diff --git a/PATSTAT/CPC_data/cpc_defs.csv b/PATSTAT/CPC_data/cpc_defs.csv index f6dc1fe..7c9fcda 100644 --- a/PATSTAT/CPC_data/cpc_defs.csv +++ b/PATSTAT/CPC_data/cpc_defs.csv @@ -1,3 +1,3 @@ version https://git-lfs.github.com/spec/v1 -oid sha256:ab0f4acc10a622f8a162a9f1f2aaf39b06799f65feab44412aed2dc2d6f27cf8 -size 159305379 +oid sha256:b230ec136a67770390c9ee0b0d976ee17d22fc0d7666d2c38a8baddcf51019d8 +size 393509508 diff --git a/PATSTAT/WESTERN_CH_scope/cpc_defs.csv b/PATSTAT/WESTERN_CH_scope/cpc_defs.csv new file mode 100644 index 0000000..f168c07 --- /dev/null +++ b/PATSTAT/WESTERN_CH_scope/cpc_defs.csv @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:e6617cfd30c21c45e7c484067afb13c4b70d923242c718e67f3f4cdcf09b88a9 +size 159305338 diff --git a/PATSTAT/patstat_analysis_pipeline.ipynb b/PATSTAT/patstat_analysis_pipeline.ipynb index b41bcf2..552d87e 100644 --- a/PATSTAT/patstat_analysis_pipeline.ipynb +++ b/PATSTAT/patstat_analysis_pipeline.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "code", - "execution_count": 19, + "execution_count": 11, "metadata": { "collapsed": true }, @@ -20,10 +20,10 @@ }, { "cell_type": "code", - "execution_count": 20, + "execution_count": 12, "outputs": [], "source": [ - "outdir=\"WESTERN_CH_scope\"\n", + "outdir=\"EU_CH_scope\"\n", "\n", "appln = pd.read_csv(f\"{outdir}/tls_201_scope.csv\")\n", "\n", @@ -34,7 +34,9 @@ "\n", "appln_pers = pd.read_csv(f\"{outdir}/tls_207_scope.csv\")\n", "\n", - "appln_cpc = pd.read_csv(f\"{outdir}/tls_224_scope.csv\")" + "appln_cpc = pd.read_csv(f\"{outdir}/tls_224_scope.csv\")\n", + "\n", + "cpc_def = pd. read_csv(\"CPC_data/cpc_defs.csv\", low_memory=False)" ], "metadata": { "collapsed": false @@ -42,13 +44,13 @@ }, { "cell_type": "code", - "execution_count": 21, + "execution_count": 13, "outputs": [ { "data": { - "text/plain": "203873" + "text/plain": "65136" }, - "execution_count": 21, + "execution_count": 13, "metadata": {}, "output_type": "execute_result" } @@ -62,14 +64,56 @@ }, { "cell_type": "code", - "execution_count": 22, + "execution_count": 14, "outputs": [ { "data": { - "text/plain": " appln_id appln_title_lg \n6613 365740889 en \\\n15307 405955962 en \n34917 420680979 en \n65975 456943983 en \n31541 418199646 en \n... ... ... \n53388 444848074 en \n164003 549678226 en \n19193 409424261 en \n158766 545277468 en \n106813 498995405 en \n\n appln_title \n6613 CARD CONNECTOR \n15307 SERVO WRITE ASSEMBLY \n34917 CHILD SLEEPING APPARATUS WITH ADJUSTABLE SLEEP... \n65975 - NEAR-FIELD TRANSDUCER WITH RECESSED REGION \n31541 ELECTROSTATIC SPRAY TOOL SYSTEM \n... ... \n53388 Brassiere shoulder-strap closure \n164003 System and method for validating honest test t... \n19193 Hybrid wind turbine blade bearing \n158766 Video coding with successive codecs \n106813 IMAGE RECOGNITION METHOD AND APPARATUS \n\n[100 rows x 3 columns]", - "text/html": "
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" + }, + "execution_count": 15, "metadata": {}, "output_type": "execute_result" } @@ -81,6 +125,15 @@ "collapsed": false } }, + { + "cell_type": "code", + "execution_count": null, + "outputs": [], + "source": [], + "metadata": { + "collapsed": false + } + }, { "cell_type": "code", "execution_count": 23, diff --git a/PATSTAT/patstat_cpc_parse.ipynb b/PATSTAT/patstat_cpc_parse.ipynb index e6a0cce..81ce777 100644 --- a/PATSTAT/patstat_cpc_parse.ipynb +++ b/PATSTAT/patstat_cpc_parse.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "code", - "execution_count": 60, + "execution_count": 44, "id": "a8be6839", "metadata": {}, "outputs": [], @@ -19,7 +19,7 @@ }, { "cell_type": "code", - "execution_count": 61, + "execution_count": 45, "id": "211ba466", "metadata": {}, "outputs": [], @@ -39,7 +39,7 @@ }, { "cell_type": "code", - "execution_count": 62, + "execution_count": 46, "id": "f878b151", "metadata": {}, "outputs": [], @@ -59,7 +59,7 @@ }, { "cell_type": "code", - "execution_count": 63, + "execution_count": 47, "id": "95ea20da", "metadata": {}, "outputs": [], @@ -103,7 +103,7 @@ }, { "cell_type": "code", - "execution_count": 63, + "execution_count": 47, "id": "907d9c3e", "metadata": {}, "outputs": [], @@ -111,7 +111,7 @@ }, { "cell_type": "code", - "execution_count": 64, + "execution_count": 48, "id": "1be8971a", "metadata": {}, "outputs": [ @@ -134,7 +134,7 @@ }, { "cell_type": "code", - "execution_count": 65, + "execution_count": 49, "id": "b1274c34", "metadata": {}, "outputs": [], @@ -145,7 +145,7 @@ }, { "cell_type": "code", - "execution_count": 66, + "execution_count": 50, "id": "2a7e39ee", "metadata": {}, "outputs": [], @@ -164,7 +164,7 @@ }, { "cell_type": "code", - "execution_count": 67, + "execution_count": 51, "id": "e31a013f", "metadata": {}, "outputs": [ @@ -172,7 +172,7 @@ "data": { "text/plain": "[('A', 'HUMAN NECESSITIES'),\n ('A01',\n 'AGRICULTURE; FORESTRY; ANIMAL HUSBANDRY; HUNTING; TRAPPING; FISHING'),\n ('A01B',\n 'SOIL WORKING IN AGRICULTURE OR FORESTRY; PARTS, DETAILS, OR ACCESSORIES OF AGRICULTURAL MACHINES OR IMPLEMENTS, IN GENERAL (making or covering furrows or holes for sowing, planting, or manuring A01C5/00; soil working for engineering purposes E01, E02, E21; {measuring areas for agricultural purposes G01B})'),\n ('A01B1/06',\n 'Hoes; Hand cultivators {(rakes A01D7/00; forks A01D9/00; picks B25D)}'),\n ('A01B1/065', '{powered}')]" }, - "execution_count": 67, + "execution_count": 51, "metadata": {}, "output_type": "execute_result" } @@ -183,7 +183,7 @@ }, { "cell_type": "code", - "execution_count": 68, + "execution_count": 52, "id": "f09a616c", "metadata": {}, "outputs": [ @@ -192,19 +192,19 @@ "text/plain": " cpc_id cpc_name section class \n0 A HUMAN NECESSITIES A None \\\n1 A01 AGRICULTURE; FORESTRY; ANIMAL HUSBANDRY; HUNTI... A 01 \n2 A01B SOIL WORKING IN AGRICULTURE OR FORESTRY; PARTS... A 01 \n3 A01B1/00 Hand tools (edge trimmers for lawns A01G3/06 ... A 01 \n4 A01B1/02 Spades; Shovels {(hand-operated dredgers E02F3... A 01 \n\n subclass group main_group cpc_version \n0 None None None 2023 \\\n1 None None None 2023 \n2 B None None 2023 \n3 B 1 00 2023 \n4 B 1 02 2023 \n\n version https://git-lfs.github.com/spec/v1 \n0 NaN \\\n1 NaN \n2 NaN \n3 NaN \n4 NaN \n\n cpc_taxonomy \n0 [(A, HUMAN NECESSITIES)] \n1 [(A, HUMAN NECESSITIES), (A01, AGRICULTURE; FO... \n2 [(A, HUMAN NECESSITIES), (A01, AGRICULTURE; FO... \n3 [(A, HUMAN NECESSITIES), (A01, AGRICULTURE; FO... \n4 [(A, HUMAN NECESSITIES), (A01, AGRICULTURE; FO... ", "text/html": "
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" }, - "execution_count": 68, + "execution_count": 52, "metadata": {}, "output_type": "execute_result" } ], "source": [ "cpc_ids[\"cpc_taxonomy\"] = cpc_ids[\"cpc_id\"].fillna(\"\").map(cpc_classifier)\n", - "cpc_ids.head()" + "cpc_ids.head()\n" ] }, { "cell_type": "code", - "execution_count": 69, + "execution_count": 53, "id": "f3fa8bf3", "metadata": {}, "outputs": [ @@ -226,12 +226,17 @@ }, { "cell_type": "code", - "execution_count": 70, + "execution_count": 54, "id": "58701721", "metadata": {}, "outputs": [], "source": [ - "# appln_cpc_tax[appln_cpc_tax[\"cpc_name\"].isna()][\"cpc_id\"].unique()" + "# cpc_ids\n", + "cpc_ids[\"cpc_fullname\"] = cpc_ids[\"cpc_taxonomy\"].apply(lambda x: \"<>\".join([y[1] for y in x]))\n", + "cpc_ids.sample(100)\n", + "colnames = [\"tax_level_\"+ str(i) for i in cpc_ids[\"cpc_fullname\"].str.split('<>', expand=True).columns]\n", + "cpc_ids[colnames] = cpc_ids[\"cpc_fullname\"].str.split('<>', expand=True)\n", + "# cpc_ids" ] }, { @@ -244,13 +249,13 @@ }, { "cell_type": "code", - "execution_count": 71, + "execution_count": 55, "outputs": [ { "data": { "text/plain": "'neural network|machine learn|deep learn|remote sensing|convolutional neural|internet of things|feature extraction|genetic algorithm|big data|artificial intelligence|data driven|support vector machine|logistic regression not p=|optimization algorithm|principal component analysis|artificial neural network|swarm optimization|regularization|linear regression not p=|optimization algorithm|random forest|cloud computing|reinforcement learning|computer vision|kalman filter|image processing|data mining|evolutionary algorithm|edge computing|supervised learning|computational modeling|pattern recognition|image classification|long short-term memor|robotics|image segmentation|convex optimization|covariance matri|attention mechanism|markov chain|object detection not brain|clustering algorithm|recurrent neural network|data augmentation|transfer learning|adversarial network|decision tree|multi agent system|fuzzy set|convolutional network|image reconstruction|data analytic|smart grid|autoencoder|fuzzy logic|radial basis function|bayesian network|dimensionality reduction|face recognition not brain|gaussian process|anomaly detection|k-nearest neighbor|natural language processing|monte carlo method|large dataset|gradient descent|support vector regression|extreme learning machine|perceptron|model selection|ensemble learning|representation learning|recommender system|target tracking|singular value decomposition|feature learning|smart city|sentiment analy|markov decision process|k-means clustering|independent component analysis|brain computer interface|human-computer interaction|markov chain monte carlo|hierarchical clustering|semantic web|semi-supervised learning|human-robot interact|knowledge graph|speech recognition not brain|ensemble model|fog computing|mapreduce|evolutionary computation|data science|text mining|generative model|active learning|swarm intelligence|multi-task learning|language model|collaborative filtering|backpropagation|machine vision|computer-aided diagnosis|gated recurrent unit|lagrange multiplier|expert system|learning rate|hadoop|markov process|nonlinear optimization|learning system|self-organizing map|smart manufacturing|smart home|few shot learning|few-shot learning|meta-learning|meta learning|adversarial training|zero-shot learning|word embedding|expectation maximization algorithm|stochastic gradient descent|ridge regression|deep belief network|non-negative matrix factorization|affective computing|latent dirichlet allocation|kernel method|kernel learning|feature engineering|variational inference|image representation|manifold learning|adversarial example|knowledge distillation|time series forecast|variational autoencoder|lasso regression|smart energy|dbscan|multi-label classification|intelligent robot|ubiquitous computing|gaussian mixture models|smart technolog|boltzmann machine|smart buildings|predictive analytic|pervasive computing|smart agriculture|capsule network|human-in-the-loop|intelligent agent|ai applications|word vector|transformer model|facial recognition|unstructured data|restricted boltzmann machine|albert|lifelong learning|autonomous agents|chatbot|cholesky decomposition|nosql|nosql|explainable ai|seq2seq|probabilistic graphical model|qr decomposition|unsupervised deep learning|data warehouse|quantum machine learning|continual learning|smart environment|multimodal learning|smart health|artificial immune system|swarm robotics|kernel machine|latent factor model|eigendecomposition|adversarial machine|adversarial machine learning|smart mobility|sequence-to-sequence model|eigen decomposition|adversarial robustness|smart parking|adversarial neural|roberta|bidirectional encoder representations from transformer|locally linear embedding|hebbian learning|one-shot learning|multimodal representation|smart tourism|entity extraction|adaptive moment estimation|ontology learning|topic modeling|relational database'" }, - "execution_count": 71, + "execution_count": 55, "metadata": {}, "output_type": "execute_result" } @@ -269,7 +274,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 55, "outputs": [], "source": [], "metadata": { @@ -278,14 +283,14 @@ }, { "cell_type": "code", - "execution_count": 72, + "execution_count": 56, "outputs": [ { "data": { - "text/plain": " cpc_id cpc_name \n12725 A61B1/000096 {using artificial intelligence} \\\n13764 A61B5/7264 {Classification of physiological signals or da... \n13897 A61B6/52 {Devices using data or image processing specia... \n14016 A61B8/52 {Devices using data or image processing specia... \n15252 A61B2018/0069 {using fuzzy logic} \n... ... ... \n250685 Y10S707/99946 Object-oriented database structure network \n250686 Y10S707/99947 Object-oriented database structure reference \n250687 Y10S707/99948 Application of database or data structure, e.g... \n250688 Y10S707/99951 File or database maintenance \n250703 Y10S715/968 interface for database querying and retrieval \n\n section class subclass group main_group cpc_version \n12725 A 61 B 1 000096 2023 \\\n13764 A 61 B 5 7264 2023 \n13897 A 61 B 6 52 2023 \n14016 A 61 B 8 52 2023 \n15252 A 61 B 2018 0069 2023 \n... ... ... ... ... ... ... \n250685 Y 10 S 707 99946 2023 \n250686 Y 10 S 707 99947 2023 \n250687 Y 10 S 707 99948 2023 \n250688 Y 10 S 707 99951 2023 \n250703 Y 10 S 715 968 2023 \n\n version https://git-lfs.github.com/spec/v1 \n12725 NaN \\\n13764 NaN \n13897 NaN \n14016 NaN \n15252 NaN \n... ... \n250685 NaN \n250686 NaN \n250687 NaN \n250688 NaN \n250703 NaN \n\n cpc_taxonomy \n12725 [(A, HUMAN NECESSITIES), (A61, MEDICAL OR VETE... \n13764 [(A, HUMAN NECESSITIES), (A61, MEDICAL OR VETE... \n13897 [(A, HUMAN NECESSITIES), (A61, MEDICAL OR VETE... \n14016 [(A, HUMAN NECESSITIES), (A61, MEDICAL OR VETE... \n15252 [(A, HUMAN NECESSITIES), (A61, MEDICAL OR VETE... \n... ... \n250685 [(Y, GENERAL TAGGING OF NEW TECHNOLOGICAL DEVE... \n250686 [(Y, GENERAL TAGGING OF NEW TECHNOLOGICAL DEVE... \n250687 [(Y, GENERAL TAGGING OF NEW TECHNOLOGICAL DEVE... \n250688 [(Y, GENERAL TAGGING OF NEW TECHNOLOGICAL DEVE... \n250703 [(Y, GENERAL TAGGING OF NEW TECHNOLOGICAL DEVE... \n\n[317 rows x 10 columns]", - 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............................................................
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358 rows × 19 columns

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" }, - "execution_count": 73, + "execution_count": 57, "metadata": {}, "output_type": "execute_result" } ], "source": [ + "#wos keyword search\n", "scope_df = cpc_ids[cpc_ids[\"cpc_name\"].str.lower().str.contains(keywords, regex=True, na=False)]\n", "scope_df" ], @@ -323,52 +329,23 @@ }, { "cell_type": "code", - "execution_count": 74, + "execution_count": 58, "id": "6c3baa5b", "metadata": {}, "outputs": [], "source": [ "scope_ids = scope_df[\"cpc_id\"].unique()\n", "cpc_ids[\"data_scope\"] = cpc_ids[\"cpc_id\"].isin(scope_ids)\n", - "cpc_ids.to_csv(f\"{outdir}/cpc_defs.csv\", index=False)" + "cpc_ids.dropna(axis=1, how='all')\n", + "cpc_ids.to_csv(f\"CPC_data/cpc_defs.csv\", index=False)" ] }, { "cell_type": "code", - "execution_count": 75, - "outputs": [ - { - "data": { - "text/plain": "'WESTERN_CH_scope'" - }, - "execution_count": 75, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "outdir" - ], - "metadata": { - "collapsed": false - } - }, - { - "cell_type": "code", - "execution_count": 76, - "outputs": [ - { - "data": { - "text/plain": " cpc_id cpc_name \n0 A HUMAN NECESSITIES \\\n1 A01 AGRICULTURE; FORESTRY; ANIMAL HUSBANDRY; HUNTI... \n2 A01B SOIL WORKING IN AGRICULTURE OR FORESTRY; PARTS... \n3 A01B1/00 Hand tools (edge trimmers for lawns A01G3/06 ... \n4 A01B1/02 Spades; Shovels {(hand-operated dredgers E02F3... \n... ... ... \n260486 Y10T483/1873 Indexing matrix \n260487 Y10T483/1882 Rotary disc \n260488 Y10T483/1891 Chain or belt \n260489 Y10T483/19 Miscellaneous \n260490 NaN NaN \n\n section class subclass group main_group cpc_version \n0 A None None None None 2023 \\\n1 A 01 None None None 2023 \n2 A 01 B None None 2023 \n3 A 01 B 1 00 2023 \n4 A 01 B 1 02 2023 \n... ... ... ... ... ... ... \n260486 Y 10 T 483 1873 2023 \n260487 Y 10 T 483 1882 2023 \n260488 Y 10 T 483 1891 2023 \n260489 Y 10 T 483 19 2023 \n260490 NaN NaN NaN NaN NaN 2022 \n\n version https://git-lfs.github.com/spec/v1 \n0 NaN \\\n1 NaN \n2 NaN \n3 NaN \n4 NaN \n... ... \n260486 NaN \n260487 NaN \n260488 NaN \n260489 NaN \n260490 oid sha256:f138d6bdf2939ba576b96b633d81366123b... \n\n cpc_taxonomy data_scope \n0 [(A, HUMAN NECESSITIES)] False \n1 [(A, HUMAN NECESSITIES), (A01, AGRICULTURE; FO... False \n2 [(A, HUMAN NECESSITIES), (A01, AGRICULTURE; FO... False \n3 [(A, HUMAN NECESSITIES), (A01, AGRICULTURE; FO... False \n4 [(A, HUMAN NECESSITIES), (A01, AGRICULTURE; FO... False \n... ... ... \n260486 [(Y, GENERAL TAGGING OF NEW TECHNOLOGICAL DEVE... False \n260487 [(Y, GENERAL TAGGING OF NEW TECHNOLOGICAL DEVE... False \n260488 [(Y, GENERAL TAGGING OF NEW TECHNOLOGICAL DEVE... False \n260489 [(Y, GENERAL TAGGING OF NEW TECHNOLOGICAL DEVE... False \n260490 [] False \n\n[260491 rows x 11 columns]", - "text/html": "
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....................................
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" - }, - "execution_count": 76, - "metadata": {}, - "output_type": "execute_result" - } - ], + "execution_count": 59, + "outputs": [], "source": [ - "cpc_ids" + "# cpc_ids" ], "metadata": { "collapsed": false @@ -376,23 +353,13 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 60, "id": "2e8368b4", "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": " appln_id appln_auth appln_nr appln_kind appln_filing_date \n0 340657036 EP 12000117 A 2012-01-09 \\\n1 340982410 EP 12151915 A 2012-01-20 \n2 341078960 EP 12700310 A 2012-01-11 \n3 341078962 EP 12700311 A 2012-01-11 \n4 341127772 EP 12700372 A 2012-01-02 \n\n appln_filing_year appln_nr_original ipr_type receiving_office \n0 2012 12000117 PI \\\n1 2012 12151915 PI \n2 2012 12700310 PI \n3 2012 12700311 PI \n4 2012 12700372 PI \n\n internat_appln_id ... earliest_pat_publn_id granted docdb_family_id \n0 0 ... 407623142 Y 45507394 \\\n1 0 ... 365158710 Y 45531220 \n2 340778427 ... 413564969 Y 45491582 \n3 340778431 ... 413564970 Y 45491583 \n4 340460188 ... 421840120 Y 45495923 \n\n inpadoc_family_id docdb_family_size nb_citing_docdb_fam nb_applicants \n0 340657036 3 6 1 \\\n1 340982410 2 16 2 \n2 340778427 3 2 1 \n3 340778431 3 3 1 \n4 340460188 4 8 1 \n\n nb_inventors appln_title_lg \n0 2 en \\\n1 6 en \n2 1 en \n3 1 en \n4 2 en \n\n appln_title \n0 Rotating membrane filter disc apparatus \n1 Heating-Cooling-Capacity measurement controlli... \n2 TRANSMISSION DEVICE \n3 TRANSMISSION DEVICE \n4 POWER CONTROL IN A WIRELESS COMMUNICATION SYST... \n\n[5 rows x 28 columns]", - "text/html": "
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0340657036EP12000117A2012-01-09201212000117PI0...407623142Y455073943406570363612enRotating membrane filter disc apparatus
1340982410EP12151915A2012-01-20201212151915PI0...365158710Y4553122034098241021626enHeating-Cooling-Capacity measurement controlli...
2341078960EP12700310A2012-01-11201212700310PI340778427...413564969Y454915823407784273211enTRANSMISSION DEVICE
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4341127772EP12700372A2012-01-02201212700372PI340460188...421840120Y454959233404601884812enPOWER CONTROL IN A WIRELESS COMMUNICATION SYST...
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5 rows × 28 columns

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" - }, - "execution_count": 13, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ - "appln_data = appln.merge(appln_title, on=\"appln_id\")\n", - "appln_data.head()" + "# appln_data = appln.merge(appln_title, on=\"appln_id\")\n", + "# appln_data.head()" ] } ], diff --git a/WOS/wos_analysis/plot_html/PPT_plots/hot_topics/Artificial Intelligence & Image Processing/Artificial Intelligence & Image Processing_country_trends_overall.png b/WOS/wos_analysis/plot_html/PPT_plots/hot_topics/Artificial Intelligence & Image Processing/Artificial Intelligence & Image Processing_country_trends_overall.png new file mode 100644 index 0000000..9d3e27e Binary files /dev/null and b/WOS/wos_analysis/plot_html/PPT_plots/hot_topics/Artificial Intelligence & Image Processing/Artificial Intelligence & Image Processing_country_trends_overall.png differ diff --git a/WOS/wos_analysis/plot_html/PPT_plots/hot_topics/Artificial Intelligence & Image Processing/Artificial 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" }, "metadata": {}, "output_type": "display_data" @@ -239284,7 +239284,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "EU+US", "orientation": "v", "showlegend": true, @@ -239330,7 +239330,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "EU+CN", "orientation": "v", "showlegend": true, @@ -239376,7 +239376,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "CN+US", "orientation": "v", "showlegend": true, @@ -240285,7 +240285,7 @@ "plotlyServerURL": "https://plotly.com" } }, - "text/html": "
" + "text/html": "
" }, "metadata": {}, "output_type": "display_data" @@ -242154,7 +242154,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "", "orientation": "v", "showlegend": false, @@ -242200,7 +242200,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "", "orientation": "v", "showlegend": false, @@ -243263,7 +243263,7 @@ "plotlyServerURL": "https://plotly.com" } }, - "text/html": "
" + "text/html": "
" }, "metadata": {}, "output_type": "display_data" @@ -245029,7 +245029,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "", "orientation": "v", "showlegend": false, @@ -245075,7 +245075,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "", "orientation": "v", "showlegend": false, @@ -246137,7 +246137,7 @@ "plotlyServerURL": "https://plotly.com" } }, - "text/html": "
" + "text/html": "
" }, "metadata": {}, "output_type": "display_data" @@ -246836,7 +246836,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Applied Sciences", "orientation": "v", "showlegend": false, @@ -246882,7 +246882,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Arts & Humanities", "orientation": "v", "showlegend": false, @@ -246928,7 +246928,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Economic & Social Sciences", "orientation": "v", "showlegend": false, @@ -246974,7 +246974,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Health Sciences", "orientation": "v", "showlegend": false, @@ -247020,7 +247020,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Multidisciplinary", "orientation": "v", "showlegend": false, @@ -247066,7 +247066,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Natural Sciences", "orientation": "v", "showlegend": false, @@ -247112,7 +247112,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Applied Sciences", "orientation": "v", "showlegend": false, @@ -247158,7 +247158,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Arts & Humanities", "orientation": "v", "showlegend": false, @@ -247204,7 +247204,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Economic & Social Sciences", "orientation": "v", "showlegend": false, @@ -247250,7 +247250,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Health Sciences", "orientation": "v", "showlegend": false, @@ -247296,7 +247296,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Multidisciplinary", "orientation": "v", "showlegend": false, @@ -247342,7 +247342,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Natural Sciences", "orientation": "v", "showlegend": false, @@ -248389,7 +248389,7 @@ "plotlyServerURL": "https://plotly.com" } }, - "text/html": "
" + "text/html": "
" }, "metadata": {}, "output_type": "display_data" @@ -248975,7 +248975,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Applied Sciences", "orientation": "v", "showlegend": false, @@ -249021,7 +249021,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Arts & Humanities", "orientation": "v", "showlegend": false, @@ -249067,7 +249067,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Economic & Social Sciences", "orientation": "v", "showlegend": false, @@ -249113,7 +249113,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Health Sciences", "orientation": "v", "showlegend": false, @@ -249159,7 +249159,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Multidisciplinary", "orientation": "v", "showlegend": false, @@ -249205,7 +249205,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Natural Sciences", "orientation": "v", "showlegend": false, @@ -249251,7 +249251,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Applied Sciences", "orientation": "v", "showlegend": false, @@ -249297,7 +249297,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Arts & Humanities", "orientation": "v", "showlegend": false, @@ -249343,7 +249343,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Economic & Social Sciences", "orientation": "v", "showlegend": false, @@ -249389,7 +249389,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Health Sciences", "orientation": "v", "showlegend": false, @@ -249435,7 +249435,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Multidisciplinary", "orientation": "v", "showlegend": false, @@ -249481,7 +249481,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Natural Sciences", "orientation": "v", "showlegend": false, @@ -250526,7 +250526,7 @@ "plotlyServerURL": "https://plotly.com" } }, - "text/html": "
" + "text/html": "
" }, "metadata": {}, "output_type": "display_data" @@ -250662,7 +250662,7 @@ "name": "stderr", "output_type": "stream", "text": [ - "C:\\Users\\radvanyi\\AppData\\Local\\Temp\\ipykernel_23940\\1606125869.py:24: SettingWithCopyWarning:\n", + "C:\\Users\\radvanyi\\AppData\\Local\\Temp\\ipykernel_20376\\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_23940\\1606125869.py:24: SettingWithCopyWarning:\n", + "C:\\Users\\radvanyi\\AppData\\Local\\Temp\\ipykernel_20376\\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_23940\\1606125869.py:24: SettingWithCopyWarning:\n", + "C:\\Users\\radvanyi\\AppData\\Local\\Temp\\ipykernel_20376\\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": "
" + "text/html": "
" }, "metadata": {}, "output_type": "display_data" @@ -254032,7 +254032,7 @@ "plotlyServerURL": "https://plotly.com" } }, - "text/html": "
" + "text/html": "
" }, "metadata": {}, "output_type": "display_data" @@ -256045,7 +256045,7 @@ "plotlyServerURL": "https://plotly.com" } }, - "text/html": "
" + "text/html": "
" }, "metadata": {}, "output_type": "display_data" @@ -258233,7 +258233,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Western Europe", "orientation": "v", "showlegend": false, @@ -258293,7 +258293,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Western Europe", "orientation": "v", "showlegend": false, @@ -258353,7 +258353,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Western Europe", "orientation": "v", "showlegend": false, @@ -258413,7 +258413,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Western Europe", "orientation": "v", "showlegend": false, @@ -258473,7 +258473,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Western Europe", "orientation": "v", "showlegend": false, @@ -258533,7 +258533,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Western Europe", "orientation": "v", "showlegend": false, @@ -258593,7 +258593,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Western Europe", "orientation": "v", "showlegend": false, @@ -258653,7 +258653,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Western Europe", "orientation": "v", "showlegend": false, @@ -258713,7 +258713,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Western Europe", "orientation": "v", "showlegend": false, @@ -258773,7 +258773,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Northern Europe", "orientation": "v", "showlegend": false, @@ -258833,7 +258833,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Northern Europe", "orientation": "v", "showlegend": false, @@ -258893,7 +258893,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Northern Europe", "orientation": "v", "showlegend": false, @@ -258953,7 +258953,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Northern Europe", "orientation": "v", "showlegend": false, @@ -259013,7 +259013,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Northern Europe", "orientation": "v", "showlegend": false, @@ -259073,7 +259073,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Northern Europe", "orientation": "v", "showlegend": false, @@ -259133,7 +259133,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Northern Europe", "orientation": "v", "showlegend": false, @@ -259193,7 +259193,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Southern Europe", "orientation": "v", "showlegend": false, @@ -259253,7 +259253,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Southern Europe", "orientation": "v", "showlegend": false, @@ -259313,7 +259313,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Southern Europe", "orientation": "v", "showlegend": false, @@ -259373,7 +259373,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Southern Europe", "orientation": "v", "showlegend": false, @@ -259433,7 +259433,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Southern Europe", "orientation": "v", "showlegend": false, @@ -259493,7 +259493,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Southern Europe", "orientation": "v", "showlegend": false, @@ -259553,7 +259553,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Eastern Europe", "orientation": "v", "showlegend": false, @@ -259613,7 +259613,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Eastern Europe", "orientation": "v", "showlegend": false, @@ -259673,7 +259673,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Eastern Europe", "orientation": "v", "showlegend": false, @@ -259733,7 +259733,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Eastern Europe", "orientation": "v", "showlegend": false, @@ -259793,7 +259793,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Eastern Europe", "orientation": "v", "showlegend": false, @@ -259853,7 +259853,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Eastern Europe", "orientation": "v", "showlegend": false, @@ -259913,7 +259913,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Eastern Europe", "orientation": "v", "showlegend": false, @@ -259973,7 +259973,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Eastern Europe", "orientation": "v", "showlegend": false, @@ -260033,7 +260033,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Western Europe", "orientation": "v", "showlegend": false, @@ -260093,7 +260093,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Western Europe", "orientation": "v", "showlegend": false, @@ -260153,7 +260153,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Western Europe", "orientation": "v", "showlegend": false, @@ -260213,7 +260213,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Western Europe", "orientation": "v", "showlegend": false, @@ -260273,7 +260273,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Western Europe", "orientation": "v", "showlegend": false, @@ -260333,7 +260333,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Western Europe", "orientation": "v", "showlegend": false, @@ -260393,7 +260393,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Western Europe", "orientation": "v", "showlegend": false, @@ -260453,7 +260453,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Western Europe", "orientation": "v", "showlegend": false, @@ -260513,7 +260513,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Western Europe", "orientation": "v", "showlegend": false, @@ -260573,7 +260573,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Northern Europe", "orientation": "v", "showlegend": false, @@ -260633,7 +260633,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Northern Europe", "orientation": "v", "showlegend": false, @@ -260693,7 +260693,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Northern Europe", "orientation": "v", "showlegend": false, @@ -260753,7 +260753,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Northern Europe", "orientation": "v", "showlegend": false, @@ -260813,7 +260813,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Northern Europe", "orientation": "v", "showlegend": false, @@ -260873,7 +260873,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Northern Europe", "orientation": "v", "showlegend": false, @@ -260933,7 +260933,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Northern Europe", "orientation": "v", "showlegend": false, @@ -260993,7 +260993,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Southern Europe", "orientation": "v", "showlegend": false, @@ -261053,7 +261053,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Southern Europe", "orientation": "v", "showlegend": false, @@ -261113,7 +261113,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Southern Europe", "orientation": "v", "showlegend": false, @@ -261173,7 +261173,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Southern Europe", "orientation": "v", "showlegend": false, @@ -261233,7 +261233,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Southern Europe", "orientation": "v", "showlegend": false, @@ -261293,7 +261293,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Southern Europe", "orientation": "v", "showlegend": false, @@ -261353,7 +261353,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Eastern Europe", "orientation": "v", "showlegend": false, @@ -261413,7 +261413,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Eastern Europe", "orientation": "v", "showlegend": false, @@ -261473,7 +261473,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Eastern Europe", "orientation": "v", "showlegend": false, @@ -261533,7 +261533,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Eastern Europe", "orientation": "v", "showlegend": false, @@ -261593,7 +261593,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Eastern Europe", "orientation": "v", "showlegend": false, @@ -261653,7 +261653,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Eastern Europe", "orientation": "v", "showlegend": false, @@ -261713,7 +261713,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Eastern Europe", "orientation": "v", "showlegend": false, @@ -261773,7 +261773,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Eastern Europe", "orientation": "v", "showlegend": false, @@ -262809,7 +262809,7 @@ "plotlyServerURL": "https://plotly.com" } }, - "text/html": "
