplied Sciences 490 593 738 1031 1201 1535 1920 2808 \\\nArts & Humanities 0 0 0 4 1 3 7 4 \nEconomic & Social Sciences 20 22 29 28 34 40 84 105 \nHealth Sciences 116 120 155 184 216 243 321 403 \nMultidisciplinary 15 21 43 52 57 64 75 76 \nNatural Sciences 181 223 298 318 380 437 568 753 \n\nPublication Year 2019 2020 2021 2022 \nDomain_English \nApplied Sciences 3729 4446 5295 6199 \nArts & Humanities 11 11 16 13 \nEconomic & Social Sciences 160 211 252 375 \nHealth Sciences 611 755 1035 1182 \nMultidisciplinary 83 97 115 149 \nNatural Sciences 999 1232 1403 1665 ", "text/html": "
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Publication Year201120122013201420152016201720182019202020212022
Domain_English
Applied Sciences490593738103112011535192028083729444652956199
Arts & Humanities0004137411111613
Economic & Social Sciences20222928344084105160211252375
Health Sciences11612015518421624332140361175510351182
Multidisciplinary15214352576475768397115149
Natural Sciences181223298318380437568753999123214031665
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" }, - "execution_count": 27, + "execution_count": 29, "metadata": {}, "output_type": "execute_result" } @@ -250571,7 +250571,7 @@ }, { "cell_type": "code", - "execution_count": 28, + "execution_count": 30, "id": "100f3002", "metadata": {}, "outputs": [], @@ -250583,7 +250583,7 @@ }, { "cell_type": "code", - "execution_count": 29, + "execution_count": 31, "id": "a8d24046", "metadata": {}, "outputs": [ @@ -250592,7 +250592,7 @@ "text/plain": "Publication Year 2011 2012 2013 2014 \nDomain_English \nApplied Sciences 59.610706 60.572012 58.432304 63.760049 \\\nArts & Humanities 0.000000 0.000000 0.000000 0.247372 \nEconomic & Social Sciences 2.433090 2.247191 2.296120 1.731602 \nHealth Sciences 14.111922 12.257406 12.272367 11.379097 \nMultidisciplinary 1.824818 2.145046 3.404592 3.215832 \nNatural Sciences 22.019465 22.778345 23.594616 19.666048 \n\nPublication Year 2015 2016 2017 2018 \nDomain_English \nApplied Sciences 63.578613 66.106804 64.537815 67.678959 \\\nArts & Humanities 0.052938 0.129199 0.235294 0.096409 \nEconomic & Social Sciences 1.799894 1.722653 2.823529 2.530730 \nHealth Sciences 11.434621 10.465116 10.789916 9.713184 \nMultidisciplinary 3.017470 2.756245 2.521008 1.831767 \nNatural Sciences 20.116464 18.819983 19.092437 18.148952 \n\nPublication Year 2019 2020 2021 2022 \nDomain_English \nApplied Sciences 66.672626 65.847156 65.241498 64.687467 \nArts & Humanities 0.196674 0.162915 0.197141 0.135657 \nEconomic & Social Sciences 2.860719 3.125000 3.104978 3.913180 \nHealth Sciences 10.924370 11.181872 12.752587 12.334342 \nMultidisciplinary 1.483998 1.436611 1.416954 1.554837 \nNatural Sciences 17.861613 18.246445 17.286841 17.374517 ", "text/html": "
\n\n\n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n
Publication Year201120122013201420152016201720182019202020212022
Domain_English
Applied Sciences59.61070660.57201258.43230463.76004963.57861366.10680464.53781567.67895966.67262665.84715665.24149864.687467
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Economic & Social Sciences2.4330902.2471912.2961201.7316021.7998941.7226532.8235292.5307302.8607193.1250003.1049783.913180
Health Sciences14.11192212.25740612.27236711.37909711.43462110.46511610.7899169.71318410.92437011.18187212.75258712.334342
Multidisciplinary1.8248182.1450463.4045923.2158323.0174702.7562452.5210081.8317671.4839981.4366111.4169541.554837
Natural Sciences22.01946522.77834523.59461619.66604820.11646418.81998319.09243718.14895217.86161318.24644517.28684117.374517
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" }, - "execution_count": 29, + "execution_count": 31, "metadata": {}, "output_type": "execute_result" } @@ -250621,7 +250621,7 @@ }, { "cell_type": "code", - "execution_count": 30, + "execution_count": 32, "id": "0397eb85", "metadata": {}, "outputs": [], @@ -250633,7 +250633,7 @@ }, { "cell_type": "code", - "execution_count": 31, + "execution_count": 33, "id": "846596cf", "metadata": {}, "outputs": [], @@ -250654,7 +250654,7 @@ }, { "cell_type": "code", - "execution_count": 32, + "execution_count": 34, "id": "b3adb06a", "metadata": {}, "outputs": [ @@ -250662,7 +250662,7 @@ "name": "stderr", "output_type": "stream", "text": [ - "C:\\Users\\radvanyi\\AppData\\Local\\Temp\\ipykernel_13036\\1606125869.py:24: SettingWithCopyWarning:\n", + "C:\\Users\\radvanyi\\AppData\\Local\\Temp\\ipykernel_5128\\1606125869.py:24: SettingWithCopyWarning:\n", "\n", "\n", "A value is trying to be set on a copy of a slice from a DataFrame.\n", @@ -250670,7 +250670,7 @@ "\n", "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", "\n", - "C:\\Users\\radvanyi\\AppData\\Local\\Temp\\ipykernel_13036\\1606125869.py:24: SettingWithCopyWarning:\n", + "C:\\Users\\radvanyi\\AppData\\Local\\Temp\\ipykernel_5128\\1606125869.py:24: SettingWithCopyWarning:\n", "\n", "\n", "A value is trying to be set on a copy of a slice from a DataFrame.\n", @@ -250678,7 +250678,7 @@ "\n", "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", "\n", - "C:\\Users\\radvanyi\\AppData\\Local\\Temp\\ipykernel_13036\\1606125869.py:24: SettingWithCopyWarning:\n", + "C:\\Users\\radvanyi\\AppData\\Local\\Temp\\ipykernel_5128\\1606125869.py:24: SettingWithCopyWarning:\n", "\n", "\n", "A value is trying to be set on a copy of a slice from a DataFrame.\n", @@ -251983,7 +251983,7 @@ "plotlyServerURL": "https://plotly.com" } }, - "text/html": "
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" }, "metadata": {}, "output_type": "display_data" @@ -252071,7 +252071,7 @@ }, { "cell_type": "code", - "execution_count": 33, + "execution_count": 35, "outputs": [], "source": [ "# figsuper.write_html(f\"plot_html/europe_contribution_bar.html\",config= dict(displayModeBar = False, responsive = True))\n", @@ -252084,7 +252084,7 @@ }, { "cell_type": "code", - "execution_count": 34, + "execution_count": 36, "id": "c959287e", "metadata": {}, "outputs": [ @@ -254032,7 +254032,7 @@ "plotlyServerURL": "https://plotly.com" } }, - "text/html": "
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" }, "metadata": {}, "output_type": "display_data" @@ -254081,7 +254081,7 @@ }, { "cell_type": "code", - "execution_count": 35, + "execution_count": 37, "outputs": [], "source": [ "# fig.write_html(f\"plot_html/intraeurope_collabs.html\",config= dict(displayModeBar = False, responsive = True))\n", @@ -254094,7 +254094,7 @@ }, { "cell_type": "code", - "execution_count": 36, + "execution_count": 38, "outputs": [ { "data": { @@ -256045,7 +256045,7 @@ "plotlyServerURL": "https://plotly.com" } }, - "text/html": "
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" }, "metadata": {}, "output_type": "display_data" @@ -256076,7 +256076,7 @@ }, { "cell_type": "code", - "execution_count": 37, + "execution_count": 39, "id": "f19501a9", "metadata": {}, "outputs": [ @@ -256085,7 +256085,7 @@ "text/plain": " Publication Year Country UT (Unique WOS ID) \n0 2011 Austria 22.0 \\\n1 2011 Belgium 34.0 \n2 2011 Bulgaria 4.0 \n3 2011 Croatia 1.0 \n4 2011 Cyprus 2.0 \n.. ... ... ... \n355 2022 Slovenia 40.0 \n356 2022 Spain 640.0 \n357 2022 Sweden 510.0 \n358 2022 Switzerland 447.0 \n359 2022 United Kingdom 4245.0 \n\n Publication Year_relative_growth UT (Unique WOS ID)_relative_growth \n0 2011 0.000000 \\\n1 2011 0.000000 \n2 2011 0.000000 \n3 2011 0.000000 \n4 2011 0.000000 \n.. ... ... \n355 2011 4.714286 \n356 2011 11.800000 \n357 2011 14.000000 \n358 2011 11.081081 \n359 2011 10.694215 \n\n UT (Unique WOS ID)_cumsum Country_Type Eurovoc_Class \n0 22.0 EU Western Europe \\\n1 34.0 EU Western Europe \n2 4.0 EU Eastern Europe \n3 1.0 EU Eastern Europe \n4 2.0 EU Southern Europe \n.. ... ... ... \n355 322.0 EU Eastern Europe \n356 2963.0 EU Southern Europe \n357 2656.0 EU Northern Europe \n358 2026.0 Non-EU associate Western Europe \n359 20419.0 Non-EU associate Western Europe \n\n year_unique pub_output_percent ISO3 \n0 822 0.026764 AUT \n1 822 0.041363 BEL \n2 822 0.004866 BGR \n3 822 0.001217 HRV \n4 822 0.002433 CYP \n.. ... ... ... \n355 9583 0.004174 SVN \n356 9583 0.066785 ESP \n357 9583 0.053219 SWE \n358 9583 0.046645 CHE \n359 9583 0.442972 GBR \n\n[360 rows x 11 columns]", "text/html": "
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Publication YearCountryUT (Unique WOS ID)Publication Year_relative_growthUT (Unique WOS ID)_relative_growthUT (Unique WOS ID)_cumsumCountry_TypeEurovoc_Classyear_uniquepub_output_percentISO3
02011Austria22.020110.00000022.0EUWestern Europe8220.026764AUT
12011Belgium34.020110.00000034.0EUWestern Europe8220.041363BEL
22011Bulgaria4.020110.0000004.0EUEastern Europe8220.004866BGR
32011Croatia1.020110.0000001.0EUEastern Europe8220.001217HRV
42011Cyprus2.020110.0000002.0EUSouthern Europe8220.002433CYP
....................................
3552022Slovenia40.020114.714286322.0EUEastern Europe95830.004174SVN
3562022Spain640.0201111.8000002963.0EUSouthern Europe95830.066785ESP
3572022Sweden510.0201114.0000002656.0EUNorthern Europe95830.053219SWE
3582022Switzerland447.0201111.0810812026.0Non-EU associateWestern Europe95830.046645CHE
3592022United Kingdom4245.0201110.69421520419.0Non-EU associateWestern Europe95830.442972GBR
\n

360 rows × 11 columns

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" }, - "execution_count": 37, + "execution_count": 39, "metadata": {}, "output_type": "execute_result" } @@ -256118,7 +256118,7 @@ }, { "cell_type": "code", - "execution_count": 38, + "execution_count": 40, "outputs": [ { "data": { @@ -262809,7 +262809,7 @@ "plotlyServerURL": "https://plotly.com" } }, - "text/html": "
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" }, "metadata": {}, "output_type": "display_data" @@ -262931,7 +262931,7 @@ }, { "cell_type": "code", - "execution_count": 39, + "execution_count": 41, "outputs": [ { "data": { @@ -269623,7 +269623,7 @@ "plotlyServerURL": "https://plotly.com" } }, - "text/html": "
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" }, "metadata": {}, "output_type": "display_data" @@ -269645,7 +269645,7 @@ }, { "cell_type": "code", - "execution_count": 40, + "execution_count": 42, "outputs": [], "source": [ "# figsuper.write_html(f\"plot_html/country_trends_overall.html\",config= dict(displayModeBar = False, responsive = True))\n", @@ -269658,7 +269658,7 @@ }, { "cell_type": "code", - "execution_count": 41, + "execution_count": 43, "outputs": [ { "data": { @@ -273697,7 +273697,7 @@ "plotlyServerURL": "https://plotly.com" } }, - "text/html": "
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" }, "metadata": {}, "output_type": "display_data" @@ -273744,7 +273744,7 @@ }, { "cell_type": "code", - "execution_count": 42, + "execution_count": 44, "outputs": [], "source": [ "# fig.write_html(f\"plot_html/country_year_trends.html\",config= dict(displayModeBar = False, responsive = True))\n", @@ -273757,7 +273757,7 @@ }, { "cell_type": "code", - "execution_count": 43, + "execution_count": 45, "outputs": [ { "data": { @@ -278067,7 +278067,7 @@ "plotlyServerURL": "https://plotly.com" } }, - "text/html": "
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" }, "metadata": {}, "output_type": "display_data" @@ -278083,7 +278083,7 @@ }, { "cell_type": "code", - "execution_count": 44, + "execution_count": 46, "outputs": [], "source": [ "fig = px.line(data.sort_values(ascending=True, by='Publication Year'),\n", @@ -278128,7 +278128,7 @@ }, { "cell_type": "code", - "execution_count": 45, + "execution_count": 47, "outputs": [ { "data": { @@ -282558,7 +282558,7 @@ "plotlyServerURL": "https://plotly.com" } }, - "text/html": "
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" }, "metadata": {}, "output_type": "display_data" @@ -282584,7 +282584,7 @@ }, { "cell_type": "code", - "execution_count": 46, + "execution_count": 48, "outputs": [], "source": [ "# fig.write_html(f\"plot_html/country_year_rel_trends.html\",config= dict(displayModeBar = False, responsive = True))\n", @@ -282597,7 +282597,7 @@ }, { "cell_type": "code", - "execution_count": 47, + "execution_count": 49, "outputs": [], "source": [ "fig = px.line(data.sort_values(ascending=True, by='Publication Year'),\n", @@ -282642,7 +282642,7 @@ }, { "cell_type": "code", - "execution_count": 48, + "execution_count": 50, "outputs": [ { "data": { @@ -287072,7 +287072,7 @@ "plotlyServerURL": "https://plotly.com" } }, - "text/html": "
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" }, "metadata": {}, "output_type": "display_data" @@ -287098,7 +287098,7 @@ }, { "cell_type": "code", - "execution_count": 49, + "execution_count": 51, "id": "e4c50e14", "metadata": {}, "outputs": [ @@ -287107,7 +287107,7 @@ "text/plain": "Publication Year 2011 2012 2013 2014 2015 2016 2017 2018 2019 2020 \nCountry \nAustria 22 24 26 39 50 57 72 89 138 137 \\\nBelgium 34 38 40 65 71 81 90 133 179 213 \nBulgaria 4 5 8 9 7 19 21 18 10 25 \nCroatia 1 2 6 8 10 7 10 19 27 29 \nCyprus 2 1 5 5 5 5 8 7 15 28 \nCzech Republic 13 15 16 21 20 36 37 56 64 81 \nDenmark 35 33 40 59 68 74 101 195 234 245 \nEstonia 3 3 7 10 12 10 15 15 16 38 \nFinland 31 35 44 82 100 125 126 198 241 256 \nFrance 117 130 174 231 269 325 348 491 648 691 \nGermany 123 172 192 273 310 365 456 604 801 907 \nGreece 15 18 19 32 35 50 47 81 114 122 \nHungary 11 11 21 16 20 38 34 47 61 61 \nIreland 13 16 22 31 27 45 66 72 84 116 \nItaly 51 70 84 116 178 187 247 325 441 571 \nLatvia 0 0 1 0 1 8 10 15 10 9 \nLithuania 1 2 10 4 4 13 12 23 38 36 \nLuxembourg 2 3 3 1 8 9 13 15 18 22 \nMalta 1 0 0 0 1 1 0 0 6 2 \nNetherlands 72 64 77 103 139 166 220 297 408 470 \nNorway 30 42 60 76 67 88 104 134 222 253 \nPoland 17 31 37 57 73 82 98 110 138 181 \nPortugal 16 23 35 41 45 58 79 119 136 147 \nRomania 7 15 13 16 25 26 37 57 64 55 \nSlovakia 9 6 6 10 12 22 18 27 27 34 \nSlovenia 7 7 10 12 17 27 22 47 54 31 \nSpain 50 49 69 112 138 185 232 273 356 386 \nSweden 34 50 59 83 113 170 233 232 385 359 \nSwitzerland 37 50 54 74 74 95 155 195 233 263 \nUnited Kingdom 363 417 531 660 781 979 1350 1837 2430 3108 \n\nPublication Year 2021 2022 \nCountry \nAustria 185 205 \nBelgium 242 292 \nBulgaria 32 19 \nCroatia 33 35 \nCyprus 36 43 \nCzech Republic 93 123 \nDenmark 293 343 \nEstonia 45 39 \nFinland 289 380 \nFrance 807 858 \nGermany 1210 1386 \nGreece 139 181 \nHungary 83 90 \nIreland 167 187 \nItaly 641 811 \nLatvia 13 18 \nLithuania 38 38 \nLuxembourg 35 51 \nMalta 7 10 \nNetherlands 529 655 \nNorway 304 311 \nPoland 276 353 \nPortugal 204 212 \nRomania 48 62 \nSlovakia 36 45 \nSlovenia 48 40 \nSpain 473 640 \nSweden 428 510 \nSwitzerland 349 447 \nUnited Kingdom 3718 4245 ", "text/html": "
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Country
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Belgium34384065718190133179213242292
Bulgaria4589719211810253219
Croatia1268107101927293335
Cyprus2155558715283643
Czech Republic1315162120363756648193123
Denmark353340596874101195234245293343
Estonia337101210151516384539
Finland31354482100125126198241256289380
France117130174231269325348491648691807858
Germany12317219227331036545660480190712101386
Greece1518193235504781114122139181
Hungary111121162038344761618390
Ireland131622312745667284116167187
Italy517084116178187247325441571641811
Latvia00101810151091318
Lithuania12104413122338363838
Luxembourg233189131518223551
Malta1000110062710
Netherlands726477103139166220297408470529655
Norway304260766788104134222253304311
Poland17313757738298110138181276353
Portugal16233541455879119136147204212
Romania71513162526375764554862
Slovakia966101222182727343645
Slovenia7710121727224754314840
Spain504969112138185232273356386473640
Sweden34505983113170233232385359428510
Switzerland375054747495155195233263349447
United Kingdom363417531660781979135018372430310837184245
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" }, - "execution_count": 49, + "execution_count": 51, "metadata": {}, "output_type": "execute_result" } @@ -287119,7 +287119,7 @@ }, { "cell_type": "code", - "execution_count": 50, + "execution_count": 52, "id": "e4e82db7", "metadata": {}, "outputs": [ @@ -287142,7 +287142,7 @@ }, { "cell_type": "code", - "execution_count": 51, + "execution_count": 53, "id": "78bb0b4e", "metadata": {}, "outputs": [ @@ -287151,7 +287151,7 @@ "text/plain": "Publication Year 2011 2012 2013 2014 2015 \nCountry \nAustria 1.962533 1.801802 1.557819 1.736420 1.865672 \\\nBelgium 3.033006 2.852853 2.396645 2.894034 2.649254 \nBulgaria 0.356824 0.375375 0.479329 0.400712 0.261194 \nCroatia 0.089206 0.150150 0.359497 0.356189 0.373134 \nCyprus 0.178412 0.075075 0.299581 0.222618 0.186567 \nCzech Republic 1.159679 1.126126 0.958658 0.934996 0.746269 \nDenmark 3.122212 2.477477 2.396645 2.626892 2.537313 \nEstonia 0.267618 0.225225 0.419413 0.445236 0.447761 \nFinland 2.765388 2.627628 2.636309 3.650935 3.731343 \nFrance 10.437110 9.759760 10.425404 10.284951 10.037313 \nGermany 10.972346 12.912913 11.503895 12.154942 11.567164 \nGreece 1.338091 1.351351 1.138406 1.424755 1.305970 \nHungary 0.981267 0.825826 1.258238 0.712378 0.746269 \nIreland 1.159679 1.201201 1.318155 1.380232 1.007463 \nItaly 4.549509 5.255255 5.032954 5.164737 6.641791 \nLatvia 0.000000 0.000000 0.059916 0.000000 0.037313 \nLithuania 0.089206 0.150150 0.599161 0.178094 0.149254 \nLuxembourg 0.178412 0.225225 0.179748 0.044524 0.298507 \nMalta 0.089206 0.000000 0.000000 0.000000 0.037313 \nNetherlands 6.422837 4.804805 4.613541 4.585931 5.186567 \nNorway 2.676182 3.153153 3.594967 3.383793 2.500000 \nPoland 1.516503 2.327327 2.216896 2.537845 2.723881 \nPortugal 1.427297 1.726727 2.097064 1.825467 1.679104 \nRomania 0.624442 1.126126 0.778910 0.712378 0.932836 \nSlovakia 0.802855 0.450450 0.359497 0.445236 0.447761 \nSlovenia 0.624442 0.525526 0.599161 0.534283 0.634328 \nSpain 4.460303 3.678679 4.134212 4.986643 5.149254 \nSweden 3.033006 3.753754 3.535051 3.695459 4.216418 \nSwitzerland 3.300624 3.753754 3.235470 3.294746 2.761194 \nUnited Kingdom 32.381802 31.306306 31.815458 29.385574 29.141791 \n\nPublication Year 2016 2017 2018 2019 2020 \nCountry \nAustria 1.699970 1.689744 1.552958 1.816267 1.543488 \\\nBelgium 2.415747 2.112180 2.320712 2.355883 2.399730 \nBulgaria 0.566657 0.492842 0.314081 0.131614 0.281658 \nCroatia 0.208768 0.234687 0.331530 0.355357 0.326724 \nCyprus 0.149120 0.187749 0.122143 0.197420 0.315457 \nCzech Republic 1.073665 0.868341 0.977142 0.842327 0.912573 \nDenmark 2.206979 2.370336 3.402548 3.079758 2.760252 \nEstonia 0.298240 0.352030 0.261734 0.210582 0.428121 \nFinland 3.728005 2.957052 3.454894 3.171887 2.884182 \nFrance 9.692812 8.167097 8.567440 8.528560 7.785038 \nGermany 10.885774 10.701713 10.539173 10.542248 10.218567 \nGreece 1.491202 1.103027 1.413366 1.500395 1.374493 \nHungary 1.133313 0.797935 0.820101 0.802843 0.687247 \nIreland 1.342082 1.548932 1.256325 1.105554 1.306895 \nItaly 5.577095 5.796761 5.670913 5.804159 6.433078 \nLatvia 0.238592 0.234687 0.261734 0.131614 0.101397 \nLithuania 0.387712 0.281624 0.401326 0.500132 0.405588 \nLuxembourg 0.268416 0.305093 0.261734 0.236904 0.247859 \nMalta 0.029824 0.000000 0.000000 0.078968 0.022533 \nNetherlands 4.950790 5.163107 5.182342 5.369834 5.295178 \nNorway 2.624515 2.440742 2.338161 2.921822 2.850383 \nPoland 2.445571 2.299930 1.919386 1.816267 2.039207 \nPortugal 1.729794 1.854025 2.076426 1.789945 1.656151 \nRomania 0.775425 0.868341 0.994591 0.842327 0.619648 \nSlovakia 0.656129 0.422436 0.471122 0.355357 0.383055 \nSlovenia 0.805249 0.516311 0.820101 0.710713 0.349256 \nSpain 5.517447 5.444731 4.763567 4.685444 4.348806 \nSweden 5.070086 5.468200 4.048159 5.067123 4.044615 \nSwitzerland 2.833284 3.637644 3.402548 3.066596 2.963046 \nUnited Kingdom 29.197733 31.682704 32.053743 31.982101 35.015773 \n\nPublication Year 2021 2022 \nCountry \nAustria 1.712804 1.623248 \nBelgium 2.240533 2.312139 \nBulgaria 0.296269 0.150447 \nCroatia 0.305527 0.277140 \nCyprus 0.333302 0.340486 \nCzech Republic 0.861031 0.973949 \nDenmark 2.712712 2.715971 \nEstonia 0.416628 0.308813 \nFinland 2.675678 3.008948 \nFrance 7.471530 6.793887 \nGermany 11.202666 10.974741 \nGreece 1.286918 1.433209 \nHungary 0.768447 0.712645 \nIreland 1.546153 1.480719 \nItaly 5.934636 6.421728 \nLatvia 0.120359 0.142529 \nLithuania 0.351819 0.300895 \nLuxembourg 0.324044 0.403832 \nMalta 0.064809 0.079183 \nNetherlands 4.897695 5.186476 \nNorway 2.814554 2.462586 \nPoland 2.555319 2.795154 \nPortugal 1.888714 1.678676 \nRomania 0.444403 0.490934 \nSlovakia 0.333302 0.356323 \nSlovenia 0.444403 0.316731 \nSpain 4.379224 5.067701 \nSweden 3.962596 4.038324 \nSwitzerland 3.231182 3.539473 \nUnited Kingdom 34.422739 33.613113 ", "text/html": "