" + "text/html": "
" }, "metadata": {}, "output_type": "display_data" @@ -265046,7 +265046,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Western Europe", "orientation": "v", "showlegend": false, @@ -265106,7 +265106,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Western Europe", "orientation": "v", "showlegend": false, @@ -265166,7 +265166,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Western Europe", "orientation": "v", "showlegend": false, @@ -265226,7 +265226,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Western Europe", "orientation": "v", "showlegend": false, @@ -265286,7 +265286,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Western Europe", "orientation": "v", "showlegend": false, @@ -265346,7 +265346,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Western Europe", "orientation": "v", "showlegend": false, @@ -265406,7 +265406,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Western Europe", "orientation": "v", "showlegend": false, @@ -265466,7 +265466,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Western Europe", "orientation": "v", "showlegend": false, @@ -265526,7 +265526,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Western Europe", "orientation": "v", "showlegend": false, @@ -265586,7 +265586,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Northern Europe", "orientation": "v", "showlegend": false, @@ -265646,7 +265646,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Northern Europe", "orientation": "v", "showlegend": false, @@ -265706,7 +265706,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Northern Europe", "orientation": "v", "showlegend": false, @@ -265766,7 +265766,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Northern Europe", "orientation": "v", "showlegend": false, @@ -265826,7 +265826,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Northern Europe", "orientation": "v", "showlegend": false, @@ -265886,7 +265886,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Northern Europe", "orientation": "v", "showlegend": false, @@ -265946,7 +265946,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Northern Europe", "orientation": "v", "showlegend": false, @@ -266006,7 +266006,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Southern Europe", "orientation": "v", "showlegend": false, @@ -266066,7 +266066,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Southern Europe", "orientation": "v", "showlegend": false, @@ -266126,7 +266126,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Southern Europe", "orientation": "v", "showlegend": false, @@ -266186,7 +266186,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Southern Europe", "orientation": "v", "showlegend": false, @@ -266246,7 +266246,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Southern Europe", "orientation": "v", "showlegend": false, @@ -266306,7 +266306,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Southern Europe", "orientation": "v", "showlegend": false, @@ -266366,7 +266366,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Eastern Europe", "orientation": "v", "showlegend": false, @@ -266426,7 +266426,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Eastern Europe", "orientation": "v", "showlegend": false, @@ -266486,7 +266486,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Eastern Europe", "orientation": "v", "showlegend": false, @@ -266546,7 +266546,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Eastern Europe", "orientation": "v", "showlegend": false, @@ -266606,7 +266606,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Eastern Europe", "orientation": "v", "showlegend": false, @@ -266666,7 +266666,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Eastern Europe", "orientation": "v", "showlegend": false, @@ -266726,7 +266726,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Eastern Europe", "orientation": "v", "showlegend": false, @@ -266786,7 +266786,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Eastern Europe", "orientation": "v", "showlegend": false, @@ -266846,7 +266846,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Western Europe", "orientation": "v", "showlegend": false, @@ -266906,7 +266906,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Western Europe", "orientation": "v", "showlegend": false, @@ -266966,7 +266966,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Western Europe", "orientation": "v", "showlegend": false, @@ -267026,7 +267026,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Western Europe", "orientation": "v", "showlegend": false, @@ -267086,7 +267086,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Western Europe", "orientation": "v", "showlegend": false, @@ -267146,7 +267146,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Western Europe", "orientation": "v", "showlegend": false, @@ -267206,7 +267206,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Western Europe", "orientation": "v", "showlegend": false, @@ -267266,7 +267266,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Western Europe", "orientation": "v", "showlegend": false, @@ -267326,7 +267326,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Western Europe", "orientation": "v", "showlegend": false, @@ -267386,7 +267386,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Northern Europe", "orientation": "v", "showlegend": false, @@ -267446,7 +267446,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Northern Europe", "orientation": "v", "showlegend": false, @@ -267506,7 +267506,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Northern Europe", "orientation": "v", "showlegend": false, @@ -267566,7 +267566,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Northern Europe", "orientation": "v", "showlegend": false, @@ -267626,7 +267626,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Northern Europe", "orientation": "v", "showlegend": false, @@ -267686,7 +267686,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Northern Europe", "orientation": "v", "showlegend": false, @@ -267746,7 +267746,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Northern Europe", "orientation": "v", "showlegend": false, @@ -267806,7 +267806,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Southern Europe", "orientation": "v", "showlegend": false, @@ -267866,7 +267866,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Southern Europe", "orientation": "v", "showlegend": false, @@ -267926,7 +267926,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Southern Europe", "orientation": "v", "showlegend": false, @@ -267986,7 +267986,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Southern Europe", "orientation": "v", "showlegend": false, @@ -268046,7 +268046,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Southern Europe", "orientation": "v", "showlegend": false, @@ -268106,7 +268106,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Southern Europe", "orientation": "v", "showlegend": false, @@ -268166,7 +268166,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Eastern Europe", "orientation": "v", "showlegend": false, @@ -268226,7 +268226,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Eastern Europe", "orientation": "v", "showlegend": false, @@ -268286,7 +268286,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Eastern Europe", "orientation": "v", "showlegend": false, @@ -268346,7 +268346,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Eastern Europe", "orientation": "v", "showlegend": false, @@ -268406,7 +268406,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Eastern Europe", "orientation": "v", "showlegend": false, @@ -268466,7 +268466,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Eastern Europe", "orientation": "v", "showlegend": false, @@ -268526,7 +268526,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Eastern Europe", "orientation": "v", "showlegend": false, @@ -268586,7 +268586,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Eastern Europe", "orientation": "v", "showlegend": false, @@ -269623,7 +269623,7 @@ "plotlyServerURL": "https://plotly.com" } }, - "text/html": "
" + "text/html": "
" }, "metadata": {}, "output_type": "display_data" @@ -269688,7 +269688,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Western Europe", "orientation": "v", "showlegend": true, @@ -269748,7 +269748,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Western Europe", "orientation": "v", "showlegend": false, @@ -269808,7 +269808,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Western Europe", "orientation": "v", "showlegend": false, @@ -269868,7 +269868,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Western Europe", "orientation": "v", "showlegend": false, @@ -269928,7 +269928,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Western Europe", "orientation": "v", "showlegend": false, @@ -269988,7 +269988,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Western Europe", "orientation": "v", "showlegend": false, @@ -270048,7 +270048,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Western Europe", "orientation": "v", "showlegend": false, @@ -270108,7 +270108,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Western Europe", "orientation": "v", "showlegend": false, @@ -270168,7 +270168,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Western Europe", "orientation": "v", "showlegend": false, @@ -270228,7 +270228,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Northern Europe", "orientation": "v", "showlegend": true, @@ -270288,7 +270288,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Northern Europe", "orientation": "v", "showlegend": false, @@ -270348,7 +270348,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Northern Europe", "orientation": "v", "showlegend": false, @@ -270408,7 +270408,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Northern Europe", "orientation": "v", "showlegend": false, @@ -270468,7 +270468,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Northern Europe", "orientation": "v", "showlegend": false, @@ -270528,7 +270528,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Northern Europe", "orientation": "v", "showlegend": false, @@ -270588,7 +270588,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Northern Europe", "orientation": "v", "showlegend": false, @@ -270648,7 +270648,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Southern Europe", "orientation": "v", "showlegend": true, @@ -270708,7 +270708,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Southern Europe", "orientation": "v", "showlegend": false, @@ -270768,7 +270768,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Southern Europe", "orientation": "v", "showlegend": false, @@ -270828,7 +270828,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Southern Europe", "orientation": "v", "showlegend": false, @@ -270888,7 +270888,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Southern Europe", "orientation": "v", "showlegend": false, @@ -270948,7 +270948,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Southern Europe", "orientation": "v", "showlegend": false, @@ -271008,7 +271008,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Eastern Europe", "orientation": "v", "showlegend": true, @@ -271068,7 +271068,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Eastern Europe", "orientation": "v", "showlegend": false, @@ -271128,7 +271128,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Eastern Europe", "orientation": "v", "showlegend": false, @@ -271188,7 +271188,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Eastern Europe", "orientation": "v", "showlegend": false, @@ -271248,7 +271248,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Eastern Europe", "orientation": "v", "showlegend": false, @@ -271308,7 +271308,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Eastern Europe", "orientation": "v", "showlegend": false, @@ -271368,7 +271368,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Eastern Europe", "orientation": "v", "showlegend": false, @@ -271428,7 +271428,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Eastern Europe", "orientation": "v", "showlegend": false, @@ -273697,7 +273697,7 @@ "plotlyServerURL": "https://plotly.com" } }, - "text/html": "
" + "text/html": "
" }, "metadata": {}, "output_type": "display_data" @@ -273787,7 +273787,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Western Europe", "orientation": "v", "showlegend": true, @@ -273847,7 +273847,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Western Europe", "orientation": "v", "showlegend": false, @@ -273907,7 +273907,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Western Europe", "orientation": "v", "showlegend": false, @@ -273967,7 +273967,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Western Europe", "orientation": "v", "showlegend": false, @@ -274027,7 +274027,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Western Europe", "orientation": "v", "showlegend": false, @@ -274087,7 +274087,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Western Europe", "orientation": "v", "showlegend": false, @@ -274147,7 +274147,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Western Europe", "orientation": "v", "showlegend": false, @@ -274207,7 +274207,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Western Europe", "orientation": "v", "showlegend": false, @@ -274267,7 +274267,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Western Europe", "orientation": "v", "showlegend": false, @@ -274327,7 +274327,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Northern Europe", "orientation": "v", "showlegend": true, @@ -274387,7 +274387,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Northern Europe", "orientation": "v", "showlegend": false, @@ -274447,7 +274447,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Northern Europe", "orientation": "v", "showlegend": false, @@ -274507,7 +274507,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Northern Europe", "orientation": "v", "showlegend": false, @@ -274567,7 +274567,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Northern Europe", "orientation": "v", "showlegend": false, @@ -274627,7 +274627,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Northern Europe", "orientation": "v", "showlegend": false, @@ -274687,7 +274687,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Northern Europe", "orientation": "v", "showlegend": false, @@ -274747,7 +274747,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Southern Europe", "orientation": "v", "showlegend": true, @@ -274807,7 +274807,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Southern Europe", "orientation": "v", "showlegend": false, @@ -274867,7 +274867,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Southern Europe", "orientation": "v", "showlegend": false, @@ -274927,7 +274927,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Southern Europe", "orientation": "v", "showlegend": false, @@ -274987,7 +274987,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Southern Europe", "orientation": "v", "showlegend": false, @@ -275047,7 +275047,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Southern Europe", "orientation": "v", "showlegend": false, @@ -275107,7 +275107,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Eastern Europe", "orientation": "v", "showlegend": true, @@ -275167,7 +275167,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Eastern Europe", "orientation": "v", "showlegend": false, @@ -275227,7 +275227,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Eastern Europe", "orientation": "v", "showlegend": false, @@ -275287,7 +275287,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Eastern Europe", "orientation": "v", "showlegend": false, @@ -275347,7 +275347,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Eastern Europe", "orientation": "v", "showlegend": false, @@ -275407,7 +275407,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Eastern Europe", "orientation": "v", "showlegend": false, @@ -275467,7 +275467,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Eastern Europe", "orientation": "v", "showlegend": false, @@ -275527,7 +275527,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Eastern Europe", "orientation": "v", "showlegend": false, @@ -278067,7 +278067,7 @@ "plotlyServerURL": "https://plotly.com" } }, - "text/html": "
" + "text/html": "
" }, "metadata": {}, "output_type": "display_data" @@ -278158,7 +278158,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Western Europe", "orientation": "v", "showlegend": true, @@ -278218,7 +278218,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Western Europe", "orientation": "v", "showlegend": false, @@ -278278,7 +278278,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Western Europe", "orientation": "v", "showlegend": false, @@ -278338,7 +278338,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Western Europe", "orientation": "v", "showlegend": false, @@ -278398,7 +278398,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Western Europe", "orientation": "v", "showlegend": false, @@ -278458,7 +278458,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Western Europe", "orientation": "v", "showlegend": false, @@ -278518,7 +278518,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Western Europe", "orientation": "v", "showlegend": false, @@ -278578,7 +278578,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Western Europe", "orientation": "v", "showlegend": false, @@ -278638,7 +278638,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Western Europe", "orientation": "v", "showlegend": false, @@ -278698,7 +278698,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Northern Europe", "orientation": "v", "showlegend": true, @@ -278758,7 +278758,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Northern Europe", "orientation": "v", "showlegend": false, @@ -278818,7 +278818,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Northern Europe", "orientation": "v", "showlegend": false, @@ -278878,7 +278878,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Northern Europe", "orientation": "v", "showlegend": false, @@ -278938,7 +278938,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Northern Europe", "orientation": "v", "showlegend": false, @@ -278998,7 +278998,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Northern Europe", "orientation": "v", "showlegend": false, @@ -279058,7 +279058,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Northern Europe", "orientation": "v", "showlegend": false, @@ -279118,7 +279118,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Southern Europe", "orientation": "v", "showlegend": true, @@ -279178,7 +279178,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Southern Europe", "orientation": "v", "showlegend": false, @@ -279238,7 +279238,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Southern Europe", "orientation": "v", "showlegend": false, @@ -279298,7 +279298,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Southern Europe", "orientation": "v", "showlegend": false, @@ -279358,7 +279358,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Southern Europe", "orientation": "v", "showlegend": false, @@ -279418,7 +279418,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Southern Europe", "orientation": "v", "showlegend": false, @@ -279478,7 +279478,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Eastern Europe", "orientation": "v", "showlegend": true, @@ -279538,7 +279538,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Eastern Europe", "orientation": "v", "showlegend": false, @@ -279598,7 +279598,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Eastern Europe", "orientation": "v", "showlegend": false, @@ -279658,7 +279658,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Eastern Europe", "orientation": "v", "showlegend": false, @@ -279718,7 +279718,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Eastern Europe", "orientation": "v", "showlegend": false, @@ -279778,7 +279778,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Eastern Europe", "orientation": "v", "showlegend": false, @@ -279838,7 +279838,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Eastern Europe", "orientation": "v", "showlegend": false, @@ -279898,7 +279898,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Eastern Europe", "orientation": "v", "showlegend": false, @@ -282558,7 +282558,7 @@ "plotlyServerURL": "https://plotly.com" } }, - "text/html": "
" + "text/html": "
" }, "metadata": {}, "output_type": "display_data" @@ -282672,7 +282672,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Western Europe", "orientation": "v", "showlegend": true, @@ -282732,7 +282732,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Western Europe", "orientation": "v", "showlegend": false, @@ -282792,7 +282792,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Western Europe", "orientation": "v", "showlegend": false, @@ -282852,7 +282852,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Western Europe", "orientation": "v", "showlegend": false, @@ -282912,7 +282912,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Western Europe", "orientation": "v", "showlegend": false, @@ -282972,7 +282972,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Western Europe", "orientation": "v", "showlegend": false, @@ -283032,7 +283032,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Western Europe", "orientation": "v", "showlegend": false, @@ -283092,7 +283092,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Western Europe", "orientation": "v", "showlegend": false, @@ -283152,7 +283152,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Western Europe", "orientation": "v", "showlegend": false, @@ -283212,7 +283212,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Northern Europe", "orientation": "v", "showlegend": true, @@ -283272,7 +283272,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Northern Europe", "orientation": "v", "showlegend": false, @@ -283332,7 +283332,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Northern Europe", "orientation": "v", "showlegend": false, @@ -283392,7 +283392,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Northern Europe", "orientation": "v", "showlegend": false, @@ -283452,7 +283452,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Northern Europe", "orientation": "v", "showlegend": false, @@ -283512,7 +283512,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Northern Europe", "orientation": "v", "showlegend": false, @@ -283572,7 +283572,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Northern Europe", "orientation": "v", "showlegend": false, @@ -283632,7 +283632,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Southern Europe", "orientation": "v", "showlegend": true, @@ -283692,7 +283692,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Southern Europe", "orientation": "v", "showlegend": false, @@ -283752,7 +283752,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Southern Europe", "orientation": "v", "showlegend": false, @@ -283812,7 +283812,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Southern Europe", "orientation": "v", "showlegend": false, @@ -283872,7 +283872,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Southern Europe", "orientation": "v", "showlegend": false, @@ -283932,7 +283932,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Southern Europe", "orientation": "v", "showlegend": false, @@ -283992,7 +283992,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Eastern Europe", "orientation": "v", "showlegend": true, @@ -284052,7 +284052,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Eastern Europe", "orientation": "v", "showlegend": false, @@ -284112,7 +284112,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Eastern Europe", "orientation": "v", "showlegend": false, @@ -284172,7 +284172,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Eastern Europe", "orientation": "v", "showlegend": false, @@ -284232,7 +284232,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Eastern Europe", "orientation": "v", "showlegend": false, @@ -284292,7 +284292,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Eastern Europe", "orientation": "v", "showlegend": false, @@ -284352,7 +284352,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Eastern Europe", "orientation": "v", "showlegend": false, @@ -284412,7 +284412,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Eastern Europe", "orientation": "v", "showlegend": false, @@ -287072,7 +287072,7 @@ "plotlyServerURL": "https://plotly.com" } }, - "text/html": "
" + "text/html": "
" }, "metadata": {}, "output_type": "display_data" @@ -288332,7 +288332,7 @@ "plotlyServerURL": "https://plotly.com" } }, - "text/html": "
" + "text/html": "
" }, "metadata": {}, "output_type": "display_data" @@ -289368,7 +289368,7 @@ "plotlyServerURL": "https://plotly.com" } }, - "text/html": "
" + "text/html": "
" }, "metadata": {}, "output_type": "display_data" @@ -290332,7 +290332,7 @@ "plotlyServerURL": "https://plotly.com" } }, - "text/html": "
" + "text/html": "
" }, "metadata": {}, "output_type": "display_data" @@ -292114,7 +292114,7 @@ "plotlyServerURL": "https://plotly.com" } }, - "text/html": "
" + "text/html": "
" }, "metadata": {}, "output_type": "display_data" @@ -293847,7 +293847,7 @@ "plotlyServerURL": "https://plotly.com" } }, - "text/html": "
" + "text/html": "
" }, "metadata": {}, "output_type": "display_data" @@ -295576,7 +295576,7 @@ "plotlyServerURL": "https://plotly.com" } }, - "text/html": "
" + "text/html": "
" }, "metadata": {}, "output_type": "display_data" @@ -297312,7 +297312,7 @@ "plotlyServerURL": "https://plotly.com" } }, - "text/html": "
" + "text/html": "