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Publication Year201120122013201420152016201720182019202020212022
Country
Austria1.9625331.8018021.5578191.7364201.8656721.6999701.6897441.5529581.8162671.5434881.7128041.623248
Belgium3.0330062.8528532.3966452.8940342.6492542.4157472.1121802.3207122.3558832.3997302.2405332.312139
Bulgaria0.3568240.3753750.4793290.4007120.2611940.5666570.4928420.3140810.1316140.2816580.2962690.150447
Croatia0.0892060.1501500.3594970.3561890.3731340.2087680.2346870.3315300.3553570.3267240.3055270.277140
Cyprus0.1784120.0750750.2995810.2226180.1865670.1491200.1877490.1221430.1974200.3154570.3333020.340486
Czech Republic1.1596791.1261260.9586580.9349960.7462691.0736650.8683410.9771420.8423270.9125730.8610310.973949
Denmark3.1222122.4774772.3966452.6268922.5373132.2069792.3703363.4025483.0797582.7602522.7127122.715971
Estonia0.2676180.2252250.4194130.4452360.4477610.2982400.3520300.2617340.2105820.4281210.4166280.308813
Finland2.7653882.6276282.6363093.6509353.7313433.7280052.9570523.4548943.1718872.8841822.6756783.008948
France10.4371109.75976010.42540410.28495110.0373139.6928128.1670978.5674408.5285607.7850387.4715306.793887
Germany10.97234612.91291311.50389512.15494211.56716410.88577410.70171310.53917310.54224810.21856711.20266610.974741
Greece1.3380911.3513511.1384061.4247551.3059701.4912021.1030271.4133661.5003951.3744931.2869181.433209
Hungary0.9812670.8258261.2582380.7123780.7462691.1333130.7979350.8201010.8028430.6872470.7684470.712645
Ireland1.1596791.2012011.3181551.3802321.0074631.3420821.5489321.2563251.1055541.3068951.5461531.480719
Italy4.5495095.2552555.0329545.1647376.6417915.5770955.7967615.6709135.8041596.4330785.9346366.421728
Latvia0.0000000.0000000.0599160.0000000.0373130.2385920.2346870.2617340.1316140.1013970.1203590.142529
Lithuania0.0892060.1501500.5991610.1780940.1492540.3877120.2816240.4013260.5001320.4055880.3518190.300895
Luxembourg0.1784120.2252250.1797480.0445240.2985070.2684160.3050930.2617340.2369040.2478590.3240440.403832
Malta0.0892060.0000000.0000000.0000000.0373130.0298240.0000000.0000000.0789680.0225330.0648090.079183
Netherlands6.4228374.8048054.6135414.5859315.1865674.9507905.1631075.1823425.3698345.2951784.8976955.186476
Norway2.6761823.1531533.5949673.3837932.5000002.6245152.4407422.3381612.9218222.8503832.8145542.462586
Poland1.5165032.3273272.2168962.5378452.7238812.4455712.2999301.9193861.8162672.0392072.5553192.795154
Portugal1.4272971.7267272.0970641.8254671.6791041.7297941.8540252.0764261.7899451.6561511.8887141.678676
Romania0.6244421.1261260.7789100.7123780.9328360.7754250.8683410.9945910.8423270.6196480.4444030.490934
Slovakia0.8028550.4504500.3594970.4452360.4477610.6561290.4224360.4711220.3553570.3830550.3333020.356323
Slovenia0.6244420.5255260.5991610.5342830.6343280.8052490.5163110.8201010.7107130.3492560.4444030.316731
Spain4.4603033.6786794.1342124.9866435.1492545.5174475.4447314.7635674.6854444.3488064.3792245.067701
Sweden3.0330063.7537543.5350513.6954594.2164185.0700865.4682004.0481595.0671234.0446153.9625964.038324
Switzerland3.3006243.7537543.2354703.2947462.7611942.8332843.6376443.4025483.0665962.9630463.2311823.539473
United Kingdom32.38180231.30630631.81545829.38557429.14179129.19773331.68270432.05374331.98210135.01577334.42273933.613113
\n
" }, - "execution_count": 51, + "execution_count": 53, "metadata": {}, "output_type": "execute_result" } @@ -287163,7 +287163,7 @@ }, { "cell_type": "code", - "execution_count": 52, + "execution_count": 54, "id": "42dc8be7", "metadata": {}, "outputs": [ @@ -287187,7 +287187,7 @@ }, { "cell_type": "code", - "execution_count": 52, + "execution_count": 54, "id": "e7b754ea", "metadata": {}, "outputs": [], @@ -287195,7 +287195,7 @@ }, { "cell_type": "code", - "execution_count": 53, + "execution_count": 55, "id": "48f2898f", "metadata": {}, "outputs": [], @@ -287205,7 +287205,7 @@ }, { "cell_type": "code", - "execution_count": 53, + "execution_count": 55, "id": "3a9538e1", "metadata": {}, "outputs": [], @@ -287213,7 +287213,7 @@ }, { "cell_type": "code", - "execution_count": 54, + "execution_count": 56, "id": "6bb0e68d", "metadata": {}, "outputs": [], @@ -287225,7 +287225,7 @@ }, { "cell_type": "code", - "execution_count": 55, + "execution_count": 57, "id": "df8701eb", "metadata": {}, "outputs": [ @@ -288332,7 +288332,7 @@ "plotlyServerURL": "https://plotly.com" } }, - "text/html": "
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" }, "metadata": {}, "output_type": "display_data" @@ -289368,7 +289368,7 @@ "plotlyServerURL": "https://plotly.com" } }, - "text/html": "
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" }, "metadata": {}, "output_type": "display_data" @@ -290332,7 +290332,7 @@ "plotlyServerURL": "https://plotly.com" } }, - "text/html": "
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" }, "metadata": {}, "output_type": "display_data" @@ -290418,13 +290418,13 @@ }, { "cell_type": "code", - "execution_count": 56, + "execution_count": 58, "outputs": [ { "data": { "text/plain": "Layout({\n 'barmode': 'relative',\n 'font': {'family': 'Montserrat', 'size': 22},\n 'height': 1000,\n 'legend': {'title': {'text': 'Country type'}, 'tracegroupgap': 0},\n 'shapes': [{'line': {'color': 'black', 'width': 0.5},\n 'type': 'rect',\n 'x0': 0,\n 'x1': 1.0,\n 'xref': 'paper',\n 'y0': 0,\n 'y1': 1.0,\n 'yref': 'paper'}],\n 'template': '...',\n 'title': {'text': 'Most visible institutions (top 25 within China)'},\n 'width': 1000,\n 'xaxis': {'anchor': 'y',\n 'domain': [0.0, 1.0],\n 'showgrid': True,\n 'tickfont': {'size': 16},\n 'tickformat': 'd',\n 'ticks': 'outside',\n 'title': {'text': 'Number of co-publications'}},\n 'yaxis': {'anchor': 'x',\n 'categoryorder': 'total ascending',\n 'domain': [0.0, 1.0],\n 'showgrid': True,\n 'tickfont': {'size': 16},\n 'ticks': 'outside',\n 'title': {'text': 'Institution'}}\n})" }, - "execution_count": 56, + "execution_count": 58, "metadata": {}, "output_type": "execute_result" } @@ -290438,7 +290438,7 @@ }, { "cell_type": "code", - "execution_count": 57, + "execution_count": 59, "id": "31a0769d", "metadata": {}, "outputs": [], @@ -290451,7 +290451,7 @@ }, { "cell_type": "code", - "execution_count": 58, + "execution_count": 60, "id": "2c5d1d94", "metadata": {}, "outputs": [ @@ -292114,7 +292114,7 @@ "plotlyServerURL": "https://plotly.com" } }, - "text/html": "
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" }, "metadata": {}, "output_type": "display_data" @@ -292166,7 +292166,7 @@ }, { "cell_type": "code", - "execution_count": 59, + "execution_count": 61, "outputs": [], "source": [ "# fig.write_html(f\"plot_html/overall_inst_collab_europe.html\",config= dict(displayModeBar = False, responsive = True))\n", @@ -292179,7 +292179,7 @@ }, { "cell_type": "code", - "execution_count": 60, + "execution_count": 62, "outputs": [ { "data": { @@ -293847,7 +293847,7 @@ "plotlyServerURL": "https://plotly.com" } }, - "text/html": "
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" }, "metadata": {}, "output_type": "display_data" @@ -293872,13 +293872,13 @@ }, { "cell_type": "code", - "execution_count": 61, + "execution_count": 63, "outputs": [ { "data": { "text/plain": "Institution_harm_label_eu\nAalborg Univ (DNK) 387\nBrunel Univ London (GBR) 489\nCardiff Univ (GBR) 382\nDelft Univ Technol (NLD) 435\nImperial Coll London (GBR) 1224\nKings Coll London (GBR) 932\nQueen Mary Univ London (GBR) 911\nRoyal Inst Technol (SWE) 878\nSwiss Fed Inst Technol (CHE) 621\nTech Univ Munich (DEU) 610\nUCL (GBR) 1382\nUniv Birmingham (GBR) 888\nUniv Cambridge (GBR) 1187\nUniv Edinburgh (GBR) 1060\nUniv Lancaster (GBR) 819\nUniv Leicester (GBR) 340\nUniv Liverpool (GBR) 901\nUniv Manchester (GBR) 986\nUniv Nottingham (GBR) 320\nUniv Oslo (NOR) 857\nUniv Oxford (GBR) 1377\nUniv Sheffield (GBR) 853\nUniv Southampton (GBR) 671\nUniv Surrey (GBR) 352\nUniv Warwick (GBR) 914\nName: UT (Unique WOS ID), dtype: int64" }, - "execution_count": 61, + "execution_count": 63, "metadata": {}, "output_type": "execute_result" } @@ -293892,14 +293892,14 @@ }, { "cell_type": "code", - "execution_count": 62, + "execution_count": 64, "outputs": [ { "data": { "text/plain": " UT (Unique WOS ID) Country_eu Institution_harm_eu \n102 WOS:000296783400024 United Kingdom Univ Nottingham \\\n103 WOS:000296783400024 United Kingdom Cardiff Univ \n105 WOS:000296783400024 United Kingdom Univ Edinburgh \n146 WOS:000298320400037 United Kingdom Imperial Coll London \n148 WOS:000298320400037 United Kingdom Brunel Univ London \n... ... ... ... \n332571 WOS:000897707600137 Switzerland Swiss Fed Inst Technol \n332586 WOS:000902112600001 Switzerland Swiss Fed Inst Technol \n332594 WOS:000906995300001 Switzerland Swiss Fed Inst Technol \n332613 WOS:000922928206021 Switzerland Swiss Fed Inst Technol \n332615 WOS:000923379400006 Switzerland Swiss Fed Inst Technol \n\n Country_Type_eu Eurovoc_Class_eu ISO3_eu \n102 Non-EU associate Western Europe GBR \\\n103 Non-EU associate Western Europe GBR \n105 Non-EU associate Western Europe GBR \n146 Non-EU associate Western Europe GBR \n148 Non-EU associate Western Europe GBR \n... ... ... ... \n332571 Non-EU associate Western Europe CHE \n332586 Non-EU associate Western Europe CHE \n332594 Non-EU associate Western Europe CHE \n332613 Non-EU associate Western Europe CHE \n332615 Non-EU associate Western Europe CHE \n\n Institution_harm_label_eu Country_ch Institution_harm_ch \n102 Univ Nottingham (GBR) China Univ Sci & Technol China \\\n103 Cardiff Univ (GBR) China Univ Sci & Technol China \n105 Univ Edinburgh (GBR) China Univ Sci & Technol China \n146 Imperial Coll London (GBR) China Peking Univ \n148 Brunel Univ London (GBR) China Peking Univ \n... ... ... ... \n332571 Swiss Fed Inst Technol (CHE) China Peking Univ \n332586 Swiss Fed Inst Technol (CHE) China Southeast Univ \n332594 Swiss Fed Inst Technol (CHE) China Tongji Univ \n332613 Swiss Fed Inst Technol (CHE) China Tsinghua Univ \n332615 Swiss Fed Inst Technol (CHE) China Harbin Inst Technol \n\n Country_Type_ch Eurovoc_Class_ch ISO3_ch \n102 China China CHN \\\n103 China China CHN \n105 China China CHN \n146 China China CHN \n148 China China CHN \n... ... ... ... \n332571 China China CHN \n332586 China China CHN \n332594 China China CHN \n332613 China China CHN \n332615 China China CHN \n\n Institution_harm_label_ch Domain_English \n102 Univ Sci & Technol China (CHN) Natural Sciences \\\n103 Univ Sci & Technol China (CHN) Natural Sciences \n105 Univ Sci & Technol China (CHN) Natural Sciences \n146 Peking Univ (CHN) Natural Sciences \n148 Peking Univ (CHN) Natural Sciences \n... ... ... \n332571 Peking Univ (CHN) Applied Sciences \n332586 Southeast Univ (CHN) Natural Sciences \n332594 Tongji Univ (CHN) Applied Sciences \n332613 Tsinghua Univ (CHN) Health Sciences \n332615 Harbin Inst Technol (CHN) Applied Sciences \n\n Field_English \n102 Physics & Astronomy \\\n103 Physics & Astronomy \n105 Physics & Astronomy \n146 Physics & Astronomy \n148 Physics & Astronomy \n... ... \n332571 Information & Communication Technologies \n332586 Physics & Astronomy \n332594 Information & Communication Technologies \n332613 Psychology & Cognitive Sciences \n332615 Information & Communication Technologies \n\n SubField_English \n102 Astronomy & Astrophysics \n103 Astronomy & Astrophysics \n105 Astronomy & Astrophysics \n146 Nuclear & Particle Physics \n148 Nuclear & Particle Physics \n... ... \n332571 Artificial Intelligence & Image Processing \n332586 Optics \n332594 Artificial Intelligence & Image Processing \n332613 Experimental Psychology \n332615 Artificial Intelligence & Image Processing \n\n[19776 rows x 16 columns]", "text/html": "
\n\n\n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n
UT (Unique WOS ID)Country_euInstitution_harm_euCountry_Type_euEurovoc_Class_euISO3_euInstitution_harm_label_euCountry_chInstitution_harm_chCountry_Type_chEurovoc_Class_chISO3_chInstitution_harm_label_chDomain_EnglishField_EnglishSubField_English
102WOS:000296783400024United KingdomUniv NottinghamNon-EU associateWestern EuropeGBRUniv Nottingham (GBR)ChinaUniv Sci & Technol ChinaChinaChinaCHNUniv Sci & Technol China (CHN)Natural SciencesPhysics & AstronomyAstronomy & Astrophysics
103WOS:000296783400024United KingdomCardiff UnivNon-EU associateWestern EuropeGBRCardiff Univ (GBR)ChinaUniv Sci & Technol ChinaChinaChinaCHNUniv Sci & Technol China (CHN)Natural SciencesPhysics & AstronomyAstronomy & Astrophysics
105WOS:000296783400024United KingdomUniv EdinburghNon-EU associateWestern EuropeGBRUniv Edinburgh (GBR)ChinaUniv Sci & Technol ChinaChinaChinaCHNUniv Sci & Technol China (CHN)Natural SciencesPhysics & AstronomyAstronomy & Astrophysics
146WOS:000298320400037United KingdomImperial Coll LondonNon-EU associateWestern EuropeGBRImperial Coll London (GBR)ChinaPeking UnivChinaChinaCHNPeking Univ (CHN)Natural SciencesPhysics & AstronomyNuclear & Particle Physics
148WOS:000298320400037United KingdomBrunel Univ LondonNon-EU associateWestern EuropeGBRBrunel Univ London (GBR)ChinaPeking UnivChinaChinaCHNPeking Univ (CHN)Natural SciencesPhysics & AstronomyNuclear & Particle Physics
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332571WOS:000897707600137SwitzerlandSwiss Fed Inst TechnolNon-EU associateWestern EuropeCHESwiss Fed Inst Technol (CHE)ChinaPeking UnivChinaChinaCHNPeking Univ (CHN)Applied SciencesInformation & Communication TechnologiesArtificial Intelligence & Image Processing
332586WOS:000902112600001SwitzerlandSwiss Fed Inst TechnolNon-EU associateWestern EuropeCHESwiss Fed Inst Technol (CHE)ChinaSoutheast UnivChinaChinaCHNSoutheast Univ (CHN)Natural SciencesPhysics & AstronomyOptics
332594WOS:000906995300001SwitzerlandSwiss Fed Inst TechnolNon-EU associateWestern EuropeCHESwiss Fed Inst Technol (CHE)ChinaTongji UnivChinaChinaCHNTongji Univ (CHN)Applied SciencesInformation & Communication TechnologiesArtificial Intelligence & Image Processing
332613WOS:000922928206021SwitzerlandSwiss Fed Inst TechnolNon-EU associateWestern EuropeCHESwiss Fed Inst Technol (CHE)ChinaTsinghua UnivChinaChinaCHNTsinghua Univ (CHN)Health SciencesPsychology & Cognitive SciencesExperimental Psychology
332615WOS:000923379400006SwitzerlandSwiss Fed Inst TechnolNon-EU associateWestern EuropeCHESwiss Fed Inst Technol (CHE)ChinaHarbin Inst TechnolChinaChinaCHNHarbin Inst Technol (CHN)Applied SciencesInformation & Communication TechnologiesArtificial Intelligence & Image Processing
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19776 rows × 16 columns

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" }, - "execution_count": 62, + "execution_count": 64, "metadata": {}, "output_type": "execute_result" } @@ -293913,7 +293913,7 @@ }, { "cell_type": "code", - "execution_count": 63, + "execution_count": 65, "id": "7bd7d149", "metadata": {}, "outputs": [ @@ -295576,7 +295576,7 @@ "plotlyServerURL": "https://plotly.com" } }, - "text/html": "
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" }, "metadata": {}, "output_type": "display_data" @@ -295627,7 +295627,7 @@ }, { "cell_type": "code", - "execution_count": 64, + "execution_count": 66, "outputs": [], "source": [ "# fig.write_html(f\"plot_html/overall_inst_collab_eu28.html\",config= dict(displayModeBar = False, responsive = True))\n", @@ -295640,7 +295640,7 @@ }, { "cell_type": "code", - "execution_count": 65, + "execution_count": 67, "outputs": [ { "data": { @@ -297312,7 +297312,7 @@ "plotlyServerURL": "https://plotly.com" } }, - "text/html": "
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" }, "metadata": {}, "output_type": "display_data" @@ -297347,7 +297347,7 @@ }, { "cell_type": "code", - "execution_count": 66, + "execution_count": 68, "outputs": [], "source": [ "id_subset = wos[wos[\"Domain_English\"]=='Applied Sciences'][record_col].unique()\n", @@ -297375,14 +297375,14 @@ }, { "cell_type": "code", - "execution_count": 67, + "execution_count": 69, "outputs": [ { "data": { "text/plain": " Publication Year Field_English UT (Unique WOS ID) \n0 2011 Agriculture, Fisheries & Forestry 9.0 \\\n1 2012 Agriculture, Fisheries & Forestry 18.0 \n2 2013 Agriculture, Fisheries & Forestry 15.0 \n3 2014 Agriculture, Fisheries & Forestry 26.0 \n4 2015 Agriculture, Fisheries & Forestry 12.0 \n.. ... ... ... \n79 2018 Social Sciences 0.0 \n80 2019 Social Sciences 0.0 \n81 2020 Social Sciences 0.0 \n82 2021 Social Sciences 0.0 \n83 2022 Social Sciences 0.0 \n\n Domain_English Publication Year_relative_growth \n0 Applied Sciences 2011 \\\n1 Applied Sciences 2011 \n2 Applied Sciences 2011 \n3 Applied Sciences 2011 \n4 Applied Sciences 2011 \n.. ... ... \n79 Applied Sciences 2017 \n80 Applied Sciences 2017 \n81 Applied Sciences 2017 \n82 Applied Sciences 2017 \n83 Applied Sciences 2017 \n\n UT (Unique WOS ID)_relative_growth Domain_English_relative_growth \n0 0.000000 Applied Sciences \\\n1 1.000000 Applied Sciences \n2 0.666667 Applied Sciences \n3 1.888889 Applied Sciences \n4 0.333333 Applied Sciences \n.. ... ... \n79 -1.000000 Applied Sciences \n80 -1.000000 Applied Sciences \n81 -1.000000 Applied Sciences \n82 -1.000000 Applied Sciences \n83 -1.000000 Applied Sciences \n\n UT (Unique WOS ID)_cumsum \n0 9.0 \n1 27.0 \n2 42.0 \n3 68.0 \n4 80.0 \n.. ... \n79 1.0 \n80 1.0 \n81 1.0 \n82 1.0 \n83 1.0 \n\n[84 rows x 8 columns]", "text/html": "
\n\n\n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n
Publication YearField_EnglishUT (Unique WOS ID)Domain_EnglishPublication Year_relative_growthUT (Unique WOS ID)_relative_growthDomain_English_relative_growthUT (Unique WOS ID)_cumsum
02011Agriculture, Fisheries & Forestry9.0Applied Sciences20110.000000Applied Sciences9.0
12012Agriculture, Fisheries & Forestry18.0Applied Sciences20111.000000Applied Sciences27.0
22013Agriculture, Fisheries & Forestry15.0Applied Sciences20110.666667Applied Sciences42.0
32014Agriculture, Fisheries & Forestry26.0Applied Sciences20111.888889Applied Sciences68.0
42015Agriculture, Fisheries & Forestry12.0Applied Sciences20110.333333Applied Sciences80.0
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792018Social Sciences0.0Applied Sciences2017-1.000000Applied Sciences1.0
802019Social Sciences0.0Applied Sciences2017-1.000000Applied Sciences1.0
812020Social Sciences0.0Applied Sciences2017-1.000000Applied Sciences1.0
822021Social Sciences0.0Applied Sciences2017-1.000000Applied Sciences1.0
832022Social Sciences0.0Applied Sciences2017-1.000000Applied Sciences1.0
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84 rows × 8 columns

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" }, - "execution_count": 67, + "execution_count": 69, "metadata": {}, "output_type": "execute_result" } @@ -297396,7 +297396,7 @@ }, { "cell_type": "code", - "execution_count": 68, + "execution_count": 70, "outputs": [], "source": [ "group = ['Publication Year',\"Domain_English\",'Field_English']\n", @@ -297424,14 +297424,14 @@ }, { "cell_type": "code", - "execution_count": 69, + "execution_count": 71, "outputs": [ { "data": { "text/plain": " Publication Year Domain_English Field_English \n0 2011 Applied Sciences Agriculture, Fisheries & Forestry \\\n1 2011 Applied Sciences Biology \n2 2011 Applied Sciences Biomedical Research \n3 2011 Applied Sciences Built Environment & Design \n4 2011 Applied Sciences Chemistry \n... ... ... ... \n1375 2022 Natural Sciences Philosophy & Theology \n1376 2022 Natural Sciences Physics & Astronomy \n1377 2022 Natural Sciences Psychology & Cognitive Sciences \n1378 2022 Natural Sciences Public Health & Health Services \n1379 2022 Natural Sciences Social Sciences \n\n UT (Unique WOS ID) \n0 9.0 \n1 0.0 \n2 0.0 \n3 6.0 \n4 0.0 \n... ... \n1375 0.0 \n1376 596.0 \n1377 0.0 \n1378 0.0 \n1379 0.0 \n\n[1380 rows x 4 columns]", "text/html": "
\n\n\n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n
Publication YearDomain_EnglishField_EnglishUT (Unique WOS ID)
02011Applied SciencesAgriculture, Fisheries & Forestry9.0
12011Applied SciencesBiology0.0
22011Applied SciencesBiomedical Research0.0
32011Applied SciencesBuilt Environment & Design6.0
42011Applied SciencesChemistry0.0
...............