" }, "metadata": {}, "output_type": "display_data" @@ -297519,7 +297519,7 @@ } ], "source": [ - " wos[wos[\"Domain_English\"]=='Applied Sciences'].groupby(\"Field_English\", as_index=False)[record_col].nunique()" + "wos[wos[\"Domain_English\"]=='Applied Sciences'].groupby(\"Field_English\", as_index=False)[record_col].nunique()" ], "metadata": { "collapsed": false @@ -298327,1191 +298327,1189 @@ }, { "cell_type": "code", - "execution_count": 76, + "execution_count": 75, + "outputs": [], + "source": [ + "%%capture\n", + "group = ['Publication Year',\"Domain_English\",'Field_English']\n", + "# data = wos.groupby(['Publication Year',\"Domain_English\",'Field_English'], as_index=False)[record_col].nunique().sort_values(ascending=False, by=group+[record_col])\n", + "data_complete = pd.DataFrame()\n", + "\n", + "colt=[\"Domain_English\",'Field_English','SubField_English']\n", + "\n", + "for c in colt:\n", + " wos[c] = wos[c].str.strip()\n", + "\n", + "for cat in sorted(wos[\"Domain_English\"].unique()):\n", + " os.makedirs(rf'plot_html/{cat}',exist_ok=True)\n", + " os.makedirs(rf'plot_html/PPT_plots/{cat}',exist_ok=True)\n", + " wos_sub = wos[wos[\"Domain_English\"]==cat]\n", + "\n", + " for cat2 in sorted(wos_sub[\"Field_English\"].unique()):\n", + " os.makedirs(rf'plot_html/{cat}/{cat2}',exist_ok=True)\n", + " os.makedirs(rf'plot_html/PPT_plots/{cat}/{cat2}',exist_ok=True)\n", + "\n", + " id_subset = wos[((wos[\"Domain_English\"]==cat)&\n", + " (wos[\"Field_English\"]==cat2))][record_col].unique()\n", + "\n", + " data = (wos[wos[record_col].isin(id_subset)]\n", + " .groupby(['Publication Year','SubField_English'],)[record_col].nunique(dropna=False).unstack()\n", + " .fillna(0)\n", + " .stack()\n", + " .reset_index()\n", + " .rename(columns={0:record_col}))\n", + "\n", + " data = data.merge(wos_sub[[\"Field_English\",'SubField_English']]\n", + " .drop_duplicates(),on=\"SubField_English\")\n", + "\n", + " data = data.merge(data[data[record_col]>0].sort_values(by=[\"Publication Year\"], ascending=True).drop_duplicates(subset='SubField_English'),\n", + " on='SubField_English', suffixes=[None,\"_relative_growth\"])\n", + " data[record_col+\"_relative_growth\"] = (data[record_col]-data[record_col+\"_relative_growth\"])/data[record_col+\"_relative_growth\"]\n", + "\n", + " data = data.sort_values(by =[\"SubField_English\",\"Publication Year\"], ascending=[True,True])\n", + " data[record_col+\"_cumsum\"] = (data.groupby('SubField_English',as_index=False)[record_col].cumsum())\n", + "\n", + "\n", + "\n", + " bar_data = (wos[((wos[\"Domain_English\"]==cat)&\n", + " (wos[\"Field_English\"]==cat2))]\n", + " .groupby(\"SubField_English\", as_index=False)[record_col]\n", + " .nunique()\n", + " .sort_values(ascending=False, by=record_col))\n", + "\n", + " fig = px.bar(bar_data.sort_values(by=\"SubField_English\"),text_auto=True,\n", + " x=record_col, y=\"SubField_English\", color=\"SubField_English\",barmode='relative',\n", + " labels={\n", + " record_col: 'Number of co-publications',\n", + " },\n", + " title=\"Distribution of Domains\", template='plotly')\n", + " fig.update_layout(showlegend=False, xaxis_tickformat='d',font_family=\"Montserrat\")\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_layout(yaxis={'categoryorder':'total ascending'})\n", + " fig.update_yaxes(\n", + " showgrid=True,\n", + " ticks=\"outside\")\n", + " fig.update_xaxes(\n", + " showgrid=True,\n", + " ticks=\"outside\")\n", + " dom_distr = go.Figure(fig)\n", + "\n", + "\n", + " #data segment\n", + " sub_data = data[data[\"Field_English\"]==cat2]\n", + " # data_complete = pd.concat([data_complete,sub_data], ignore_index=True)\n", + " fig = px.line(sub_data.sort_values(ascending=[True,True], by=[\"Publication Year\",\"SubField_English\"]),y=record_col,x=\"Publication Year\", color=\"SubField_English\", markers=True,\n", + " labels={\n", + " record_col: 'Number of co-publications',\n", + " group[-1]: \"Domain\",\n", + " },\n", + " title=\"Yearly output of co-publications\", template='plotly')\n", + " fig.update_traces(hovertemplate='%{y:d}')\n", + " fig.update_layout(hovermode='x unified')\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", + "\n", + " year_output_by_domain = go.Figure(fig)\n", + "\n", + " fig = px.line(sub_data.sort_values(ascending=[True,True], by=[\"Publication Year\",\"SubField_English\"]), y=record_col+\"_relative_growth\",x=\"Publication Year\", color=\"SubField_English\",\n", + " markers=True,labels={\n", + " record_col+\"_relative_growth\": 'Rel. growth
in co-publications (%)',\n", + " group[-1]: \"Domain\",\n", + " },\n", + " title=\"Relative growth in the output of co-publications\", template='plotly')\n", + " # fig.update_traces(hovertemplate='%{y:.2f}%')\n", + "\n", + " fig.update_layout(hovermode='x unified',yaxis_tickformat='.0f%',font_family=\"Montserrat\")\n", + " fig.update_traces(hovertemplate='%{y:.0f}00%')\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", + " # fig['layout']['yaxis4'].update(zeroline=True, zerolinewidth=0.5, zerolinecolor='grey')\n", + " # fig.update_yaxes(zeroline=True, zerolinewidth=0.5, zerolinecolor='grey')\n", + "\n", + " rel_output_by_domain = go.Figure(fig)\n", + "\n", + " fig = px.area(sub_data.sort_values(ascending=[True,True], by=[\"Publication Year\",\"SubField_English\"]),y=record_col+\"_cumsum\",x=\"Publication Year\", color=\"SubField_English\",line_group=\"SubField_English\",\n", + " labels={\n", + " record_col+\"_cumsum\": 'Cumulative number of co-publications',\n", + " },\n", + " title=\"Cumulative number of co-publications\", template='plotly')\n", + " fig.update_traces(hovertemplate='%{y:d}')\n", + " fig.update_layout(hovermode='x unified')\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", + "\n", + " cumsum_by_domain = go.Figure(fig)\n", + "\n", + " figsuper = make_subplots(rows=2, cols=2, subplot_titles=[\"Distribution of domains\",\"Cumulative sum of co-publications\",\n", + " \"Co-publications per year\",\"Relative growth of co-publications\"])\n", + "\n", + "\n", + " for trace in list(dom_distr.select_traces()):\n", + " trace.showlegend=False\n", + " figsuper.add_trace(trace,\n", + " row=1, col=1\n", + " )\n", + "\n", + " for trace in list(cumsum_by_domain.select_traces()):\n", + " trace.showlegend=False\n", + " figsuper.add_trace(trace,\n", + " row=1, col=2\n", + " )\n", + "\n", + " for trace in list(year_output_by_domain.select_traces()):\n", + " trace.showlegend=False\n", + " figsuper.add_trace(trace,\n", + " row=2, col=1\n", + " )\n", + "\n", + " for trace in list(rel_output_by_domain.select_traces()):\n", + " trace.showlegend=False\n", + " figsuper.add_trace(trace,\n", + " row=2, col=2\n", + " )\n", + "\n", + " figsuper.update_layout(yaxis={'categoryorder':'total ascending'}, barmode='relative')\n", + " figsuper.update_yaxes(\n", + " showgrid=True,showline=True, linewidth=1, linecolor='black', mirror=True,\n", + " ticks=\"outside\")\n", + " figsuper.update_xaxes(\n", + " showgrid=True,showline=True, linewidth=1, linecolor='black', mirror=True,\n", + " ticks=\"outside\")\n", + " figsuper.update_layout({'template':\"plotly\",\"font_family\":\"Montserrat\"})\n", + " figsuper['layout']['yaxis4'].update(zeroline=True, zerolinewidth=0.5, zerolinecolor='grey',tickformat=\".0%\")\n", + " for i in range(2,5):\n", + " figsuper['layout'][f'xaxis{i}'][\"range\"] = [2010.8,2022.2]\n", + " figsuper['layout'][\"font\"][\"size\"]=12\n", + " for a in figsuper['layout'][\"annotations\"]:\n", + " a[\"font\"][\"size\"] = 14\n", + "\n", + " figsuper.update_layout(title_text=f\"{cat2}\")\n", + " # figsuper.write_html(f\"plot_html/{cat}/{cat2}/{cat2}_distr&trends.html\",config= dict(displayModeBar = False, responsive = True))\n", + "\n", + "\n", + " figsuper_ppt = go.Figure(figsuper)\n", + " figsuper_ppt['layout'][\"font\"][\"size\"]=18\n", + " for a in figsuper_ppt['layout'][\"annotations\"]:\n", + " a[\"font\"][\"size\"] = 18\n", + " figsuper_ppt.show()\n", + " figsuper_ppt.write_image(f\"plot_html/PPT_plots/{cat}/{cat2}/{cat2}_distr&trends.png\",height=900,width=1600,scale = 4)\n", + "\n", + "\n", + " # country contributions\n", + " wos_univ_locations = wos_univ[wos_univ[record_col].isin(id_subset)].merge(wos_country_types, on=\"Country\")\n", + " wos_collabs = wos_univ_locations[wos_univ_locations[\"Country_Type\"]!=\"Other\"][[record_col,\"Country\"]].drop_duplicates()\n", + "\n", + " collab_desc = wos_collabs[wos_collabs[\"Country\"]!=\"China\"][\"Country\"].value_counts().reset_index()\n", + " collab_desc[\"percent_of_copubs\"] = collab_desc[\"count\"]/wos_collabs[record_col].nunique()#*100\n", + " collab_desc[\"percent_contrib_in_copubs\"] = collab_desc[\"count\"]/wos_collabs[record_col].size#*100\n", + " collab_desc = collab_desc.merge(wos_country_types, on=\"Country\")\n", + " # collab_desc\n", + "\n", + " c_dict = {\"count\":\"Number of co-publications\",\n", + " \"percent_of_copubs\":\"Percent of co-publications\",\n", + " \"percent_contrib_in_copubs\":\"Contribution to co-publications\"}\n", + "\n", + " color_discrete_map= {'China': '#EF553B',\n", + " 'EU': '#636EFA',\n", + " 'Non-EU associate': '#00CC96'}\n", + "\n", + " fig_dict = dict()\n", + " for c in c_dict.keys():\n", + " data = collab_desc[[\"Country\",c,\"Country_Type\"]]\n", + " data[\"ISO3\"] = cc.pandas_convert(series=data[\"Country\"], to='ISO3')\n", + " col_by=\"Country_Type\"\n", + " y_lab=\"ISO3\"\n", + " fig = px.bar(data, x=c, y=y_lab, color=col_by, color_discrete_map=color_discrete_map,text_auto=True,\n", + " labels=dict({\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", + " },**c_dict),\n", + " title=c_dict[c], template='plotly')\n", + " fig.update_layout(xaxis_tickformat='d',font_family=\"Montserrat\",\n", + " yaxis={'categoryorder':'total ascending'},\n", + " width=1000, height=1000,)\n", + " if \"percent\" in c:\n", + " fig.update_traces(hovertemplate='%{y}
%{x}')\n", + " fig.update_xaxes(tickformat=\".1%\")\n", + " else:\n", + " fig.update_traces(hovertemplate='%{y}
%{x:d}')\n", + " fig_dict[c] = go.Figure(fig)\n", + "\n", + " figsuper = make_subplots(rows=1, cols=3, subplot_titles =list(c_dict.values()))\n", + " for i,f in enumerate(fig_dict.keys()):\n", + " sfig = fig_dict[f]\n", + " for trace in list(sfig.select_traces()):\n", + " trace.showlegend=False\n", + " figsuper.add_trace(trace,\n", + " row=1, col=i+1)\n", + "\n", + " figsuper.update_layout(yaxis={'categoryorder':'total ascending'}, barmode='relative',yaxis2={'categoryorder':'total ascending'},yaxis3={'categoryorder':'total ascending'})\n", + " figsuper.update_yaxes(\n", + " showgrid=True,showline=True, linewidth=1, linecolor='black', mirror=True,\n", + " ticks=\"outside\")\n", + " figsuper.update_xaxes(\n", + " showgrid=True,showline=True, linewidth=1, linecolor='black', mirror=True,\n", + " ticks=\"outside\")\n", + " figsuper.update_layout({'template':\"plotly\",\"font_family\":\"Montserrat\"})\n", + " figsuper['layout']['xaxis1'].update(tickformat=\".0f\")\n", + " figsuper['layout']['xaxis2'].update(tickformat=\".1%\")\n", + " figsuper['layout']['xaxis3'].update(tickformat=\".1%\")\n", + " figsuper['layout'][\"font\"][\"size\"]=12\n", + " for a in figsuper['layout'][\"annotations\"]:\n", + " a[\"font\"][\"size\"] = 14\n", + " figsuper[\"layout\"][\"yaxis\"][\"tickfont\"][\"size\"] = 10\n", + " figsuper[\"layout\"][\"yaxis2\"][\"tickfont\"][\"size\"] = 10\n", + " figsuper[\"layout\"][\"yaxis3\"][\"tickfont\"][\"size\"] = 10\n", + "\n", + " figsuper.update_layout(uniformtext_minsize=10)\n", + " figsuper.update_layout(title=f\"Contribution of european countries ({cat2})\")\n", + " # figsuper.write_html(f\"plot_html/{cat}/{cat2}/{cat2}_europe_contribution_bar.html\",config= dict(displayModeBar = False, responsive = True))\n", + "\n", + " figsuper_ppt = go.Figure(figsuper)\n", + "\n", + " figsuper_ppt['layout'][\"font\"][\"size\"]=22\n", + " for a in figsuper_ppt['layout'][\"annotations\"]:\n", + " a[\"font\"][\"size\"] = 22\n", + " figsuper_ppt.show()\n", + " figsuper_ppt.update_yaxes(tickfont=dict(size=18))\n", + " figsuper_ppt.write_image(f\"plot_html/PPT_plots/{cat}/{cat2}/{cat2}_europe_contribution_bar.png\",height=900,width=1600,scale = 4)\n", + "\n", + " # intraeurope collabs\n", + " wos_collabs_EU = wos_univ_locations[~wos_univ_locations[\"Country_Type\"].isin([\"Other\",\"China\"])][[record_col,\"Country\"]].drop_duplicates()\n", + " wos_collabs_EU = wos_collabs_EU.merge(wos_collabs_EU, on=record_col)\n", + " EU_co_occur = pd.crosstab(wos_collabs_EU['Country_x'], wos_collabs_EU['Country_y'], values=wos_collabs_EU[record_col], aggfunc='nunique').fillna(0).astype(int)\n", + "\n", + "\n", + " eu_list = wos_collabs_EU.groupby(['Country_x'])[record_col].count().sort_values(ascending=False).index\n", + "\n", + " EU_co_occur = EU_co_occur.reindex(index = eu_list, columns=eu_list)\n", + "\n", + " # Generate a mask for the upper triangle\n", + " mask = np.triu(np.ones_like(EU_co_occur, dtype=bool))\n", + " data = np.where(mask,None,EU_co_occur)\n", + "\n", + " fig = px.imshow(data,\n", + " labels=dict(x=\"Country\", y=\"Country\", color=\"Co-publication with China\"),\n", + " x=list(EU_co_occur.columns),\n", + " y=list(EU_co_occur.index), title=f\"Intraeuropean patterns: Co-occurences of countries in chinese co-publications ({cat2})\"\n", + " )\n", + " fig.update_layout(\n", + " width=1000, height=1000,\n", + " xaxis_showgrid=False,\n", + " yaxis_showgrid=False,\n", + " yaxis_autorange='reversed', template='plotly_white',font_family=\"Montserrat\",)\n", + " # fig.update_traces(hovertemplate='%{y}
%{x}
Co-publications: %{hovertext}')\n", + " fig.update_xaxes(tickangle= -90)\n", + " fig.update_yaxes(\n", + " ticks=\"outside\")\n", + " fig.update_xaxes(\n", + " ticks=\"outside\")\n", + " # fig.write_html(f\"plot_html/{cat}/{cat2}/{cat2}_intraeurope_collabs.html\",config= dict(displayModeBar = False, responsive = True))\n", + " figsuper_ppt = go.Figure(fig)\n", + "\n", + " 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", + " try:\n", + " figsuper_ppt.write_image(f\"plot_html/PPT_plots/{cat}/{cat2}/{cat2}_intraeurope_collabs.png\",height=900,width=1600,scale = 4)\n", + " except:\n", + " pass\n", + "\n", + " # country trends\n", + " collab_year = wos_collabs[wos_collabs[\"Country\"]!=\"China\"].copy()\n", + " collab_year = collab_year.merge(wos_country_types, on=\"Country\").merge(wos[[record_col,\"Publication Year\"]],on=record_col).drop_duplicates()\n", + "\n", + " data = (collab_year.groupby(['Publication Year',\"Country\"])[record_col]\n", + " .nunique(dropna=False).unstack()\n", + " .fillna(0)\n", + " .stack()\n", + " .reset_index()\n", + " .rename(columns={0:record_col}))\n", + " data = data.merge(data[data[record_col]>0].sort_values(by=[\"Publication Year\"], ascending=True).drop_duplicates(subset=\"Country\"),\n", + " on=[\"Country\"], suffixes=[None,\"_relative_growth\"])\n", + " data[record_col+\"_relative_growth\"] = (data[record_col]-data[record_col+\"_relative_growth\"])/data[record_col+\"_relative_growth\"]\n", + " data = data.sort_values(by =[\"Country\",\"Publication Year\"], ascending=[True,True])\n", + " data[record_col+\"_cumsum\"] = (data.groupby('Country',as_index=False)[record_col].cumsum())\n", + " data = data.merge(wos_country_types, on='Country')\n", + " yearsum = collab_year.groupby(\"Publication Year\")[record_col].nunique().reset_index().rename(columns={record_col:\"year_unique\"})\n", + " data = data.merge(yearsum, on=\"Publication Year\")\n", + " data[\"pub_output_percent\"] = data[record_col]/data[\"year_unique\"]\n", + " data[\"ISO3\"] = cc.pandas_convert(series=data[\"Country\"], to='ISO3')\n", + "\n", + " fig = px.choropleth(data[data[\"Publication Year\"] == 2022], locations=\"ISO3\", color=record_col+\"_cumsum\", hover_name=\"Country\",\n", + " scope=\"europe\", template='plotly',\n", + " range_color=[data[record_col+\"_cumsum\"].min(),data[record_col+\"_cumsum\"].max()],hover_data=[\"Eurovoc_Class\"])\n", + "\n", + "\n", + " fig.update_traces(hovertemplate='%{hovertext}'\n", + " '
Region: %{customdata[0]}
'\n", + " 'Co-pubications: %{z:d}')\n", + "\n", + " cumsum_country = go.Figure(fig)\n", + "\n", + " figsuper = make_subplots(rows=3, cols=2, subplot_titles=[\"Number of publications (2022)\",\"Cumulative number of co-publications\",\n", + " \"Yearly output of co-publications\",\"Relative growth of co-publications\"],\n", + " specs=[\n", + " [{\"type\": \"geo\", \"rowspan\":3}, {\"type\": \"xy\"}],\n", + " [None,{\"type\": \"xy\"}],\n", + " [None, {\"type\": \"xy\"}]\n", + " ])\n", + "\n", + " for trace in list(cumsum_country.select_traces()):\n", + " figsuper.add_trace(trace,\n", + " row=1, col=1\n", + " )\n", + "\n", + " fig = px.area(data.sort_values(ascending=True, by='Publication Year'), y=record_col+\"_cumsum\",\n", + " x='Publication Year',\n", + " color=\"Eurovoc_Class\",\n", + " line_group=\"Country\",\n", + " labels={\n", + " record_col: 'Number of co-publications',\n", + " \"Eurovoc_Class\": \"Region\"\n", + " },\n", + " title=\"Cumulative number of co-publications\",\n", + " hover_name= \"Country\")\n", + " fig.update_traces(hovertemplate='%{hovertext}
%{x}
Co-publications: %{y}')\n", + "\n", + " for trace in list(fig.select_traces()):\n", + " figsuper.add_trace(trace,\n", + " row=1, col=2\n", + " )\n", + "\n", + "\n", + " fig = px.line(data.sort_values(ascending=True, by='Publication Year'),\n", + " y=record_col,\n", + " x='Publication Year',\n", + " color=\"Eurovoc_Class\",\n", + " line_group=\"Country\",\n", + " markers=True,\n", + " labels={\n", + " record_col: 'Number of co-publications',\n", + " \"Eurovoc_Class\": \"Region\"\n", + " },\n", + " title=\"Yearly output of co-publications\",hover_name= \"Country\")\n", + " fig.update_traces(hovertemplate='%{hovertext}
%{x}
Co-publications: %{y}')\n", + "\n", + " for trace in list(fig.select_traces()):\n", + " trace.showlegend=False\n", + " figsuper.add_trace(trace,\n", + " row=2, col=2\n", + " )\n", + "\n", + " fig = px.line(data.sort_values(ascending=True, by='Publication Year'),\n", + " y=record_col+\"_relative_growth\",\n", + " x='Publication Year',\n", + " color=\"Eurovoc_Class\",line_group=\"Country\",markers=True,\n", + " labels={\n", + " record_col+\"_relative_growth\": 'Relative growth of co-publications (%)',\"Eurovoc_Class\": \"Region\"\n", + " },\n", + " title=\"Relative growth of co-publications\", template='plotly',hover_name= \"Country\")\n", + " fig.update_traces(hovertemplate='%{hovertext}
%{x}
Relative growth: %{y}%')\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", + "\n", + " for trace in list(fig.select_traces()):\n", + " trace.showlegend=False\n", + " figsuper.add_trace(trace,\n", + " row=3, col=2\n", + " )\n", + "\n", + " figsuper.update_yaxes(\n", + " showgrid=True,showline=True, linewidth=1, linecolor='black', mirror=True,\n", + " ticks=\"outside\")\n", + " figsuper.update_xaxes(\n", + " showgrid=True,showline=True, linewidth=1, linecolor='black', mirror=True,\n", + " ticks=\"outside\")\n", + " figsuper.update_layout({'template':\"plotly\"})\n", + " figsuper.update_layout(font_family=\"Montserrat\")\n", + " figsuper.layout[\"geo\"][\"scope\"] = 'europe'\n", + " figsuper.update_coloraxes(colorbar=dict(lenmode='fraction',len=0.55, orientation=\"v\",yanchor='top', title=\"Co-publications\",\n", + " ticks=\"outside\", ticksuffix=\" \",outlinewidth=0.5))\n", + " for i in[\"xaxis\",\"xaxis2\",\"xaxis3\"]:\n", + " figsuper['layout'][f'{i}'][\"range\"] = [2010.8,2022.2]\n", + " # figsuper.write_html(f\"plot_html/{cat}/{cat2}/{cat2}_country_trends_overall.html\",config= dict(displayModeBar = False, responsive = True))\n", + "\n", + " figsuper_ppt = go.Figure(figsuper)\n", + "\n", + " figsuper_ppt['layout'][\"font\"][\"size\"]=22\n", + " for a in figsuper_ppt['layout'][\"annotations\"]:\n", + " a[\"font\"][\"size\"] = 22\n", + " figsuper_ppt.show()\n", + " figsuper_ppt.update_yaxes(tickfont=dict(size=18))\n", + " figsuper_ppt.write_image(f\"plot_html/PPT_plots/{cat}/{cat2}/{cat2}_country_trends_overall.png\",height=900,width=1600,scale = 4)\n", + "\n", + " fig = px.line(data.sort_values(ascending=True, by='Publication Year'),\n", + " y=record_col,\n", + " x='Publication Year',\n", + " color=\"Eurovoc_Class\",\n", + " line_group=\"Country\",facet_col=\"Country\",facet_col_wrap=6,category_orders={\"Country\": sorted(data[\"Country\"].unique())},\n", + " markers=True,\n", + " labels={\n", + " record_col: 'Number of co-publications',\n", + " \"Eurovoc_Class\": \"Region\"\n", + " },\n", + " title=f\"Yearly output of co-publications ({cat2})\",hover_name= \"Country\")\n", + "\n", + " fig.update_traces(hovertemplate='%{hovertext}
%{x}
Co-publications: %{y}')\n", + " fig.update_yaxes(\n", + " showgrid=True,showline=True, linewidth=1, linecolor='black', mirror=True,\n", + " ticks=\"outside\")\n", + " fig.update_xaxes(\n", + " showgrid=True,showline=True, linewidth=1, linecolor='black', mirror=True,\n", + " ticks=\"outside\")\n", + " fig.update_layout({'template':\"plotly\"})\n", + " fig.update_layout(font_family=\"Montserrat\")\n", + " fig.update_yaxes(title='')\n", + " fig.update_xaxes(title='')\n", + " fig.for_each_annotation(lambda a: a.update(text=a.text.split(\"=\")[-1]))\n", + " fig.show(config= dict(displayModeBar = False, responsive = True))\n", + " figsuper_ppt = go.Figure(fig)\n", + "\n", + " 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/{cat}/{cat2}/{cat2}_country_year_trends.png\",height=900,width=1600,scale = 4)\n", + "\n", + "\n", + " fig = px.line(data.sort_values(ascending=True, by='Publication Year'),\n", + " y=record_col+\"_relative_growth\",\n", + " x='Publication Year',\n", + " color=\"Eurovoc_Class\",line_group=\"Country\",markers=True,facet_col=\"Country\",facet_col_wrap=6,category_orders={\"Country\": sorted(data[\"Country\"].unique())},\n", + " labels={\n", + " record_col+\"_relative_growth\": 'Relative growth of co-publications (%)',\"Eurovoc_Class\": \"Region\"\n", + " },\n", + " title=f\"Relative growth of co-publication output ({cat2})\", template='plotly',hover_name= \"Country\")\n", + " fig.update_traces(hovertemplate='%{hovertext}
%{x}
Relative growth: %{y}')\n", + "\n", + "\n", + " fig.update_yaxes(\n", + " showgrid=True,showline=True, linewidth=1, linecolor='black', mirror=True,\n", + " ticks=\"outside\")\n", + " fig.update_xaxes(\n", + " showgrid=True,showline=True, linewidth=1, linecolor='black', mirror=True,\n", + " ticks=\"outside\")\n", + " fig.update_layout({'template':\"plotly\"})\n", + " fig.update_layout(font_family=\"Montserrat\")\n", + " fig.update_yaxes(title='',zeroline=True, zerolinewidth=0.5, zerolinecolor='grey',tickformat=\".0%\")\n", + " fig.update_xaxes(title='')\n", + " fig.for_each_annotation(lambda a: a.update(text=a.text.split(\"=\")[-1]))\n", + " figsuper_ppt = go.Figure(fig)\n", + "\n", + " 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(title='',zeroline=True, zerolinewidth=2, zerolinecolor='grey',tickformat=\".0%\")\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/{cat}/{cat2}/{cat2}_country_year_rel_trends.png\",height=900,width=1600,scale = 4)\n", + "\n", + " fig = px.line(data.sort_values(ascending=True, by='Publication Year'),\n", + " y=\"pub_output_percent\",\n", + " x='Publication Year',\n", + " color=\"Eurovoc_Class\",line_group=\"Country\",markers=True,facet_col=\"Country\",facet_col_wrap=6,category_orders={\"Country\": sorted(data[\"Country\"].unique())},\n", + " labels={\n", + " record_col+\"_relative_growth\": 'Relative growth of co-publications (%)',\"Eurovoc_Class\": \"Region\"\n", + " },\n", + " title=f\"Relative changes in co-publication focus of China ({cat2})\", template='plotly',hover_name= \"Country\")\n", + " fig.update_traces(hovertemplate='%{hovertext}
%{x}
Relative growth: %{y}')\n", + "\n", + "\n", + " fig.update_yaxes(\n", + " showgrid=True,showline=True, linewidth=1, linecolor='black', mirror=True,\n", + " ticks=\"outside\")\n", + " fig.update_xaxes(\n", + " showgrid=True,showline=True, linewidth=1, linecolor='black', mirror=True,\n", + " ticks=\"outside\")\n", + " # for candidate in fig[\"layout\"].keys():\n", + " # if \"yaxis\" in candidate:\n", + " # fig[\"layout\"][candidate].update(zeroline=True, zerolinewidth=0.5, zerolinecolor='grey',tickformat=\".0%\")\n", + " fig.update_layout({'template':\"plotly\"})\n", + " fig.update_layout(font_family=\"Montserrat\")\n", + " fig.update_yaxes(title='',zeroline=True, zerolinewidth=0.5, zerolinecolor='grey',tickformat=\".0%\")\n", + " fig.update_xaxes(title='')\n", + " fig.for_each_annotation(lambda a: a.update(text=a.text.split(\"=\")[-1]))\n", + " figsuper_ppt = go.Figure(fig)\n", + "\n", + " 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(title='',zeroline=True, zerolinewidth=2, zerolinecolor='grey',tickformat=\".0%\")\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/{cat}/{cat2}/{cat2}_country_year_rel_focus_trend.png\",height=900,width=1600,scale = 4)\n", + "\n", + "\n", + " TOPN = 15\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", + "\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_Type\"]==\"EU\"]\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", + "\n", + " data_eu_strict = (wos_univ_eu_strict.groupby([\"Country\",\"Institution_harm_label\",\"Eurovoc_Class\"], as_index=False)[record_col].nunique()\n", + " .sort_values(by=record_col,ascending=False).head(TOPN).copy())\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", + "\n", + "\n", + " for data,c_scope, y_lab, col_by, pat in zip([data_eu,data_eu_strict,data_ch],\n", + " [\"Europe\",\"EU-28 only\",\"China\"],\n", + " [\"Institution_harm_label\",\"Institution_harm_label\",\"Institution_harm\"],\n", + " [\"Country\",\"Eurovoc_Class\",\"Country_Type\"],\n", + " [\"Country_Type\",None,None]):\n", + " fig = px.bar(data, x=record_col, y=y_lab, color=col_by, color_discrete_map=color_discrete_map,pattern_shape=pat,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\"Most visible institutions (top {TOPN} within {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", + " # fig.show(config= dict(displayModeBar = False))\n", + " # fig.write_html(f\"plot_html/{cat}/{cat2}/{cat2}_overall_inst_collab_bar_{c_scope}.html\",config= dict(displayModeBar = False, responsive = True))\n", + " # fig.write_image(f\"plot_html/{cat}/{cat2}/{cat2}_overall_inst_collab_bar_{c_scope}.svg\",height=800,width=1600)\n", + " fig.write_image(f\"plot_html/{cat}/{cat2}/{cat2}_overall_inst_collab_bar_{c_scope}.png\",height=800,width=1600)\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/{cat}/{cat2}/{cat2}_overall_inst_collab_bar_{c_scope}.png\",height=900,width=1000,scale = 4)\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_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_label_eu\"].isin(data_eu[\"Institution_harm_label\"]))&\n", + " (wos_univ_dipol[\"Institution_harm_ch\"].isin(data_ch[\"Institution_harm\"])))\n", + "\n", + " fig = px.parallel_categories(wos_univ_dipol[subfilter][[\"Country_eu\",\"Institution_harm_eu\",\"Domain_English\",\"Institution_harm_ch\"]])\n", + "\n", + " sub_df = wos_univ_dipol[subfilter]\n", + "\n", + " inst_co_occur = pd.crosstab(sub_df['Institution_harm_label_eu'], sub_df['Institution_harm_ch'],\n", + " values=sub_df[record_col], aggfunc='nunique').fillna(0).astype(int)\n", + "\n", + " eu_list = sub_df.groupby(['Institution_harm_label_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=\"Institute (EU)\", color=\"Co-publication\"),\n", + " x=list(inst_co_occur.columns),\n", + " y=list(inst_co_occur.index), title=f\"Top {TOPN} institutes within Europe ({cat2})\"\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_yaxes(\n", + " ticks=\"outside\")\n", + " fig.update_xaxes(\n", + " ticks=\"outside\")\n", + "\n", + " # fig.write_html(f\"plot_html/{cat}/{cat2}/{cat2}_overall_inst_collab_europe.html\",config= dict(displayModeBar = False, responsive = True))\n", + " figsuper_ppt = go.Figure(fig)\n", + "\n", + " 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/{cat}/{cat2}/{cat2}_overall_inst_collab_europe.png\",height=900,width=1600,scale = 4)\n", + "\n", + "\n", + "\n", + " subfilter = ((wos_univ_dipol[\"Institution_harm_label_eu\"].isin(data_eu_strict[\"Institution_harm_label\"]))&\n", + " (wos_univ_dipol[\"Institution_harm_ch\"].isin(data_ch[\"Institution_harm\"])))\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", + "\n", + " inst_co_occur = pd.crosstab(sub_df['Institution_harm_label_eu'], sub_df['Institution_harm_ch'],\n", + " values=sub_df[record_col], aggfunc='nunique').fillna(0).astype(int)\n", + "\n", + " eu_list = sub_df.groupby(['Institution_harm_label_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", + "\n", + " fig = px.imshow(data,\n", + " labels=dict(x=\"Institute (CH)\", y=\"Institute (EU)\", color=\"Co-publication\"),\n", + " x=list(inst_co_occur.columns),\n", + " y=list(inst_co_occur.index), title=f\"Top {TOPN} institutes within EU-28 ({cat2})\"\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_yaxes(\n", + " ticks=\"outside\")\n", + " fig.update_xaxes(\n", + " ticks=\"outside\")\n", + "\n", + " # fig.show(config= dict(displayModeBar = False))\n", + " # fig.write_html(f\"plot_html/{cat}/{cat2}/{cat2}_overall_inst_collab_eu28.html\",config= dict(displayModeBar = False, responsive = True))\n", + "\n", + " figsuper_ppt = go.Figure(fig)\n", + "\n", + " 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/{cat}/{cat2}/{cat2}_overall_inst_collab_eu28.png\",height=900,width=1600,scale = 4)" + ], + "metadata": { + "collapsed": false + } + }, + { + "cell_type": "code", + "execution_count": 80, "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " Publication Year SubField_English UT (Unique WOS ID)\n", + "0 2011 Energy 14\n", + "1 2012 Energy 18\n", + "2 2013 Energy 31\n", + "3 2014 Energy 51\n", + "4 2015 Energy 56\n", + "5 2016 Energy 72\n", + "6 2017 Energy 101\n", + "7 2018 Energy 167\n", + "8 2019 Energy 258\n", + "9 2020 Energy 306\n", + "10 2021 Energy 382\n", + "11 2022 Energy 509\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\radvanyi\\AppData\\Local\\Temp\\ipykernel_20376\\2452614677.py:51: SettingWithCopyWarning:\n", + "\n", + "\n", + "A value is trying to be set on a copy of a slice from a DataFrame.\n", + "Try using .loc[row_indexer,col_indexer] = value instead\n", + "\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_20376\\2452614677.py:51: SettingWithCopyWarning:\n", + "\n", + "\n", + "A value is trying to be set on a copy of a slice from a DataFrame.\n", + "Try using .loc[row_indexer,col_indexer] = value instead\n", + "\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_20376\\2452614677.py:51: SettingWithCopyWarning:\n", + "\n", + "\n", + "A value is trying to be set on a copy of a slice from a DataFrame.\n", + "Try using .loc[row_indexer,col_indexer] = value instead\n", + "\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" + ] + }, { "data": { "application/vnd.plotly.v1+json": { "data": [ { "alignmentgroup": "True", - "hovertemplate": "%{x:d}", - "legendgroup": "Agronomy & Agriculture", - "marker": { - "color": "#636efa", - "pattern": { - "shape": "" - } - }, - "name": "Agronomy & Agriculture", - "offsetgroup": "Agronomy & Agriculture", - "orientation": "h", - "showlegend": false, - "textposition": "auto", - "texttemplate": "%{x}", - "x": [ - 291 - ], - "xaxis": "x", - "y": [ - "Agronomy & Agriculture" - ], - "yaxis": "y", - "type": "bar" - }, - { - "alignmentgroup": "True", - "hovertemplate": "%{x:d}", - "legendgroup": "Dairy & Animal Science", + "hovertemplate": "%{y}
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Co-publications: %{y}", "hovertext": [ - "Finland", - "Finland", - "Finland", - "Finland", - "Finland", - "Finland", - "Finland", - "Finland", - "Finland", - "Finland", - "Finland", - "Finland" + "Estonia", + "Estonia", + "Estonia", + "Estonia", + "Estonia", + "Estonia", + "Estonia", + "Estonia", + "Estonia", + "Estonia", + "Estonia", + "Estonia" ], "legendgroup": "Northern Europe", "line": { @@ -302936,18 +301658,18 @@ ], "xaxis": "x", "y": [ + 0.0, + 0.0, 0.0, 0.0, 0.0, 1.0, - 1.0, - 4.0, - 4.0, - 9.0, - 11.0, - 15.0, - 18.0, - 23.0 + 2.0, + 2.0, + 3.0, + 3.0, + 6.0, + 7.0 ], "yaxis": "y", "type": "scatter" @@ -303001,16 +301723,16 @@ "y": [ 0.0, 0.0, - 0.0, - 0.0, - 0.0, + 2.0, + 2.0, 3.0, - 12.0, - 17.0, - 21.0, - 29.0, - 36.0, - 46.0 + 6.0, + 9.0, + 19.0, + 33.0, + 51.0, + 62.0, + 79.0 ], "yaxis": "y", "type": "scatter" @@ -303062,18 +301784,18 @@ ], "xaxis": "x", "y": [ + 0.0, + 0.0, + 0.0, + 0.0, + 0.0, 1.0, - 1.0, - 1.0, - 1.0, - 1.0, - 1.0, - 1.0, - 2.0, - 4.0, 7.0, - 10.0, - 12.0 + 19.0, + 29.0, + 33.0, + 39.0, + 46.0 ], "yaxis": "y", "type": "scatter" @@ -303125,18 +301847,81 @@ ], "xaxis": "x", "y": [ - 1.0, - 1.0, - 3.0, - 5.0, - 5.0, + 0.0, + 0.0, + 2.0, + 4.0, 8.0, - 10.0, - 13.0, + 11.0, 18.0, - 25.0, - 36.0, - 49.0 + 35.0, + 51.0, + 68.0, + 87.0, + 109.0 + ], + "yaxis": "y", + "type": "scatter" + }, + { + "fillpattern": { + "shape": "" + }, + "hovertemplate": "%{hovertext}
%{x}