13752022Natural SciencesPhilosophy & Theology0.0
13762022Natural SciencesPhysics & Astronomy596.0
13772022Natural SciencesPsychology & Cognitive Sciences0.0
13782022Natural SciencesPublic Health & Health Services0.0
13792022Natural SciencesSocial Sciences0.0
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1380 rows × 4 columns

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" }, - "execution_count": 69, + "execution_count": 71, "metadata": {}, "output_type": "execute_result" } @@ -297453,14 +297453,14 @@ }, { "cell_type": "code", - "execution_count": 70, + "execution_count": 72, "outputs": [ { "data": { "text/plain": " Field_English UT (Unique WOS ID)\n5 Information & Communication Technologies 15648\n4 Engineering 9232\n3 Enabling & Strategic Technologies 3940\n0 Agriculture, Fisheries & Forestry 612\n1 Built Environment & Design 537\n2 Economics & Business 15\n6 Social Sciences 1", "text/html": "
\n\n\n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n
Field_EnglishUT (Unique WOS ID)
5Information & Communication Technologies15648
4Engineering9232
3Enabling & Strategic Technologies3940
0Agriculture, Fisheries & Forestry612
1Built Environment & Design537
2Economics & Business15
6Social Sciences1
\n
" }, - "execution_count": 70, + "execution_count": 72, "metadata": {}, "output_type": "execute_result" } @@ -297485,14 +297485,14 @@ }, { "cell_type": "code", - "execution_count": 71, + "execution_count": 73, "outputs": [ { "data": { "text/plain": " Publication Year Domain_English \n0 2011 Applied Sciences \\\n1 2012 Applied Sciences \n2 2013 Applied Sciences \n3 2014 Applied Sciences \n4 2015 Applied Sciences \n5 2016 Applied Sciences \n6 2017 Applied Sciences \n7 2018 Applied Sciences \n8 2019 Applied Sciences \n9 2020 Applied Sciences \n10 2021 Applied Sciences \n11 2022 Applied Sciences \n12 2011 Applied Sciences \n13 2012 Applied Sciences \n14 2013 Applied Sciences \n15 2014 Applied Sciences \n16 2015 Applied Sciences \n17 2016 Applied Sciences \n18 2017 Applied Sciences \n19 2018 Applied Sciences \n20 2019 Applied Sciences \n21 2020 Applied Sciences \n22 2021 Applied Sciences \n23 2022 Applied Sciences \n24 2011 Applied Sciences \n25 2012 Applied Sciences \n26 2013 Applied Sciences \n27 2014 Applied Sciences \n28 2015 Applied Sciences \n29 2016 Applied Sciences \n30 2017 Applied Sciences \n31 2018 Applied Sciences \n32 2019 Applied Sciences \n33 2020 Applied Sciences \n34 2021 Applied Sciences \n35 2022 Applied Sciences \n36 2011 Applied Sciences \n37 2012 Applied Sciences \n38 2013 Applied Sciences \n39 2014 Applied Sciences \n40 2015 Applied Sciences \n41 2016 Applied Sciences \n42 2017 Applied Sciences \n43 2018 Applied Sciences \n44 2019 Applied Sciences \n45 2020 Applied Sciences \n46 2021 Applied Sciences \n47 2022 Applied Sciences \n48 2011 Applied Sciences \n49 2012 Applied Sciences \n50 2013 Applied Sciences \n51 2014 Applied Sciences \n52 2015 Applied Sciences \n53 2016 Applied Sciences \n54 2017 Applied Sciences \n55 2018 Applied Sciences \n56 2019 Applied Sciences \n57 2020 Applied Sciences \n58 2021 Applied Sciences \n59 2022 Applied Sciences \n\n Field_English UT (Unique WOS ID) \n0 Agriculture, Fisheries & Forestry 9.0 \\\n1 Agriculture, Fisheries & Forestry 18.0 \n2 Agriculture, Fisheries & Forestry 15.0 \n3 Agriculture, Fisheries & Forestry 26.0 \n4 Agriculture, Fisheries & Forestry 12.0 \n5 Agriculture, Fisheries & Forestry 24.0 \n6 Agriculture, Fisheries & Forestry 39.0 \n7 Agriculture, Fisheries & Forestry 46.0 \n8 Agriculture, Fisheries & Forestry 73.0 \n9 Agriculture, Fisheries & Forestry 105.0 \n10 Agriculture, Fisheries & Forestry 118.0 \n11 Agriculture, Fisheries & Forestry 127.0 \n12 Built Environment & Design 6.0 \n13 Built Environment & Design 8.0 \n14 Built Environment & Design 1.0 \n15 Built Environment & Design 17.0 \n16 Built Environment & Design 18.0 \n17 Built Environment & Design 13.0 \n18 Built Environment & Design 24.0 \n19 Built Environment & Design 41.0 \n20 Built Environment & Design 59.0 \n21 Built Environment & Design 84.0 \n22 Built Environment & Design 116.0 \n23 Built Environment & Design 150.0 \n24 Enabling & Strategic Technologies 53.0 \n25 Enabling & Strategic Technologies 61.0 \n26 Enabling & Strategic Technologies 80.0 \n27 Enabling & Strategic Technologies 115.0 \n28 Enabling & Strategic Technologies 117.0 \n29 Enabling & Strategic Technologies 161.0 \n30 Enabling & Strategic Technologies 213.0 \n31 Enabling & Strategic Technologies 330.0 \n32 Enabling & Strategic Technologies 468.0 \n33 Enabling & Strategic Technologies 577.0 \n34 Enabling & Strategic Technologies 815.0 \n35 Enabling & Strategic Technologies 950.0 \n36 Engineering 166.0 \n37 Engineering 181.0 \n38 Engineering 238.0 \n39 Engineering 318.0 \n40 Engineering 381.0 \n41 Engineering 481.0 \n42 Engineering 587.0 \n43 Engineering 767.0 \n44 Engineering 1059.0 \n45 Engineering 1379.0 \n46 Engineering 1626.0 \n47 Engineering 2049.0 \n48 Information & Communication Technologies 256.0 \n49 Information & Communication Technologies 325.0 \n50 Information & Communication Technologies 404.0 \n51 Information & Communication Technologies 554.0 \n52 Information & Communication Technologies 673.0 \n53 Information & Communication Technologies 855.0 \n54 Information & Communication Technologies 1055.0 \n55 Information & Communication Technologies 1622.0 \n56 Information & Communication Technologies 2068.0 \n57 Information & Communication Technologies 2296.0 \n58 Information & Communication Technologies 2617.0 \n59 Information & Communication Technologies 2923.0 \n\n Publication Year_relative_growth UT (Unique WOS ID)_relative_growth \n0 2011 0.000000 \\\n1 2011 1.000000 \n2 2011 0.666667 \n3 2011 1.888889 \n4 2011 0.333333 \n5 2011 1.666667 \n6 2011 3.333333 \n7 2011 4.111111 \n8 2011 7.111111 \n9 2011 10.666667 \n10 2011 12.111111 \n11 2011 13.111111 \n12 2011 0.000000 \n13 2011 0.333333 \n14 2011 -0.833333 \n15 2011 1.833333 \n16 2011 2.000000 \n17 2011 1.166667 \n18 2011 3.000000 \n19 2011 5.833333 \n20 2011 8.833333 \n21 2011 13.000000 \n22 2011 18.333333 \n23 2011 24.000000 \n24 2011 0.000000 \n25 2011 0.150943 \n26 2011 0.509434 \n27 2011 1.169811 \n28 2011 1.207547 \n29 2011 2.037736 \n30 2011 3.018868 \n31 2011 5.226415 \n32 2011 7.830189 \n33 2011 9.886792 \n34 2011 14.377358 \n35 2011 16.924528 \n36 2011 0.000000 \n37 2011 0.090361 \n38 2011 0.433735 \n39 2011 0.915663 \n40 2011 1.295181 \n41 2011 1.897590 \n42 2011 2.536145 \n43 2011 3.620482 \n44 2011 5.379518 \n45 2011 7.307229 \n46 2011 8.795181 \n47 2011 11.343373 \n48 2011 0.000000 \n49 2011 0.269531 \n50 2011 0.578125 \n51 2011 1.164062 \n52 2011 1.628906 \n53 2011 2.339844 \n54 2011 3.121094 \n55 2011 5.335938 \n56 2011 7.078125 \n57 2011 7.968750 \n58 2011 9.222656 \n59 2011 10.417969 \n\n UT (Unique WOS ID)_cumsum \n0 9.0 \n1 27.0 \n2 42.0 \n3 68.0 \n4 80.0 \n5 104.0 \n6 143.0 \n7 189.0 \n8 262.0 \n9 367.0 \n10 485.0 \n11 612.0 \n12 6.0 \n13 14.0 \n14 15.0 \n15 32.0 \n16 50.0 \n17 63.0 \n18 87.0 \n19 128.0 \n20 187.0 \n21 271.0 \n22 387.0 \n23 537.0 \n24 53.0 \n25 114.0 \n26 194.0 \n27 309.0 \n28 426.0 \n29 587.0 \n30 800.0 \n31 1130.0 \n32 1598.0 \n33 2175.0 \n34 2990.0 \n35 3940.0 \n36 166.0 \n37 347.0 \n38 585.0 \n39 903.0 \n40 1284.0 \n41 1765.0 \n42 2352.0 \n43 3119.0 \n44 4178.0 \n45 5557.0 \n46 7183.0 \n47 9232.0 \n48 256.0 \n49 581.0 \n50 985.0 \n51 1539.0 \n52 2212.0 \n53 3067.0 \n54 4122.0 \n55 5744.0 \n56 7812.0 \n57 10108.0 \n58 12725.0 \n59 15648.0 ", "text/html": "
\n\n\n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n
Publication YearDomain_EnglishField_EnglishUT (Unique WOS ID)Publication Year_relative_growthUT (Unique WOS ID)_relative_growthUT (Unique WOS ID)_cumsum
02011Applied SciencesAgriculture, Fisheries & Forestry9.020110.0000009.0
12012Applied SciencesAgriculture, Fisheries & Forestry18.020111.00000027.0
22013Applied SciencesAgriculture, Fisheries & Forestry15.020110.66666742.0
32014Applied SciencesAgriculture, Fisheries & Forestry26.020111.88888968.0
42015Applied SciencesAgriculture, Fisheries & Forestry12.020110.33333380.0
52016Applied SciencesAgriculture, Fisheries & Forestry24.020111.666667104.0
62017Applied SciencesAgriculture, Fisheries & Forestry39.020113.333333143.0
72018Applied SciencesAgriculture, Fisheries & Forestry46.020114.111111189.0
82019Applied SciencesAgriculture, Fisheries & Forestry73.020117.111111262.0
92020Applied SciencesAgriculture, Fisheries & Forestry105.0201110.666667367.0
102021Applied SciencesAgriculture, Fisheries & Forestry118.0201112.111111485.0
112022Applied SciencesAgriculture, Fisheries & Forestry127.0201113.111111612.0
122011Applied SciencesBuilt Environment & Design6.020110.0000006.0
132012Applied SciencesBuilt Environment & Design8.020110.33333314.0
142013Applied SciencesBuilt Environment & Design1.02011-0.83333315.0
152014Applied SciencesBuilt Environment & Design17.020111.83333332.0
162015Applied SciencesBuilt Environment & Design18.020112.00000050.0
172016Applied SciencesBuilt Environment & Design13.020111.16666763.0
182017Applied SciencesBuilt Environment & Design24.020113.00000087.0
192018Applied SciencesBuilt Environment & Design41.020115.833333128.0
202019Applied SciencesBuilt Environment & Design59.020118.833333187.0
212020Applied SciencesBuilt Environment & Design84.0201113.000000271.0
222021Applied SciencesBuilt Environment & Design116.0201118.333333387.0
232022Applied SciencesBuilt Environment & Design150.0201124.000000537.0
242011Applied SciencesEnabling & Strategic Technologies53.020110.00000053.0
252012Applied SciencesEnabling & Strategic Technologies61.020110.150943114.0
262013Applied SciencesEnabling & Strategic Technologies80.020110.509434194.0
272014Applied SciencesEnabling & Strategic Technologies115.020111.169811309.0