Co-publications: %{y}", + "hovertext": [ + "Cyprus", + "Cyprus", + "Cyprus", + "Cyprus", + "Cyprus", + "Cyprus", + "Cyprus", + "Cyprus", + "Cyprus", + "Cyprus", + "Cyprus", + "Cyprus" + ], + "legendgroup": "Southern Europe", + "line": { + "color": "#00cc96" + }, + "marker": { + "symbol": "circle" + }, + "mode": "lines", + "name": "Southern Europe", + "orientation": "v", + "showlegend": false, + "stackgroup": "1", + "x": [ + 2011, + 2012, + 2013, + 2014, + 2015, + 2016, + 2017, + 2018, + 2019, + 2020, + 2021, + 2022 + ], + "xaxis": "x", + "y": [ + 0.0, + 0.0, + 0.0, + 0.0, + 0.0, + 0.0, + 0.0, + 0.0, + 1.0, + 2.0, + 4.0, + 7.0 ], "yaxis": "y", "type": "scatter" @@ -303188,18 +301973,18 @@ ], "xaxis": "x", "y": [ - 0.0, 0.0, 0.0, 1.0, - 2.0, - 2.0, + 1.0, 3.0, - 4.0, 5.0, - 6.0, - 6.0, - 7.0 + 7.0, + 15.0, + 23.0, + 28.0, + 34.0, + 38.0 ], "yaxis": "y", "type": "scatter" @@ -303256,13 +302041,13 @@ 0.0, 0.0, 0.0, - 0.0, - 0.0, - 0.0, - 0.0, - 1.0, 1.0, - 3.0 + 3.0, + 8.0, + 13.0, + 14.0, + 14.0, + 15.0 ], "yaxis": "y", "type": "scatter" @@ -303314,18 +302099,18 @@ ], "xaxis": "x", "y": [ + 0.0, + 0.0, 0.0, 0.0, 0.0, 1.0, - 1.0, - 1.0, - 1.0, - 1.0, - 2.0, - 2.0, 3.0, - 5.0 + 8.0, + 12.0, + 16.0, + 16.0, + 20.0 ], "yaxis": "y", "type": "scatter" @@ -303377,18 +302162,18 @@ ], "xaxis": "x", "y": [ + 0.0, 0.0, 0.0, 1.0, 1.0, - 1.0, - 1.0, - 1.0, - 1.0, - 1.0, - 1.0, - 1.0, - 2.0 + 2.0, + 5.0, + 13.0, + 20.0, + 25.0, + 27.0, + 32.0 ], "yaxis": "y", "type": "scatter" @@ -303445,13 +302230,13 @@ 0.0, 0.0, 0.0, - 0.0, - 0.0, - 2.0, - 2.0, - 6.0, + 3.0, 7.0, - 14.0 + 14.0, + 21.0, + 27.0, + 40.0, + 68.0 ], "yaxis": "y", "type": "scatter" @@ -303503,18 +302288,18 @@ ], "xaxis": "x", "y": [ - 0.0, - 0.0, - 0.0, - 0.0, - 0.0, - 0.0, + 1.0, + 1.0, + 1.0, + 1.0, 1.0, 2.0, - 2.0, - 2.0, - 2.0, - 3.0 + 3.0, + 4.0, + 4.0, + 4.0, + 4.0, + 4.0 ], "yaxis": "y", "type": "scatter" @@ -303573,11 +302358,11 @@ 0.0, 0.0, 0.0, - 0.0, - 0.0, - 1.0, - 2.0, - 2.0 + 3.0, + 8.0, + 8.0, + 8.0, + 13.0 ], "yaxis": "y", "type": "scatter" @@ -303634,13 +302419,13 @@ 0.0, 0.0, 0.0, - 0.0, 1.0, 3.0, - 3.0, - 6.0, - 6.0, - 11.0 + 8.0, + 17.0, + 19.0, + 23.0, + 28.0 ], "yaxis": "y", "type": "scatter" @@ -303692,18 +302477,18 @@ ], "xaxis": "x", "y": [ + 0.0, + 0.0, + 0.0, + 0.0, 0.0, 1.0, - 1.0, - 1.0, - 1.0, - 1.0, - 1.0, - 1.0, - 2.0, 3.0, - 5.0, - 8.0 + 9.0, + 17.0, + 17.0, + 21.0, + 31.0 ], "yaxis": "y", "type": "scatter" @@ -303732,7 +302517,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Western Europe", "orientation": "v", "showlegend": false, @@ -303752,18 +302537,18 @@ ], "xaxis": "x2", "y": [ - 1.0, 0.0, 0.0, - 2.0, 0.0, 1.0, - 3.0, + 0.0, + 1.0, + 2.0, + 7.0, 4.0, 2.0, - 3.0, - 3.0, - 6.0 + 1.0, + 5.0 ], "yaxis": "y2", "type": "scatter" @@ -303792,7 +302577,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Western Europe", "orientation": "v", "showlegend": false, @@ -303812,18 +302597,18 @@ ], "xaxis": "x2", "y": [ - 2.0, - 4.0, - 4.0, - 7.0, - 3.0, - 5.0, - 6.0, - 14.0, - 16.0, - 34.0, + 11.0, + 11.0, + 21.0, + 28.0, + 26.0, 35.0, - 35.0 + 47.0, + 70.0, + 114.0, + 130.0, + 178.0, + 226.0 ], "yaxis": "y2", "type": "scatter" @@ -303852,7 +302637,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Western Europe", "orientation": "v", "showlegend": false, @@ -303875,15 +302660,15 @@ 0.0, 0.0, 0.0, - 1.0, - 0.0, - 1.0, 0.0, 0.0, - 1.0, - 2.0, - 3.0, - 4.0 + 4.0, + 4.0, + 10.0, + 9.0, + 12.0, + 9.0, + 20.0 ], "yaxis": "y2", "type": "scatter" @@ -303912,7 +302697,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Western Europe", "orientation": "v", "showlegend": false, @@ -303932,18 +302717,78 @@ ], "xaxis": "x2", "y": [ - 2.0, - 3.0, - 0.0, + 1.0, 1.0, 0.0, 1.0, - 3.0, - 6.0, - 3.0, + 2.0, + 2.0, + 4.0, + 8.0, 13.0, - 12.0, - 11.0 + 9.0, + 14.0, + 17.0 + ], + "yaxis": "y2", + "type": "scatter" + }, + { + "hovertemplate": "%{hovertext}
%{x}
Co-publications: %{y}", + "hovertext": [ + "Luxembourg", + "Luxembourg", + "Luxembourg", + "Luxembourg", + "Luxembourg", + "Luxembourg", + "Luxembourg", + "Luxembourg", + "Luxembourg", + "Luxembourg", + "Luxembourg", + "Luxembourg" + ], + "legendgroup": "Western Europe", + "line": { + "color": "#636efa", + "dash": "solid" + }, + "marker": { + "symbol": "circle" + }, + "mode": "lines+markers", + "name": "Western Europe", + "orientation": "v", + "showlegend": false, + "x": [ + 2011, + 2012, + 2013, + 2014, + 2015, + 2016, + 2017, + 2018, + 2019, + 2020, + 2021, + 2022 + ], + "xaxis": "x2", + "y": [ + 0.0, + 0.0, + 0.0, + 0.0, + 0.0, + 0.0, + 0.0, + 0.0, + 0.0, + 2.0, + 0.0, + 0.0 ], "yaxis": "y2", "type": "scatter" @@ -303972,7 +302817,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Western Europe", "orientation": "v", "showlegend": false, @@ -303992,18 +302837,18 @@ ], "xaxis": "x2", "y": [ + 0.0, + 0.0, 0.0, 1.0, - 3.0, - 4.0, - 3.0, - 2.0, - 3.0, - 2.0, + 1.0, + 1.0, 2.0, + 5.0, + 6.0, 2.0, - 4.0, - 3.0 + 8.0, + 7.0 ], "yaxis": "y2", "type": "scatter" @@ -304032,7 +302877,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Western Europe", "orientation": "v", "showlegend": false, @@ -304052,18 +302897,18 @@ ], "xaxis": "x2", "y": [ - 1.0, - 1.0, 0.0, 0.0, 1.0, 0.0, 1.0, - 4.0, - 8.0, - 14.0, - 11.0, - 12.0 + 2.0, + 2.0, + 6.0, + 7.0, + 1.0, + 7.0, + 3.0 ], "yaxis": "y2", "type": "scatter" @@ -304092,7 +302937,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Western Europe", "orientation": "v", "showlegend": false, @@ -304113,17 +302958,17 @@ "xaxis": "x2", "y": [ 0.0, - 2.0, - 2.0, - 2.0, 0.0, - 3.0, - 2.0, - 4.0, - 10.0, - 12.0, - 13.0, - 6.0 + 1.0, + 5.0, + 6.0, + 9.0, + 8.0, + 26.0, + 25.0, + 19.0, + 23.0, + 30.0 ], "yaxis": "y2", "type": "scatter" @@ -304152,7 +302997,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Western Europe", "orientation": "v", "showlegend": false, @@ -304173,20 +303018,20 @@ "xaxis": "x2", "y": [ 1.0, - 7.0, - 3.0, - 7.0, - 3.0, + 0.0, + 1.0, 4.0, - 6.0, - 11.0, - 12.0, - 11.0, - 26.0, - 21.0 - ], - "yaxis": "y2", - "type": "scatter" + 5.0, + 4.0, + 9.0, + 17.0, + 21.0, + 23.0, + 26.0, + 50.0 + ], + "yaxis": "y2", + "type": "scatter" }, { "hovertemplate": "%{hovertext}
%{x}
Co-publications: %{y}", @@ -304212,7 +303057,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Northern Europe", "orientation": "v", "showlegend": false, @@ -304233,17 +303078,17 @@ "xaxis": "x2", "y": [ 0.0, + 1.0, 0.0, - 0.0, - 0.0, - 0.0, - 2.0, - 2.0, 1.0, - 3.0, - 7.0, - 7.0, - 5.0 + 1.0, + 5.0, + 18.0, + 24.0, + 32.0, + 15.0, + 21.0, + 30.0 ], "yaxis": "y2", "type": "scatter" @@ -304272,7 +303117,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Northern Europe", "orientation": "v", "showlegend": false, @@ -304292,18 +303137,18 @@ ], "xaxis": "x2", "y": [ - 0.0, - 0.0, - 0.0, - 0.0, - 1.0, - 0.0, 0.0, 1.0, 2.0, - 8.0, + 1.0, 3.0, - 0.0 + 3.0, + 3.0, + 4.0, + 5.0, + 10.0, + 13.0, + 17.0 ], "yaxis": "y2", "type": "scatter" @@ -304332,7 +303177,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Northern Europe", "orientation": "v", "showlegend": false, @@ -304357,13 +303202,13 @@ 0.0, 0.0, 0.0, + 1.0, + 2.0, + 5.0, + 5.0, + 2.0, 0.0, - 0.0, - 0.0, - 0.0, - 0.0, - 0.0, - 2.0 + 0.0 ], "yaxis": "y2", "type": "scatter" @@ -304392,7 +303237,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Northern Europe", "orientation": "v", "showlegend": false, @@ -304417,10 +303262,10 @@ 0.0, 0.0, 0.0, - 0.0, - 0.0, - 0.0, - 0.0, + 1.0, + 2.0, + 5.0, + 4.0, 0.0, 0.0, 1.0 @@ -304452,7 +303297,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Northern Europe", "orientation": "v", "showlegend": false, @@ -304472,18 +303317,18 @@ ], "xaxis": "x2", "y": [ - 0.0, - 0.0, - 1.0, 1.0, - 0.0, - 0.0, - 3.0, - 3.0, - 10.0, - 3.0, 4.0, - 6.0 + 4.0, + 10.0, + 9.0, + 10.0, + 10.0, + 22.0, + 35.0, + 49.0, + 59.0, + 66.0 ], "yaxis": "y2", "type": "scatter" @@ -304491,18 +303336,18 @@ { "hovertemplate": "%{hovertext}
%{x}
Co-publications: %{y}", "hovertext": [ - "Estonia", - "Estonia", - "Estonia", - "Estonia", - "Estonia", - "Estonia", - "Estonia", - "Estonia", - "Estonia", - "Estonia", - "Estonia", - "Estonia" + "Finland", + "Finland", + "Finland", + "Finland", + "Finland", + "Finland", + "Finland", + "Finland", + "Finland", + "Finland", + "Finland", + "Finland" ], "legendgroup": "Northern Europe", "line": { @@ -304512,7 +303357,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Northern Europe", "orientation": "v", "showlegend": false, @@ -304535,15 +303380,15 @@ 0.0, 0.0, 0.0, - 0.0, - 0.0, - 0.0, - 0.0, - 1.0, - 0.0, - 1.0, + 2.0, 1.0, - 2.0 + 5.0, + 4.0, + 9.0, + 10.0, + 7.0, + 10.0, + 15.0 ], "yaxis": "y2", "type": "scatter" @@ -304551,18 +303396,18 @@ { "hovertemplate": "%{hovertext}
%{x}
Co-publications: %{y}", "hovertext": [ - "Finland", - "Finland", - "Finland", - "Finland", - "Finland", - "Finland", - "Finland", - "Finland", - "Finland", - "Finland", - "Finland", - "Finland" + "Estonia", + "Estonia", + "Estonia", + "Estonia", + "Estonia", + "Estonia", + "Estonia", + "Estonia", + "Estonia", + "Estonia", + "Estonia", + "Estonia" ], "legendgroup": "Northern Europe", "line": { @@ -304572,7 +303417,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Northern Europe", "orientation": "v", "showlegend": false, @@ -304592,18 +303437,18 @@ ], "xaxis": "x2", "y": [ + 0.0, + 0.0, 0.0, 0.0, 0.0, 1.0, + 1.0, 0.0, - 3.0, + 1.0, 0.0, - 5.0, - 2.0, - 4.0, 3.0, - 5.0 + 1.0 ], "yaxis": "y2", "type": "scatter" @@ -304632,7 +303477,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Southern Europe", "orientation": "v", "showlegend": false, @@ -304654,16 +303499,16 @@ "y": [ 0.0, 0.0, + 2.0, 0.0, - 0.0, - 0.0, + 1.0, 3.0, - 9.0, - 5.0, - 4.0, - 8.0, - 7.0, - 10.0 + 3.0, + 10.0, + 14.0, + 18.0, + 11.0, + 17.0 ], "yaxis": "y2", "type": "scatter" @@ -304692,7 +303537,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Southern Europe", "orientation": "v", "showlegend": false, @@ -304712,18 +303557,18 @@ ], "xaxis": "x2", "y": [ - 1.0, - 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 1.0, - 2.0, - 3.0, - 3.0, - 2.0 + 6.0, + 12.0, + 10.0, + 4.0, + 6.0, + 7.0 ], "yaxis": "y2", "type": "scatter" @@ -304752,7 +303597,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Southern Europe", "orientation": "v", "showlegend": false, @@ -304772,18 +303617,78 @@ ], "xaxis": "x2", "y": [ - 1.0, 0.0, - 2.0, - 2.0, 0.0, - 3.0, 2.0, + 2.0, + 4.0, 3.0, - 5.0, 7.0, - 11.0, - 13.0 + 17.0, + 16.0, + 17.0, + 19.0, + 22.0 + ], + "yaxis": "y2", + "type": "scatter" + }, + { + "hovertemplate": "%{hovertext}
%{x}
Co-publications: %{y}", + "hovertext": [ + "Cyprus", + "Cyprus", + "Cyprus", + "Cyprus", + "Cyprus", + "Cyprus", + "Cyprus", + "Cyprus", + "Cyprus", + "Cyprus", + "Cyprus", + "Cyprus" + ], + "legendgroup": "Southern Europe", + "line": { + "color": "#00cc96", + "dash": "solid" + }, + "marker": { + "symbol": "circle" + }, + "mode": "lines+markers", + "name": "Southern Europe", + "orientation": "v", + "showlegend": false, + "x": [ + 2011, + 2012, + 2013, + 2014, + 2015, + 2016, + 2017, + 2018, + 2019, + 2020, + 2021, + 2022 + ], + "xaxis": "x2", + "y": [ + 0.0, + 0.0, + 0.0, + 0.0, + 0.0, + 0.0, + 0.0, + 0.0, + 1.0, + 1.0, + 2.0, + 3.0 ], "yaxis": "y2", "type": "scatter" @@ -304812,7 +303717,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Southern Europe", "orientation": "v", "showlegend": false, @@ -304834,16 +303739,16 @@ "y": [ 0.0, 0.0, - 0.0, - 1.0, 1.0, 0.0, - 1.0, - 1.0, - 1.0, - 1.0, - 0.0, - 1.0 + 2.0, + 2.0, + 2.0, + 8.0, + 8.0, + 5.0, + 6.0, + 4.0 ], "yaxis": "y2", "type": "scatter" @@ -304872,7 +303777,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Eastern Europe", "orientation": "v", "showlegend": false, @@ -304897,13 +303802,13 @@ 0.0, 0.0, 0.0, - 0.0, - 0.0, - 0.0, - 0.0, + 1.0, + 2.0, + 5.0, + 5.0, 1.0, 0.0, - 2.0 + 1.0 ], "yaxis": "y2", "type": "scatter" @@ -304932,7 +303837,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Eastern Europe", "orientation": "v", "showlegend": false, @@ -304955,15 +303860,15 @@ 0.0, 0.0, 0.0, - 1.0, - 0.0, - 0.0, 0.0, 0.0, 1.0, + 2.0, + 5.0, + 4.0, + 4.0, 0.0, - 1.0, - 2.0 + 4.0 ], "yaxis": "y2", "type": "scatter" @@ -304992,7 +303897,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Eastern Europe", "orientation": "v", "showlegend": false, @@ -305012,18 +303917,18 @@ ], "xaxis": "x2", "y": [ - 0.0, - 0.0, - 1.0, - 0.0, - 0.0, - 0.0, - 0.0, 0.0, 0.0, 0.0, + 1.0, 0.0, - 1.0 + 1.0, + 3.0, + 8.0, + 7.0, + 5.0, + 2.0, + 5.0 ], "yaxis": "y2", "type": "scatter" @@ -305052,7 +303957,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Eastern Europe", "orientation": "v", "showlegend": false, @@ -305077,13 +303982,13 @@ 0.0, 0.0, 0.0, - 0.0, - 0.0, - 2.0, - 0.0, + 3.0, 4.0, - 1.0, - 7.0 + 7.0, + 7.0, + 6.0, + 13.0, + 28.0 ], "yaxis": "y2", "type": "scatter" @@ -305112,7 +304017,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Eastern Europe", "orientation": "v", "showlegend": false, @@ -305132,18 +304037,18 @@ ], "xaxis": "x2", "y": [ - 0.0, - 0.0, + 1.0, 0.0, 0.0, 0.0, 0.0, 1.0, 1.0, + 1.0, 0.0, 0.0, 0.0, - 1.0 + 0.0 ], "yaxis": "y2", "type": "scatter" @@ -305172,7 +304077,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Eastern Europe", "orientation": "v", "showlegend": false, @@ -305199,11 +304104,11 @@ 0.0, 0.0, 0.0, + 3.0, + 5.0, 0.0, 0.0, - 1.0, - 1.0, - 0.0 + 5.0 ], "yaxis": "y2", "type": "scatter" @@ -305232,7 +304137,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Eastern Europe", "orientation": "v", "showlegend": false, @@ -305257,12 +304162,12 @@ 0.0, 0.0, 0.0, - 0.0, 1.0, 2.0, - 0.0, - 3.0, - 0.0, + 5.0, + 9.0, + 2.0, + 4.0, 5.0 ], "yaxis": "y2", @@ -305292,7 +304197,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Eastern Europe", "orientation": "v", "showlegend": false, @@ -305312,18 +304217,18 @@ ], "xaxis": "x2", "y": [ - 0.0, - 1.0, - 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 1.0, - 1.0, 2.0, - 3.0 + 6.0, + 8.0, + 0.0, + 4.0, + 10.0 ], "yaxis": "y2", "type": "scatter" @@ -305352,7 +304257,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Western Europe", "orientation": "v", "showlegend": false, @@ -305372,18 +304277,18 @@ ], "xaxis": "x3", "y": [ - 0.0, -1.0, -1.0, - 1.0, -1.0, 0.0, - 2.0, + -1.0, + 0.0, + 1.0, + 6.0, 3.0, 1.0, - 2.0, - 2.0, - 5.0 + 0.0, + 4.0 ], "yaxis": "y3", "type": "scatter" @@ -305412,7 +304317,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Western Europe", "orientation": "v", "showlegend": false, @@ -305433,17 +304338,17 @@ "xaxis": "x3", "y": [ 0.0, - 1.0, - 1.0, - 2.5, - 0.5, - 1.5, - 2.0, - 6.0, - 7.0, - 16.0, - 16.5, - 16.5 + 0.0, + 0.9090909090909091, + 1.5454545454545454, + 1.3636363636363635, + 2.1818181818181817, + 3.272727272727273, + 5.363636363636363, + 9.363636363636363, + 10.818181818181818, + 15.181818181818182, + 19.545454545454547 ], "yaxis": "y3", "type": "scatter" @@ -305472,7 +304377,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Western Europe", "orientation": "v", "showlegend": false, @@ -305495,15 +304400,15 @@ -1.0, -1.0, -1.0, - 0.0, - -1.0, - 0.0, -1.0, -1.0, 0.0, - 1.0, + 0.0, + 1.5, + 1.25, 2.0, - 3.0 + 1.25, + 4.0 ], "yaxis": "y3", "type": "scatter" @@ -305532,7 +304437,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Western Europe", "orientation": "v", "showlegend": false, @@ -305553,17 +304458,17 @@ "xaxis": "x3", "y": [ 0.0, - 0.5, - -1.0, - -0.5, + 0.0, -1.0, - -0.5, - 0.5, - 2.0, - 0.5, - 5.5, - 5.0, - 4.5 + 0.0, + 1.0, + 1.0, + 3.0, + 7.0, + 12.0, + 8.0, + 13.0, + 16.0 ], "yaxis": "y3", "type": "scatter" @@ -305571,18 +304476,18 @@ { "hovertemplate": "%{hovertext}
%{x}
Relative growth: %{y}%", "hovertext": [ - "Ireland", - "Ireland", - "Ireland", - "Ireland", - "Ireland", - "Ireland", - "Ireland", - "Ireland", - "Ireland", - "Ireland", - "Ireland", - "Ireland" + "Luxembourg", + "Luxembourg", + "Luxembourg", + "Luxembourg", + "Luxembourg", + "Luxembourg", + "Luxembourg", + "Luxembourg", + "Luxembourg", + "Luxembourg", + "Luxembourg", + "Luxembourg" ], "legendgroup": "Western Europe", "line": { @@ -305592,7 +304497,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Western Europe", "orientation": "v", "showlegend": false, @@ -305612,18 +304517,18 @@ ], "xaxis": "x3", "y": [ + -1.0, + -1.0, + -1.0, + -1.0, + -1.0, + -1.0, + -1.0, + -1.0, -1.0, 0.0, - 2.0, - 3.0, - 2.0, - 1.0, - 2.0, - 1.0, - 1.0, - 1.0, - 3.0, - 2.0 + -1.0, + -1.0 ], "yaxis": "y3", "type": "scatter" @@ -305631,18 +304536,18 @@ { "hovertemplate": "%{hovertext}
%{x}
Relative growth: %{y}%", "hovertext": [ - "Belgium", - "Belgium", - "Belgium", - "Belgium", - "Belgium", - "Belgium", - "Belgium", - "Belgium", - "Belgium", - "Belgium", - "Belgium", - "Belgium" + "Ireland", + "Ireland", + "Ireland", + "Ireland", + "Ireland", + "Ireland", + "Ireland", + "Ireland", + "Ireland", + "Ireland", + "Ireland", + "Ireland" ], "legendgroup": "Western Europe", "line": { @@ -305652,7 +304557,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Western Europe", "orientation": "v", "showlegend": false, @@ -305672,18 +304577,18 @@ ], "xaxis": "x3", "y": [ - 0.0, - 0.0, -1.0, -1.0, - 0.0, -1.0, 0.0, - 3.0, + 0.0, + 0.0, + 1.0, + 4.0, + 5.0, + 1.0, 7.0, - 13.0, - 10.0, - 11.0 + 6.0 ], "yaxis": "y3", "type": "scatter" @@ -305691,18 +304596,18 @@ { "hovertemplate": "%{hovertext}
%{x}
Relative growth: %{y}%", "hovertext": [ - "France", - "France", - "France", - "France", - "France", - "France", - "France", - "France", - "France", - "France", - "France", - "France" + "Belgium", + "Belgium", + "Belgium", + "Belgium", + "Belgium", + "Belgium", + "Belgium", + "Belgium", + "Belgium", + "Belgium", + "Belgium", + "Belgium" ], "legendgroup": "Western Europe", "line": { @@ -305712,7 +304617,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Western Europe", "orientation": "v", "showlegend": false, @@ -305732,18 +304637,78 @@ ], "xaxis": "x3", "y": [ + -1.0, -1.0, 0.0, + -1.0, 0.0, + 1.0, + 1.0, + 5.0, + 6.0, 0.0, + 6.0, + 2.0 + ], + "yaxis": "y3", + "type": "scatter" + }, + { + "hovertemplate": "%{hovertext}
%{x}
Relative growth: %{y}%", + "hovertext": [ + "France", + "France", + "France", + "France", + "France", + "France", + "France", + "France", + "France", + "France", + "France", + "France" + ], + "legendgroup": "Western Europe", + "line": { + "color": "#636efa", + "dash": "solid" + }, + "marker": { + "symbol": "circle" + }, + "mode": "lines+markers", + "name": "Western Europe", + "orientation": "v", + "showlegend": false, + "x": [ + 2011, + 2012, + 2013, + 2014, + 2015, + 2016, + 2017, + 2018, + 2019, + 2020, + 2021, + 2022 + ], + "xaxis": "x3", + "y": [ + -1.0, -1.0, - 0.5, 0.0, - 1.0, 4.0, 5.0, - 5.5, - 2.0 + 8.0, + 7.0, + 25.0, + 24.0, + 18.0, + 22.0, + 29.0 ], "yaxis": "y3", "type": "scatter" @@ -305772,7 +304737,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Western Europe", "orientation": "v", "showlegend": false, @@ -305793,17 +304758,17 @@ "xaxis": "x3", "y": [ 0.0, - 6.0, - 2.0, - 6.0, - 2.0, + -1.0, + 0.0, 3.0, - 5.0, - 10.0, - 11.0, - 10.0, + 4.0, + 3.0, + 8.0, + 16.0, + 20.0, + 22.0, 25.0, - 20.0 + 49.0 ], "yaxis": "y3", "type": "scatter" @@ -305832,7 +304797,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Northern Europe", "orientation": "v", "showlegend": false, @@ -305853,17 +304818,17 @@ "xaxis": "x3", "y": [ -1.0, - -1.0, - -1.0, - -1.0, + 0.0, -1.0, 0.0, 0.0, - -0.5, - 0.5, - 2.5, - 2.5, - 1.5 + 4.0, + 17.0, + 23.0, + 31.0, + 14.0, + 20.0, + 29.0 ], "yaxis": "y3", "type": "scatter" @@ -305892,7 +304857,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Northern Europe", "orientation": "v", "showlegend": false, @@ -305912,18 +304877,18 @@ ], "xaxis": "x3", "y": [ - -1.0, - -1.0, - -1.0, - -1.0, - 0.0, - -1.0, -1.0, 0.0, 1.0, - 7.0, + 0.0, 2.0, - -1.0 + 2.0, + 2.0, + 3.0, + 4.0, + 9.0, + 12.0, + 16.0 ], "yaxis": "y3", "type": "scatter" @@ -305952,7 +304917,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Northern Europe", "orientation": "v", "showlegend": false, @@ -305977,13 +304942,13 @@ -1.0, -1.0, -1.0, + 0.0, + 1.0, + 4.0, + 4.0, + 1.0, -1.0, - -1.0, - -1.0, - -1.0, - -1.0, - -1.0, - 0.0 + -1.0 ], "yaxis": "y3", "type": "scatter" @@ -306012,7 +304977,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Northern Europe", "orientation": "v", "showlegend": false, @@ -306037,10 +305002,10 @@ -1.0, -1.0, -1.0, - -1.0, - -1.0, - -1.0, - -1.0, + 0.0, + 1.0, + 4.0, + 3.0, -1.0, -1.0, 0.0 @@ -306072,7 +305037,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Northern Europe", "orientation": "v", "showlegend": false, @@ -306092,18 +305057,18 @@ ], "xaxis": "x3", "y": [ - -1.0, - -1.0, - 0.0, 0.0, - -1.0, - -1.0, - 2.0, - 2.0, - 9.0, - 2.0, 3.0, - 5.0 + 3.0, + 9.0, + 8.0, + 9.0, + 9.0, + 21.0, + 34.0, + 48.0, + 58.0, + 65.0 ], "yaxis": "y3", "type": "scatter" @@ -306111,18 +305076,18 @@ { "hovertemplate": "%{hovertext}
%{x}
Relative growth: %{y}%", "hovertext": [ - "Estonia", - "Estonia", - "Estonia", - "Estonia", - "Estonia", - "Estonia", - "Estonia", - "Estonia", - "Estonia", - "Estonia", - "Estonia", - "Estonia" + "Finland", + "Finland", + "Finland", + "Finland", + "Finland", + "Finland", + "Finland", + "Finland", + "Finland", + "Finland", + "Finland", + "Finland" ], "legendgroup": "Northern Europe", "line": { @@ -306132,7 +305097,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Northern Europe", "orientation": "v", "showlegend": false, @@ -306155,15 +305120,15 @@ -1.0, -1.0, -1.0, - -1.0, - -1.0, - -1.0, - -1.0, - 0.0, - -1.0, - 0.0, 0.0, - 1.0 + -0.5, + 1.5, + 1.0, + 3.5, + 4.0, + 2.5, + 4.0, + 6.5 ], "yaxis": "y3", "type": "scatter" @@ -306171,18 +305136,18 @@ { "hovertemplate": "%{hovertext}
%{x}
Relative growth: %{y}%", "hovertext": [ - "Finland", - "Finland", - "Finland", - "Finland", - "Finland", - "Finland", - "Finland", - "Finland", - "Finland", - "Finland", - "Finland", - "Finland" + "Estonia", + "Estonia", + "Estonia", + "Estonia", + "Estonia", + "Estonia", + "Estonia", + "Estonia", + "Estonia", + "Estonia", + "Estonia", + "Estonia" ], "legendgroup": "Northern Europe", "line": { @@ -306192,7 +305157,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Northern Europe", "orientation": "v", "showlegend": false, @@ -306215,15 +305180,15 @@ -1.0, -1.0, -1.0, + -1.0, + -1.0, + 0.0, 0.0, -1.0, - 2.0, + 0.0, -1.0, - 4.0, - 1.0, - 3.0, 2.0, - 4.0 + 0.0 ], "yaxis": "y3", "type": "scatter" @@ -306252,7 +305217,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Southern Europe", "orientation": "v", "showlegend": false, @@ -306272,18 +305237,18 @@ ], "xaxis": "x3", "y": [ - -1.0, - -1.0, - -1.0, -1.0, -1.0, 0.0, - 2.0, - 0.6666666666666666, - 0.3333333333333333, - 1.6666666666666667, - 1.3333333333333333, - 2.3333333333333335 + -1.0, + -0.5, + 0.5, + 0.5, + 4.0, + 6.0, + 8.0, + 4.5, + 7.5 ], "yaxis": "y3", "type": "scatter" @@ -306312,7 +305277,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Southern Europe", "orientation": "v", "showlegend": false, @@ -306332,18 +305297,18 @@ ], "xaxis": "x3", "y": [ - 0.0, - -1.0, -1.0, -1.0, -1.0, -1.0, -1.0, 0.0, - 1.0, - 2.0, - 2.0, - 1.0 + 5.0, + 11.0, + 9.0, + 3.0, + 5.0, + 6.0 ], "yaxis": "y3", "type": "scatter" @@ -306372,7 +305337,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Southern Europe", "orientation": "v", "showlegend": false, @@ -306392,18 +305357,78 @@ ], "xaxis": "x3", "y": [ - 0.0, -1.0, + -1.0, + 0.0, + 0.0, 1.0, - 1.0, + 0.5, + 2.5, + 7.5, + 7.0, + 7.5, + 8.5, + 10.0 + ], + "yaxis": "y3", + "type": "scatter" + }, + { + "hovertemplate": "%{hovertext}
%{x}
Relative growth: %{y}%", + "hovertext": [ + "Cyprus", + "Cyprus", + "Cyprus", + "Cyprus", + "Cyprus", + "Cyprus", + "Cyprus", + "Cyprus", + "Cyprus", + "Cyprus", + "Cyprus", + "Cyprus" + ], + "legendgroup": "Southern Europe", + "line": { + "color": "#00cc96", + "dash": "solid" + }, + "marker": { + "symbol": "circle" + }, + "mode": "lines+markers", + "name": "Southern Europe", + "orientation": "v", + "showlegend": false, + "x": [ + 2011, + 2012, + 2013, + 2014, + 2015, + 2016, + 2017, + 2018, + 2019, + 2020, + 2021, + 2022 + ], + "xaxis": "x3", + "y": [ -1.0, - 2.0, + -1.0, + -1.0, + -1.0, + -1.0, + -1.0, + -1.0, + -1.0, + 0.0, + 0.0, 1.0, - 2.0, - 4.0, - 6.0, - 10.0, - 12.0 + 2.0 ], "yaxis": "y3", "type": "scatter" @@ -306432,7 +305457,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Southern Europe", "orientation": "v", "showlegend": false, @@ -306454,16 +305479,16 @@ "y": [ -1.0, -1.0, - -1.0, - 0.0, - 0.0, - -1.0, - 0.0, - 0.0, - 0.0, 0.0, -1.0, - 0.0 + 1.0, + 1.0, + 1.0, + 7.0, + 7.0, + 4.0, + 5.0, + 3.0 ], "yaxis": "y3", "type": "scatter" @@ -306492,7 +305517,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Eastern Europe", "orientation": "v", "showlegend": false, @@ -306512,18 +305537,18 @@ ], "xaxis": "x3", "y": [ - -1.0, - -1.0, - -1.0, - -1.0, -1.0, -1.0, -1.0, -1.0, -1.0, 0.0, + 1.0, + 4.0, + 4.0, + 0.0, -1.0, - 1.0 + 0.0 ], "yaxis": "y3", "type": "scatter" @@ -306552,7 +305577,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Eastern Europe", "orientation": "v", "showlegend": false, @@ -306575,15 +305600,15 @@ -1.0, -1.0, -1.0, - 0.0, - -1.0, - -1.0, -1.0, -1.0, 0.0, + 1.0, + 4.0, + 3.0, + 3.0, -1.0, - 0.0, - 1.0 + 3.0 ], "yaxis": "y3", "type": "scatter" @@ -306612,7 +305637,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Eastern Europe", "orientation": "v", "showlegend": false, @@ -306632,18 +305657,18 @@ ], "xaxis": "x3", "y": [ - -1.0, - -1.0, - 0.0, - -1.0, - -1.0, - -1.0, - -1.0, -1.0, -1.0, -1.0, + 0.0, -1.0, - 0.0 + 0.0, + 2.0, + 7.0, + 6.0, + 4.0, + 1.0, + 4.0 ], "yaxis": "y3", "type": "scatter" @@ -306672,7 +305697,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Eastern Europe", "orientation": "v", "showlegend": false, @@ -306697,13 +305722,13 @@ -1.0, -1.0, -1.0, - -1.0, - -1.0, 0.0, - -1.0, + 0.3333333333333333, + 1.3333333333333333, + 1.3333333333333333, 1.0, - -0.5, - 2.5 + 3.3333333333333335, + 8.333333333333334 ], "yaxis": "y3", "type": "scatter" @@ -306732,7 +305757,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Eastern Europe", "orientation": "v", "showlegend": false, @@ -306752,18 +305777,18 @@ ], "xaxis": "x3", "y": [ - -1.0, - -1.0, + 0.0, -1.0, -1.0, -1.0, -1.0, 0.0, 0.0, + 0.0, -1.0, -1.0, -1.0, - 0.0 + -1.0 ], "yaxis": "y3", "type": "scatter" @@ -306792,7 +305817,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Eastern Europe", "orientation": "v", "showlegend": false, @@ -306819,11 +305844,11 @@ -1.0, -1.0, -1.0, + 0.0, + 0.6666666666666666, -1.0, -1.0, - 0.0, - 0.0, - -1.0 + 0.6666666666666666 ], "yaxis": "y3", "type": "scatter" @@ -306852,7 +305877,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Eastern Europe", "orientation": "v", "showlegend": false, @@ -306877,12 +305902,12 @@ -1.0, -1.0, -1.0, - -1.0, 0.0, 1.0, - -1.0, - 2.0, - -1.0, + 4.0, + 8.0, + 1.0, + 3.0, 4.0 ], "yaxis": "y3", @@ -306912,7 +305937,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Eastern Europe", "orientation": "v", "showlegend": false, @@ -306932,18 +305957,18 @@ ], "xaxis": "x3", "y": [ - -1.0, - 0.0, -1.0, -1.0, -1.0, -1.0, -1.0, - -1.0, - 0.0, 0.0, 1.0, - 2.0 + 5.0, + 7.0, + -1.0, + 3.0, + 9.0 ], "yaxis": "y3", "type": "scatter" @@ -307946,7 +306971,7 @@ "plotlyServerURL": "https://plotly.com" } }, - "text/html": "
" + "text/html": "
" }, "metadata": {}, "output_type": "display_data" @@ -307979,7 +307004,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Western Europe", "orientation": "v", "showlegend": true, @@ -307999,18 +307024,18 @@ ], "xaxis": "x25", "y": [ - 1.0, 0.0, 0.0, - 2.0, 0.0, 1.0, - 3.0, + 0.0, + 1.0, + 2.0, + 7.0, 4.0, 2.0, - 3.0, - 3.0, - 6.0 + 1.0, + 5.0 ], "yaxis": "y25", "type": "scatter" @@ -308039,7 +307064,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Western Europe", "orientation": "v", "showlegend": false, @@ -308059,18 +307084,18 @@ ], "xaxis": "x26", "y": [ - 1.0, - 1.0, 0.0, 0.0, 1.0, 0.0, 1.0, - 4.0, - 8.0, - 14.0, - 11.0, - 12.0 + 2.0, + 2.0, + 6.0, + 7.0, + 1.0, + 7.0, + 3.0 ], "yaxis": "y26", "type": "scatter" @@ -308099,7 +307124,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Western Europe", "orientation": "v", "showlegend": false, @@ -308117,22 +307142,22 @@ 2021, 2022 ], - "xaxis": "x21", + "xaxis": "x22", "y": [ 0.0, - 2.0, - 2.0, - 2.0, 0.0, - 3.0, - 2.0, - 4.0, - 10.0, - 12.0, - 13.0, - 6.0 + 1.0, + 5.0, + 6.0, + 9.0, + 8.0, + 26.0, + 25.0, + 19.0, + 23.0, + 30.0 ], - "yaxis": "y21", + "yaxis": "y22", "type": "scatter" }, { @@ -308159,7 +307184,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Western Europe", "orientation": "v", "showlegend": false, @@ -308177,22 +307202,22 @@ 2021, 2022 ], - "xaxis": "x22", + "xaxis": "x23", "y": [ 1.0, - 7.0, - 3.0, - 7.0, - 3.0, + 0.0, + 1.0, 4.0, - 6.0, - 11.0, - 12.0, - 11.0, + 5.0, + 4.0, + 9.0, + 17.0, + 21.0, + 23.0, 26.0, - 21.0 + 50.0 ], - "yaxis": "y22", + "yaxis": "y23", "type": "scatter" }, { @@ -308219,7 +307244,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Western Europe", "orientation": "v", "showlegend": false, @@ -308237,39 +307262,39 @@ 2021, 2022 ], - "xaxis": "x13", + "xaxis": "x14", "y": [ + 0.0, + 0.0, 0.0, 1.0, - 3.0, - 4.0, - 3.0, - 2.0, - 3.0, - 2.0, + 1.0, + 1.0, 2.0, + 5.0, + 6.0, 2.0, - 4.0, - 3.0 + 8.0, + 7.0 ], - "yaxis": "y13", + "yaxis": "y14", "type": "scatter" }, { "hovertemplate": "%{hovertext}
%{x}
Co-publications: %{y}", "hovertext": [ - "Netherlands", - "Netherlands", - "Netherlands", - "Netherlands", - "Netherlands", - "Netherlands", - "Netherlands", - "Netherlands", - "Netherlands", - "Netherlands", - "Netherlands", - "Netherlands" + "Luxembourg", + "Luxembourg", + "Luxembourg", + "Luxembourg", + "Luxembourg", + "Luxembourg", + "Luxembourg", + "Luxembourg", + "Luxembourg", + "Luxembourg", + "Luxembourg", + "Luxembourg" ], "legendgroup": "Western Europe", "line": { @@ -308279,7 +307304,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Western Europe", "orientation": "v", "showlegend": false, @@ -308297,22 +307322,82 @@ 2021, 2022 ], - "xaxis": "x17", + "xaxis": "x18", "y": [ + 0.0, + 0.0, + 0.0, + 0.0, + 0.0, + 0.0, + 0.0, + 0.0, + 0.0, 2.0, - 3.0, 0.0, + 0.0 + ], + "yaxis": "y18", + "type": "scatter" + }, + { + "hovertemplate": "%{hovertext}
%{x}
Co-publications: %{y}", + "hovertext": [ + "Netherlands", + "Netherlands", + "Netherlands", + "Netherlands", + "Netherlands", + "Netherlands", + "Netherlands", + "Netherlands", + "Netherlands", + "Netherlands", + "Netherlands", + "Netherlands" + ], + "legendgroup": "Western Europe", + "line": { + "color": "#636efa", + "dash": "solid" + }, + "marker": { + "symbol": "circle" + }, + "mode": "lines+markers", + "name": "Western Europe", + "orientation": "v", + "showlegend": false, + "x": [ + 2011, + 2012, + 2013, + 2014, + 2015, + 2016, + 2017, + 2018, + 2019, + 2020, + 2021, + 2022 + ], + "xaxis": "x7", + "y": [ + 1.0, 1.0, 0.0, 1.0, - 3.0, - 6.0, - 3.0, + 2.0, + 2.0, + 4.0, + 8.0, 13.0, - 12.0, - 11.0 + 9.0, + 14.0, + 17.0 ], - "yaxis": "y17", + "yaxis": "y7", "type": "scatter" }, { @@ -308339,7 +307424,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Western Europe", "orientation": "v", "showlegend": false, @@ -308357,22 +307442,22 @@ 2021, 2022 ], - "xaxis": "x2", + "xaxis": "x4", "y": [ 0.0, 0.0, 0.0, - 1.0, - 0.0, - 1.0, 0.0, 0.0, - 1.0, - 2.0, - 3.0, - 4.0 + 4.0, + 4.0, + 10.0, + 9.0, + 12.0, + 9.0, + 20.0 ], - "yaxis": "y2", + "yaxis": "y4", "type": "scatter" }, { @@ -308399,7 +307484,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Western Europe", "orientation": "v", "showlegend": false, @@ -308417,22 +307502,22 @@ 2021, 2022 ], - "xaxis": "x3", + "xaxis": "x5", "y": [ - 2.0, - 4.0, - 4.0, - 7.0, - 3.0, - 5.0, - 6.0, - 14.0, - 16.0, - 34.0, + 11.0, + 11.0, + 21.0, + 28.0, + 26.0, 35.0, - 35.0 + 47.0, + 70.0, + 114.0, + 130.0, + 178.0, + 226.0 ], - "yaxis": "y3", + "yaxis": "y5", "type": "scatter" }, { @@ -308459,7 +307544,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Northern Europe", "orientation": "v", "showlegend": true, @@ -308477,22 +307562,22 @@ 2021, 2022 ], - "xaxis": "x30", + "xaxis": "x19", "y": [ - 0.0, - 0.0, 1.0, - 1.0, - 0.0, - 0.0, - 3.0, - 3.0, - 10.0, - 3.0, 4.0, - 6.0 + 4.0, + 10.0, + 9.0, + 10.0, + 10.0, + 22.0, + 35.0, + 49.0, + 59.0, + 66.0 ], - "yaxis": "y30", + "yaxis": "y19", "type": "scatter" }, { @@ -308519,7 +307604,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Northern Europe", "orientation": "v", "showlegend": false, @@ -308537,22 +307622,22 @@ 2021, 2022 ], - "xaxis": "x19", + "xaxis": "x20", "y": [ 0.0, 0.0, 0.0, 0.0, 0.0, - 0.0, - 0.0, 1.0, - 0.0, 1.0, + 0.0, 1.0, - 2.0 + 0.0, + 3.0, + 1.0 ], - "yaxis": "y19", + "yaxis": "y20", "type": "scatter" }, { @@ -308579,7 +307664,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Northern Europe", "orientation": "v", "showlegend": false, @@ -308597,22 +307682,22 @@ 2021, 2022 ], - "xaxis": "x20", + "xaxis": "x21", "y": [ 0.0, 0.0, 0.0, + 2.0, 1.0, - 0.0, - 3.0, - 0.0, 5.0, - 2.0, 4.0, - 3.0, - 5.0 + 9.0, + 10.0, + 7.0, + 10.0, + 15.0 ], - "yaxis": "y20", + "yaxis": "y21", "type": "scatter" }, { @@ -308639,7 +307724,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Northern Europe", "orientation": "v", "showlegend": false, @@ -308657,22 +307742,22 @@ 2021, 2022 ], - "xaxis": "x15", + "xaxis": "x16", "y": [ 0.0, 0.0, 0.0, 0.0, 0.0, - 0.0, - 0.0, - 0.0, - 0.0, + 1.0, + 2.0, + 5.0, + 4.0, 0.0, 0.0, 1.0 ], - "yaxis": "y15", + "yaxis": "y16", "type": "scatter" }, { @@ -308699,7 +307784,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Northern Europe", "orientation": "v", "showlegend": false, @@ -308717,22 +307802,22 @@ 2021, 2022 ], - "xaxis": "x16", + "xaxis": "x17", "y": [ 0.0, 0.0, 0.0, 0.0, 0.0, + 1.0, + 2.0, + 5.0, + 5.0, + 2.0, 0.0, - 0.0, - 0.0, - 0.0, - 0.0, - 0.0, - 2.0 + 0.0 ], - "yaxis": "y16", + "yaxis": "y17", "type": "scatter" }, { @@ -308759,7 +307844,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Northern Europe", "orientation": "v", "showlegend": false, @@ -308777,22 +307862,22 @@ 2021, 2022 ], - "xaxis": "x18", + "xaxis": "x8", "y": [ - 0.0, - 0.0, - 0.0, - 0.0, - 1.0, - 0.0, 0.0, 1.0, 2.0, - 8.0, + 1.0, 3.0, - 0.0 + 3.0, + 3.0, + 4.0, + 5.0, + 10.0, + 13.0, + 17.0 ], - "yaxis": "y18", + "yaxis": "y8", "type": "scatter" }, { @@ -308819,7 +307904,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Northern Europe", "orientation": "v", "showlegend": false, @@ -308837,39 +307922,39 @@ 2021, 2022 ], - "xaxis": "x", + "xaxis": "x3", "y": [ 0.0, + 1.0, 0.0, - 0.0, - 0.0, - 0.0, - 2.0, - 2.0, 1.0, - 3.0, - 7.0, - 7.0, - 5.0 + 1.0, + 5.0, + 18.0, + 24.0, + 32.0, + 15.0, + 21.0, + 30.0 ], - "yaxis": "y", + "yaxis": "y3", "type": "scatter" }, { "hovertemplate": "%{hovertext}
%{x}
Co-publications: %{y}", "hovertext": [ - "Greece", - "Greece", - "Greece", - "Greece", - "Greece", - "Greece", - "Greece", - "Greece", - "Greece", - "Greece", - "Greece", - "Greece" + "Cyprus", + "Cyprus", + "Cyprus", + "Cyprus", + "Cyprus", + "Cyprus", + "Cyprus", + "Cyprus", + "Cyprus", + "Cyprus", + "Cyprus", + "Cyprus" ], "legendgroup": "Southern Europe", "line": { @@ -308879,7 +307964,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Southern Europe", "orientation": "v", "showlegend": true, @@ -308897,22 +307982,82 @@ 2021, 2022 ], - "xaxis": "x23", + "xaxis": "x29", "y": [ 0.0, 0.0, 0.0, - 1.0, - 1.0, + 0.0, + 0.0, + 0.0, + 0.0, 0.0, 1.0, 1.0, - 1.0, + 2.0, + 3.0 + ], + "yaxis": "y29", + "type": "scatter" + }, + { + "hovertemplate": "%{hovertext}
%{x}
Co-publications: %{y}", + "hovertext": [ + "Greece", + "Greece", + "Greece", + "Greece", + "Greece", + "Greece", + "Greece", + "Greece", + "Greece", + "Greece", + "Greece", + "Greece" + ], + "legendgroup": "Southern Europe", + "line": { + "color": "#00cc96", + "dash": "solid" + }, + "marker": { + "symbol": "circle" + }, + "mode": "lines+markers", + "name": "Southern Europe", + "orientation": "v", + "showlegend": false, + "x": [ + 2011, + 2012, + 2013, + 2014, + 2015, + 2016, + 2017, + 2018, + 2019, + 2020, + 2021, + 2022 + ], + "xaxis": "x24", + "y": [ + 0.0, + 0.0, 1.0, 0.0, - 1.0 + 2.0, + 2.0, + 2.0, + 8.0, + 8.0, + 5.0, + 6.0, + 4.0 ], - "yaxis": "y23", + "yaxis": "y24", "type": "scatter" }, { @@ -308939,7 +308084,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Southern Europe", "orientation": "v", "showlegend": false, @@ -308957,22 +308102,22 @@ 2021, 2022 ], - "xaxis": "x14", + "xaxis": "x15", "y": [ - 1.0, 0.0, - 2.0, - 2.0, 0.0, - 3.0, 2.0, + 2.0, + 4.0, 3.0, - 5.0, 7.0, - 11.0, - 13.0 + 17.0, + 16.0, + 17.0, + 19.0, + 22.0 ], - "yaxis": "y14", + "yaxis": "y15", "type": "scatter" }, { @@ -308999,7 +308144,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Southern Europe", "orientation": "v", "showlegend": false, @@ -309017,22 +308162,22 @@ 2021, 2022 ], - "xaxis": "x8", + "xaxis": "x10", "y": [ - 1.0, - 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 1.0, - 2.0, - 3.0, - 3.0, - 2.0 + 6.0, + 12.0, + 10.0, + 4.0, + 6.0, + 7.0 ], - "yaxis": "y8", + "yaxis": "y10", "type": "scatter" }, { @@ -309059,7 +308204,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Southern Europe", "orientation": "v", "showlegend": false, @@ -309077,22 +308222,22 @@ 2021, 2022 ], - "xaxis": "x12", + "xaxis": "x2", "y": [ 0.0, 0.0, + 2.0, 0.0, - 0.0, - 0.0, + 1.0, 3.0, - 9.0, - 5.0, - 4.0, - 8.0, - 7.0, - 10.0 + 3.0, + 10.0, + 14.0, + 18.0, + 11.0, + 17.0 ], - "yaxis": "y12", + "yaxis": "y2", "type": "scatter" }, { @@ -309119,7 +308264,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Eastern Europe", "orientation": "v", "showlegend": true, @@ -309139,18 +308284,18 @@ ], "xaxis": "x27", "y": [ - 0.0, - 0.0, + 1.0, 0.0, 0.0, 0.0, 0.0, 1.0, 1.0, + 1.0, 0.0, 0.0, 0.0, - 1.0 + 0.0 ], "yaxis": "y27", "type": "scatter" @@ -309179,7 +308324,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Eastern Europe", "orientation": "v", "showlegend": false, @@ -309206,11 +308351,11 @@ 0.0, 0.0, 0.0, + 3.0, + 5.0, 0.0, 0.0, - 1.0, - 1.0, - 0.0 + 5.0 ], "yaxis": "y28", "type": "scatter" @@ -309239,7 +308384,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Eastern Europe", "orientation": "v", "showlegend": false, @@ -309257,22 +308402,22 @@ 2021, 2022 ], - "xaxis": "x29", + "xaxis": "x30", "y": [ 0.0, 0.0, 0.0, 0.0, 0.0, - 0.0, 1.0, 2.0, - 0.0, - 3.0, - 0.0, + 5.0, + 9.0, + 2.0, + 4.0, 5.0 ], - "yaxis": "y29", + "yaxis": "y30", "type": "scatter" }, { @@ -309299,7 +308444,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Eastern Europe", "orientation": "v", "showlegend": false, @@ -309317,22 +308462,22 @@ 2021, 2022 ], - "xaxis": "x24", + "xaxis": "x13", "y": [ - 0.0, - 1.0, - 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 1.0, - 1.0, 2.0, - 3.0 + 6.0, + 8.0, + 0.0, + 4.0, + 10.0 ], - "yaxis": "y24", + "yaxis": "y13", "type": "scatter" }, { @@ -309359,7 +308504,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Eastern Europe", "orientation": "v", "showlegend": false, @@ -309377,22 +308522,22 @@ 2021, 2022 ], - "xaxis": "x7", + "xaxis": "x9", "y": [ 0.0, 0.0, 0.0, 0.0, 0.0, - 0.0, - 0.0, - 2.0, - 0.0, + 3.0, 4.0, - 1.0, - 7.0 + 7.0, + 7.0, + 6.0, + 13.0, + 28.0 ], - "yaxis": "y7", + "yaxis": "y9", "type": "scatter" }, { @@ -309419,7 +308564,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Eastern Europe", "orientation": "v", "showlegend": false, @@ -309437,22 +308582,22 @@ 2021, 2022 ], - "xaxis": "x9", + "xaxis": "x11", "y": [ - 0.0, - 0.0, - 1.0, - 0.0, - 0.0, - 0.0, - 0.0, 0.0, 0.0, 0.0, + 1.0, 0.0, - 1.0 + 1.0, + 3.0, + 8.0, + 7.0, + 5.0, + 2.0, + 5.0 ], - "yaxis": "y9", + "yaxis": "y11", "type": "scatter" }, { @@ -309479,7 +308624,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Eastern Europe", "orientation": "v", "showlegend": false, @@ -309497,22 +308642,22 @@ 2021, 2022 ], - "xaxis": "x10", + "xaxis": "x12", "y": [ 0.0, 0.0, 0.0, - 1.0, - 0.0, - 0.0, 0.0, 0.0, 1.0, + 2.0, + 5.0, + 4.0, + 4.0, 0.0, - 1.0, - 2.0 + 4.0 ], - "yaxis": "y10", + "yaxis": "y12", "type": "scatter" }, { @@ -309539,7 +308684,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Eastern Europe", "orientation": "v", "showlegend": false, @@ -309557,22 +308702,22 @@ 2021, 2022 ], - "xaxis": "x11", + "xaxis": "x", "y": [ - 0.0, - 0.0, - 0.0, - 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 1.0, + 2.0, + 5.0, + 5.0, + 1.0, 0.0, - 2.0 + 1.0 ], - "yaxis": "y11", + "yaxis": "y", "type": "scatter" } ], @@ -311464,7 +310609,7 @@ { "font": {}, "showarrow": false, - "text": "Sweden", + "text": "Slovenia", "x": 0.075, "xanchor": "center", "xref": "paper", @@ -311475,7 +310620,7 @@ { "font": {}, "showarrow": false, - "text": "Switzerland", + "text": "Spain", "x": 0.24499999999999997, "xanchor": "center", "xref": "paper", @@ -311486,7 +310631,7 @@ { "font": {}, "showarrow": false, - "text": "United Kingdom", + "text": "Sweden", "x": 0.415, "xanchor": "center", "xref": "paper", @@ -311497,7 +310642,29 @@ { "font": {}, "showarrow": false, - "text": "Poland", + "text": "Switzerland", + "x": 0.585, + "xanchor": "center", + "xref": "paper", + "y": 0.144, + "yanchor": "bottom", + "yref": "paper" + }, + { + "font": {}, + "showarrow": false, + "text": "United Kingdom", + "x": 0.7549999999999999, + "xanchor": "center", + "xref": "paper", + "y": 0.144, + "yanchor": "bottom", + "yref": "paper" + }, + { + "font": {}, + "showarrow": false, + "text": "Netherlands", "x": 0.075, "xanchor": "center", "xref": "paper", @@ -311508,7 +310675,7 @@ { "font": {}, "showarrow": false, - "text": "Portugal", + "text": "Norway", "x": 0.24499999999999997, "xanchor": "center", "xref": "paper", @@ -311519,7 +310686,7 @@ { "font": {}, "showarrow": false, - "text": "Romania", + "text": "Poland", "x": 0.415, "xanchor": "center", "xref": "paper", @@ -311530,7 +310697,7 @@ { "font": {}, "showarrow": false, - "text": "Slovakia", + "text": "Portugal", "x": 0.585, "xanchor": "center", "xref": "paper", @@ -311541,7 +310708,7 @@ { "font": {}, "showarrow": false, - "text": "Slovenia", + "text": "Romania", "x": 0.7549999999999999, "xanchor": "center", "xref": "paper", @@ -311552,7 +310719,7 @@ { "font": {}, "showarrow": false, - "text": "Spain", + "text": "Slovakia", "x": 0.925, "xanchor": "center", "xref": "paper", @@ -311563,7 +310730,7 @@ { "font": {}, "showarrow": false, - "text": "Ireland", + "text": "Hungary", "x": 0.075, "xanchor": "center", "xref": "paper", @@ -311574,7 +310741,7 @@ { "font": {}, "showarrow": false, - "text": "Italy", + "text": "Ireland", "x": 0.24499999999999997, "xanchor": "center", "xref": "paper", @@ -311585,7 +310752,7 @@ { "font": {}, "showarrow": false, - "text": "Latvia", + "text": "Italy", "x": 0.415, "xanchor": "center", "xref": "paper", @@ -311596,7 +310763,7 @@ { "font": {}, "showarrow": false, - "text": "Lithuania", + "text": "Latvia", "x": 0.585, "xanchor": "center", "xref": "paper", @@ -311607,7 +310774,7 @@ { "font": {}, "showarrow": false, - "text": "Netherlands", + "text": "Lithuania", "x": 0.7549999999999999, "xanchor": "center", "xref": "paper", @@ -311618,7 +310785,7 @@ { "font": {}, "showarrow": false, - "text": "Norway", + "text": "Luxembourg", "x": 0.925, "xanchor": "center", "xref": "paper", @@ -311629,7 +310796,7 @@ { "font": {}, "showarrow": false, - "text": "Estonia", + "text": "Denmark", "x": 0.075, "xanchor": "center", "xref": "paper", @@ -311640,7 +310807,7 @@ { "font": {}, "showarrow": false, - "text": "Finland", + "text": "Estonia", "x": 0.24499999999999997, "xanchor": "center", "xref": "paper", @@ -311651,7 +310818,7 @@ { "font": {}, "showarrow": false, - "text": "France", + "text": "Finland", "x": 0.415, "xanchor": "center", "xref": "paper", @@ -311662,7 +310829,7 @@ { "font": {}, "showarrow": false, - "text": "Germany", + "text": "France", "x": 0.585, "xanchor": "center", "xref": "paper", @@ -311673,7 +310840,7 @@ { "font": {}, "showarrow": false, - "text": "Greece", + "text": "Germany", "x": 0.7549999999999999, "xanchor": "center", "xref": "paper", @@ -311684,7 +310851,7 @@ { "font": {}, "showarrow": false, - "text": "Hungary", + "text": "Greece", "x": 0.925, "xanchor": "center", "xref": "paper", @@ -311739,7 +310906,7 @@ { "font": {}, "showarrow": false, - "text": "Czech Republic", + "text": "Cyprus", "x": 0.7549999999999999, "xanchor": "center", "xref": "paper", @@ -311750,7 +310917,7 @@ { "font": {}, "showarrow": false, - "text": "Denmark", + "text": "Czech Republic", "x": 0.925, "xanchor": "center", "xref": "paper", @@ -311766,7 +310933,7 @@ "tracegroupgap": 0 }, "title": { - "text": "Yearly output of co-publications (Agriculture, Fisheries & Forestry)" + "text": "Yearly output of co-publications (Energy)" }, "font": { "family": "Montserrat" @@ -311778,693 +310945,392 @@ "plotlyServerURL": "https://plotly.com" } }, - "text/html": "
" + "text/html": "
" }, "metadata": {}, "output_type": "display_data" }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + " Publication Year SubField_English UT (Unique WOS ID)\n", + "0 2011 Networking & Telecommunications 49\n", + "1 2012 Networking & Telecommunications 78\n", + "2 2013 Networking & Telecommunications 100\n", + "3 2014 Networking & Telecommunications 133\n", + "4 2015 Networking & Telecommunications 171\n", + "5 2016 Networking & Telecommunications 229\n", + "6 2017 Networking & Telecommunications 289\n", + "7 2018 Networking & Telecommunications 529\n", + "8 2019 Networking & Telecommunications 843\n", + "9 2020 Networking & Telecommunications 997\n", + "10 2021 Networking & Telecommunications 989\n", + "11 2022 Networking & Telecommunications 956\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\radvanyi\\AppData\\Local\\Temp\\ipykernel_20376\\2452614677.py:51: SettingWithCopyWarning:\n", + "\n", + "\n", + "A value is trying to be set on a copy of a slice from a DataFrame.\n", + "Try using .loc[row_indexer,col_indexer] = value instead\n", + "\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_20376\\2452614677.py:51: SettingWithCopyWarning:\n", + "\n", + "\n", + "A value is trying to be set on a copy of a slice from a DataFrame.\n", + "Try using .loc[row_indexer,col_indexer] = value instead\n", + "\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_20376\\2452614677.py:51: SettingWithCopyWarning:\n", + "\n", + "\n", + "A value is trying to be set on a copy of a slice from a DataFrame.\n", + "Try using .loc[row_indexer,col_indexer] = value instead\n", + "\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" + ] + }, { "data": { "application/vnd.plotly.v1+json": { "data": [ { "alignmentgroup": "True", - "hovertemplate": "%{x:d}", - "legendgroup": "Architecture", + "hovertemplate": "%{y}
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Co-publications: %{y}", "hovertext": [ - "Netherlands", - "Netherlands", - "Netherlands", - "Netherlands", - "Netherlands", - "Netherlands", - "Netherlands", - "Netherlands", - "Netherlands", - "Netherlands", - "Netherlands", - "Netherlands" + "Norway", + "Norway", + "Norway", + "Norway", + "Norway", + "Norway", + "Norway", + "Norway", + "Norway", + "Norway", + "Norway", + "Norway" ], - "legendgroup": "Western Europe", + "legendgroup": "Northern Europe", "line": { - "color": "#636efa" + "color": "#EF553B" }, "marker": { "symbol": "circle" }, "mode": "lines", - "name": "Western Europe", + "name": "Northern Europe", "orientation": "v", "showlegend": false, "stackgroup": "1", @@ -315172,18 +313164,18 @@ ], "xaxis": "x", "y": [ - 1.0, - 1.0, - 1.0, - 1.0, - 2.0, - 3.0, - 6.0, + 4.0, 8.0, 14.0, - 23.0, - 33.0, - 44.0 + 22.0, + 30.0, + 41.0, + 57.0, + 83.0, + 129.0, + 174.0, + 214.0, + 238.0 ], "yaxis": "y", "type": "scatter" @@ -315194,28 +313186,28 @@ }, "hovertemplate": "%{hovertext}
%{x}
Co-publications: %{y}", "hovertext": [ - "Luxembourg", - "Luxembourg", - "Luxembourg", - "Luxembourg", - "Luxembourg", - "Luxembourg", - "Luxembourg", - "Luxembourg", - "Luxembourg", - "Luxembourg", - "Luxembourg", - "Luxembourg" + "Lithuania", + "Lithuania", + "Lithuania", + "Lithuania", + "Lithuania", + "Lithuania", + "Lithuania", + "Lithuania", + "Lithuania", + "Lithuania", + "Lithuania", + "Lithuania" ], - "legendgroup": "Western Europe", + "legendgroup": "Northern Europe", "line": { - "color": "#636efa" + "color": "#EF553B" }, "marker": { "symbol": "circle" }, "mode": "lines", - "name": "Western Europe", + "name": "Northern Europe", "orientation": "v", "showlegend": false, "stackgroup": "1", @@ -315242,11 +313234,11 @@ 0.0, 0.0, 0.0, - 1.0, - 1.0, - 1.0, - 1.0, - 1.0 + 0.0, + 6.0, + 7.0, + 10.0, + 13.0 ], "yaxis": "y", "type": "scatter" @@ -315257,28 +313249,28 @@ }, "hovertemplate": "%{hovertext}
%{x}
Co-publications: %{y}", "hovertext": [ - "Ireland", - "Ireland", - "Ireland", - "Ireland", - "Ireland", - "Ireland", - "Ireland", - "Ireland", - "Ireland", - "Ireland", - "Ireland", - "Ireland" + "Denmark", + "Denmark", + "Denmark", + "Denmark", + "Denmark", + "Denmark", + "Denmark", + "Denmark", + "Denmark", + "Denmark", + "Denmark", + "Denmark" ], - "legendgroup": "Western Europe", + "legendgroup": "Northern Europe", "line": { - "color": "#636efa" + "color": "#EF553B" }, "marker": { "symbol": "circle" }, "mode": "lines", - "name": "Western Europe", + "name": "Northern Europe", "orientation": "v", "showlegend": false, "stackgroup": "1", @@ -315298,18 +313290,18 @@ ], "xaxis": "x", "y": [ - 0.0, - 0.0, - 0.0, - 0.0, - 0.0, - 0.0, - 0.0, - 1.0, - 1.0, - 2.0, - 3.0, - 3.0 + 4.0, + 7.0, + 8.0, + 8.0, + 10.0, + 10.0, + 18.0, + 27.0, + 47.0, + 67.0, + 80.0, + 104.0 ], "yaxis": "y", "type": "scatter" @@ -315320,28 +313312,28 @@ }, "hovertemplate": "%{hovertext}
%{x}
Co-publications: %{y}", "hovertext": [ - "Belgium", - "Belgium", - "Belgium", - "Belgium", - "Belgium", - "Belgium", - "Belgium", - "Belgium", - "Belgium", - "Belgium", - "Belgium", - "Belgium" + "Finland", + "Finland", + "Finland", + "Finland", + "Finland", + "Finland", + "Finland", + "Finland", + "Finland", + "Finland", + "Finland", + "Finland" ], - "legendgroup": "Western Europe", + "legendgroup": "Northern Europe", "line": { - "color": "#636efa" + "color": "#EF553B" }, "marker": { "symbol": "circle" }, "mode": "lines", - "name": "Western Europe", + "name": "Northern Europe", "orientation": "v", "showlegend": false, "stackgroup": "1", @@ -315361,333 +313353,18 @@ ], "xaxis": "x", "y": [ - 0.0, - 0.0, - 0.0, 1.0, - 2.0, - 2.0, - 2.0, - 3.0, - 4.0, - 9.0, - 14.0, - 20.0 - ], - "yaxis": "y", - "type": "scatter" - }, - { - "fillpattern": { - "shape": "" - }, - "hovertemplate": "%{hovertext}
%{x}
Co-publications: %{y}", - "hovertext": [ - "France", - "France", - "France", - "France", - "France", - "France", - "France", - "France", - "France", - "France", - "France", - "France" - ], - "legendgroup": "Western Europe", - "line": { - "color": "#636efa" - }, - "marker": { - "symbol": "circle" - }, - "mode": "lines", - "name": "Western Europe", - "orientation": "v", - "showlegend": false, - "stackgroup": "1", - "x": [ - 2011, - 2012, - 2013, - 2014, - 2015, - 2016, - 2017, - 2018, - 2019, - 2020, - 2021, - 2022 - ], - "xaxis": "x", - "y": [ - 1.0, - 1.0, - 1.0, - 1.0, - 1.0, - 2.0, - 3.0, - 6.0, - 10.0, - 14.0, - 17.0, - 21.0 - ], - "yaxis": "y", - "type": "scatter" - }, - { - "fillpattern": { - "shape": "" - }, - "hovertemplate": "%{hovertext}
%{x}
Co-publications: %{y}", - "hovertext": [ - "Germany", - "Germany", - "Germany", - "Germany", - "Germany", - "Germany", - "Germany", - "Germany", - "Germany", - "Germany", - "Germany", - "Germany" - ], - "legendgroup": "Western Europe", - "line": { - "color": "#636efa" - }, - "marker": { - "symbol": "circle" - }, - "mode": "lines", - "name": "Western Europe", - "orientation": "v", - "showlegend": false, - "stackgroup": "1", - "x": [ - 2011, - 2012, - 2013, - 2014, - 2015, - 2016, - 2017, - 2018, - 2019, - 2020, - 2021, - 2022 - ], - "xaxis": "x", - "y": [ - 0.0, - 1.0, - 1.0, - 5.0, - 7.0, - 9.0, - 15.0, - 23.0, - 29.0, - 40.0, - 55.0, - 71.0 - ], - "yaxis": "y", - "type": "scatter" - }, - { - "fillpattern": { - "shape": "" - }, - "hovertemplate": "%{hovertext}
%{x}
Co-publications: %{y}", - "hovertext": [ - "Sweden", - "Sweden", - "Sweden", - "Sweden", - "Sweden", - "Sweden", - "Sweden", - "Sweden", - "Sweden", - "Sweden", - "Sweden", - "Sweden" - ], - "legendgroup": "Northern Europe", - "line": { - "color": "#EF553B" - }, - "marker": { - "symbol": "circle" - }, - "mode": "lines", - "name": "Northern Europe", - "orientation": "v", - "showlegend": true, - "stackgroup": "1", - "x": [ - 2011, - 2012, - 2013, - 2014, - 2015, - 2016, - 2017, - 2018, - 2019, - 2020, - 2021, - 2022 - ], - "xaxis": "x", - "y": [ - 0.0, - 1.0, - 1.0, - 2.0, - 3.0, - 3.0, - 5.0, - 8.0, - 15.0, - 19.0, - 26.0, - 43.0 - ], - "yaxis": "y", - "type": "scatter" - }, - { - "fillpattern": { - "shape": "" - }, - "hovertemplate": "%{hovertext}
%{x}
Co-publications: %{y}", - "hovertext": [ - "Norway", - "Norway", - "Norway", - "Norway", - "Norway", - "Norway", - "Norway", - "Norway", - "Norway", - "Norway", - "Norway", - "Norway" - ], - "legendgroup": "Northern Europe", - "line": { - "color": "#EF553B" - }, - "marker": { - "symbol": "circle" - }, - "mode": "lines", - "name": "Northern Europe", - "orientation": "v", - "showlegend": false, - "stackgroup": "1", - "x": [ - 2011, - 2012, - 2013, - 2014, - 2015, - 2016, - 2017, - 2018, - 2019, - 2020, - 2021, - 2022 - ], - "xaxis": "x", - "y": [ - 0.0, - 1.0, - 1.0, - 1.0, - 1.0, - 2.0, - 3.0, - 4.0, - 6.0, - 8.0, - 10.0, - 12.0 - ], - "yaxis": "y", - "type": "scatter" - }, - { - "fillpattern": { - "shape": "" - }, - "hovertemplate": "%{hovertext}
%{x}
Co-publications: %{y}", - "hovertext": [ - "Denmark", - "Denmark", - "Denmark", - "Denmark", - "Denmark", - "Denmark", - "Denmark", - "Denmark", - "Denmark", - "Denmark", - "Denmark", - "Denmark" - ], - "legendgroup": "Northern Europe", - "line": { - "color": "#EF553B" - }, - "marker": { - "symbol": "circle" - }, - "mode": "lines", - "name": "Northern Europe", - "orientation": "v", - "showlegend": false, - "stackgroup": "1", - "x": [ - 2011, - 2012, - 2013, - 2014, - 2015, - 2016, - 2017, - 2018, - 2019, - 2020, - 2021, - 2022 - ], - "xaxis": "x", - "y": [ - 0.0, - 0.0, - 0.0, - 1.0, - 2.0, - 2.0, - 3.0, - 5.0, - 8.0, - 11.0, - 14.0, - 17.0 + 7.0, + 12.0, + 19.0, + 33.0, + 47.0, + 65.0, + 101.0, + 147.0, + 190.0, + 249.0, + 317.0 ], "yaxis": "y", "type": "scatter" @@ -315746,11 +313423,11 @@ 0.0, 0.0, 0.0, - 0.0, - 0.0, + 1.0, 1.0, 4.0, - 4.0 + 6.0, + 9.0 ], "yaxis": "y", "type": "scatter" @@ -315761,30 +313438,30 @@ }, "hovertemplate": "%{hovertext}
%{x}
Co-publications: %{y}", "hovertext": [ - "Finland", - "Finland", - "Finland", - "Finland", - "Finland", - "Finland", - "Finland", - "Finland", - "Finland", - "Finland", - "Finland", - "Finland" + "Spain", + "Spain", + "Spain", + "Spain", + "Spain", + "Spain", + "Spain", + "Spain", + "Spain", + "Spain", + "Spain", + "Spain" ], - "legendgroup": "Northern Europe", + "legendgroup": "Southern Europe", "line": { - "color": "#EF553B" + "color": "#00cc96" }, "marker": { "symbol": "circle" }, "mode": "lines", - "name": "Northern Europe", + "name": "Southern Europe", "orientation": "v", - "showlegend": false, + "showlegend": true, "stackgroup": "1", "x": [ 2011, @@ -315802,18 +313479,18 @@ ], "xaxis": "x", "y": [ - 0.0, - 0.0, - 0.0, - 1.0, 1.0, - 1.0, - 1.0, - 2.0, - 2.0, - 3.0, - 5.0, - 8.0 + 8.0, + 14.0, + 26.0, + 37.0, + 51.0, + 69.0, + 90.0, + 120.0, + 155.0, + 207.0, + 243.0 ], "yaxis": "y", "type": "scatter" @@ -315824,18 +313501,18 @@ }, "hovertemplate": "%{hovertext}
%{x}
Co-publications: %{y}", "hovertext": [ - "Spain", - "Spain", - "Spain", - "Spain", - "Spain", - "Spain", - "Spain", - "Spain", - "Spain", - "Spain", - "Spain", - "Spain" + "Malta", + "Malta", + "Malta", + "Malta", + "Malta", + "Malta", + "Malta", + "Malta", + "Malta", + "Malta", + "Malta", + "Malta" ], "legendgroup": "Southern Europe", "line": { @@ -315847,7 +313524,7 @@ "mode": "lines", "name": "Southern Europe", "orientation": "v", - "showlegend": true, + "showlegend": false, "stackgroup": "1", "x": [ 2011, @@ -315865,18 +313542,18 @@ ], "xaxis": "x", "y": [ - 1.0, - 1.0, - 1.0, - 2.0, - 3.0, - 3.0, - 3.0, - 3.0, - 4.0, - 4.0, - 7.0, - 12.0 + 0.0, + 0.0, + 0.0, + 0.0, + 0.0, + 0.0, + 0.0, + 0.0, + 0.0, + 0.0, + 0.0, + 1.0 ], "yaxis": "y", "type": "scatter" @@ -315929,17 +313606,17 @@ "xaxis": "x", "y": [ 0.0, - 0.0, - 0.0, - 0.0, - 0.0, - 0.0, - 0.0, - 0.0, - 1.0, 2.0, - 4.0, - 6.0 + 7.0, + 13.0, + 19.0, + 24.0, + 28.0, + 46.0, + 74.0, + 105.0, + 147.0, + 174.0 ], "yaxis": "y", "type": "scatter" @@ -315991,18 +313668,18 @@ ], "xaxis": "x", "y": [ - 0.0, - 0.0, - 0.0, - 0.0, - 2.0, - 2.0, - 4.0, - 6.0, + 3.0, 10.0, - 16.0, + 14.0, 23.0, - 35.0 + 34.0, + 45.0, + 68.0, + 101.0, + 152.0, + 227.0, + 282.0, + 349.0 ], "yaxis": "y", "type": "scatter" @@ -316054,10 +313731,6 @@ ], "xaxis": "x", "y": [ - 0.0, - 0.0, - 0.0, - 0.0, 0.0, 0.0, 0.0, @@ -316065,7 +313738,11 @@ 0.0, 1.0, 1.0, - 1.0 + 2.0, + 9.0, + 13.0, + 16.0, + 21.0 ], "yaxis": "y", "type": "scatter" @@ -316117,18 +313794,18 @@ ], "xaxis": "x", "y": [ - 0.0, - 1.0, - 1.0, - 1.0, - 1.0, - 1.0, - 1.0, - 1.0, - 1.0, - 2.0, - 4.0, - 10.0 + 3.0, + 5.0, + 7.0, + 12.0, + 15.0, + 20.0, + 23.0, + 33.0, + 50.0, + 71.0, + 90.0, + 113.0 ], "yaxis": "y", "type": "scatter" @@ -316185,13 +313862,13 @@ 0.0, 0.0, 0.0, - 0.0, - 0.0, - 0.0, - 0.0, - 2.0, - 3.0, - 4.0 + 1.0, + 1.0, + 9.0, + 18.0, + 20.0, + 23.0, + 24.0 ], "yaxis": "y", "type": "scatter" @@ -316253,8 +313930,71 @@ 0.0, 1.0, 3.0, + 4.0, + 6.0 + ], + "yaxis": "y", + "type": "scatter" + }, + { + "fillpattern": { + "shape": "" + }, + "hovertemplate": "%{hovertext}
%{x}
Co-publications: %{y}", + "hovertext": [ + "Romania", + "Romania", + "Romania", + "Romania", + "Romania", + "Romania", + "Romania", + "Romania", + "Romania", + "Romania", + "Romania", + "Romania" + ], + "legendgroup": "Eastern Europe", + "line": { + "color": "#ab63fa" + }, + "marker": { + "symbol": "circle" + }, + "mode": "lines", + "name": "Eastern Europe", + "orientation": "v", + "showlegend": false, + "stackgroup": "1", + "x": [ + 2011, + 2012, + 2013, + 2014, + 2015, + 2016, + 2017, + 2018, + 2019, + 2020, + 2021, + 2022 + ], + "xaxis": "x", + "y": [ + 0.0, + 1.0, + 1.0, + 1.0, + 1.0, + 1.0, 3.0, - 3.0 + 4.0, + 5.0, + 6.0, + 8.0, + 9.0 ], "yaxis": "y", "type": "scatter" @@ -316306,18 +314046,18 @@ ], "xaxis": "x", "y": [ - 0.0, - 0.0, - 0.0, 0.0, 0.0, 0.0, 1.0, 3.0, 6.0, - 7.0, - 9.0, - 12.0 + 10.0, + 15.0, + 23.0, + 31.0, + 45.0, + 67.0 ], "yaxis": "y", "type": "scatter" @@ -316328,18 +314068,18 @@ }, "hovertemplate": "%{hovertext}
%{x}
Co-publications: %{y}", "hovertext": [ - "Romania", - "Romania", - "Romania", - "Romania", - "Romania", - "Romania", - "Romania", - "Romania", - "Romania", - "Romania", - "Romania", - "Romania" + "Bulgaria", + "Bulgaria", + "Bulgaria", + "Bulgaria", + "Bulgaria", + "Bulgaria", + "Bulgaria", + "Bulgaria", + "Bulgaria", + "Bulgaria", + "Bulgaria", + "Bulgaria" ], "legendgroup": "Eastern Europe", "line": { @@ -316372,6 +314112,66 @@ 0.0, 0.0, 0.0, + 0.0, + 0.0, + 2.0, + 5.0, + 5.0, + 5.0, + 7.0, + 10.0, + 11.0 + ], + "yaxis": "y", + "type": "scatter" + }, + { + "fillpattern": { + "shape": "" + }, + "hovertemplate": "%{hovertext}
%{x}
Co-publications: %{y}", + "hovertext": [ + "Croatia", + "Croatia", + "Croatia", + "Croatia", + "Croatia", + "Croatia", + "Croatia", + "Croatia", + "Croatia", + "Croatia", + "Croatia", + "Croatia" + ], + "legendgroup": "Eastern Europe", + "line": { + "color": "#ab63fa" + }, + "marker": { + "symbol": "circle" + }, + "mode": "lines", + "name": "Eastern Europe", + "orientation": "v", + "showlegend": false, + "stackgroup": "1", + "x": [ + 2011, + 2012, + 2013, + 2014, + 2015, + 2016, + 2017, + 2018, + 2019, + 2020, + 2021, + 2022 + ], + "xaxis": "x", + "y": [ 0.0, 0.0, 0.0, @@ -316380,7 +314180,10 @@ 0.0, 0.0, 0.0, - 1.0 + 1.0, + 2.0, + 5.0, + 5.0 ], "yaxis": "y", "type": "scatter" @@ -316432,18 +314235,18 @@ ], "xaxis": "x", "y": [ - 2.0, - 2.0, - 2.0, - 2.0, - 2.0, - 3.0, - 3.0, - 4.0, - 4.0, - 4.0, + 0.0, + 0.0, + 0.0, + 0.0, + 1.0, + 1.0, 5.0, - 6.0 + 9.0, + 11.0, + 15.0, + 18.0, + 21.0 ], "yaxis": "y", "type": "scatter" @@ -316497,8 +314300,6 @@ "y": [ 0.0, 0.0, - 0.0, - 1.0, 1.0, 1.0, 1.0, @@ -316506,7 +314307,9 @@ 1.0, 2.0, 2.0, - 2.0 + 9.0, + 12.0, + 15.0 ], "yaxis": "y", "type": "scatter" @@ -316535,7 +314338,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Western Europe", "orientation": "v", "showlegend": false, @@ -316555,18 +314358,18 @@ ], "xaxis": "x2", "y": [ - 0.0, - 0.0, 0.0, 0.0, 1.0, - 0.0, 2.0, + 3.0, + 3.0, 0.0, - 0.0, - 0.0, - 0.0, - 2.0 + 2.0, + 8.0, + 14.0, + 7.0, + 20.0 ], "yaxis": "y2", "type": "scatter" @@ -316595,7 +314398,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Western Europe", "orientation": "v", "showlegend": false, @@ -316615,18 +314418,18 @@ ], "xaxis": "x2", "y": [ - 1.0, - 4.0, - 0.0, - 8.0, - 9.0, - 7.0, - 11.0, 19.0, - 24.0, + 32.0, 37.0, - 60.0, - 75.0 + 54.0, + 72.0, + 106.0, + 130.0, + 274.0, + 460.0, + 560.0, + 517.0, + 549.0 ], "yaxis": "y2", "type": "scatter" @@ -316655,7 +314458,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Western Europe", "orientation": "v", "showlegend": false, @@ -316676,17 +314479,17 @@ "xaxis": "x2", "y": [ 0.0, + 2.0, 0.0, - 1.0, - 1.0, - 0.0, - 0.0, - 0.0, - 1.0, 2.0, - 3.0, 2.0, - 4.0 + 2.0, + 5.0, + 10.0, + 8.0, + 15.0, + 15.0, + 11.0 ], "yaxis": "y2", "type": "scatter" @@ -316715,7 +314518,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Western Europe", "orientation": "v", "showlegend": false, @@ -316738,15 +314541,15 @@ 1.0, 0.0, 0.0, - 0.0, - 1.0, - 1.0, + 5.0, 3.0, - 2.0, - 6.0, - 9.0, - 10.0, - 11.0 + 4.0, + 3.0, + 7.0, + 20.0, + 14.0, + 22.0, + 21.0 ], "yaxis": "y2", "type": "scatter" @@ -316775,7 +314578,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Western Europe", "orientation": "v", "showlegend": false, @@ -316795,18 +314598,18 @@ ], "xaxis": "x2", "y": [ - 0.0, - 0.0, - 0.0, - 0.0, - 0.0, - 0.0, - 0.0, + 2.0, + 1.0, 1.0, 0.0, - 0.0, - 0.0, - 0.0 + 1.0, + 1.0, + 1.0, + 3.0, + 3.0, + 2.0, + 12.0, + 15.0 ], "yaxis": "y2", "type": "scatter" @@ -316835,7 +314638,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Western Europe", "orientation": "v", "showlegend": false, @@ -316855,18 +314658,18 @@ ], "xaxis": "x2", "y": [ - 0.0, - 0.0, - 0.0, - 0.0, - 0.0, - 0.0, - 0.0, - 1.0, - 0.0, - 1.0, + 3.0, 1.0, - 0.0 + 3.0, + 2.0, + 4.0, + 7.0, + 7.0, + 8.0, + 16.0, + 16.0, + 41.0, + 17.0 ], "yaxis": "y2", "type": "scatter" @@ -316895,7 +314698,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Western Europe", "orientation": "v", "showlegend": false, @@ -316915,18 +314718,18 @@ ], "xaxis": "x2", "y": [ + 2.0, + 4.0, + 3.0, + 6.0, + 3.0, + 2.0, 0.0, - 0.0, - 0.0, - 1.0, - 1.0, - 0.0, - 0.0, - 1.0, - 1.0, - 5.0, - 5.0, - 6.0 + 10.0, + 6.0, + 16.0, + 8.0, + 18.0 ], "yaxis": "y2", "type": "scatter" @@ -316955,7 +314758,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Western Europe", "orientation": "v", "showlegend": false, @@ -316975,18 +314778,18 @@ ], "xaxis": "x2", "y": [ - 1.0, - 0.0, - 0.0, - 0.0, - 0.0, - 1.0, - 1.0, - 3.0, - 4.0, - 4.0, - 3.0, - 4.0 + 5.0, + 10.0, + 17.0, + 24.0, + 18.0, + 18.0, + 31.0, + 50.0, + 77.0, + 95.0, + 89.0, + 67.0 ], "yaxis": "y2", "type": "scatter" @@ -317015,7 +314818,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Western Europe", "orientation": "v", "showlegend": false, @@ -317035,18 +314838,18 @@ ], "xaxis": "x2", "y": [ - 0.0, - 1.0, - 0.0, - 4.0, 2.0, - 2.0, - 6.0, - 8.0, - 6.0, + 3.0, 11.0, - 15.0, - 16.0 + 6.0, + 7.0, + 26.0, + 21.0, + 39.0, + 47.0, + 65.0, + 88.0, + 61.0 ], "yaxis": "y2", "type": "scatter" @@ -317075,7 +314878,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Northern Europe", "orientation": "v", "showlegend": false, @@ -317095,18 +314898,18 @@ ], "xaxis": "x2", "y": [ - 0.0, - 1.0, - 0.0, - 1.0, - 1.0, - 0.0, - 2.0, 3.0, - 7.0, - 4.0, - 7.0, - 17.0 + 3.0, + 6.0, + 8.0, + 16.0, + 24.0, + 24.0, + 15.0, + 48.0, + 36.0, + 39.0, + 42.0 ], "yaxis": "y2", "type": "scatter" @@ -317135,7 +314938,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Northern Europe", "orientation": "v", "showlegend": false, @@ -317155,18 +314958,18 @@ ], "xaxis": "x2", "y": [ - 0.0, - 1.0, - 0.0, - 0.0, - 0.0, - 1.0, - 1.0, - 1.0, - 2.0, - 2.0, - 2.0, - 2.0 + 4.0, + 4.0, + 6.0, + 8.0, + 8.0, + 11.0, + 16.0, + 26.0, + 46.0, + 45.0, + 40.0, + 24.0 ], "yaxis": "y2", "type": "scatter" @@ -317174,18 +314977,18 @@ { "hovertemplate": "%{hovertext}