282015Applied SciencesEnabling & Strategic Technologies117.020111.207547426.0
292016Applied SciencesEnabling & Strategic Technologies161.020112.037736587.0
302017Applied SciencesEnabling & Strategic Technologies213.020113.018868800.0
312018Applied SciencesEnabling & Strategic Technologies330.020115.2264151130.0
322019Applied SciencesEnabling & Strategic Technologies468.020117.8301891598.0
332020Applied SciencesEnabling & Strategic Technologies577.020119.8867922175.0
342021Applied SciencesEnabling & Strategic Technologies815.0201114.3773582990.0
352022Applied SciencesEnabling & Strategic Technologies950.0201116.9245283940.0
362011Applied SciencesEngineering166.020110.000000166.0
372012Applied SciencesEngineering181.020110.090361347.0
382013Applied SciencesEngineering238.020110.433735585.0
392014Applied SciencesEngineering318.020110.915663903.0
402015Applied SciencesEngineering381.020111.2951811284.0
412016Applied SciencesEngineering481.020111.8975901765.0
422017Applied SciencesEngineering587.020112.5361452352.0
432018Applied SciencesEngineering767.020113.6204823119.0
442019Applied SciencesEngineering1059.020115.3795184178.0
452020Applied SciencesEngineering1379.020117.3072295557.0
462021Applied SciencesEngineering1626.020118.7951817183.0
472022Applied SciencesEngineering2049.0201111.3433739232.0
482011Applied SciencesInformation & Communication Technologies256.020110.000000256.0
492012Applied SciencesInformation & Communication Technologies325.020110.269531581.0
502013Applied SciencesInformation & Communication Technologies404.020110.578125985.0
512014Applied SciencesInformation & Communication Technologies554.020111.1640621539.0
522015Applied SciencesInformation & Communication Technologies673.020111.6289062212.0
532016Applied SciencesInformation & Communication Technologies855.020112.3398443067.0
542017Applied SciencesInformation & Communication Technologies1055.020113.1210944122.0
552018Applied SciencesInformation & Communication Technologies1622.020115.3359385744.0
562019Applied SciencesInformation & Communication Technologies2068.020117.0781257812.0
572020Applied SciencesInformation & Communication Technologies2296.020117.96875010108.0
582021Applied SciencesInformation & Communication Technologies2617.020119.22265612725.0
592022Applied SciencesInformation & Communication Technologies2923.0201110.41796915648.0
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" }, - "execution_count": 71, + "execution_count": 73, "metadata": {}, "output_type": "execute_result" } @@ -297506,14 +297506,14 @@ }, { "cell_type": "code", - "execution_count": 72, + "execution_count": 74, "outputs": [ { "data": { "text/plain": " Field_English UT (Unique WOS ID)\n0 Agriculture, Fisheries & Forestry 612\n1 Built Environment & Design 537\n2 Economics & Business 15\n3 Enabling & Strategic Technologies 3940\n4 Engineering 9232\n5 Information & Communication Technologies 15648\n6 Social Sciences 1", "text/html": "
\n\n\n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n
Field_EnglishUT (Unique WOS ID)
0Agriculture, Fisheries & Forestry612
1Built Environment & Design537
2Economics & Business15
3Enabling & Strategic Technologies3940
4Engineering9232
5Information & Communication Technologies15648
6Social Sciences1
\n
" }, - "execution_count": 72, + "execution_count": 74, "metadata": {}, "output_type": "execute_result" } @@ -297525,6 +297525,15 @@ "collapsed": false } }, + { + "cell_type": "code", + "execution_count": null, + "outputs": [], + "source": [], + "metadata": { + "collapsed": false + } + }, { "cell_type": "code", "execution_count": 73, @@ -300331,174 +300340,189 @@ }, { "cell_type": "code", - "execution_count": 97, + "execution_count": 103, "outputs": [], "source": [ "# Adding emphasized countries\n", "os.makedirs(f\"plot_html/PPT_plots/highlight_countries\", exist_ok=True)\n", "# General: Croatia, Cyprus, Luxembourg\n", - "for c in [\"Croatia\",\"Cyprus\",\"Luxembourg\"]:\n", - " os.makedirs(f\"plot_html/PPT_plots/highlight_countries/general_{c}\", exist_ok=True)\n", "\n", - " t = \"General\"\n", - "\n", - " #sunburst distribution\n", - " groups = ['Domain_English',\"Field_English\",'SubField_English']\n", + "# Applied Sciences: Hungary, Poland\n", "\n", - " id_subset = wos_country[wos_country[\"Country\"]==c][record_col].unique()\n", + "# Natural Sciences: Ireland\n", "\n", - " data = (wos[wos[record_col].isin(id_subset)]\n", - " .groupby(groups, as_index=False)[record_col]\n", - " .nunique()\n", - " .sort_values(ascending=False, by=record_col))\n", - " data[\"percent\"] = data[record_col]/data[record_col].sum()*100\n", - " data[groups] = data[groups].applymap(replace_nth)\n", - " fig = px.sunburst(data, path=groups, values=record_col,\n", - " color='Domain_English', template='plotly')\n", - " fig.update_traces(textinfo=\"label+value+percent root\")\n", - " fig.update_traces(hovertemplate='%{id}
%{value}')\n", - " metrix_distr = go.Figure(fig)\n", - " metrix_distr.update_layout({'template':\"plotly\",\"font_family\":\"Montserrat\"})\n", - " figsuper_ppt = go.Figure(metrix_distr)\n", + "# Health Sciences: Austria, Czeck Republic, Ireland, Poland, Portugal\n", "\n", - " figsuper_ppt['layout'][\"font\"][\"size\"]=22\n", - " for a in figsuper_ppt['layout'][\"annotations\"]:\n", - " a[\"font\"][\"size\"] = 22\n", - " figsuper_ppt.write_image(f\"plot_html/PPT_plots/highlight_countries/general_{c}/sunburst.png\",height=900,width=900,scale = 4)\n", + "#Economic Social Sciences :France\n", "\n", - " TOPN = 10\n", - " wos_univ_locations = wos_univ[wos_univ[record_col].isin(id_subset)].merge(wos_country_types, on=\"Country\")\n", - " wos_univ_collabs = wos_univ_locations[wos_univ_locations[\"Country_Type\"]!=\"Other\"][[record_col,\"Country\",\"Institution_harm\",\"Country_Type\",\"Eurovoc_Class\"]].drop_duplicates()\n", - " wos_univ_collabs[\"ISO3\"] = cc.pandas_convert(series=wos_univ_collabs[\"Country\"], to='ISO3')\n", - " wos_univ_collabs[\"Institution_harm_label\"] = wos_univ_collabs[\"Institution_harm\"] + \" (\"+wos_univ_collabs[\"ISO3\"]+ \")\"\n", "\n", + "scope_dict = {\"General\":[\"Croatia\",\"Cyprus\",\"Luxembourg\"],\n", + " \"Applied Sciences\":[\"Hungary\",\"Poland\"],\n", + " \"Natural Sciences\":[\"Ireland\"],\n", + " \"Health Sciences\":[\"Austria\",\"Czech Republic\",\"Ireland\",\"Poland\",\"Portugal\"],\n", + " \"Economic & Social Sciences\":[\"France\"]}\n", "\n", - " wos_univ_ch = wos_univ_collabs[wos_univ_collabs[\"Country_Type\"]==\"China\"]\n", - " wos_univ_eu = wos_univ_collabs[wos_univ_collabs[\"Country_Type\"]!=\"China\"]\n", "\n", - " wos_univ_eu_strict = wos_univ_collabs[wos_univ_collabs[\"Country\"]==c]\n", + "for i in scope_dict.items():\n", + " t = i[0]\n", + " country_list = i[1]\n", + " for c in country_list:\n", + " os.makedirs(f\"plot_html/PPT_plots/highlight_countries/{t}_{c}\", exist_ok=True)\n", "\n", - " # data_eu = (wos_univ_eu.groupby([\"Country\",\"Institution_harm_label\",\"Country_Type\"], as_index=False)[record_col].nunique()\n", - " # .sort_values(by=record_col,ascending=False).head(TOPN).copy()).sort_values(by=\"Country_Type\")\n", + " #sunburst distribution\n", + " groups = ['Domain_English',\"Field_English\",'SubField_English']\n", "\n", - " data_eu_strict = (wos_univ_eu_strict.groupby([\"Country\",\"Institution_harm\",\"Eurovoc_Class\"], as_index=False)[record_col].nunique()\n", - " .sort_values(by=record_col,ascending=False).head(TOPN).copy())\n", + " if t == \"General\":\n", + " topic_ids = wos[record_col].unique()\n", + " else:\n", + " topic_ids = wos[wos[\"Domain_English\"]==t][record_col].unique()\n", "\n", - " data_ch = (wos_univ_ch.groupby([\"Country\",\"Institution_harm\",\"Country_Type\"], as_index=False)[record_col].nunique()\n", - " .sort_values(by=record_col,ascending=False).head(TOPN).copy())\n", + " id_subset = wos_country[((wos_country[\"Country\"]==c)&\n", + " (wos_country[record_col].isin(topic_ids)))][record_col].unique()\n", "\n", + " data = (wos[wos[record_col].isin(id_subset)]\n", + " .groupby(groups, as_index=False)[record_col]\n", + " .nunique()\n", + " .sort_values(ascending=False, by=record_col))\n", + " data[\"percent\"] = data[record_col]/data[record_col].sum()*100\n", + " data[groups] = data[groups].applymap(replace_nth)\n", + " fig = px.sunburst(data, path=groups, values=record_col,\n", + " color='Domain_English' if t==\"General\" else \"Field_English\", template='plotly')\n", + " fig.update_traces(textinfo=\"label+value+percent root\")\n", + " fig.update_traces(hovertemplate='%{id}