%{x}
Co-publications: %{y}", "hovertext": [ - "Denmark", - "Denmark", - "Denmark", - "Denmark", - "Denmark", - "Denmark", - "Denmark", - "Denmark", - "Denmark", - "Denmark", - "Denmark", - "Denmark" + "Lithuania", + "Lithuania", + "Lithuania", + "Lithuania", + "Lithuania", + "Lithuania", + "Lithuania", + "Lithuania", + "Lithuania", + "Lithuania", + "Lithuania", + "Lithuania" ], "legendgroup": "Northern Europe", "line": { @@ -317195,7 +314998,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Northern Europe", "orientation": "v", "showlegend": false, @@ -317218,13 +315021,13 @@ 0.0, 0.0, 0.0, - 1.0, - 1.0, 0.0, + 0.0, + 0.0, + 0.0, + 0.0, + 6.0, 1.0, - 2.0, - 3.0, - 3.0, 3.0, 3.0 ], @@ -317234,18 +315037,18 @@ { "hovertemplate": "%{hovertext}
%{x}
Co-publications: %{y}", "hovertext": [ - "Estonia", - "Estonia", - "Estonia", - "Estonia", - "Estonia", - "Estonia", - "Estonia", - "Estonia", - "Estonia", - "Estonia", - "Estonia", - "Estonia" + "Denmark", + "Denmark", + "Denmark", + "Denmark", + "Denmark", + "Denmark", + "Denmark", + "Denmark", + "Denmark", + "Denmark", + "Denmark", + "Denmark" ], "legendgroup": "Northern Europe", "line": { @@ -317255,7 +315058,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Northern Europe", "orientation": "v", "showlegend": false, @@ -317275,18 +315078,18 @@ ], "xaxis": "x2", "y": [ + 4.0, + 3.0, + 1.0, 0.0, + 2.0, 0.0, - 0.0, - 0.0, - 0.0, - 0.0, - 0.0, - 0.0, - 0.0, - 1.0, - 3.0, - 0.0 + 8.0, + 9.0, + 20.0, + 20.0, + 13.0, + 24.0 ], "yaxis": "y2", "type": "scatter" @@ -317315,7 +315118,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Northern Europe", "orientation": "v", "showlegend": false, @@ -317335,18 +315138,18 @@ ], "xaxis": "x2", "y": [ - 0.0, - 0.0, - 0.0, - 1.0, - 0.0, - 0.0, - 0.0, - 1.0, - 0.0, 1.0, - 2.0, - 3.0 + 6.0, + 5.0, + 7.0, + 14.0, + 14.0, + 18.0, + 36.0, + 46.0, + 43.0, + 59.0, + 68.0 ], "yaxis": "y2", "type": "scatter" @@ -317354,17 +315157,77 @@ { "hovertemplate": "%{hovertext}
%{x}
Co-publications: %{y}", "hovertext": [ + "Estonia", + "Estonia", + "Estonia", + "Estonia", + "Estonia", + "Estonia", + "Estonia", + "Estonia", + "Estonia", + "Estonia", + "Estonia", + "Estonia" + ], + "legendgroup": "Northern Europe", + "line": { + "color": "#EF553B", + "dash": "solid" + }, + "marker": { + "symbol": "circle" + }, + "mode": "lines+markers", + "name": "Northern Europe", + "orientation": "v", + "showlegend": false, + "x": [ + 2011, + 2012, + 2013, + 2014, + 2015, + 2016, + 2017, + 2018, + 2019, + 2020, + 2021, + 2022 + ], + "xaxis": "x2", + "y": [ + 0.0, + 0.0, + 0.0, + 0.0, + 0.0, + 0.0, + 0.0, + 1.0, + 0.0, + 3.0, + 2.0, + 3.0 + ], + "yaxis": "y2", + "type": "scatter" + }, + { + "hovertemplate": "%{hovertext}
%{x}
Co-publications: %{y}", + "hovertext": [ + "Spain", + "Spain", + "Spain", + "Spain", + "Spain", + "Spain", "Spain", "Spain", "Spain", "Spain", "Spain", - "Spain", - "Spain", - "Spain", - "Spain", - "Spain", - "Spain", "Spain" ], "legendgroup": "Southern Europe", @@ -317375,7 +315238,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Southern Europe", "orientation": "v", "showlegend": false, @@ -317396,17 +315259,77 @@ "xaxis": "x2", "y": [ 1.0, + 7.0, + 6.0, + 12.0, + 11.0, + 14.0, + 18.0, + 21.0, + 30.0, + 35.0, + 52.0, + 36.0 + ], + "yaxis": "y2", + "type": "scatter" + }, + { + "hovertemplate": "%{hovertext}
%{x}
Co-publications: %{y}", + "hovertext": [ + "Malta", + "Malta", + "Malta", + "Malta", + "Malta", + "Malta", + "Malta", + "Malta", + "Malta", + "Malta", + "Malta", + "Malta" + ], + "legendgroup": "Southern Europe", + "line": { + "color": "#00cc96", + "dash": "solid" + }, + "marker": { + "symbol": "circle" + }, + "mode": "lines+markers", + "name": "Southern Europe", + "orientation": "v", + "showlegend": false, + "x": [ + 2011, + 2012, + 2013, + 2014, + 2015, + 2016, + 2017, + 2018, + 2019, + 2020, + 2021, + 2022 + ], + "xaxis": "x2", + "y": [ 0.0, 0.0, - 1.0, - 1.0, 0.0, 0.0, 0.0, - 1.0, 0.0, - 3.0, - 5.0 + 0.0, + 0.0, + 0.0, + 0.0, + 0.0, + 1.0 ], "yaxis": "y2", "type": "scatter" @@ -317435,7 +315358,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Southern Europe", "orientation": "v", "showlegend": false, @@ -317456,17 +315379,17 @@ "xaxis": "x2", "y": [ 0.0, - 0.0, - 0.0, - 0.0, - 0.0, - 0.0, - 0.0, - 0.0, - 1.0, - 1.0, 2.0, - 2.0 + 5.0, + 6.0, + 6.0, + 5.0, + 4.0, + 18.0, + 28.0, + 31.0, + 42.0, + 27.0 ], "yaxis": "y2", "type": "scatter" @@ -317495,7 +315418,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Southern Europe", "orientation": "v", "showlegend": false, @@ -317515,18 +315438,18 @@ ], "xaxis": "x2", "y": [ - 0.0, - 0.0, - 0.0, - 0.0, - 2.0, - 0.0, - 2.0, - 2.0, - 4.0, - 6.0, + 3.0, 7.0, - 12.0 + 4.0, + 9.0, + 11.0, + 11.0, + 23.0, + 33.0, + 51.0, + 75.0, + 55.0, + 67.0 ], "yaxis": "y2", "type": "scatter" @@ -317555,7 +315478,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Southern Europe", "orientation": "v", "showlegend": false, @@ -317575,10 +315498,6 @@ ], "xaxis": "x2", "y": [ - 0.0, - 0.0, - 0.0, - 0.0, 0.0, 0.0, 0.0, @@ -317586,7 +315505,11 @@ 0.0, 1.0, 0.0, - 0.0 + 1.0, + 7.0, + 4.0, + 3.0, + 5.0 ], "yaxis": "y2", "type": "scatter" @@ -317615,7 +315538,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Southern Europe", "orientation": "v", "showlegend": false, @@ -317635,18 +315558,18 @@ ], "xaxis": "x2", "y": [ - 0.0, - 1.0, - 0.0, - 0.0, - 0.0, - 0.0, - 0.0, - 0.0, - 0.0, - 1.0, + 3.0, 2.0, - 6.0 + 2.0, + 5.0, + 3.0, + 5.0, + 3.0, + 10.0, + 17.0, + 21.0, + 19.0, + 23.0 ], "yaxis": "y2", "type": "scatter" @@ -317675,7 +315598,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Eastern Europe", "orientation": "v", "showlegend": false, @@ -317700,12 +315623,12 @@ 0.0, 0.0, 0.0, + 1.0, 0.0, - 0.0, - 0.0, - 0.0, + 8.0, + 9.0, 2.0, - 1.0, + 3.0, 1.0 ], "yaxis": "y2", @@ -317735,7 +315658,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Eastern Europe", "orientation": "v", "showlegend": false, @@ -317765,8 +315688,68 @@ 0.0, 1.0, 2.0, + 1.0, + 2.0 + ], + "yaxis": "y2", + "type": "scatter" + }, + { + "hovertemplate": "%{hovertext}
%{x}
Co-publications: %{y}", + "hovertext": [ + "Romania", + "Romania", + "Romania", + "Romania", + "Romania", + "Romania", + "Romania", + "Romania", + "Romania", + "Romania", + "Romania", + "Romania" + ], + "legendgroup": "Eastern Europe", + "line": { + "color": "#ab63fa", + "dash": "solid" + }, + "marker": { + "symbol": "circle" + }, + "mode": "lines+markers", + "name": "Eastern Europe", + "orientation": "v", + "showlegend": false, + "x": [ + 2011, + 2012, + 2013, + 2014, + 2015, + 2016, + 2017, + 2018, + 2019, + 2020, + 2021, + 2022 + ], + "xaxis": "x2", + "y": [ 0.0, - 0.0 + 1.0, + 0.0, + 0.0, + 0.0, + 0.0, + 2.0, + 1.0, + 1.0, + 1.0, + 2.0, + 1.0 ], "yaxis": "y2", "type": "scatter" @@ -317795,7 +315778,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Eastern Europe", "orientation": "v", "showlegend": false, @@ -317815,18 +315798,18 @@ ], "xaxis": "x2", "y": [ - 0.0, - 0.0, - 0.0, 0.0, 0.0, 0.0, 1.0, 2.0, 3.0, - 1.0, - 2.0, - 3.0 + 4.0, + 5.0, + 8.0, + 8.0, + 14.0, + 22.0 ], "yaxis": "y2", "type": "scatter" @@ -317834,18 +315817,18 @@ { "hovertemplate": "%{hovertext}
%{x}
Co-publications: %{y}", "hovertext": [ - "Romania", - "Romania", - "Romania", - "Romania", - "Romania", - "Romania", - "Romania", - "Romania", - "Romania", - "Romania", - "Romania", - "Romania" + "Bulgaria", + "Bulgaria", + "Bulgaria", + "Bulgaria", + "Bulgaria", + "Bulgaria", + "Bulgaria", + "Bulgaria", + "Bulgaria", + "Bulgaria", + "Bulgaria", + "Bulgaria" ], "legendgroup": "Eastern Europe", "line": { @@ -317855,7 +315838,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Eastern Europe", "orientation": "v", "showlegend": false, @@ -317878,6 +315861,63 @@ 0.0, 0.0, 0.0, + 0.0, + 0.0, + 2.0, + 3.0, + 0.0, + 0.0, + 2.0, + 3.0, + 1.0 + ], + "yaxis": "y2", + "type": "scatter" + }, + { + "hovertemplate": "%{hovertext}
%{x}
Co-publications: %{y}", + "hovertext": [ + "Croatia", + "Croatia", + "Croatia", + "Croatia", + "Croatia", + "Croatia", + "Croatia", + "Croatia", + "Croatia", + "Croatia", + "Croatia", + "Croatia" + ], + "legendgroup": "Eastern Europe", + "line": { + "color": "#ab63fa", + "dash": "solid" + }, + "marker": { + "symbol": "circle" + }, + "mode": "lines+markers", + "name": "Eastern Europe", + "orientation": "v", + "showlegend": false, + "x": [ + 2011, + 2012, + 2013, + 2014, + 2015, + 2016, + 2017, + 2018, + 2019, + 2020, + 2021, + 2022 + ], + "xaxis": "x2", + "y": [ 0.0, 0.0, 0.0, @@ -317886,7 +315926,10 @@ 0.0, 0.0, 0.0, - 1.0 + 1.0, + 1.0, + 3.0, + 0.0 ], "yaxis": "y2", "type": "scatter" @@ -317915,7 +315958,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Eastern Europe", "orientation": "v", "showlegend": false, @@ -317935,18 +315978,18 @@ ], "xaxis": "x2", "y": [ - 2.0, 0.0, 0.0, 0.0, 0.0, 1.0, 0.0, - 1.0, - 0.0, - 0.0, - 1.0, - 1.0 + 4.0, + 4.0, + 2.0, + 4.0, + 3.0, + 3.0 ], "yaxis": "y2", "type": "scatter" @@ -317975,7 +316018,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Eastern Europe", "orientation": "v", "showlegend": false, @@ -317995,7 +316038,6 @@ ], "xaxis": "x2", "y": [ - 0.0, 0.0, 0.0, 1.0, @@ -318003,10 +316045,11 @@ 0.0, 0.0, 0.0, - 0.0, 1.0, 0.0, - 0.0 + 7.0, + 3.0, + 3.0 ], "yaxis": "y2", "type": "scatter" @@ -318035,7 +316078,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Western Europe", "orientation": "v", "showlegend": false, @@ -318055,18 +316098,18 @@ ], "xaxis": "x3", "y": [ - -1.0, - -1.0, -1.0, -1.0, 0.0, - -1.0, 1.0, + 2.0, + 2.0, -1.0, - -1.0, - -1.0, - -1.0, - 1.0 + 1.0, + 7.0, + 13.0, + 6.0, + 19.0 ], "yaxis": "y3", "type": "scatter" @@ -318095,7 +316138,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Western Europe", "orientation": "v", "showlegend": false, @@ -318116,17 +316159,17 @@ "xaxis": "x3", "y": [ 0.0, - 3.0, - -1.0, - 7.0, - 8.0, - 6.0, - 10.0, - 18.0, - 23.0, - 36.0, - 59.0, - 74.0 + 0.6842105263157895, + 0.9473684210526315, + 1.8421052631578947, + 2.789473684210526, + 4.578947368421052, + 5.842105263157895, + 13.421052631578947, + 23.210526315789473, + 28.473684210526315, + 26.210526315789473, + 27.894736842105264 ], "yaxis": "y3", "type": "scatter" @@ -318155,7 +316198,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Western Europe", "orientation": "v", "showlegend": false, @@ -318176,17 +316219,17 @@ "xaxis": "x3", "y": [ -1.0, + 0.0, -1.0, 0.0, 0.0, - -1.0, - -1.0, - -1.0, 0.0, - 1.0, - 2.0, - 1.0, - 3.0 + 1.5, + 4.0, + 3.0, + 6.5, + 6.5, + 4.5 ], "yaxis": "y3", "type": "scatter" @@ -318215,7 +316258,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Western Europe", "orientation": "v", "showlegend": false, @@ -318238,15 +316281,15 @@ 0.0, -1.0, -1.0, - -1.0, - 0.0, - 0.0, + 4.0, 2.0, - 1.0, - 5.0, - 8.0, - 9.0, - 10.0 + 3.0, + 2.0, + 6.0, + 19.0, + 13.0, + 21.0, + 20.0 ], "yaxis": "y3", "type": "scatter" @@ -318275,7 +316318,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Western Europe", "orientation": "v", "showlegend": false, @@ -318295,18 +316338,18 @@ ], "xaxis": "x3", "y": [ - -1.0, - -1.0, - -1.0, - -1.0, - -1.0, - -1.0, - -1.0, 0.0, + -0.5, + -0.5, -1.0, - -1.0, - -1.0, - -1.0 + -0.5, + -0.5, + -0.5, + 0.5, + 0.5, + 0.0, + 5.0, + 6.5 ], "yaxis": "y3", "type": "scatter" @@ -318335,7 +316378,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Western Europe", "orientation": "v", "showlegend": false, @@ -318355,18 +316398,18 @@ ], "xaxis": "x3", "y": [ - -1.0, - -1.0, - -1.0, - -1.0, - -1.0, - -1.0, - -1.0, - 0.0, - -1.0, 0.0, + -0.6666666666666666, 0.0, - -1.0 + -0.3333333333333333, + 0.3333333333333333, + 1.3333333333333333, + 1.3333333333333333, + 1.6666666666666667, + 4.333333333333333, + 4.333333333333333, + 12.666666666666666, + 4.666666666666667 ], "yaxis": "y3", "type": "scatter" @@ -318395,7 +316438,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Western Europe", "orientation": "v", "showlegend": false, @@ -318415,18 +316458,18 @@ ], "xaxis": "x3", "y": [ - -1.0, - -1.0, - -1.0, 0.0, + 1.0, + 0.5, + 2.0, + 0.5, 0.0, -1.0, - -1.0, - 0.0, - 0.0, - 4.0, 4.0, - 5.0 + 2.0, + 7.0, + 3.0, + 8.0 ], "yaxis": "y3", "type": "scatter" @@ -318455,7 +316498,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Western Europe", "orientation": "v", "showlegend": false, @@ -318476,17 +316519,17 @@ "xaxis": "x3", "y": [ 0.0, - -1.0, - -1.0, - -1.0, - -1.0, - 0.0, - 0.0, - 2.0, - 3.0, - 3.0, - 2.0, - 3.0 + 1.0, + 2.4, + 3.8, + 2.6, + 2.6, + 5.2, + 9.0, + 14.4, + 18.0, + 16.8, + 12.4 ], "yaxis": "y3", "type": "scatter" @@ -318515,7 +316558,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Western Europe", "orientation": "v", "showlegend": false, @@ -318535,18 +316578,18 @@ ], "xaxis": "x3", "y": [ - -1.0, 0.0, - -1.0, - 3.0, - 1.0, - 1.0, - 5.0, - 7.0, - 5.0, - 10.0, - 14.0, - 15.0 + 0.5, + 4.5, + 2.0, + 2.5, + 12.0, + 9.5, + 18.5, + 22.5, + 31.5, + 43.0, + 29.5 ], "yaxis": "y3", "type": "scatter" @@ -318575,7 +316618,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Northern Europe", "orientation": "v", "showlegend": false, @@ -318595,18 +316638,18 @@ ], "xaxis": "x3", "y": [ - -1.0, - 0.0, - -1.0, 0.0, 0.0, - -1.0, 1.0, - 2.0, - 6.0, - 3.0, - 6.0, - 16.0 + 1.6666666666666667, + 4.333333333333333, + 7.0, + 7.0, + 4.0, + 15.0, + 11.0, + 12.0, + 13.0 ], "yaxis": "y3", "type": "scatter" @@ -318635,7 +316678,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Northern Europe", "orientation": "v", "showlegend": false, @@ -318655,18 +316698,18 @@ ], "xaxis": "x3", "y": [ - -1.0, - 0.0, - -1.0, - -1.0, - -1.0, 0.0, 0.0, - 0.0, - 1.0, + 0.5, 1.0, 1.0, - 1.0 + 1.75, + 3.0, + 5.5, + 10.5, + 10.25, + 9.0, + 5.0 ], "yaxis": "y3", "type": "scatter" @@ -318674,18 +316717,18 @@ { "hovertemplate": "%{hovertext}
%{x}
Relative growth: %{y}%", "hovertext": [ - "Denmark", - "Denmark", - "Denmark", - "Denmark", - "Denmark", - "Denmark", - "Denmark", - "Denmark", - "Denmark", - "Denmark", - "Denmark", - "Denmark" + "Lithuania", + "Lithuania", + "Lithuania", + "Lithuania", + "Lithuania", + "Lithuania", + "Lithuania", + "Lithuania", + "Lithuania", + "Lithuania", + "Lithuania", + "Lithuania" ], "legendgroup": "Northern Europe", "line": { @@ -318695,7 +316738,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Northern Europe", "orientation": "v", "showlegend": false, @@ -318718,15 +316761,15 @@ -1.0, -1.0, -1.0, - 0.0, - 0.0, + -1.0, + -1.0, + -1.0, + -1.0, -1.0, 0.0, - 1.0, - 2.0, - 2.0, - 2.0, - 2.0 + -0.8333333333333334, + -0.5, + -0.5 ], "yaxis": "y3", "type": "scatter" @@ -318734,18 +316777,18 @@ { "hovertemplate": "%{hovertext}
%{x}
Relative growth: %{y}%", "hovertext": [ - "Estonia", - "Estonia", - "Estonia", - "Estonia", - "Estonia", - "Estonia", - "Estonia", - "Estonia", - "Estonia", - "Estonia", - "Estonia", - "Estonia" + "Denmark", + "Denmark", + "Denmark", + "Denmark", + "Denmark", + "Denmark", + "Denmark", + "Denmark", + "Denmark", + "Denmark", + "Denmark", + "Denmark" ], "legendgroup": "Northern Europe", "line": { @@ -318755,7 +316798,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Northern Europe", "orientation": "v", "showlegend": false, @@ -318775,18 +316818,18 @@ ], "xaxis": "x3", "y": [ + 0.0, + -0.25, + -0.75, -1.0, + -0.5, -1.0, - -1.0, - -1.0, - -1.0, - -1.0, - -1.0, - -1.0, - -1.0, - 0.0, - 2.0, - -1.0 + 1.0, + 1.25, + 4.0, + 4.0, + 2.25, + 5.0 ], "yaxis": "y3", "type": "scatter" @@ -318815,7 +316858,67 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", + "name": "Northern Europe", + "orientation": "v", + "showlegend": false, + "x": [ + 2011, + 2012, + 2013, + 2014, + 2015, + 2016, + 2017, + 2018, + 2019, + 2020, + 2021, + 2022 + ], + "xaxis": "x3", + "y": [ + 0.0, + 5.0, + 4.0, + 6.0, + 13.0, + 13.0, + 17.0, + 35.0, + 45.0, + 42.0, + 58.0, + 67.0 + ], + "yaxis": "y3", + "type": "scatter" + }, + { + "hovertemplate": "%{hovertext}
%{x}
Relative growth: %{y}%", + "hovertext": [ + "Estonia", + "Estonia", + "Estonia", + "Estonia", + "Estonia", + "Estonia", + "Estonia", + "Estonia", + "Estonia", + "Estonia", + "Estonia", + "Estonia" + ], + "legendgroup": "Northern Europe", + "line": { + "color": "#EF553B", + "dash": "solid" + }, + "marker": { + "symbol": "circle" + }, + "mode": "lines+markers", "name": "Northern Europe", "orientation": "v", "showlegend": false, @@ -318838,13 +316941,13 @@ -1.0, -1.0, -1.0, - 0.0, -1.0, -1.0, -1.0, - 0.0, -1.0, 0.0, + -1.0, + 2.0, 1.0, 2.0 ], @@ -318875,7 +316978,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Southern Europe", "orientation": "v", "showlegend": false, @@ -318896,17 +316999,77 @@ "xaxis": "x3", "y": [ 0.0, + 6.0, + 5.0, + 11.0, + 10.0, + 13.0, + 17.0, + 20.0, + 29.0, + 34.0, + 51.0, + 35.0 + ], + "yaxis": "y3", + "type": "scatter" + }, + { + "hovertemplate": "%{hovertext}
%{x}
Relative growth: %{y}%", + "hovertext": [ + "Malta", + "Malta", + "Malta", + "Malta", + "Malta", + "Malta", + "Malta", + "Malta", + "Malta", + "Malta", + "Malta", + "Malta" + ], + "legendgroup": "Southern Europe", + "line": { + "color": "#00cc96", + "dash": "solid" + }, + "marker": { + "symbol": "circle" + }, + "mode": "lines+markers", + "name": "Southern Europe", + "orientation": "v", + "showlegend": false, + "x": [ + 2011, + 2012, + 2013, + 2014, + 2015, + 2016, + 2017, + 2018, + 2019, + 2020, + 2021, + 2022 + ], + "xaxis": "x3", + "y": [ -1.0, -1.0, - 0.0, - 0.0, -1.0, -1.0, -1.0, - 0.0, -1.0, - 2.0, - 4.0 + -1.0, + -1.0, + -1.0, + -1.0, + -1.0, + 0.0 ], "yaxis": "y3", "type": "scatter" @@ -318935,7 +317098,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Southern Europe", "orientation": "v", "showlegend": false, @@ -318955,18 +317118,18 @@ ], "xaxis": "x3", "y": [ - -1.0, - -1.0, - -1.0, - -1.0, - -1.0, - -1.0, - -1.0, -1.0, 0.0, - 0.0, + 1.5, + 2.0, + 2.0, + 1.5, 1.0, - 1.0 + 8.0, + 13.0, + 14.5, + 20.0, + 12.5 ], "yaxis": "y3", "type": "scatter" @@ -318995,7 +317158,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Southern Europe", "orientation": "v", "showlegend": false, @@ -319015,18 +317178,18 @@ ], "xaxis": "x3", "y": [ - -1.0, - -1.0, - -1.0, - -1.0, - 0.0, - -1.0, - 0.0, 0.0, - 1.0, + 1.3333333333333333, + 0.3333333333333333, 2.0, - 2.5, - 5.0 + 2.6666666666666665, + 2.6666666666666665, + 6.666666666666667, + 10.0, + 16.0, + 24.0, + 17.333333333333332, + 21.333333333333332 ], "yaxis": "y3", "type": "scatter" @@ -319055,7 +317218,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Southern Europe", "orientation": "v", "showlegend": false, @@ -319075,10 +317238,6 @@ ], "xaxis": "x3", "y": [ - -1.0, - -1.0, - -1.0, - -1.0, -1.0, -1.0, -1.0, @@ -319086,7 +317245,11 @@ -1.0, 0.0, -1.0, - -1.0 + 0.0, + 6.0, + 3.0, + 2.0, + 4.0 ], "yaxis": "y3", "type": "scatter" @@ -319115,7 +317278,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Southern Europe", "orientation": "v", "showlegend": false, @@ -319135,18 +317298,18 @@ ], "xaxis": "x3", "y": [ - -1.0, 0.0, - -1.0, - -1.0, - -1.0, - -1.0, - -1.0, - -1.0, - -1.0, + -0.3333333333333333, + -0.3333333333333333, + 0.6666666666666666, 0.0, - 1.0, - 5.0 + 0.6666666666666666, + 0.0, + 2.3333333333333335, + 4.666666666666667, + 6.0, + 5.333333333333333, + 6.666666666666667 ], "yaxis": "y3", "type": "scatter" @@ -319175,7 +317338,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Eastern Europe", "orientation": "v", "showlegend": false, @@ -319195,18 +317358,18 @@ ], "xaxis": "x3", "y": [ - -1.0, - -1.0, - -1.0, - -1.0, -1.0, -1.0, -1.0, -1.0, -1.0, 0.0, - -0.5, - -0.5 + -1.0, + 7.0, + 8.0, + 1.0, + 2.0, + 0.0 ], "yaxis": "y3", "type": "scatter" @@ -319235,7 +317398,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Eastern Europe", "orientation": "v", "showlegend": false, @@ -319265,8 +317428,8 @@ -1.0, 0.0, 1.0, - -1.0, - -1.0 + 0.0, + 1.0 ], "yaxis": "y3", "type": "scatter" @@ -319274,18 +317437,18 @@ { "hovertemplate": "%{hovertext}
%{x}
Relative growth: %{y}%", "hovertext": [ - "Poland", - "Poland", - "Poland", - "Poland", - "Poland", - "Poland", - "Poland", - "Poland", - "Poland", - "Poland", - "Poland", - "Poland" + "Romania", + "Romania", + "Romania", + "Romania", + "Romania", + "Romania", + "Romania", + "Romania", + "Romania", + "Romania", + "Romania", + "Romania" ], "legendgroup": "Eastern Europe", "line": { @@ -319295,7 +317458,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Eastern Europe", "orientation": "v", "showlegend": false, @@ -319316,17 +317479,17 @@ "xaxis": "x3", "y": [ -1.0, + 0.0, -1.0, -1.0, -1.0, -1.0, - -1.0, - 0.0, 1.0, - 2.0, + 0.0, + 0.0, 0.0, 1.0, - 2.0 + 0.0 ], "yaxis": "y3", "type": "scatter" @@ -319334,18 +317497,18 @@ { "hovertemplate": "%{hovertext}
%{x}
Relative growth: %{y}%", "hovertext": [ - "Romania", - "Romania", - "Romania", - "Romania", - "Romania", - "Romania", - "Romania", - "Romania", - "Romania", - "Romania", - "Romania", - "Romania" + "Poland", + "Poland", + "Poland", + "Poland", + "Poland", + "Poland", + "Poland", + "Poland", + "Poland", + "Poland", + "Poland", + "Poland" ], "legendgroup": "Eastern Europe", "line": { @@ -319355,7 +317518,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Eastern Europe", "orientation": "v", "showlegend": false, @@ -319378,15 +317541,15 @@ -1.0, -1.0, -1.0, - -1.0, - -1.0, - -1.0, - -1.0, - -1.0, - -1.0, - -1.0, - -1.0, - 0.0 + 0.0, + 1.0, + 2.0, + 3.0, + 4.0, + 7.0, + 7.0, + 13.0, + 21.0 ], "yaxis": "y3", "type": "scatter" @@ -319394,18 +317557,18 @@ { "hovertemplate": "%{hovertext}
%{x}
Relative growth: %{y}%", "hovertext": [ - "Czech Republic", - "Czech Republic", - "Czech Republic", - "Czech Republic", - "Czech Republic", - "Czech Republic", - "Czech Republic", - "Czech Republic", - "Czech Republic", - "Czech Republic", - "Czech Republic", - "Czech Republic" + "Bulgaria", + "Bulgaria", + "Bulgaria", + "Bulgaria", + "Bulgaria", + "Bulgaria", + "Bulgaria", + "Bulgaria", + "Bulgaria", + "Bulgaria", + "Bulgaria", + "Bulgaria" ], "legendgroup": "Eastern Europe", "line": { @@ -319415,7 +317578,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Eastern Europe", "orientation": "v", "showlegend": false, @@ -319435,17 +317598,17 @@ ], "xaxis": "x3", "y": [ - 0.0, -1.0, -1.0, -1.0, -1.0, - -0.5, -1.0, - -0.5, + 0.0, + 0.5, -1.0, -1.0, - -0.5, + 0.0, + 0.5, -0.5 ], "yaxis": "y3", @@ -319454,18 +317617,18 @@ { "hovertemplate": "%{hovertext}
%{x}
Relative growth: %{y}%", "hovertext": [ - "Hungary", - "Hungary", - "Hungary", - "Hungary", - "Hungary", - "Hungary", - "Hungary", - "Hungary", - "Hungary", - "Hungary", - "Hungary", - "Hungary" + "Croatia", + "Croatia", + "Croatia", + "Croatia", + "Croatia", + "Croatia", + "Croatia", + "Croatia", + "Croatia", + "Croatia", + "Croatia", + "Croatia" ], "legendgroup": "Eastern Europe", "line": { @@ -319475,7 +317638,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Eastern Europe", "orientation": "v", "showlegend": false, @@ -319495,18 +317658,138 @@ ], "xaxis": "x3", "y": [ + -1.0, + -1.0, + -1.0, + -1.0, + -1.0, -1.0, -1.0, -1.0, 0.0, + 0.0, + 2.0, + -1.0 + ], + "yaxis": "y3", + "type": "scatter" + }, + { + "hovertemplate": "%{hovertext}
%{x}
Relative growth: %{y}%", + "hovertext": [ + "Czech Republic", + "Czech Republic", + "Czech Republic", + "Czech Republic", + "Czech Republic", + "Czech Republic", + "Czech Republic", + "Czech Republic", + "Czech Republic", + "Czech Republic", + "Czech Republic", + "Czech Republic" + ], + "legendgroup": "Eastern Europe", + "line": { + "color": "#ab63fa", + "dash": "solid" + }, + "marker": { + "symbol": "circle" + }, + "mode": "lines+markers", + "name": "Eastern Europe", + "orientation": "v", + "showlegend": false, + "x": [ + 2011, + 2012, + 2013, + 2014, + 2015, + 2016, + 2017, + 2018, + 2019, + 2020, + 2021, + 2022 + ], + "xaxis": "x3", + "y": [ -1.0, -1.0, -1.0, + -1.0, + 0.0, + -1.0, + 3.0, + 3.0, + 1.0, + 3.0, + 2.0, + 2.0 + ], + "yaxis": "y3", + "type": "scatter" + }, + { + "hovertemplate": "%{hovertext}
%{x}
Relative growth: %{y}%", + "hovertext": [ + "Hungary", + "Hungary", + "Hungary", + "Hungary", + "Hungary", + "Hungary", + "Hungary", + "Hungary", + "Hungary", + "Hungary", + "Hungary", + "Hungary" + ], + "legendgroup": "Eastern Europe", + "line": { + "color": "#ab63fa", + "dash": "solid" + }, + "marker": { + "symbol": "circle" + }, + "mode": "lines+markers", + "name": "Eastern Europe", + "orientation": "v", + "showlegend": false, + "x": [ + 2011, + 2012, + 2013, + 2014, + 2015, + 2016, + 2017, + 2018, + 2019, + 2020, + 2021, + 2022 + ], + "xaxis": "x3", + "y": [ -1.0, -1.0, 0.0, -1.0, - -1.0 + -1.0, + -1.0, + -1.0, + 0.0, + -1.0, + 6.0, + 2.0, + 2.0 ], "yaxis": "y3", "type": "scatter" @@ -320509,7 +318792,7 @@ "plotlyServerURL": "https://plotly.com" } }, - "text/html": "
" + "text/html": "
" }, "metadata": {}, "output_type": "display_data" @@ -320542,7 +318825,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Western Europe", "orientation": "v", "showlegend": true, @@ -320562,18 +318845,18 @@ ], "xaxis": "x25", "y": [ - 0.0, - 0.0, 0.0, 0.0, 1.0, - 0.0, 2.0, + 3.0, + 3.0, 0.0, - 0.0, - 0.0, - 0.0, - 2.0 + 2.0, + 8.0, + 14.0, + 7.0, + 20.0 ], "yaxis": "y25", "type": "scatter" @@ -320602,7 +318885,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Western Europe", "orientation": "v", "showlegend": false, @@ -320622,18 +318905,18 @@ ], "xaxis": "x26", "y": [ + 2.0, + 4.0, + 3.0, + 6.0, + 3.0, + 2.0, 0.0, - 0.0, - 0.0, - 1.0, - 1.0, - 0.0, - 0.0, - 1.0, - 1.0, - 5.0, - 5.0, - 6.0 + 10.0, + 6.0, + 16.0, + 8.0, + 18.0 ], "yaxis": "y26", "type": "scatter" @@ -320662,7 +318945,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Western Europe", "orientation": "v", "showlegend": false, @@ -320680,22 +318963,22 @@ 2021, 2022 ], - 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"mode": "markers+lines", + "mode": "lines+markers", "name": "Northern Europe", "orientation": "v", "showlegend": false, @@ -321220,22 +319503,82 @@ 2021, 2022 ], - "xaxis": "x19", + "xaxis": "x21", + "y": [ + 1.0, + 6.0, + 5.0, + 7.0, + 14.0, + 14.0, + 18.0, + 36.0, + 46.0, + 43.0, + 59.0, + 68.0 + ], + "yaxis": "y21", + "type": "scatter" + }, + { + "hovertemplate": "%{hovertext}
%{x}
Co-publications: %{y}", + "hovertext": [ + "Lithuania", + "Lithuania", + "Lithuania", + "Lithuania", + "Lithuania", + "Lithuania", + "Lithuania", + "Lithuania", + "Lithuania", + "Lithuania", + "Lithuania", + "Lithuania" + ], + "legendgroup": "Northern Europe", + "line": { + "color": "#EF553B", + "dash": "solid" + }, + "marker": { + "symbol": "circle" + }, + "mode": "lines+markers", + "name": "Northern Europe", + "orientation": "v", + "showlegend": false, + "x": [ + 2011, + 2012, + 2013, + 2014, + 2015, + 2016, + 2017, + 2018, + 2019, + 2020, + 2021, + 2022 + ], + "xaxis": "x16", "y": [ 0.0, 0.0, 0.0, - 1.0, 0.0, 0.0, 0.0, - 1.0, 0.0, + 0.0, + 6.0, 1.0, - 2.0, + 3.0, 3.0 ], - "yaxis": "y19", + "yaxis": "y16", "type": "scatter" }, { @@ -321262,7 +319605,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Northern Europe", "orientation": "v", "showlegend": false, @@ -321280,22 +319623,22 @@ 2021, 2022 ], - "xaxis": "x16", + "xaxis": "x8", "y": [ - 0.0, - 1.0, - 0.0, - 0.0, - 0.0, - 1.0, - 1.0, - 1.0, - 2.0, - 2.0, - 2.0, - 2.0 + 4.0, + 4.0, + 6.0, + 8.0, + 8.0, + 11.0, + 16.0, + 26.0, + 46.0, + 45.0, + 40.0, + 24.0 ], - "yaxis": "y16", + "yaxis": "y8", "type": "scatter" }, { @@ -321322,7 +319665,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Northern Europe", "orientation": "v", "showlegend": false, @@ -321340,22 +319683,22 @@ 2021, 2022 ], - "xaxis": "x11", + "xaxis": "x3", "y": [ - 0.0, - 1.0, - 0.0, - 1.0, - 1.0, - 0.0, - 2.0, 3.0, - 7.0, - 4.0, - 7.0, - 17.0 + 3.0, + 6.0, + 8.0, + 16.0, + 24.0, + 24.0, + 15.0, + 48.0, + 36.0, + 39.0, + 42.0 ], - "yaxis": "y11", + "yaxis": "y3", "type": "scatter" }, { @@ -321382,7 +319725,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Southern Europe", "orientation": "v", "showlegend": true, @@ -321400,12 +319743,8 @@ 2021, 2022 ], - "xaxis": "x27", + "xaxis": "x29", "y": [ - 0.0, - 0.0, - 0.0, - 0.0, 0.0, 0.0, 0.0, @@ -321413,9 +319752,13 @@ 0.0, 1.0, 0.0, - 0.0 + 1.0, + 7.0, + 4.0, + 3.0, + 5.0 ], - "yaxis": "y27", + "yaxis": "y29", "type": "scatter" }, { @@ -321442,7 +319785,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Southern Europe", "orientation": "v", "showlegend": false, @@ -321460,22 +319803,22 @@ 2021, 2022 ], - "xaxis": "x22", + "xaxis": "x24", "y": [ - 0.0, - 1.0, - 0.0, - 0.0, - 0.0, - 0.0, - 0.0, - 0.0, - 0.0, - 1.0, + 3.0, 2.0, - 6.0 + 2.0, + 5.0, + 3.0, + 5.0, + 3.0, + 10.0, + 17.0, + 21.0, + 19.0, + 23.0 ], - "yaxis": "y22", + "yaxis": "y24", "type": "scatter" }, { @@ -321502,7 +319845,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Southern Europe", "orientation": "v", "showlegend": false, @@ -321520,22 +319863,82 @@ 2021, 2022 ], - "xaxis": "x13", + "xaxis": "x15", + "y": [ + 3.0, + 7.0, + 4.0, + 9.0, + 11.0, + 11.0, + 23.0, + 33.0, + 51.0, + 75.0, + 55.0, + 67.0 + ], + "yaxis": "y15", + "type": "scatter" + }, + { + "hovertemplate": "%{hovertext}
%{x}
Co-publications: %{y}", + "hovertext": [ + "Malta", + "Malta", + "Malta", + "Malta", + "Malta", + "Malta", + "Malta", + "Malta", + "Malta", + "Malta", + "Malta", + "Malta" + ], + "legendgroup": "Southern Europe", + "line": { + "color": "#00cc96", + "dash": "solid" + }, + "marker": { + "symbol": "circle" + }, + "mode": "lines+markers", + "name": "Southern Europe", + "orientation": "v", + "showlegend": false, + "x": [ + 2011, + 2012, + 2013, + 2014, + 2015, + 2016, + 2017, + 2018, + 2019, + 2020, + 2021, + 2022 + ], + "xaxis": "x18", "y": [ 0.0, 0.0, 0.0, 0.0, - 2.0, 0.0, - 2.0, - 2.0, - 4.0, - 6.0, - 7.0, - 12.0 + 0.0, + 0.0, + 0.0, + 0.0, + 0.0, + 0.0, + 1.0 ], - "yaxis": "y13", + "yaxis": "y18", "type": "scatter" }, { @@ -321562,7 +319965,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Southern Europe", "orientation": "v", "showlegend": false, @@ -321580,22 +319983,22 @@ 2021, 2022 ], - "xaxis": "x18", + "xaxis": "x10", "y": [ 0.0, - 0.0, - 0.0, - 0.0, - 0.0, - 0.0, - 0.0, - 0.0, - 1.0, - 1.0, 2.0, - 2.0 + 5.0, + 6.0, + 6.0, + 5.0, + 4.0, + 18.0, + 28.0, + 31.0, + 42.0, + 27.0 ], - "yaxis": "y18", + "yaxis": "y10", "type": "scatter" }, { @@ -321622,7 +320025,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Southern Europe", "orientation": "v", "showlegend": false, @@ -321640,22 +320043,142 @@ 2021, 2022 ], - "xaxis": "x10", + "xaxis": "x2", "y": [ 1.0, + 7.0, + 6.0, + 12.0, + 11.0, + 14.0, + 18.0, + 21.0, + 30.0, + 35.0, + 52.0, + 36.0 + ], + "yaxis": "y2", + "type": "scatter" + }, + { + "hovertemplate": "%{hovertext}
%{x}
Co-publications: %{y}", + "hovertext": [ + "Bulgaria", + "Bulgaria", + "Bulgaria", + "Bulgaria", + "Bulgaria", + "Bulgaria", + "Bulgaria", + "Bulgaria", + "Bulgaria", + "Bulgaria", + "Bulgaria", + "Bulgaria" + ], + "legendgroup": "Eastern Europe", + "line": { + "color": "#ab63fa", + "dash": "solid" + }, + "marker": { + "symbol": "circle" + }, + "mode": "lines+markers", + "name": "Eastern Europe", + "orientation": "v", + "showlegend": true, + "x": [ + 2011, + 2012, + 2013, + 2014, + 2015, + 2016, + 2017, + 2018, + 2019, + 2020, + 2021, + 2022 + ], + "xaxis": "x27", + "y": [ 0.0, 0.0, - 1.0, - 1.0, 0.0, 0.0, 0.0, - 1.0, + 2.0, + 3.0, 0.0, + 0.0, + 2.0, 3.0, - 5.0 + 1.0 ], - "yaxis": "y10", + "yaxis": "y27", + "type": "scatter" + }, + { + "hovertemplate": "%{hovertext}
%{x}
Co-publications: %{y}", + "hovertext": [ + "Croatia", + "Croatia", + "Croatia", + "Croatia", + "Croatia", + "Croatia", + "Croatia", + "Croatia", + "Croatia", + "Croatia", + "Croatia", + "Croatia" + ], + "legendgroup": "Eastern Europe", + "line": { + "color": "#ab63fa", + "dash": "solid" + }, + "marker": { + "symbol": "circle" + }, + "mode": "lines+markers", + "name": "Eastern Europe", + "orientation": "v", + "showlegend": false, + "x": [ + 2011, + 2012, + 2013, + 2014, + 2015, + 2016, + 2017, + 2018, + 2019, + 2020, + 2021, + 2022 + ], + "xaxis": "x28", + "y": [ + 0.0, + 0.0, + 0.0, + 0.0, + 0.0, + 0.0, + 0.0, + 0.0, + 1.0, + 1.0, + 3.0, + 0.0 + ], + "yaxis": "y28", "type": "scatter" }, { @@ -321682,10 +320205,10 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Eastern Europe", "orientation": "v", - "showlegend": true, + "showlegend": false, "x": [ 2011, 2012, @@ -321700,22 +320223,22 @@ 2021, 2022 ], - "xaxis": "x28", + "xaxis": "x30", "y": [ - 2.0, 0.0, 0.0, 0.0, 0.0, 1.0, 0.0, - 1.0, - 0.0, - 0.0, - 1.0, - 1.0 + 4.0, + 4.0, + 2.0, + 4.0, + 3.0, + 3.0 ], - "yaxis": "y28", + "yaxis": "y30", "type": "scatter" }, { @@ -321742,7 +320265,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Eastern Europe", "orientation": "v", "showlegend": false, @@ -321760,9 +320283,8 @@ 2021, 2022 ], - "xaxis": "x23", + "xaxis": "x13", "y": [ - 0.0, 0.0, 0.0, 1.0, @@ -321770,12 +320292,13 @@ 0.0, 0.0, 0.0, - 0.0, 1.0, 0.0, - 0.0 + 7.0, + 3.0, + 3.0 ], - "yaxis": "y23", + "yaxis": "y13", "type": "scatter" }, { @@ -321802,7 +320325,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Eastern Europe", "orientation": "v", "showlegend": false, @@ -321820,22 +320343,22 @@ 2021, 2022 ], - "xaxis": "x17", + "xaxis": "x9", "y": [ - 0.0, - 0.0, - 0.0, 0.0, 0.0, 0.0, 1.0, 2.0, 3.0, - 1.0, - 2.0, - 3.0 + 4.0, + 5.0, + 8.0, + 8.0, + 14.0, + 22.0 ], - "yaxis": "y17", + "yaxis": "y9", "type": "scatter" }, { @@ -321862,7 +320385,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Eastern Europe", "orientation": "v", "showlegend": false, @@ -321880,22 +320403,22 @@ 2021, 2022 ], - "xaxis": "x7", + "xaxis": "x11", "y": [ 0.0, + 1.0, 0.0, 0.0, 0.0, 0.0, - 0.0, - 0.0, - 0.0, - 0.0, - 0.0, - 0.0, + 2.0, + 1.0, + 1.0, + 1.0, + 2.0, 1.0 ], - "yaxis": "y7", + "yaxis": "y11", "type": "scatter" }, { @@ -321922,7 +320445,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Eastern Europe", "orientation": "v", "showlegend": false, @@ -321940,7 +320463,7 @@ 2021, 2022 ], - "xaxis": "x8", + "xaxis": "x12", "y": [ 0.0, 0.0, @@ -321952,10 +320475,10 @@ 0.0, 1.0, 2.0, - 0.0, - 0.0 + 1.0, + 2.0 ], - "yaxis": "y8", + "yaxis": "y12", "type": "scatter" }, { @@ -321982,7 +320505,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Eastern Europe", "orientation": "v", "showlegend": false, @@ -322000,22 +320523,22 @@ 2021, 2022 ], - 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"text": "Slovakia", + "text": "Norway", "x": 0.24499999999999997, "xanchor": "center", "xref": "paper", @@ -323940,7 +322507,7 @@ { "font": {}, "showarrow": false, - "text": "Slovenia", + "text": "Poland", "x": 0.415, "xanchor": "center", "xref": "paper", @@ -323951,7 +322518,7 @@ { "font": {}, "showarrow": false, - "text": "Spain", + "text": "Portugal", "x": 0.585, "xanchor": "center", "xref": "paper", @@ -323962,7 +322529,7 @@ { "font": {}, "showarrow": false, - "text": "Sweden", + "text": "Romania", "x": 0.7549999999999999, "xanchor": "center", "xref": "paper", @@ -323973,7 +322540,7 @@ { "font": {}, "showarrow": false, - "text": "Switzerland", + "text": "Slovakia", "x": 0.925, "xanchor": "center", "xref": "paper", @@ -323984,7 +322551,7 @@ { "font": {}, "showarrow": false, - "text": "Italy", + "text": "Hungary", "x": 0.075, "xanchor": "center", "xref": "paper", @@ -323995,7 +322562,7 @@ { "font": {}, "showarrow": false, - "text": "Luxembourg", + "text": "Ireland", "x": 0.24499999999999997, "xanchor": "center", "xref": "paper", @@ -324006,7 +322573,7 @@ { "font": {}, "showarrow": false, - "text": "Netherlands", + "text": "Italy", "x": 0.415, "xanchor": "center", "xref": "paper", @@ -324017,7 +322584,7 @@ { "font": {}, "showarrow": false, - "text": "Norway", + "text": "Lithuania", "x": 0.585, "xanchor": "center", "xref": "paper", @@ -324028,7 +322595,7 @@ { "font": {}, "showarrow": false, - "text": "Poland", + "text": "Luxembourg", "x": 0.7549999999999999, "xanchor": "center", "xref": "paper", @@ -324039,7 +322606,7 @@ { "font": {}, "showarrow": false, - "text": "Portugal", + "text": "Malta", "x": 0.925, "xanchor": "center", "xref": "paper", @@ -324050,7 +322617,7 @@ { "font": {}, "showarrow": false, - "text": "Finland", + "text": "Denmark", "x": 0.075, "xanchor": "center", "xref": "paper", @@ -324061,7 +322628,7 @@ { "font": {}, "showarrow": false, - "text": "France", + "text": "Estonia", "x": 0.24499999999999997, "xanchor": "center", "xref": "paper", @@ -324072,7 +322639,7 @@ { "font": {}, "showarrow": false, - "text": "Germany", + "text": "Finland", "x": 0.415, "xanchor": "center", "xref": "paper", @@ -324083,7 +322650,7 @@ { "font": {}, "showarrow": false, - 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%{x}
Relative growth: %{y}%", - "hovertext": [ - "Netherlands", - "Netherlands", - "Netherlands", - "Netherlands", - "Netherlands", - "Netherlands", - "Netherlands", - "Netherlands", - "Netherlands", - "Netherlands", - "Netherlands", - "Netherlands" - ], - "legendgroup": "Western Europe", - "line": { - "color": "#636efa", - "dash": "solid" - }, - "marker": { - "symbol": "circle" - }, - "mode": "markers+lines", - "name": "Western Europe", - "orientation": "v", - "showlegend": false, - "x": [ - 2011, - 2012, - 2013, - 2014, - 2015, - 2016, - 2017, - 2018, - 2019, - 2020, - 2021, - 2022 - ], - "xaxis": "x3", - "y": [ - 0.0, - -0.7, - -0.9, - -0.3, - -0.3, - -0.3, - 0.0, - 0.3, - 0.3, - 0.7, - 0.6, - 1.4 - ], - "yaxis": "y3", - "type": "scatter" - }, - { - "hovertemplate": "%{hovertext}
%{x}
Relative growth: %{y}%", - "hovertext": [ - "Luxembourg", - "Luxembourg", - "Luxembourg", - "Luxembourg", - "Luxembourg", - "Luxembourg", - "Luxembourg", - "Luxembourg", - "Luxembourg", - "Luxembourg", - "Luxembourg", - "Luxembourg" - ], - "legendgroup": "Western Europe", - "line": { - "color": "#636efa", - "dash": "solid" - }, - "marker": { - "symbol": "circle" - }, - "mode": "markers+lines", - "name": "Western Europe", - "orientation": "v", - "showlegend": false, - "x": [ - 2011, - 2012, - 2013, - 2014, - 2015, - 2016, - 2017, - 2018, - 2019, - 2020, - 2021, - 2022 - ], - "xaxis": "x3", - "y": [ - -1.0, - -1.0, - -1.0, - -1.0, - -1.0, - -1.0, - -1.0, - 0.0, - -1.0, - -1.0, - 0.0, - -1.0 - ], - "yaxis": "y3", - "type": "scatter" - }, - { - "hovertemplate": "%{hovertext}
%{x}
Relative growth: %{y}%", - "hovertext": [ - "Ireland", - "Ireland", - "Ireland", - "Ireland", - "Ireland", - "Ireland", - "Ireland", - "Ireland", - "Ireland", - "Ireland", - "Ireland", - "Ireland" - ], - "legendgroup": "Western Europe", - "line": { - "color": "#636efa", - "dash": "solid" - }, - "marker": { - "symbol": "circle" - }, - "mode": "markers+lines", - "name": "Western Europe", - "orientation": "v", - "showlegend": false, - "x": [ - 2011, - 2012, - 2013, - 2014, - 2015, - 2016, - 2017, - 2018, - 2019, - 2020, - 2021, - 2022 - ], - "xaxis": "x3", - "y": [ - -1.0, - -1.0, - -1.0, - 0.0, - 1.0, - -1.0, - -0.5, - -1.0, - -0.5, - 0.0, - 0.5, - 1.0 - ], - "yaxis": "y3", - "type": "scatter" - }, - { - "hovertemplate": "%{hovertext}
%{x}
Relative growth: %{y}%", - "hovertext": [ - "Belgium", - "Belgium", - "Belgium", - "Belgium", - "Belgium", - "Belgium", - "Belgium", - "Belgium", - "Belgium", - "Belgium", - "Belgium", - "Belgium" - ], - "legendgroup": "Western Europe", - "line": { - "color": "#636efa", - "dash": "solid" - }, - "marker": { - "symbol": "circle" - }, - "mode": "markers+lines", - "name": "Western Europe", - "orientation": "v", - "showlegend": false, - "x": [ - 2011, - 2012, - 2013, - 2014, - 2015, - 2016, - 2017, - 2018, - 2019, - 2020, - 2021, - 2022 - ], - "xaxis": "x3", - "y": [ - 0.0, - 0.0, - -1.0, - 0.0, - 2.0, - 1.0, - 2.0, - 2.0, - 1.0, - 5.0, - 3.0, - 11.0 - ], - "yaxis": "y3", - "type": "scatter" - }, - { - "hovertemplate": "%{hovertext}
%{x}
Relative growth: %{y}%", - "hovertext": [ - "France", - "France", - "France", - "France", - "France", - "France", - "France", - "France", - "France", - "France", - "France", - "France" - ], - "legendgroup": "Western Europe", - "line": { - "color": "#636efa", - "dash": "solid" - }, - "marker": { - "symbol": "circle" - }, - "mode": "markers+lines", - "name": "Western Europe", - "orientation": "v", - "showlegend": false, - "x": [ - 2011, - 2012, - 2013, - 2014, - 2015, - 2016, - 2017, - 2018, - 2019, - 2020, - 2021, - 2022 - ], - "xaxis": "x3", - "y": [ - 0.0, - -0.2, - -0.8, - -0.2, - 0.2, - 0.4, - 0.2, - 1.4, - 1.4, - 2.4, - 3.2, - 4.2 - ], - "yaxis": "y3", - "type": "scatter" - }, - { - "hovertemplate": "%{hovertext}
%{x}
Relative growth: %{y}%", - "hovertext": [ - "Germany", - "Germany", - "Germany", - "Germany", - "Germany", - "Germany", - "Germany", - "Germany", - "Germany", - "Germany", - "Germany", - "Germany" - ], - "legendgroup": "Western Europe", - "line": { - "color": "#636efa", - "dash": "solid" - }, - "marker": { - "symbol": "circle" - }, - "mode": "markers+lines", - "name": "Western Europe", - "orientation": "v", - "showlegend": false, - "x": [ - 2011, - 2012, - 2013, - 2014, - 2015, - 2016, - 2017, - 2018, - 2019, - 2020, - 2021, - 2022 - ], - "xaxis": "x3", - "y": [ - 0.0, - 0.25, - -0.25, - 2.25, - 1.25, - 2.0, - 1.75, - 4.0, - 5.75, - 5.5, - 10.5, - 14.25 - ], - "yaxis": "y3", - "type": "scatter" - }, - { - "hovertemplate": "%{hovertext}
%{x}
Relative growth: %{y}%", - "hovertext": [ - "Sweden", - "Sweden", - "Sweden", - "Sweden", - "Sweden", - "Sweden", - "Sweden", - "Sweden", - "Sweden", - "Sweden", - "Sweden", - "Sweden" - ], - "legendgroup": "Northern Europe", - "line": { - "color": "#EF553B", - "dash": "solid" - }, - "marker": { - "symbol": "circle" - }, - "mode": "markers+lines", - "name": "Northern Europe", - "orientation": "v", - "showlegend": false, - "x": [ - 2011, - 2012, - 2013, - 2014, - 2015, - 2016, - 2017, - 2018, - 2019, - 2020, - 2021, - 2022 - ], - "xaxis": "x3", - "y": [ - 0.0, - -1.0, - 1.0, - 0.5, - 4.0, - 1.5, - 4.0, - 3.5, - 5.0, - 7.5, - 10.0, - 11.5 - ], - "yaxis": "y3", - "type": "scatter" - }, - { - "hovertemplate": "%{hovertext}
%{x}
Relative growth: %{y}%", - "hovertext": [ - "Norway", - "Norway", - "Norway", - "Norway", - "Norway", - "Norway", - "Norway", - "Norway", - "Norway", - "Norway", - "Norway", - "Norway" - ], - "legendgroup": "Northern Europe", - "line": { - "color": "#EF553B", - "dash": "solid" - }, - "marker": { - "symbol": "circle" - }, - "mode": "markers+lines", - "name": "Northern Europe", - "orientation": "v", - "showlegend": false, - "x": [ - 2011, - 2012, - 2013, - 2014, - 2015, - 2016, - 2017, - 2018, - 2019, - 2020, - 2021, - 2022 - ], - "xaxis": "x3", - "y": [ - 0.0, - 0.0, - 0.0, - 0.0, - 2.0, - 4.0, - 2.0, - 1.0, - 6.0, - 3.0, - 3.0, - 11.0 - ], - "yaxis": "y3", - "type": "scatter" - }, - { - "hovertemplate": "%{hovertext}
%{x}
Relative growth: %{y}%", - "hovertext": [ - "Lithuania", - "Lithuania", - "Lithuania", - "Lithuania", - "Lithuania", - "Lithuania", - "Lithuania", - "Lithuania", - "Lithuania", - "Lithuania", - "Lithuania", - "Lithuania" - ], - "legendgroup": "Northern Europe", - "line": { - "color": "#EF553B", - "dash": "solid" - }, - "marker": { - "symbol": "circle" - }, - "mode": "markers+lines", - "name": "Northern Europe", - "orientation": "v", - "showlegend": false, - "x": [ - 2011, - 2012, - 2013, - 2014, - 2015, - 2016, - 2017, - 2018, - 2019, - 2020, - 2021, - 2022 - ], - "xaxis": "x3", - "y": [ - -1.0, - -1.0, - -1.0, - 0.0, - -1.0, - 0.0, - -1.0, - -1.0, - -1.0, - -1.0, - -1.0, - 0.0 - ], - "yaxis": "y3", - "type": "scatter" - }, - { - "hovertemplate": "%{hovertext}
%{x}
Relative growth: %{y}%", - "hovertext": [ - "Latvia", - "Latvia", - "Latvia", - "Latvia", - "Latvia", - "Latvia", - "Latvia", - "Latvia", - "Latvia", - "Latvia", - "Latvia", - "Latvia" - ], - "legendgroup": "Northern Europe", - "line": { - "color": "#EF553B", - "dash": "solid" - }, - "marker": { - "symbol": "circle" - }, - "mode": "markers+lines", - "name": "Northern Europe", - "orientation": "v", - "showlegend": false, - "x": [ - 2011, - 2012, - 2013, - 2014, - 2015, - 2016, - 2017, - 2018, - 2019, - 2020, - 2021, - 2022 - ], - "xaxis": "x3", - "y": [ - -1.0, - -1.0, - -1.0, - -1.0, - -1.0, - -1.0, - -1.0, - -1.0, - -1.0, - -1.0, - -1.0, - 0.0 - ], - "yaxis": "y3", - "type": "scatter" - }, - { - "hovertemplate": "%{hovertext}
%{x}
Relative growth: %{y}%", - "hovertext": [ - "Denmark", - "Denmark", - "Denmark", - "Denmark", - "Denmark", - "Denmark", - "Denmark", - "Denmark", - "Denmark", - "Denmark", - "Denmark", - "Denmark" - ], - "legendgroup": "Northern Europe", - "line": { - "color": "#EF553B", - "dash": "solid" - }, - "marker": { - "symbol": "circle" - }, - "mode": "markers+lines", - "name": "Northern Europe", - "orientation": "v", - "showlegend": false, - "x": [ - 2011, - 2012, - 2013, - 2014, - 2015, - 2016, - 2017, - 2018, - 2019, - 2020, - 2021, - 2022 - ], - "xaxis": "x3", - "y": [ - 0.0, - -1.0, - 0.0, - 4.0, - 6.0, - 0.0, - 1.0, - 7.0, - 9.0, - 11.0, - 9.0, - 16.0 - ], - "yaxis": "y3", - "type": "scatter" - }, - { - "hovertemplate": "%{hovertext}
%{x}
Relative growth: %{y}%", - "hovertext": [ - "Finland", - "Finland", - "Finland", - "Finland", - "Finland", - "Finland", - "Finland", - "Finland", - "Finland", - "Finland", - "Finland", - "Finland" - ], - "legendgroup": "Northern Europe", - "line": { - "color": "#EF553B", - "dash": "solid" - }, - "marker": { - "symbol": "circle" - }, - "mode": "markers+lines", - "name": "Northern Europe", - "orientation": "v", - "showlegend": false, - "x": [ - 2011, - 2012, - 2013, - 2014, - 2015, - 2016, - 2017, - 2018, - 2019, - 2020, - 2021, - 2022 - ], - "xaxis": "x3", - "y": [ - 0.0, - -0.6666666666666666, - -0.6666666666666666, - 0.0, - 0.6666666666666666, - -0.3333333333333333, - 0.6666666666666666, - 1.0, - 2.3333333333333335, - 1.6666666666666667, - 1.3333333333333333, - 2.0 - ], - "yaxis": "y3", - "type": "scatter" - }, - { - "hovertemplate": "%{hovertext}
%{x}
Relative growth: %{y}%", - "hovertext": [ - "Estonia", - "Estonia", - "Estonia", - "Estonia", - "Estonia", - "Estonia", - "Estonia", - "Estonia", - "Estonia", - "Estonia", - "Estonia", - "Estonia" - ], - "legendgroup": "Northern Europe", - "line": { - "color": "#EF553B", - "dash": "solid" - }, - "marker": { - "symbol": "circle" - }, - "mode": "markers+lines", - "name": "Northern Europe", - "orientation": "v", - "showlegend": false, - "x": [ - 2011, - 2012, - 2013, - 2014, - 2015, - 2016, - 2017, - 2018, - 2019, - 2020, - 2021, - 2022 - ], - "xaxis": "x3", - "y": [ - -1.0, - -1.0, - -1.0, - -1.0, - 0.0, - -1.0, - -1.0, - -1.0, - 1.0, - 2.0, - 0.0, - 1.0 - ], - "yaxis": "y3", - "type": "scatter" - }, - { - "hovertemplate": "%{hovertext}
%{x}
Relative growth: %{y}%", - "hovertext": [ - "Spain", - "Spain", - "Spain", - "Spain", - "Spain", - "Spain", - "Spain", - "Spain", - "Spain", - "Spain", - "Spain", - "Spain" - ], - "legendgroup": "Southern Europe", - "line": { - "color": "#00cc96", - "dash": "solid" - }, - "marker": { - "symbol": "circle" - }, - "mode": "markers+lines", - "name": "Southern Europe", - "orientation": "v", - "showlegend": false, - "x": [ - 2011, - 2012, - 2013, - 2014, - 2015, - 2016, - 2017, - 2018, - 2019, - 2020, - 2021, - 2022 - ], - "xaxis": "x3", - "y": [ - 0.0, - -1.0, - -0.8, - -0.2, - 0.2, - -0.4, - 0.0, - 0.4, - -0.2, - 2.4, - 1.4, - 3.8 - ], - "yaxis": "y3", - "type": "scatter" - }, - { - "hovertemplate": "%{hovertext}
%{x}
Relative growth: %{y}%", - "hovertext": [ - "Portugal", - "Portugal", - "Portugal", - "Portugal", - "Portugal", - "Portugal", - "Portugal", - "Portugal", - "Portugal", - "Portugal", - "Portugal", - "Portugal" - ], - "legendgroup": "Southern Europe", - "line": { - "color": "#00cc96", - "dash": "solid" - }, - "marker": { - "symbol": "circle" - }, - "mode": "markers+lines", - "name": "Southern Europe", - "orientation": "v", - "showlegend": false, - "x": [ - 2011, - 2012, - 2013, - 2014, - 2015, - 2016, - 2017, - 2018, - 2019, - 2020, - 2021, - 2022 - ], - "xaxis": "x3", - "y": [ - -1.0, - 0.0, - 0.0, - -1.0, - 0.0, - -1.0, - 1.0, - 0.0, - 0.0, - 6.0, - 2.0, - 7.0 - ], - "yaxis": "y3", - "type": "scatter" - }, - { - "hovertemplate": "%{hovertext}
%{x}
Relative growth: %{y}%", - "hovertext": [ - "Italy", - "Italy", - "Italy", - "Italy", - "Italy", - "Italy", - "Italy", - "Italy", - "Italy", - "Italy", - "Italy", - "Italy" - ], - "legendgroup": "Southern Europe", - "line": { - "color": "#00cc96", - "dash": "solid" - }, - "marker": { - "symbol": "circle" - }, - "mode": "markers+lines", - "name": "Southern Europe", - "orientation": "v", - "showlegend": false, - "x": [ - 2011, - 2012, - 2013, - 2014, - 2015, - 2016, - 2017, - 2018, - 2019, - 2020, - 2021, - 2022 - ], - "xaxis": "x3", - "y": [ - 0.0, - -0.3333333333333333, - 0.0, - 0.0, - 0.6666666666666666, - -1.0, - 0.3333333333333333, - 0.3333333333333333, - 1.0, - 4.333333333333333, - 1.3333333333333333, - 5.333333333333333 - ], - "yaxis": "y3", - "type": "scatter" - }, - { - "hovertemplate": "%{hovertext}
%{x}
Relative growth: %{y}%", - "hovertext": [ - "Cyprus", - "Cyprus", - "Cyprus", - "Cyprus", - "Cyprus", - "Cyprus", - "Cyprus", - "Cyprus", - "Cyprus", - "Cyprus", - "Cyprus", - "Cyprus" - ], - "legendgroup": "Southern Europe", - "line": { - "color": "#00cc96", - "dash": "solid" - }, - "marker": { - "symbol": "circle" - }, - "mode": "markers+lines", - "name": "Southern Europe", - "orientation": "v", - "showlegend": false, - "x": [ - 2011, - 2012, - 2013, - 2014, - 2015, - 2016, - 2017, - 2018, - 2019, - 2020, - 2021, - 2022 - ], - "xaxis": "x3", - "y": [ - -1.0, - -1.0, - -1.0, - -1.0, - -1.0, - -1.0, - -1.0, - -1.0, - -1.0, - -1.0, - -1.0, - 0.0 - ], - "yaxis": "y3", - "type": "scatter" - }, - { - "hovertemplate": "%{hovertext}
%{x}
Relative growth: %{y}%", - "hovertext": [ - "Greece", - "Greece", - "Greece", - "Greece", - "Greece", - "Greece", - "Greece", - "Greece", - "Greece", - "Greece", - "Greece", - "Greece" - ], - "legendgroup": "Southern Europe", - "line": { - "color": "#00cc96", - "dash": "solid" - }, - "marker": { - "symbol": "circle" - }, - "mode": "markers+lines", - "name": "Southern Europe", - "orientation": "v", - "showlegend": false, - "x": [ - 2011, - 2012, - 2013, - 2014, - 2015, - 2016, - 2017, - 2018, - 2019, - 2020, - 2021, - 2022 - ], - "xaxis": "x3", - "y": [ - -1.0, - -1.0, - 0.0, - 1.0, - 1.0, - -1.0, - 0.0, - 2.0, - 2.0, - 1.0, - 2.0, - 7.0 - ], - "yaxis": "y3", - "type": "scatter" - }, - { - "hovertemplate": "%{hovertext}
%{x}
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%{x}
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%{x}
Relative growth: %{y}%", - "hovertext": [ - "Romania", - "Romania", - "Romania", - "Romania", - "Romania", - "Romania", - "Romania", - "Romania", - "Romania", - "Romania", - "Romania", - "Romania" - ], - "legendgroup": "Eastern Europe", - "line": { - "color": "#ab63fa", - "dash": "solid" - }, - "marker": { - "symbol": "circle" - }, - "mode": "markers+lines", - "name": "Eastern Europe", - "orientation": "v", - "showlegend": false, - "x": [ - 2011, - 2012, - 2013, - 2014, - 2015, - 2016, - 2017, - 2018, - 2019, - 2020, - 2021, - 2022 - ], - "xaxis": "x3", - "y": [ - -1.0, - -1.0, - -1.0, - -1.0, - -1.0, - -1.0, - -1.0, - 0.0, - -1.0, - 3.0, - 0.0, - 2.0 - ], - "yaxis": "y3", - "type": "scatter" - }, - { - "hovertemplate": "%{hovertext}
%{x}
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%{x}
Relative growth: %{y}%", - "hovertext": [ - "Bulgaria", - "Bulgaria", - "Bulgaria", - "Bulgaria", - "Bulgaria", - "Bulgaria", - "Bulgaria", - "Bulgaria", - "Bulgaria", - "Bulgaria", - "Bulgaria", - "Bulgaria" - ], - "legendgroup": "Eastern Europe", - "line": { - "color": "#ab63fa", - "dash": "solid" - }, - "marker": { - "symbol": "circle" - }, - "mode": "markers+lines", - "name": "Eastern Europe", - "orientation": "v", - "showlegend": false, - "x": [ - 2011, - 2012, - 2013, - 2014, - 2015, - 2016, - 2017, - 2018, - 2019, - 2020, - 2021, - 2022 - ], - "xaxis": "x3", - "y": [ - -1.0, - -1.0, - -1.0, - -1.0, - -1.0, - -1.0, - -1.0, - -1.0, - -1.0, - 0.0, - 0.0, - 0.0 - ], - "yaxis": "y3", - "type": "scatter" - }, - { - "hovertemplate": "%{hovertext}
%{x}
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Co-publications: %{y}", "hovertext": [ - "Poland", - "Poland", - "Poland", - "Poland", - "Poland", - "Poland", - "Poland", - "Poland", - "Poland", - "Poland", - "Poland", - "Poland" + "Norway", + "Norway", + "Norway", + "Norway", + "Norway", + "Norway", + "Norway", + "Norway", + "Norway", + "Norway", + "Norway", + "Norway" ], - "legendgroup": "Eastern Europe", + "legendgroup": "Northern Europe", "line": { - "color": "#ab63fa", + "color": "#EF553B", "dash": "solid" }, "marker": { "symbol": "circle" }, - "mode": "markers+lines", - "name": "Eastern Europe", + "mode": "lines+markers", + "name": "Northern Europe", "orientation": "v", "showlegend": false, "x": [ @@ -530377,170 +326866,50 @@ 2021, 2022 ], - "xaxis": "x3", + "xaxis": "x2", "y": [ - 0.0, - -1.0, - 1.0, - 2.0, - -1.0, - 1.0, - 0.0, - 2.0, - 1.0, + 5.0, + 6.0, 3.0, 8.0, - 12.0 - ], - "yaxis": "y3", - "type": "scatter" - }, - { - "hovertemplate": "%{hovertext}
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Relative growth: %{y}%", + "hovertemplate": "%{hovertext}
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Relative growth: %{y}%", + "hovertemplate": "%{hovertext}
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Co-publications: %{y}", "hovertext": [ - "Italy", - "Italy", - "Italy", - "Italy", - "Italy", - "Italy", - "Italy", - "Italy", - "Italy", - "Italy", - "Italy", - "Italy" + "United Kingdom", + "United Kingdom", + "United Kingdom", + "United Kingdom", + "United Kingdom", + "United Kingdom", + "United Kingdom", + "United Kingdom", + "United Kingdom", + "United Kingdom", + "United Kingdom", + "United Kingdom" ], - "legendgroup": "Southern Europe", + "legendgroup": "Western Europe", "line": { - "color": "#00cc96", + "color": "#636efa", "dash": "solid" }, "marker": { "symbol": "circle" }, - "mode": "markers+lines", - "name": "Southern Europe", + "mode": "lines+markers", + "name": "Western Europe", "orientation": "v", "showlegend": false, "x": [ @@ -540558,50 +338188,50 @@ 2021, 2022 ], - "xaxis": "x3", + "xaxis": "x2", "y": [ - 0.0, - 0.21428571428571427, - 0.2857142857142857, - 0.7857142857142857, - 1.1428571428571428, - 1.3571428571428572, - 1.4285714285714286, - 2.357142857142857, - 3.7142857142857144, - 4.642857142857143, - 5.571428571428571, - 6.285714285714286 + 7.0, + 4.0, + 8.0, + 19.0, + 24.0, + 36.0, + 41.0, + 55.0, + 82.0, + 100.0, + 119.0, + 171.0 ], - "yaxis": "y3", + "yaxis": "y2", "type": "scatter" }, { - "hovertemplate": "%{hovertext}
%{x}
Relative growth: %{y}%", + "hovertemplate": "%{hovertext}
%{x}
Co-publications: %{y}", "hovertext": [ - "Cyprus", - "Cyprus", - "Cyprus", - "Cyprus", - "Cyprus", - "Cyprus", - "Cyprus", - "Cyprus", - "Cyprus", - "Cyprus", - "Cyprus", - "Cyprus" + "Switzerland", + "Switzerland", + "Switzerland", + "Switzerland", + "Switzerland", + "Switzerland", + "Switzerland", + "Switzerland", + "Switzerland", + "Switzerland", + "Switzerland", + "Switzerland" ], - "legendgroup": "Southern Europe", + "legendgroup": "Western Europe", "line": { - "color": "#00cc96", + "color": "#636efa", "dash": "solid" }, "marker": { "symbol": "circle" }, - "mode": "markers+lines", - "name": "Southern Europe", + "mode": "lines+markers", + "name": "Western Europe", "orientation": "v", "showlegend": false, "x": [ @@ -540618,50 +338248,50 @@ 2021, 2022 ], - "xaxis": "x3", + "xaxis": "x2", "y": [ 0.0, + 2.0, 0.0, + 3.0, + 5.0, 4.0, 2.0, - 1.0, - 2.0, - 5.0, - 3.0, - 0.0, 6.0, - 11.0, - 7.0 + 5.0, + 8.0, + 18.0, + 17.0 ], - "yaxis": "y3", + "yaxis": "y2", "type": "scatter" }, { - "hovertemplate": "%{hovertext}
%{x}
Relative growth: %{y}%", + "hovertemplate": "%{hovertext}
%{x}
Co-publications: %{y}", "hovertext": [ - "Greece", - "Greece", - "Greece", - "Greece", - "Greece", - "Greece", - "Greece", - "Greece", - "Greece", - "Greece", - "Greece", - "Greece" + "Netherlands", + "Netherlands", + "Netherlands", + "Netherlands", + "Netherlands", + "Netherlands", + "Netherlands", + "Netherlands", + "Netherlands", + "Netherlands", + "Netherlands", + "Netherlands" ], - "legendgroup": "Southern Europe", + "legendgroup": "Western Europe", "line": { - "color": "#00cc96", + "color": "#636efa", "dash": "solid" }, "marker": { "symbol": "circle" }, - "mode": "markers+lines", - "name": "Southern Europe", + "mode": "lines+markers", + "name": "Western Europe", "orientation": "v", "showlegend": false, "x": [ @@ -540678,50 +338308,50 @@ 2021, 2022 ], - "xaxis": "x3", + "xaxis": "x2", "y": [ - 0.0, - 0.0, - 0.6666666666666666, - 0.0, - 0.8333333333333334, - 2.0, - 1.5, - 1.8333333333333333, 3.0, - 2.5, - 4.0, - 4.0 + 7.0, + 8.0, + 7.0, + 22.0, + 16.0, + 12.0, + 24.0, + 34.0, + 34.0, + 45.0, + 49.0 ], - "yaxis": "y3", + "yaxis": "y2", "type": "scatter" }, { - "hovertemplate": "%{hovertext}
%{x}
Relative growth: %{y}%", + "hovertemplate": "%{hovertext}
%{x}
Co-publications: %{y}", "hovertext": [ - "Slovenia", - "Slovenia", - "Slovenia", - "Slovenia", - "Slovenia", - "Slovenia", - "Slovenia", - "Slovenia", - "Slovenia", - "Slovenia", - "Slovenia", - "Slovenia" + "Luxembourg", + "Luxembourg", + "Luxembourg", + "Luxembourg", + "Luxembourg", + "Luxembourg", + "Luxembourg", + "Luxembourg", + "Luxembourg", + "Luxembourg", + "Luxembourg", + "Luxembourg" ], - "legendgroup": "Eastern Europe", + "legendgroup": "Western Europe", "line": { - "color": "#ab63fa", + "color": "#636efa", "dash": "solid" }, "marker": { "symbol": "circle" }, - "mode": "markers+lines", - "name": "Eastern Europe", + "mode": "lines+markers", + "name": "Western Europe", "orientation": "v", "showlegend": false, "x": [ @@ -540738,50 +338368,50 @@ 2021, 2022 ], - "xaxis": "x3", + "xaxis": "x2", "y": [ 0.0, - 0.25, - -0.25, - 0.25, - 0.75, - 2.25, - 1.5, - 2.25, - 1.5, - 0.75, - 3.0, - 1.0 + 0.0, + 0.0, + 0.0, + 1.0, + 1.0, + 0.0, + 0.0, + 1.0, + 0.0, + 0.0, + 6.0 ], - "yaxis": "y3", + "yaxis": "y2", "type": "scatter" }, { - "hovertemplate": "%{hovertext}
%{x}
Relative growth: %{y}%", + "hovertemplate": "%{hovertext}
%{x}
Co-publications: %{y}", "hovertext": [ - "Slovakia", - "Slovakia", - "Slovakia", - "Slovakia", - "Slovakia", - "Slovakia", - "Slovakia", - "Slovakia", - "Slovakia", - "Slovakia", - "Slovakia", - "Slovakia" + "Ireland", + "Ireland", + "Ireland", + "Ireland", + "Ireland", + "Ireland", + "Ireland", + "Ireland", + "Ireland", + "Ireland", + "Ireland", + "Ireland" ], - "legendgroup": "Eastern Europe", + "legendgroup": "Western Europe", "line": { - "color": "#ab63fa", + "color": "#636efa", "dash": "solid" }, "marker": { "symbol": "circle" }, - "mode": "markers+lines", - "name": "Eastern Europe", + "mode": "lines+markers", + "name": "Western Europe", "orientation": "v", "showlegend": false, "x": [ @@ -540798,50 +338428,50 @@ 2021, 2022 ], - "xaxis": "x3", + "xaxis": "x2", "y": [ 0.0, 0.0, - -0.4, - -0.4, - 0.4, - 1.4, - 0.8, - 2.0, - 1.2, + 1.0, 0.0, - 1.2, - -0.2 + 0.0, + 0.0, + 1.0, + 1.0, + 0.0, + 6.0, + 3.0, + 5.0 ], - "yaxis": "y3", + "yaxis": "y2", "type": "scatter" }, { - "hovertemplate": "%{hovertext}
%{x}
Relative growth: %{y}%", + "hovertemplate": "%{hovertext}
%{x}
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%{x}
Relative growth: %{y}%", + "hovertemplate": "%{hovertext}
%{x}
Co-publications: %{y}", "hovertext": [ - "Poland", - "Poland", - "Poland", - "Poland", - "Poland", - "Poland", - "Poland", - "Poland", - "Poland", - "Poland", - "Poland", - "Poland" + "France", + "France", + "France", + "France", + "France", + "France", + "France", + "France", + "France", + "France", + "France", + "France" ], - "legendgroup": "Eastern Europe", + "legendgroup": "Western Europe", "line": { - "color": "#ab63fa", + "color": "#636efa", "dash": "solid" }, "marker": { "symbol": "circle" }, - "mode": "markers+lines", - "name": "Eastern Europe", + "mode": "lines+markers", + "name": "Western Europe", "orientation": "v", "showlegend": false, "x": [ @@ -540918,50 +338548,50 @@ 2021, 2022 ], - "xaxis": "x3", + "xaxis": "x2", "y": [ - 0.0, - 0.8571428571428571, - 0.7142857142857143, - 1.0, - 0.8571428571428571, - 1.2857142857142858, - 2.7142857142857144, - 2.142857142857143, - 2.7142857142857144, - 3.4285714285714284, - 5.714285714285714, - 3.7142857142857144 + 5.0, + 3.0, + 8.0, + 17.0, + 15.0, + 24.0, + 22.0, + 32.0, + 45.0, + 45.0, + 69.0, + 89.0 ], - "yaxis": "y3", + "yaxis": "y2", "type": "scatter" }, { - "hovertemplate": "%{hovertext}