%{value}')\n", + " metrix_distr = go.Figure(fig)\n", + " metrix_distr.update_layout({'template':\"plotly\",\"font_family\":\"Montserrat\"})\n", + " figsuper_ppt = go.Figure(metrix_distr)\n", "\n", - " for data,c_scope, y_lab, in zip(\n", - " [data_eu_strict,data_ch],\n", - " [c,\"China\"],\n", - " [\"Institution_harm\",\"Institution_harm\"]):\n", - " fig = px.bar(data, x=record_col, y=y_lab, color_discrete_map=color_discrete_map,text_auto=True,\n", - " labels={\n", - " record_col: 'Number of co-publications',\n", - " \"Institution_harm\": \"Institution\",\n", - " \"Institution_harm_label\": \"Institution\",\n", - " \"Country_Type\":\"Country type\",\n", - " \"Eurovoc_Class\":\"Region\"\n", - " },\n", - " title=f\"Top {TOPN} institutes ({c_scope})\", template='plotly')\n", - " fig.update_layout(xaxis_tickformat='d',font_family=\"Montserrat\",yaxis={'categoryorder':'total ascending'},\n", - " width=1000, height=1000,)\n", - " fig.update_traces(hovertemplate='%{x:d}')\n", - " fig.add_shape(\n", - " # Rectangle with reference to the plot\n", - " type=\"rect\",\n", - " xref=\"paper\",\n", - " yref=\"paper\",\n", - " x0=0,\n", - " y0=0,\n", - " x1=1.0,\n", - " y1=1.0,\n", - " line=dict(\n", - " color=\"black\",\n", - " width=0.5,\n", - " )\n", - " )\n", - " fig.update_yaxes(\n", - " showgrid=True,\n", - " ticks=\"outside\")\n", - " fig.update_xaxes(\n", - " showgrid=True,\n", - " ticks=\"outside\")\n", - " figsuper_ppt = go.Figure(fig)\n", - " figsuper_ppt.update_traces(textposition='inside')\n", " figsuper_ppt['layout'][\"font\"][\"size\"]=22\n", + " for a in figsuper_ppt['layout'][\"annotations\"]:\n", + " a[\"font\"][\"size\"] = 22\n", + " figsuper_ppt.write_image(f\"plot_html/PPT_plots/highlight_countries/{t}_{c}/sunburst.png\",height=900,width=900,scale = 4)\n", "\n", - " s=16\n", - " figsuper_ppt.update_yaxes(tickfont=dict(size=s))\n", - " figsuper_ppt.update_xaxes(tickfont=dict(size=s))\n", - " figsuper_ppt.write_image(f\"plot_html/PPT_plots/highlight_countries/general_{c}/inst_bar_{c_scope}.png\",height=900,width=900,scale = 4)\n", + " TOPN = 10\n", + " wos_univ_locations = wos_univ[wos_univ[record_col].isin(id_subset)].merge(wos_country_types, on=\"Country\")\n", + " wos_univ_collabs = wos_univ_locations[wos_univ_locations[\"Country_Type\"]!=\"Other\"][[record_col,\"Country\",\"Institution_harm\",\"Country_Type\",\"Eurovoc_Class\"]].drop_duplicates()\n", + " wos_univ_collabs[\"ISO3\"] = cc.pandas_convert(series=wos_univ_collabs[\"Country\"], to='ISO3')\n", + " wos_univ_collabs[\"Institution_harm_label\"] = wos_univ_collabs[\"Institution_harm\"] + \" (\"+wos_univ_collabs[\"ISO3\"]+ \")\"\n", "\n", - " wos_univ_ch = wos_univ_collabs[wos_univ_collabs[\"Country\"]==\"China\"]\n", - " wos_univ_eu = wos_univ_collabs[wos_univ_collabs[\"Country\"]==c]\n", + " wos_univ_collabs = wos_univ_collabs.merge(wos[[record_col,\"Domain_English\"]],on=record_col)\n", "\n", - " wos_univ_dipol = wos_univ_eu.merge(wos_univ_ch, on=record_col, suffixes=('_eu', '_ch')).merge(wos[[record_col,\"Domain_English\",\"Field_English\",\"SubField_English\"]], on =record_col)\n", "\n", - " subfilter = ((wos_univ_dipol[\"Institution_harm_eu\"].isin(data_eu_strict[\"Institution_harm\"]))&\n", - " (wos_univ_dipol[\"Institution_harm_ch\"].isin(data_ch[\"Institution_harm\"])))\n", + " wos_univ_ch = wos_univ_collabs[wos_univ_collabs[\"Country_Type\"]==\"China\"]\n", + " wos_univ_eu = wos_univ_collabs[wos_univ_collabs[\"Country_Type\"]!=\"China\"]\n", "\n", - " fig = px.parallel_categories(wos_univ_dipol[subfilter][[\"Country_eu\",\"Institution_harm_eu\",\"Domain_English\",\"Institution_harm_ch\"]])\n", - " # fig.show()\n", - " sub_df = wos_univ_dipol[subfilter]\n", + " wos_univ_eu_strict = wos_univ_collabs[wos_univ_collabs[\"Country\"]==c]\n", "\n", - " inst_co_occur = pd.crosstab(sub_df['Institution_harm_eu'], sub_df['Institution_harm_ch'],\n", - " values=sub_df[record_col], aggfunc='nunique').fillna(0).astype(int)\n", + " data_eu_strict = (wos_univ_eu_strict.groupby([\"Country\",\"Institution_harm\",\"Domain_English\"], as_index=False)[record_col].nunique()\n", + " .sort_values(by=record_col,ascending=False).head(TOPN).copy())\n", "\n", - " eu_list = sub_df.groupby(['Institution_harm_eu'])[record_col].count().sort_values(ascending=False).index\n", - " ch_list = sub_df.groupby(['Institution_harm_ch'])[record_col].count().sort_values(ascending=False).index\n", + " data_ch = (wos_univ_ch.groupby([\"Country\",\"Institution_harm\",\"Domain_English\"], as_index=False)[record_col].nunique()\n", + " .sort_values(by=record_col,ascending=False).head(TOPN).copy())\n", "\n", - " inst_co_occur = inst_co_occur.reindex(index = eu_list, columns=ch_list)\n", "\n", - " mask = np.triu(np.ones_like(inst_co_occur, dtype=bool))\n", - " data = np.where(mask,inst_co_occur,inst_co_occur)\n", + " for data,c_scope, y_lab, in zip(\n", + " [data_eu_strict,data_ch],\n", + " [c,\"China\"],\n", + " [\"Institution_harm\",\"Institution_harm\"]):\n", + " fig = px.bar(data, x=record_col, y=y_lab, color_discrete_map=color_discrete_map,color=\"Domain_English\",text_auto=True,\n", + " labels={\n", + " record_col: 'Number of co-publications',\n", + " \"Institution_harm\": \"Institution\",\"Domain_English\":\"Domain\",\n", + " \"Institution_harm_label\": \"Institution\",\n", + " \"Country_Type\":\"Country type\",\n", + " \"Eurovoc_Class\":\"Region\"\n", + " },\n", + " title=f\"Top {TOPN} institutes ({c_scope})\", template='plotly')\n", + " fig.update_layout(xaxis_tickformat='d',font_family=\"Montserrat\",yaxis={'categoryorder':'total ascending'},\n", + " width=1000, height=1000,)\n", + " fig.update_traces(hovertemplate='%{x:d}')\n", + " fig.add_shape(\n", + " # Rectangle with reference to the plot\n", + " type=\"rect\",\n", + " xref=\"paper\",\n", + " yref=\"paper\",\n", + " x0=0,\n", + " y0=0,\n", + " x1=1.0,\n", + " y1=1.0,\n", + " line=dict(\n", + " color=\"black\",\n", + " width=0.5,\n", + " )\n", + " )\n", + " fig.update_yaxes(\n", + " showgrid=True,\n", + " ticks=\"outside\")\n", + " fig.update_xaxes(\n", + " showgrid=True,\n", + " ticks=\"outside\")\n", + " figsuper_ppt = go.Figure(fig)\n", + " figsuper_ppt.update_traces(textposition='inside')\n", + " figsuper_ppt['layout'][\"font\"][\"size\"]=22\n", "\n", - " fig = px.imshow(data,\n", - " labels=dict(x=\"Institute (CH)\", y=f\"Institute ({c})\", color=\"Co-publication\"),text_auto=True,\n", - " x=list(inst_co_occur.columns),\n", - " y=list(inst_co_occur.index), title=f\"Top {TOPN} institutes ({t})\"\n", - " )\n", - " fig.update_layout(\n", - " width=1000, height=1000,\n", - " xaxis_showgrid=False,\n", - " yaxis_showgrid=False,\n", - " yaxis_autorange='reversed',\n", - " template='plotly_white',font_family=\"Montserrat\",\n", - " coloraxis_colorbar=dict(\n", - " thicknessmode=\"pixels\", thickness=25,\n", - " ticks=\"outside\", ticksuffix=\" \",\n", - " dtick=20,outlinewidth=1,\n", - " ))\n", - " fig.update_xaxes(tickangle= -45)\n", - " fig.update_traces(showlegend=False)\n", - " fig.update_traces(showscale=False)\n", - " fig.update_layout(coloraxis_showscale=False)\n", - " fig.update_yaxes(\n", - " ticks=\"outside\")\n", - " fig.update_xaxes(\n", - " ticks=\"outside\")\n", + " s=16\n", + " figsuper_ppt.update_yaxes(tickfont=dict(size=s))\n", + " figsuper_ppt.update_xaxes(tickfont=dict(size=s))\n", + " figsuper_ppt.write_image(f\"plot_html/PPT_plots/highlight_countries/{t}_{c}/inst_bar_{c_scope}.png\",height=900,width=900,scale = 4)\n", "\n", - " figsuper_ppt = go.Figure(fig)\n", + " wos_univ_ch = wos_univ_collabs[wos_univ_collabs[\"Country\"]==\"China\"]\n", + " wos_univ_eu = wos_univ_collabs[wos_univ_collabs[\"Country\"]==c]\n", "\n", - " figsuper_ppt['layout'][\"font\"][\"size\"]=22\n", - " for a in figsuper_ppt['layout'][\"annotations\"]:\n", - " a[\"font\"][\"size\"] = 22\n", + " wos_univ_dipol = wos_univ_eu.merge(wos_univ_ch, on=record_col, suffixes=('_eu', '_ch')).merge(wos[[record_col,\"Domain_English\",\"Field_English\",\"SubField_English\"]], on =record_col)\n", "\n", - " s=16\n", - " figsuper_ppt.update_yaxes(tickfont=dict(size=s))\n", - " figsuper_ppt.update_xaxes(tickfont=dict(size=s),tickangle=45)\n", - " figsuper_ppt.write_image(f\"plot_html/PPT_plots/highlight_countries/general_{c}/inst_collab.png\",height=900,width=900,scale = 4)\n", + " subfilter = ((wos_univ_dipol[\"Institution_harm_eu\"].isin(data_eu_strict[\"Institution_harm\"]))&\n", + " (wos_univ_dipol[\"Institution_harm_ch\"].isin(data_ch[\"Institution_harm\"])))\n", "\n", - "# Applied Sciences: Hungary, Poland\n", + " fig = px.parallel_categories(wos_univ_dipol[subfilter][[\"Country_eu\",\"Institution_harm_eu\",\"Domain_English\",\"Institution_harm_ch\"]])\n", + " # fig.show()\n", + " sub_df = wos_univ_dipol[subfilter]\n", "\n", - "# Natural Sciences: Ireland\n", + " inst_co_occur = pd.crosstab(sub_df['Institution_harm_eu'], sub_df['Institution_harm_ch'],\n", + " values=sub_df[record_col], aggfunc='nunique').fillna(0).astype(int)\n", "\n", - "# Health Sciences: Austria, Czeck Republic, Ireland, Poland, Portugal\n", + " eu_list = sub_df.groupby(['Institution_harm_eu'])[record_col].count().sort_values(ascending=False).index\n", + " ch_list = sub_df.groupby(['Institution_harm_ch'])[record_col].count().sort_values(ascending=False).index\n", + "\n", + " inst_co_occur = inst_co_occur.reindex(index = eu_list, columns=ch_list)\n", + "\n", + " mask = np.triu(np.ones_like(inst_co_occur, dtype=bool))\n", + " data = np.where(mask,inst_co_occur,inst_co_occur)\n", + "\n", + " fig = px.imshow(data,\n", + " labels=dict(x=\"Institute (CH)\", y=f\"Institute ({c})\", color=\"Co-publication\"),text_auto=True,\n", + " x=list(inst_co_occur.columns),\n", + " y=list(inst_co_occur.index), title=f\"Top {TOPN} institutes ({t})\"\n", + " )\n", + " fig.update_layout(\n", + " width=1000, height=1000,\n", + " xaxis_showgrid=False,\n", + " yaxis_showgrid=False,\n", + " yaxis_autorange='reversed',\n", + " template='plotly_white',font_family=\"Montserrat\",\n", + " coloraxis_colorbar=dict(\n", + " thicknessmode=\"pixels\", thickness=25,\n", + " ticks=\"outside\", ticksuffix=\" \",\n", + " dtick=20,outlinewidth=1,\n", + " ))\n", + " fig.update_xaxes(tickangle= -45)\n", + " fig.update_traces(showlegend=False)\n", + " fig.update_traces(showscale=False)\n", + " fig.update_layout(coloraxis_showscale=False)\n", + " fig.update_yaxes(\n", + " ticks=\"outside\")\n", + " fig.update_xaxes(\n", + " ticks=\"outside\")\n", + "\n", + " figsuper_ppt = go.Figure(fig)\n", "\n", - "#Economic Social Sciences :France" + " figsuper_ppt['layout'][\"font\"][\"size\"]=22\n", + " for a in figsuper_ppt['layout'][\"annotations\"]:\n", + " a[\"font\"][\"size\"] = 22\n", + "\n", + " s=16\n", + " figsuper_ppt.update_yaxes(tickfont=dict(size=s))\n", + " figsuper_ppt.update_xaxes(tickfont=dict(size=s),tickangle=45)\n", + " figsuper_ppt.write_image(f\"plot_html/PPT_plots/highlight_countries/{t}_{c}/inst_collab.png\",height=900,width=900,scale = 4)" ], "metadata": { "collapsed": false @@ -300506,29 +300530,28 @@ }, { "cell_type": "code", - "execution_count": 91, + "execution_count": 99, "outputs": [ { - "data": { - "text/plain": " Country Institution_harm Eurovoc_Class UT (Unique WOS ID)\n47 Croatia Univ Zagreb Eastern Europe 70\n19 Croatia Inst Rudjer Boskovic Eastern Europe 59\n45 Croatia Univ Split Eastern Europe 58\n42 Croatia Univ North Eastern Europe 16\n33 Croatia Tech Univ Split Eastern Europe 12", - "text/html": "
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CountryInstitution_harmEurovoc_ClassUT (Unique WOS ID)
47CroatiaUniv ZagrebEastern Europe70
19CroatiaInst Rudjer BoskovicEastern Europe59
45CroatiaUniv SplitEastern Europe58
42CroatiaUniv NorthEastern Europe16
33CroatiaTech Univ SplitEastern Europe12
\n
" - }, - "execution_count": 91, - "metadata": {}, - "output_type": "execute_result" + "name": "stdout", + "output_type": "stream", + "text": [ + "Delft Univ Technol 665\n", + "Tech Univ Munich 644\n", + "Royal Inst Technol 619\n", + "Aalborg Univ 504\n", + "Polish Acad Sci 462\n", + "Univ Groningen 307\n", + "Politecn Milan 346\n", + "Aalto Univ_collab_Xidian Univ 43\n", + "Tech Univ Munich_collab_Tongji Univ 61\n", + "Aalborg Univ_collab_Univ Elect Sci & Technol China 78\n", + "Queen Mary Univ London_collab_Beijing Univ Posts & Telecommun 102\n", + "Charles Univ Prague 153\n", + "Karolinska Inst 273\n" + ] } ], - "source": [ - "data_eu_strict.head()" - ], - "metadata": { - "collapsed": false - } - }, - { - "cell_type": "code", - "execution_count": null, - "outputs": [], "source": [ "# Adding emphasized institutes\n", "\n", @@ -300548,8 +300571,126 @@ "\n", "# Health Sciences Karolinska Institute\n", "\n", + "scope_dict = {\"General\":[[\"Delft Univ Technol\",None],\n", + " [\"Tech Univ Munich\",None],\n", + " [\"Royal Inst Technol\",None],\n", + " [\"Aalborg Univ\",None],\n", + " [\"Polish Acad Sci\",None],\n", + " #Copub\n", + " [\"Univ Groningen\",None],\n", + " [\"Politecn Milan\",None],\n", + " [\"Aalto Univ\",\"Xidian Univ\"],\n", + " [\"Tech Univ Munich\",\"Tongji Univ\"],\n", + " [\"Aalborg Univ\",\"Univ Elect Sci & Technol China\"],\n", + " [\"Queen Mary Univ London\",\"Beijing Univ Posts & Telecommun\"]],\n", + " \"Natural Sciences\":[[\"Charles Univ Prague\",None]],\n", + " \"Health Sciences\":[[\"Karolinska Inst\",None]]}\n", + "\n", + "for i in scope_dict.items():\n", + " t = i[0]\n", + " inst_list = i[1]\n", + " for c in inst_list:\n", + " f_name = \"_collab_\".join(filter(None,c))\n", + " os.makedirs(f\"plot_html/PPT_plots/highlight_institutes/{t}_{f_name}\", exist_ok=True)\n", + "\n", + " #sunburst distribution\n", + " groups = ['Domain_English',\"Field_English\",'SubField_English']\n", + "\n", + " if t == \"General\":\n", + " topic_ids = wos[record_col].unique()\n", + " else:\n", + " topic_ids = wos[wos[\"Domain_English\"]==t][record_col].unique()\n", + "\n", + " id_subset = wos_univ[((wos_univ[\"Institution_harm\"]==c[0])&\n", + " (wos_univ[record_col].isin(topic_ids)))][record_col].unique()\n", + "\n", + " if c[1] is not None:\n", + " id_subset2 = wos_univ[((wos_univ[\"Institution_harm\"]==c[1])&\n", + " (wos_univ[record_col].isin(topic_ids)))][record_col].unique()\n", + "\n", + " id_subset = np.intersect1d(id_subset,id_subset2)\n", + " print(f_name,len(id_subset))\n", + "\n", + " data = (wos[wos[record_col].isin(id_subset)]\n", + " .groupby(groups, as_index=False)[record_col]\n", + " .nunique()\n", + " .sort_values(ascending=False, by=record_col))\n", + " data[\"percent\"] = data[record_col]/data[record_col].sum()*100\n", + " data[groups] = data[groups].applymap(replace_nth)\n", + " fig = px.sunburst(data, path=groups, values=record_col,\n", + " color='Domain_English' if t==\"General\" else \"Field_English\", template='plotly')\n", + " fig.update_traces(textinfo=\"label+value+percent root\")\n", + " fig.update_traces(hovertemplate='%{id}
%{value}')\n", + " metrix_distr = go.Figure(fig)\n", + " metrix_distr.update_layout({'template':\"plotly\",\"font_family\":\"Montserrat\"})\n", + " figsuper_ppt = go.Figure(metrix_distr)\n", + "\n", + " figsuper_ppt['layout'][\"font\"][\"size\"]=22\n", + " for a in figsuper_ppt['layout'][\"annotations\"]:\n", + " a[\"font\"][\"size\"] = 22\n", + " figsuper_ppt.write_image(f\"plot_html/PPT_plots/highlight_institutes/{t}_{f_name}/sunburst.png\",height=900,width=900,scale = 4)\n", + "\n", + " if c[1] is None:\n", + " TOPN = 10\n", + " wos_univ_locations = wos_univ[wos_univ[record_col].isin(id_subset)].merge(wos_country_types, on=\"Country\")\n", + " wos_univ_collabs = wos_univ_locations[wos_univ_locations[\"Country_Type\"]!=\"Other\"][[record_col,\"Country\",\"Institution_harm\",\"Country_Type\",\"Eurovoc_Class\"]].drop_duplicates()\n", + " wos_univ_collabs[\"ISO3\"] = cc.pandas_convert(series=wos_univ_collabs[\"Country\"], to='ISO3')\n", + " wos_univ_collabs[\"Institution_harm_label\"] = wos_univ_collabs[\"Institution_harm\"] + \" (\"+wos_univ_collabs[\"ISO3\"]+ \")\"\n", + "\n", + " wos_univ_collabs = wos_univ_collabs.merge(wos[[record_col,\"Domain_English\"]],on=record_col)\n", + "\n", + " wos_univ_ch = wos_univ_collabs[wos_univ_collabs[\"Country_Type\"]==\"China\"]\n", + " wos_univ_eu = wos_univ_collabs[wos_univ_collabs[\"Country_Type\"]!=\"China\"]\n", "\n", - "\n" + " data_ch = (wos_univ_ch.groupby([\"Country\",\"Institution_harm\",\"Domain_English\"], as_index=False)[record_col].nunique()\n", + " .sort_values(by=record_col,ascending=False).head(TOPN).copy())\n", + "\n", + "\n", + " for data,c_scope, y_lab, in zip(\n", + " [data_ch],\n", + " [\"China\"],\n", + " [\"Institution_harm\",\"Institution_harm\"]):\n", + " fig = px.bar(data, x=record_col, y=y_lab, color=\"Domain_English\",color_discrete_map=color_discrete_map,text_auto=True,\n", + " labels={\n", + " record_col: 'Number of co-publications',\n", + " \"Institution_harm\": \"Institution\",\n", + " \"Domain_English\":\"Domain\",\n", + " \"Institution_harm_label\": \"Institution\",\n", + " \"Country_Type\":\"Country type\",\n", + " \"Eurovoc_Class\":\"Region\"\n", + " },\n", + " title=f\"Top {TOPN} institutes ({c_scope})\", template='plotly')\n", + " fig.update_layout(xaxis_tickformat='d',font_family=\"Montserrat\",yaxis={'categoryorder':'total ascending'},\n", + " width=1000, height=1000,)\n", + " fig.update_traces(hovertemplate='%{x:d}')\n", + " fig.add_shape(\n", + " # Rectangle with reference to the plot\n", + " type=\"rect\",\n", + " xref=\"paper\",\n", + " yref=\"paper\",\n", + " x0=0,\n", + " y0=0,\n", + " x1=1.0,\n", + " y1=1.0,\n", + " line=dict(\n", + " color=\"black\",\n", + " width=0.5,\n", + " )\n", + " )\n", + " fig.update_yaxes(\n", + " showgrid=True,\n", + " ticks=\"outside\")\n", + " fig.update_xaxes(\n", + " showgrid=True,\n", + " ticks=\"outside\")\n", + " figsuper_ppt = go.Figure(fig)\n", + " figsuper_ppt.update_traces(textposition='inside')\n", + " figsuper_ppt['layout'][\"font\"][\"size\"]=22\n", + "\n", + " s=16\n", + " figsuper_ppt.update_yaxes(tickfont=dict(size=s))\n", + " figsuper_ppt.update_xaxes(tickfont=dict(size=s))\n", + " figsuper_ppt.write_image(f\"plot_html/PPT_plots/highlight_institutes/{t}_{f_name}/inst_bar_{c_scope}.png\",height=900,width=900,scale = 4)" ], "metadata": { "collapsed": false @@ -300557,11 +300698,20 @@ }, { "cell_type": "code", - "execution_count": null, - "outputs": [], + "execution_count": 98, + "outputs": [ + { + "data": { + "text/plain": " Country Institution_harm Country_Type \n59 China Fudan Univ China \\\n182 China Univ Hong Kong China \n169 China Sun Yat Sen Univ China \n146 China Shanghai Jiao Tong Univ China \n190 China Wuhan Univ China \n34 China Chinese Ctr Dis Control & Prevent China \n39 China Chinese Univ Hong Kong China \n175 China Tianjin Med Univ China \n20 China Cent South Univ China \n119 China Peking Univ China \n\n UT (Unique WOS ID) \n59 41 \n182 35 \n169 29 \n146 28 \n190 27 \n34 26 \n39 24 \n175 22 \n20 17 \n119 15 ", + "text/html": "
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CountryInstitution_harmCountry_TypeUT (Unique WOS ID)
59ChinaFudan UnivChina41
182ChinaUniv Hong KongChina35
169ChinaSun Yat Sen UnivChina29
146ChinaShanghai Jiao Tong UnivChina28
190ChinaWuhan UnivChina27
34ChinaChinese Ctr Dis Control & PreventChina26
39ChinaChinese Univ Hong KongChina24
175ChinaTianjin Med UnivChina22
20ChinaCent South UnivChina17
119ChinaPeking UnivChina15
\n
" + }, + "execution_count": 98, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ - "def print_hello_world():\n", - " # just a general hello world print" + "data" ], "metadata": { "collapsed": false @@ -300569,10 +300719,20 @@ }, { "cell_type": "code", - "execution_count": null, - "outputs": [], + "execution_count": 86, + "outputs": [ + { + "data": { + "text/plain": " UT (Unique WOS ID) Institution Country \n0 WOS:000208837000001 Univ Liege Belgium \\\n1 WOS:000208837000001 Northwestern Polytech Univ China \n2 WOS:000208837000001 Ctr Rech Publ Henri Tudor Luxembourg \n3 WOS:000208863600013 Zhejiang Univ China \n4 WOS:000208863600013 Delft Univ Technol Netherlands \n\n Institution_harm merge_iter \n0 Univ Liege 0 \n1 Northwestern Polytech Univ 0 \n2 Ctr Rech Publ Henri Tudor 0 \n3 Zhejiang Univ 0 \n4 Delft Univ Technol 0 ", + "text/html": "
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UT (Unique WOS ID)InstitutionCountryInstitution_harmmerge_iter
0WOS:000208837000001Univ LiegeBelgiumUniv Liege0
1WOS:000208837000001Northwestern Polytech UnivChinaNorthwestern Polytech Univ0
2WOS:000208837000001Ctr Rech Publ Henri TudorLuxembourgCtr Rech Publ Henri Tudor0
3WOS:000208863600013Zhejiang UnivChinaZhejiang Univ0
4WOS:000208863600013Delft Univ TechnolNetherlandsDelft Univ Technol0
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" + }, + "execution_count": 86, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ - "class Test" + "wos_univ.head()" ], "metadata": { "collapsed": false