%{x}
Relative growth: %{y}%", + "hovertemplate": "%{hovertext}
%{x}
Co-publications: %{y}", "hovertext": [ - "Bulgaria", - "Bulgaria", - "Bulgaria", - "Bulgaria", - "Bulgaria", - "Bulgaria", - "Bulgaria", - "Bulgaria", - "Bulgaria", - "Bulgaria", - "Bulgaria", - "Bulgaria" + "Germany", + "Germany", + "Germany", + "Germany", + "Germany", + "Germany", + "Germany", + "Germany", + "Germany", + "Germany", + "Germany", + "Germany" ], - "legendgroup": "Eastern Europe", + "legendgroup": "Western Europe", "line": { - "color": "#ab63fa", + "color": "#636efa", "dash": "solid" }, "marker": { "symbol": "circle" }, - "mode": "markers+lines", - "name": "Eastern Europe", + "mode": "lines+markers", + "name": "Western Europe", "orientation": "v", "showlegend": false, "x": [ @@ -540978,50 +338608,50 @@ 2021, 2022 ], - "xaxis": "x3", + "xaxis": "x2", "y": [ - 0.0, - 1.0, - 4.0, - 3.0, - 2.0, - 11.0, - 12.0, - 5.0, 3.0, - 10.0, + 9.0, + 17.0, + 15.0, 18.0, - 10.0 + 34.0, + 20.0, + 42.0, + 58.0, + 61.0, + 84.0, + 129.0 ], - "yaxis": "y3", + "yaxis": "y2", "type": "scatter" }, { - "hovertemplate": "%{hovertext}
%{x}
Relative growth: %{y}%", + "hovertemplate": "%{hovertext}
%{x}
Co-publications: %{y}", "hovertext": [ - "Croatia", - "Croatia", - "Croatia", - "Croatia", - "Croatia", - "Croatia", - "Croatia", - "Croatia", - "Croatia", - "Croatia", - "Croatia", - "Croatia" + "Sweden", + "Sweden", + "Sweden", + "Sweden", + "Sweden", + "Sweden", + "Sweden", + "Sweden", + "Sweden", + "Sweden", + "Sweden", + "Sweden" ], - "legendgroup": "Eastern Europe", + "legendgroup": "Northern Europe", "line": { - "color": "#ab63fa", + "color": "#EF553B", "dash": "solid" }, "marker": { "symbol": "circle" }, - "mode": "markers+lines", - "name": "Eastern Europe", + "mode": "lines+markers", + "name": "Northern Europe", "orientation": "v", "showlegend": false, "x": [ @@ -541038,50 +338668,50 @@ 2021, 2022 ], - "xaxis": "x3", + "xaxis": "x2", "y": [ + 1.0, 0.0, - 0.0, - 4.0, - 2.0, - 2.0, 3.0, - 4.0, - 5.0, - 2.0, + 1.0, + 1.0, + 6.0, + 1.0, + 3.0, 8.0, + 12.0, 14.0, - 8.0 + 12.0 ], - "yaxis": "y3", + "yaxis": "y2", "type": "scatter" }, { - "hovertemplate": "%{hovertext}
%{x}
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Co-publications: %{y}", + "hovertext": [ + "Hungary", + "Hungary", + "Hungary", + "Hungary", + "Hungary", + "Hungary", + "Hungary", + "Hungary", + "Hungary", + "Hungary", + "Hungary", + "Hungary" + ], + "legendgroup": "Eastern Europe", + "line": { + "color": "#ab63fa", + "dash": "solid" + }, + "marker": { + "symbol": "circle" + }, + "mode": "lines+markers", + "name": "Eastern Europe", + "orientation": "v", + "showlegend": false, + "x": [ + 2011, + 2012, + 2013, + 2014, + 2015, + 2016, + 2017, + 2018, + 2019, + 2020, + 2021, + 2022 + ], + "xaxis": "x2", + "y": [ + 0.0, + 0.0, + 2.0, + 1.0, + 0.0, + 1.0, + 1.0, + 0.0, + 1.0, + 0.0, + 1.0, + 3.0 ], - "legendgroup": "Western Europe", + "yaxis": "y2", + "type": "scatter" + }, + { + "hovertemplate": "%{hovertext}
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Co-publications: %{y}", + "hovertext": [ + "Bulgaria", + "Bulgaria", + "Bulgaria", + "Bulgaria", + "Bulgaria", + "Bulgaria", + "Bulgaria", + "Bulgaria", + "Bulgaria", + "Bulgaria", + "Bulgaria", + "Bulgaria" + ], + "legendgroup": "Eastern Europe", "line": { - "color": "#636efa", + "color": "#ab63fa", "dash": "solid" }, "marker": { "symbol": "circle" }, - "mode": "markers+lines", - "name": "Western Europe", + "mode": "lines+markers", + "name": "Eastern Europe", "orientation": "v", - "showlegend": true, + "showlegend": false, "x": [ 2011, 2012, @@ -542225,50 +339568,50 @@ 2021, 2022 ], - "xaxis": "x25", + "xaxis": "x2", "y": [ - 6.0, - 8.0, - 9.0, - 9.0, - 12.0, - 16.0, - 16.0, - 22.0, - 15.0, - 18.0, - 37.0, - 19.0 + 0.0, + 0.0, + 0.0, + 0.0, + 0.0, + 1.0, + 0.0, + 0.0, + 0.0, + 0.0, + 0.0, + 0.0 ], - "yaxis": "y25", + "yaxis": "y2", "type": "scatter" }, { "hovertemplate": "%{hovertext}
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Co-publications: %{y}", "hovertext": [ - "France", - "France", - "France", - "France", - "France", - "France", - "France", - "France", - "France", - "France", - "France", - "France" + "Czech Republic", + "Czech Republic", + "Czech Republic", + "Czech Republic", + "Czech Republic", + "Czech Republic", + "Czech Republic", + "Czech Republic", + "Czech Republic", + "Czech Republic", + "Czech Republic", + "Czech Republic" ], - "legendgroup": "Western Europe", + "legendgroup": "Eastern Europe", "line": { - "color": "#636efa", + "color": "#ab63fa", "dash": "solid" }, "marker": { "symbol": "circle" }, - "mode": "markers+lines", - "name": "Western Europe", + "mode": "lines+markers", + "name": "Eastern Europe", "orientation": "v", "showlegend": false, "x": [ @@ -542345,39 +339688,39 @@ 2021, 2022 ], - "xaxis": "x22", + "xaxis": "x2", "y": [ - 15.0, - 25.0, - 33.0, - 26.0, - 40.0, - 60.0, - 59.0, - 73.0, - 86.0, - 82.0, - 91.0, - 96.0 + 0.0, + 0.0, + 0.0, + 0.0, + 1.0, + 0.0, + 0.0, + 1.0, + 1.0, + 4.0, + 4.0, + 2.0 ], - "yaxis": "y22", + "yaxis": "y2", "type": "scatter" }, { - "hovertemplate": "%{hovertext}
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Co-publications: %{y}", + "hovertemplate": "%{hovertext}
%{x}
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Co-publications: %{y}", + "hovertemplate": "%{hovertext}
%{x}
Relative growth: %{y}%", "hovertext": [ - "Ireland", - "Ireland", - "Ireland", - "Ireland", - "Ireland", - "Ireland", - "Ireland", - "Ireland", - "Ireland", - "Ireland", - "Ireland", - "Ireland" + "United Kingdom", + "United Kingdom", + "United Kingdom", + "United Kingdom", + "United Kingdom", + "United Kingdom", + "United Kingdom", + "United Kingdom", + "United Kingdom", + "United Kingdom", + "United Kingdom", + "United Kingdom" ], "legendgroup": "Western Europe", "line": { @@ -542447,7 +339790,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Western Europe", "orientation": "v", "showlegend": false, @@ -542465,39 +339808,39 @@ 2021, 2022 ], - "xaxis": "x14", + "xaxis": "x3", "y": [ 0.0, - 4.0, - 1.0, - 8.0, - 6.0, - 13.0, - 11.0, - 9.0, - 6.0, - 11.0, - 15.0, - 21.0 + -0.42857142857142855, + 0.14285714285714285, + 1.7142857142857142, + 2.4285714285714284, + 4.142857142857143, + 4.857142857142857, + 6.857142857142857, + 10.714285714285714, + 13.285714285714286, + 16.0, + 23.428571428571427 ], - "yaxis": "y14", + "yaxis": "y3", "type": "scatter" }, { - "hovertemplate": "%{hovertext}
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Co-publications: %{y}", + "hovertemplate": "%{hovertext}
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Relative growth: %{y}%", "hovertext": [ - "Luxembourg", - "Luxembourg", - "Luxembourg", - "Luxembourg", - "Luxembourg", - "Luxembourg", - "Luxembourg", - "Luxembourg", - "Luxembourg", - "Luxembourg", - "Luxembourg", - "Luxembourg" + "Switzerland", + "Switzerland", + "Switzerland", + "Switzerland", + "Switzerland", + "Switzerland", + "Switzerland", + "Switzerland", + "Switzerland", + "Switzerland", + "Switzerland", + "Switzerland" ], "legendgroup": "Western Europe", "line": { @@ -542507,7 +339850,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Western Europe", "orientation": "v", "showlegend": false, @@ -542525,26 +339868,26 @@ 2021, 2022 ], - "xaxis": "x18", + "xaxis": "x3", "y": [ + -1.0, 0.0, - 0.0, - 0.0, - 0.0, - 0.0, - 0.0, - 0.0, - 0.0, + -1.0, + 0.5, + 1.5, 1.0, 0.0, - 1.0, - 1.0 + 2.0, + 1.5, + 3.0, + 8.0, + 7.5 ], - "yaxis": "y18", + "yaxis": "y3", "type": "scatter" }, { - "hovertemplate": "%{hovertext}
%{x}
Co-publications: %{y}", + "hovertemplate": "%{hovertext}
%{x}
Relative growth: %{y}%", "hovertext": [ "Netherlands", "Netherlands", @@ -542567,7 +339910,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Western Europe", "orientation": "v", "showlegend": false, @@ -542585,39 +339928,39 @@ 2021, 2022 ], - "xaxis": "x8", + "xaxis": "x3", "y": [ - 9.0, - 10.0, - 10.0, - 13.0, - 13.0, - 18.0, - 28.0, - 31.0, - 36.0, - 30.0, - 39.0, - 44.0 + 0.0, + 1.3333333333333333, + 1.6666666666666667, + 1.3333333333333333, + 6.333333333333333, + 4.333333333333333, + 3.0, + 7.0, + 10.333333333333334, + 10.333333333333334, + 14.0, + 15.333333333333334 ], - "yaxis": "y8", + "yaxis": "y3", "type": "scatter" }, { - "hovertemplate": "%{hovertext}
%{x}
Co-publications: %{y}", + "hovertemplate": "%{hovertext}
%{x}
Relative growth: %{y}%", "hovertext": [ - "Switzerland", - "Switzerland", - "Switzerland", - "Switzerland", - "Switzerland", - "Switzerland", - "Switzerland", - "Switzerland", - "Switzerland", - "Switzerland", - "Switzerland", - "Switzerland" + "Luxembourg", + "Luxembourg", + "Luxembourg", + "Luxembourg", + "Luxembourg", + "Luxembourg", + "Luxembourg", + "Luxembourg", + "Luxembourg", + "Luxembourg", + "Luxembourg", + "Luxembourg" ], "legendgroup": "Western Europe", "line": { @@ -542627,7 +339970,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Western Europe", "orientation": "v", "showlegend": false, @@ -542645,39 +339988,39 @@ 2021, 2022 ], - "xaxis": "x5", + "xaxis": "x3", "y": [ - 13.0, - 17.0, - 16.0, - 16.0, - 20.0, - 33.0, - 34.0, - 43.0, - 34.0, - 36.0, - 43.0, - 48.0 + -1.0, + -1.0, + -1.0, + -1.0, + 0.0, + 0.0, + -1.0, + -1.0, + 0.0, + -1.0, + -1.0, + 5.0 ], - "yaxis": "y5", + "yaxis": "y3", "type": "scatter" }, { - "hovertemplate": "%{hovertext}
%{x}
Co-publications: %{y}", + "hovertemplate": "%{hovertext}
%{x}
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%{x}
Co-publications: %{y}", + "hovertemplate": "%{hovertext}
%{x}
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%{x}
Co-publications: %{y}", + "hovertemplate": "%{hovertext}
%{x}
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%{x}
Co-publications: %{y}", + "hovertemplate": "%{hovertext}
%{x}
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Co-publications: %{y}", + "hovertemplate": "%{hovertext}
%{x}
Relative growth: %{y}%", "hovertext": [ - "Latvia", - "Latvia", - "Latvia", - "Latvia", - "Latvia", - "Latvia", - "Latvia", - "Latvia", - "Latvia", - "Latvia", - "Latvia", - "Latvia" + "Sweden", + "Sweden", + "Sweden", + "Sweden", + "Sweden", + "Sweden", + "Sweden", + "Sweden", + "Sweden", + "Sweden", + "Sweden", + "Sweden" ], "legendgroup": "Northern Europe", "line": { @@ -542927,7 +340270,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Northern Europe", "orientation": "v", "showlegend": false, @@ -542945,39 +340288,39 @@ 2021, 2022 ], - "xaxis": "x16", + "xaxis": "x3", "y": [ 0.0, + -1.0, + 2.0, 0.0, 0.0, + 5.0, 0.0, - 1.0, - 4.0, - 8.0, + 2.0, 7.0, - 3.0, - 6.0, - 10.0, - 10.0 + 11.0, + 13.0, + 11.0 ], - "yaxis": "y16", + "yaxis": "y3", "type": "scatter" }, { - "hovertemplate": "%{hovertext}
%{x}
Co-publications: %{y}", + "hovertemplate": "%{hovertext}
%{x}
Relative growth: %{y}%", "hovertext": [ - "Lithuania", - "Lithuania", - "Lithuania", - "Lithuania", - "Lithuania", - "Lithuania", - "Lithuania", - "Lithuania", - "Lithuania", - "Lithuania", - "Lithuania", - "Lithuania" + "Norway", + "Norway", + "Norway", + "Norway", + "Norway", + "Norway", + "Norway", + "Norway", + "Norway", + "Norway", + "Norway", + "Norway" ], "legendgroup": "Northern Europe", "line": { @@ -542987,7 +340330,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Northern Europe", "orientation": "v", "showlegend": false, @@ -543005,39 +340348,39 @@ 2021, 2022 ], - "xaxis": "x17", + "xaxis": "x3", "y": [ + -1.0, + 0.0, + -1.0, + 0.0, 1.0, - 1.0, + 0.0, 5.0, - 3.0, - 3.0, - 6.0, - 8.0, + 1.0, + 9.0, 12.0, - 6.0, - 11.0, 13.0, - 8.0 + 21.0 ], - "yaxis": "y17", + "yaxis": "y3", "type": "scatter" }, { - "hovertemplate": "%{hovertext}
%{x}
Co-publications: %{y}", + "hovertemplate": "%{hovertext}
%{x}
Relative growth: %{y}%", "hovertext": [ - "Norway", - "Norway", - "Norway", - "Norway", - "Norway", - "Norway", - "Norway", - "Norway", - "Norway", - "Norway", - "Norway", - "Norway" + "Denmark", + "Denmark", + "Denmark", + "Denmark", + "Denmark", + "Denmark", + "Denmark", + "Denmark", + "Denmark", + "Denmark", + "Denmark", + "Denmark" ], "legendgroup": "Northern Europe", "line": { @@ -543047,7 +340390,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Northern Europe", "orientation": "v", "showlegend": false, @@ -543065,39 +340408,39 @@ 2021, 2022 ], - "xaxis": "x9", + "xaxis": "x3", "y": [ - 6.0, - 7.0, - 3.0, + 0.0, + -1.0, + -1.0, + 0.0, + 0.0, 4.0, - 8.0, - 11.0, - 11.0, + 0.0, + 4.0, + 2.0, + 10.0, 13.0, - 15.0, - 12.0, - 19.0, - 20.0 + 10.0 ], - "yaxis": "y9", + "yaxis": "y3", "type": "scatter" }, { - "hovertemplate": "%{hovertext}
%{x}
Co-publications: %{y}", + "hovertemplate": "%{hovertext}
%{x}
Relative growth: %{y}%", "hovertext": [ - "Sweden", - "Sweden", - "Sweden", - "Sweden", - "Sweden", - "Sweden", - "Sweden", - "Sweden", - "Sweden", - "Sweden", - "Sweden", - "Sweden" + "Finland", + "Finland", + "Finland", + "Finland", + "Finland", + "Finland", + "Finland", + "Finland", + "Finland", + "Finland", + "Finland", + "Finland" ], "legendgroup": "Northern Europe", "line": { @@ -543107,7 +340450,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Northern Europe", "orientation": "v", "showlegend": false, @@ -543125,52 +340468,52 @@ 2021, 2022 ], - "xaxis": "x4", + "xaxis": "x3", "y": [ - 5.0, - 11.0, - 7.0, - 5.0, - 11.0, - 16.0, - 23.0, - 22.0, - 31.0, - 23.0, - 26.0, - 33.0 + -1.0, + 0.0, + 0.5, + 0.0, + 0.5, + 2.0, + 2.0, + 2.5, + 4.0, + 6.0, + 6.5, + 14.0 ], - "yaxis": "y4", + "yaxis": "y3", "type": "scatter" }, { - "hovertemplate": "%{hovertext}
%{x}
Co-publications: %{y}", + "hovertemplate": "%{hovertext}
%{x}
Relative growth: %{y}%", "hovertext": [ - "Cyprus", - "Cyprus", - "Cyprus", - "Cyprus", - "Cyprus", - "Cyprus", - "Cyprus", - "Cyprus", - "Cyprus", - "Cyprus", - "Cyprus", - "Cyprus" + "Estonia", + "Estonia", + "Estonia", + "Estonia", + "Estonia", + "Estonia", + "Estonia", + "Estonia", + "Estonia", + "Estonia", + "Estonia", + "Estonia" ], - "legendgroup": "Southern Europe", + "legendgroup": "Northern Europe", "line": { - "color": "#00cc96", + "color": "#EF553B", "dash": "solid" }, "marker": { "symbol": "circle" }, - "mode": "markers+lines", - "name": "Southern Europe", + "mode": "lines+markers", + "name": "Northern Europe", "orientation": "v", - "showlegend": true, + "showlegend": false, "x": [ 2011, 2012, @@ -543185,39 +340528,39 @@ 2021, 2022 ], - "xaxis": "x29", + "xaxis": "x3", "y": [ - 1.0, - 1.0, - 5.0, - 3.0, - 2.0, - 3.0, - 6.0, - 4.0, - 1.0, - 7.0, - 12.0, - 8.0 + -1.0, + -1.0, + -1.0, + -1.0, + 0.0, + -1.0, + -1.0, + -0.5, + -1.0, + -0.25, + 0.0, + 0.0 ], - "yaxis": "y29", + "yaxis": "y3", "type": "scatter" }, { - "hovertemplate": "%{hovertext}
%{x}
Co-publications: %{y}", + "hovertemplate": "%{hovertext}
%{x}
Relative growth: %{y}%", "hovertext": [ - "Greece", - "Greece", - "Greece", - "Greece", - "Greece", - "Greece", - "Greece", - "Greece", - "Greece", - "Greece", - "Greece", - "Greece" + "Spain", + "Spain", + "Spain", + "Spain", + "Spain", + "Spain", + "Spain", + "Spain", + "Spain", + "Spain", + "Spain", + "Spain" ], "legendgroup": "Southern Europe", "line": { @@ -543227,7 +340570,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Southern Europe", "orientation": "v", "showlegend": false, @@ -543245,26 +340588,26 @@ 2021, 2022 ], - "xaxis": "x24", + "xaxis": "x3", "y": [ - 6.0, - 6.0, + 0.0, + -1.0, + 0.0, 10.0, - 6.0, - 11.0, - 18.0, + 12.0, + 20.0, 15.0, - 17.0, - 24.0, + 18.0, 21.0, - 30.0, - 30.0 + 23.0, + 40.0, + 75.0 ], - "yaxis": "y24", + "yaxis": "y3", "type": "scatter" }, { - "hovertemplate": "%{hovertext}
%{x}
Co-publications: %{y}", + "hovertemplate": "%{hovertext}
%{x}
Relative growth: %{y}%", "hovertext": [ "Italy", "Italy", @@ -543287,7 +340630,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Southern Europe", "orientation": "v", "showlegend": false, @@ -543305,39 +340648,39 @@ 2021, 2022 ], - "xaxis": "x15", + "xaxis": "x3", "y": [ - 14.0, - 17.0, - 18.0, - 25.0, - 30.0, - 33.0, - 34.0, - 47.0, - 66.0, - 79.0, - 92.0, - 102.0 + 0.0, + 0.5, + 1.5, + 9.5, + 6.5, + 7.5, + 8.5, + 7.5, + 20.5, + 16.5, + 26.5, + 39.0 ], - "yaxis": "y15", + "yaxis": "y3", "type": "scatter" }, { - "hovertemplate": "%{hovertext}
%{x}
Co-publications: %{y}", + "hovertemplate": "%{hovertext}
%{x}
Relative growth: %{y}%", "hovertext": [ - "Malta", - "Malta", - "Malta", - "Malta", - "Malta", - "Malta", - "Malta", - "Malta", - "Malta", - "Malta", - "Malta", - "Malta" + "Portugal", + "Portugal", + "Portugal", + "Portugal", + "Portugal", + "Portugal", + "Portugal", + "Portugal", + "Portugal", + "Portugal", + "Portugal", + "Portugal" ], "legendgroup": "Southern Europe", "line": { @@ -543347,7 +340690,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Southern Europe", "orientation": "v", "showlegend": false, @@ -543365,39 +340708,39 @@ 2021, 2022 ], - "xaxis": "x7", + "xaxis": "x3", "y": [ + -1.0, + -1.0, 0.0, + 3.0, + 2.0, + 3.0, 0.0, - 0.0, - 0.0, - 1.0, - 0.0, - 0.0, - 0.0, - 0.0, - 0.0, - 1.0, - 5.0 + 2.0, + 3.0, + -1.0, + 6.0, + 7.0 ], - "yaxis": "y7", - "type": "scatter" - }, - { - "hovertemplate": "%{hovertext}
%{x}
Co-publications: %{y}", - "hovertext": [ - "Portugal", - "Portugal", - "Portugal", - "Portugal", - "Portugal", - "Portugal", - "Portugal", - "Portugal", - "Portugal", - "Portugal", - "Portugal", - "Portugal" + "yaxis": "y3", + "type": "scatter" + }, + { + "hovertemplate": "%{hovertext}
%{x}
Relative growth: %{y}%", + "hovertext": [ + "Cyprus", + "Cyprus", + "Cyprus", + "Cyprus", + "Cyprus", + "Cyprus", + "Cyprus", + "Cyprus", + "Cyprus", + "Cyprus", + "Cyprus", + "Cyprus" ], "legendgroup": "Southern Europe", "line": { @@ -543407,7 +340750,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Southern Europe", "orientation": "v", "showlegend": false, @@ -543425,39 +340768,39 @@ 2021, 2022 ], - "xaxis": "x11", + "xaxis": "x3", "y": [ - 7.0, - 6.0, - 9.0, - 8.0, - 14.0, - 16.0, - 16.0, - 21.0, - 14.0, - 20.0, - 29.0, - 22.0 + -1.0, + -1.0, + -1.0, + -1.0, + -1.0, + -1.0, + -1.0, + -1.0, + -1.0, + -1.0, + 0.0, + 0.0 ], - "yaxis": "y11", + "yaxis": "y3", "type": "scatter" }, { - "hovertemplate": "%{hovertext}
%{x}
Co-publications: %{y}", + "hovertemplate": "%{hovertext}
%{x}
Relative growth: %{y}%", "hovertext": [ - "Spain", - "Spain", - "Spain", - "Spain", - "Spain", - "Spain", - "Spain", - "Spain", - "Spain", - "Spain", - "Spain", - "Spain" + "Greece", + "Greece", + "Greece", + "Greece", + "Greece", + "Greece", + "Greece", + "Greece", + "Greece", + "Greece", + "Greece", + "Greece" ], "legendgroup": "Southern Europe", "line": { @@ -543467,7 +340810,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Southern Europe", "orientation": "v", "showlegend": false, @@ -543487,37 +340830,37 @@ ], "xaxis": "x3", "y": [ - 13.0, - 19.0, - 21.0, - 19.0, - 22.0, - 35.0, - 55.0, - 42.0, - 54.0, - 61.0, - 88.0, - 93.0 + -1.0, + 0.0, + 1.0, + -1.0, + 0.0, + 3.0, + 1.0, + 1.0, + 2.0, + 9.0, + 6.0, + 8.0 ], "yaxis": "y3", "type": "scatter" }, { - "hovertemplate": "%{hovertext}
%{x}
Co-publications: %{y}", + "hovertemplate": "%{hovertext}
%{x}
Relative growth: %{y}%", "hovertext": [ - "Bulgaria", - "Bulgaria", - "Bulgaria", - "Bulgaria", - "Bulgaria", - "Bulgaria", - "Bulgaria", - "Bulgaria", - "Bulgaria", - "Bulgaria", - "Bulgaria", - "Bulgaria" + "Slovenia", + "Slovenia", + "Slovenia", + "Slovenia", + "Slovenia", + "Slovenia", + "Slovenia", + "Slovenia", + "Slovenia", + "Slovenia", + "Slovenia", + "Slovenia" ], "legendgroup": "Eastern Europe", "line": { @@ -543527,10 +340870,10 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Eastern Europe", "orientation": "v", - "showlegend": true, + "showlegend": false, "x": [ 2011, 2012, @@ -543545,39 +340888,39 @@ 2021, 2022 ], - "xaxis": "x27", + "xaxis": "x3", "y": [ - 1.0, - 2.0, - 5.0, - 4.0, - 3.0, - 12.0, - 13.0, - 6.0, - 4.0, - 11.0, - 19.0, - 11.0 + -1.0, + -1.0, + -1.0, + -1.0, + -1.0, + -1.0, + -1.0, + -1.0, + -1.0, + -1.0, + 0.0, + -0.75 ], - "yaxis": "y27", + "yaxis": "y3", "type": "scatter" }, { - "hovertemplate": "%{hovertext}
%{x}
Co-publications: %{y}", + "hovertemplate": "%{hovertext}
%{x}
Relative growth: %{y}%", "hovertext": [ - "Croatia", - "Croatia", - "Croatia", - "Croatia", - "Croatia", - "Croatia", - "Croatia", - "Croatia", - "Croatia", - "Croatia", - "Croatia", - "Croatia" + "Slovakia", + "Slovakia", + "Slovakia", + "Slovakia", + "Slovakia", + "Slovakia", + "Slovakia", + "Slovakia", + "Slovakia", + "Slovakia", + "Slovakia", + "Slovakia" ], "legendgroup": "Eastern Europe", "line": { @@ -543587,7 +340930,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Eastern Europe", "orientation": "v", "showlegend": false, @@ -543605,39 +340948,39 @@ 2021, 2022 ], - "xaxis": "x28", + "xaxis": "x3", "y": [ - 1.0, - 1.0, - 5.0, - 3.0, - 3.0, - 4.0, - 5.0, - 6.0, - 3.0, - 9.0, - 15.0, - 9.0 + -1.0, + -1.0, + -1.0, + -1.0, + -1.0, + -1.0, + -1.0, + -1.0, + -1.0, + 0.0, + 0.0, + -1.0 ], - "yaxis": "y28", + "yaxis": "y3", "type": "scatter" }, { - "hovertemplate": "%{hovertext}
%{x}
Co-publications: %{y}", + "hovertemplate": "%{hovertext}
%{x}
Relative growth: %{y}%", "hovertext": [ - "Czech Republic", - "Czech Republic", - "Czech Republic", - "Czech Republic", - "Czech Republic", - "Czech Republic", - "Czech Republic", - "Czech Republic", - "Czech Republic", - "Czech Republic", - "Czech Republic", - "Czech Republic" + "Romania", + "Romania", + "Romania", + "Romania", + "Romania", + "Romania", + "Romania", + "Romania", + "Romania", + "Romania", + "Romania", + "Romania" ], "legendgroup": "Eastern Europe", "line": { @@ -543647,7 +340990,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Eastern Europe", "orientation": "v", "showlegend": false, @@ -543665,39 +341008,39 @@ 2021, 2022 ], - "xaxis": "x30", + "xaxis": "x3", "y": [ - 6.0, - 8.0, - 9.0, - 8.0, - 10.0, - 17.0, - 14.0, - 21.0, - 21.0, - 19.0, - 26.0, - 22.0 + -1.0, + -1.0, + -1.0, + -1.0, + -1.0, + -1.0, + -1.0, + -1.0, + 0.0, + 1.0, + 1.0, + 1.0 ], - "yaxis": "y30", + "yaxis": "y3", "type": "scatter" }, { - "hovertemplate": "%{hovertext}
%{x}
Co-publications: %{y}", + "hovertemplate": "%{hovertext}
%{x}
Relative growth: %{y}%", "hovertext": [ - "Hungary", - "Hungary", - "Hungary", - "Hungary", - "Hungary", - "Hungary", - "Hungary", - "Hungary", - "Hungary", - "Hungary", - "Hungary", - "Hungary" + "Poland", + "Poland", + "Poland", + "Poland", + "Poland", + "Poland", + "Poland", + "Poland", + "Poland", + "Poland", + "Poland", + "Poland" ], "legendgroup": "Eastern Europe", "line": { @@ -543707,7 +341050,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Eastern Europe", "orientation": "v", "showlegend": false, @@ -543725,39 +341068,39 @@ 2021, 2022 ], - "xaxis": "x13", + "xaxis": "x3", "y": [ + -1.0, + -1.0, + -1.0, + -1.0, + 0.0, + 1.0, + -1.0, + 0.0, + 0.0, + 1.0, 6.0, - 6.0, - 9.0, - 8.0, - 11.0, - 17.0, - 18.0, - 22.0, - 21.0, - 15.0, - 22.0, - 16.0 + 7.0 ], - "yaxis": "y13", + "yaxis": "y3", "type": "scatter" }, { - "hovertemplate": "%{hovertext}
%{x}
Co-publications: %{y}", + "hovertemplate": "%{hovertext}
%{x}
Relative growth: %{y}%", "hovertext": [ - "Poland", - "Poland", - "Poland", - "Poland", - "Poland", - "Poland", - "Poland", - "Poland", - "Poland", - "Poland", - "Poland", - "Poland" + "Hungary", + "Hungary", + "Hungary", + "Hungary", + "Hungary", + "Hungary", + "Hungary", + "Hungary", + "Hungary", + "Hungary", + "Hungary", + "Hungary" ], "legendgroup": "Eastern Europe", "line": { @@ -543767,7 +341110,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Eastern Europe", "orientation": "v", "showlegend": false, @@ -543785,39 +341128,39 @@ 2021, 2022 ], - "xaxis": "x10", + "xaxis": "x3", "y": [ - 7.0, - 13.0, - 12.0, - 14.0, - 13.0, - 16.0, - 26.0, - 22.0, - 26.0, - 31.0, - 47.0, - 33.0 + -1.0, + -1.0, + 0.0, + -0.5, + -1.0, + -0.5, + -0.5, + -1.0, + -0.5, + -1.0, + -0.5, + 0.5 ], - "yaxis": "y10", + "yaxis": "y3", "type": "scatter" }, { - "hovertemplate": "%{hovertext}
%{x}
Co-publications: %{y}", + "hovertemplate": "%{hovertext}
%{x}
Relative growth: %{y}%", "hovertext": [ - "Romania", - "Romania", - "Romania", - "Romania", - "Romania", - "Romania", - "Romania", - "Romania", - "Romania", - "Romania", - "Romania", - "Romania" + "Bulgaria", + "Bulgaria", + "Bulgaria", + "Bulgaria", + "Bulgaria", + "Bulgaria", + "Bulgaria", + "Bulgaria", + "Bulgaria", + "Bulgaria", + "Bulgaria", + "Bulgaria" ], "legendgroup": "Eastern Europe", "line": { @@ -543827,7 +341170,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Eastern Europe", "orientation": "v", "showlegend": false, @@ -543845,39 +341188,39 @@ 2021, 2022 ], - "xaxis": "x12", + "xaxis": "x3", "y": [ - 5.0, - 10.0, - 7.0, - 8.0, - 9.0, - 13.0, - 9.0, - 16.0, - 17.0, - 9.0, - 10.0, - 7.0 + -1.0, + -1.0, + -1.0, + -1.0, + -1.0, + 0.0, + -1.0, + -1.0, + -1.0, + -1.0, + -1.0, + -1.0 ], - "yaxis": "y12", + "yaxis": "y3", "type": "scatter" }, { - "hovertemplate": "%{hovertext}
%{x}
Co-publications: %{y}", + "hovertemplate": "%{hovertext}
%{x}
Relative growth: %{y}%", "hovertext": [ - "Slovakia", - "Slovakia", - "Slovakia", - "Slovakia", - "Slovakia", - "Slovakia", - "Slovakia", - "Slovakia", - "Slovakia", - "Slovakia", - "Slovakia", - "Slovakia" + "Croatia", + "Croatia", + "Croatia", + "Croatia", + "Croatia", + "Croatia", + "Croatia", + "Croatia", + "Croatia", + "Croatia", + "Croatia", + "Croatia" ], "legendgroup": "Eastern Europe", "line": { @@ -543887,7 +341230,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Eastern Europe", "orientation": "v", "showlegend": false, @@ -543905,39 +341248,39 @@ 2021, 2022 ], - "xaxis": "x", + "xaxis": "x3", "y": [ - 5.0, - 5.0, - 3.0, - 3.0, - 7.0, - 12.0, - 9.0, - 15.0, - 11.0, - 5.0, - 11.0, - 4.0 + -1.0, + -1.0, + -1.0, + -1.0, + -1.0, + -1.0, + -1.0, + -1.0, + -1.0, + 0.0, + -0.5, + -1.0 ], - "yaxis": "y", + "yaxis": "y3", "type": "scatter" }, { - "hovertemplate": "%{hovertext}
%{x}
Co-publications: %{y}", + "hovertemplate": "%{hovertext}
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%{x}
Co-publications: %{y}", "hovertext": [ - "Finland", - "Finland", - "Finland", - "Finland", - "Finland", - "Finland", - "Finland", - "Finland", - "Finland", - "Finland", - "Finland", - "Finland" + "Estonia", + "Estonia", + "Estonia", + "Estonia", + "Estonia", + "Estonia", + "Estonia", + "Estonia", + "Estonia", + "Estonia", + "Estonia", + "Estonia" ], "legendgroup": "Northern Europe", "line": { @@ -546852,7 +342957,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Northern Europe", "orientation": "v", "showlegend": false, @@ -546873,17 +342978,17 @@ "xaxis": "x20", "y": [ 0.0, - 1.0, 0.0, - 1.0, - 2.0, + 0.0, + 0.0, + 4.0, 0.0, 0.0, 2.0, + 0.0, 3.0, - 6.0, - 3.0, - 6.0 + 4.0, + 4.0 ], "yaxis": "y20", "type": "scatter" @@ -546891,18 +342996,18 @@ { "hovertemplate": "%{hovertext}
%{x}
Co-publications: %{y}", "hovertext": [ - "Lithuania", - "Lithuania", - "Lithuania", - "Lithuania", - "Lithuania", - "Lithuania", - "Lithuania", - "Lithuania", - "Lithuania", - "Lithuania", - "Lithuania", - "Lithuania" + "Finland", + "Finland", + "Finland", + "Finland", + "Finland", + "Finland", + "Finland", + "Finland", + "Finland", + "Finland", + "Finland", + "Finland" ], "legendgroup": "Northern Europe", "line": { @@ -546912,7 +343017,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Northern Europe", "orientation": "v", "showlegend": false, @@ -546930,22 +343035,22 @@ 2021, 2022 ], - "xaxis": "x15", + "xaxis": "x21", "y": [ 0.0, - 0.0, - 0.0, - 0.0, - 0.0, - 0.0, - 0.0, - 0.0, - 0.0, - 0.0, - 0.0, - 1.0 + 2.0, + 3.0, + 2.0, + 3.0, + 6.0, + 6.0, + 7.0, + 10.0, + 14.0, + 15.0, + 30.0 ], - "yaxis": "y15", + "yaxis": "y21", "type": "scatter" }, { @@ -546972,7 +343077,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Northern Europe", "orientation": "v", "showlegend": false, @@ -546990,22 +343095,22 @@ 2021, 2022 ], - "xaxis": "x7", + "xaxis": "x18", "y": [ 0.0, - 4.0, - 24.0, - 28.0, - 2.0, - 1.0, - 1.0, 1.0, 0.0, + 1.0, 2.0, 1.0, - 2.0 + 6.0, + 2.0, + 10.0, + 13.0, + 14.0, + 22.0 ], - "yaxis": "y7", + "yaxis": "y18", "type": "scatter" }, { @@ -547032,7 +343137,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Northern Europe", "orientation": "v", "showlegend": false, @@ -547050,22 +343155,22 @@ 2021, 2022 ], - "xaxis": "x2", + "xaxis": "x", "y": [ - 0.0, - 0.0, + 1.0, 0.0, 3.0, 1.0, - 4.0, + 1.0, 6.0, + 1.0, + 3.0, 8.0, - 6.0, - 5.0, - 5.0, - 6.0 + 12.0, + 14.0, + 12.0 ], - "yaxis": "y2", + "yaxis": "y", "type": "scatter" }, { @@ -547092,7 +343197,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Southern Europe", "orientation": "v", "showlegend": true, @@ -547116,14 +343221,14 @@ 0.0, 0.0, 0.0, - 1.0, - 1.0, - 1.0, - 2.0, - 2.0, - 1.0, 0.0, - 2.0 + 0.0, + 0.0, + 0.0, + 0.0, + 0.0, + 1.0, + 1.0 ], "yaxis": "y29", "type": "scatter" @@ -547152,7 +343257,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Southern Europe", "orientation": "v", "showlegend": false, @@ -547170,22 +343275,22 @@ 2021, 2022 ], - "xaxis": "x23", + "xaxis": "x24", "y": [ 0.0, - 0.0, - 0.0, - 1.0, 1.0, + 2.0, 0.0, 1.0, + 4.0, 2.0, - 0.0, 2.0, - 6.0, - 12.0 + 3.0, + 10.0, + 7.0, + 9.0 ], - "yaxis": "y23", + "yaxis": "y24", "type": "scatter" }, { @@ -547212,7 +343317,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Southern Europe", "orientation": "v", "showlegend": false, @@ -547230,82 +343335,22 @@ 2021, 2022 ], - "xaxis": "x14", + "xaxis": "x15", "y": [ 2.0, - 5.0, - 5.0, - 0.0, - 2.0, - 4.0, 3.0, - 8.0, - 8.0, 5.0, - 11.0, - 25.0 - ], - "yaxis": "y14", - "type": "scatter" - }, - { - "hovertemplate": "%{hovertext}
%{x}
Co-publications: %{y}", - "hovertext": [ - "Malta", - "Malta", - "Malta", - "Malta", - "Malta", - "Malta", - "Malta", - "Malta", - "Malta", - "Malta", - "Malta", - "Malta" - ], - "legendgroup": "Southern Europe", - "line": { - "color": "#00cc96", - "dash": "solid" - }, - "marker": { - "symbol": "circle" - }, - "mode": "markers+lines", - "name": "Southern Europe", - "orientation": "v", - "showlegend": false, - "x": [ - 2011, - 2012, - 2013, - 2014, - 2015, - 2016, - 2017, - 2018, - 2019, - 2020, - 2021, - 2022 - ], - "xaxis": "x17", - "y": [ - 0.0, - 0.0, - 0.0, - 0.0, - 0.0, - 0.0, - 0.0, - 0.0, - 0.0, - 0.0, - 0.0, - 3.0 + 21.0, + 15.0, + 17.0, + 19.0, + 17.0, + 43.0, + 35.0, + 55.0, + 80.0 ], - "yaxis": "y17", + "yaxis": "y15", "type": "scatter" }, { @@ -547332,7 +343377,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Southern Europe", "orientation": "v", "showlegend": false, @@ -547350,22 +343395,22 @@ 2021, 2022 ], - "xaxis": "x9", + "xaxis": "x8", "y": [ 0.0, 0.0, 1.0, - 0.0, - 0.0, - 0.0, - 0.0, - 0.0, - 2.0, - 6.0, 4.0, - 9.0 + 3.0, + 4.0, + 1.0, + 3.0, + 4.0, + 0.0, + 7.0, + 8.0 ], - "yaxis": "y9", + "yaxis": "y8", "type": "scatter" }, { @@ -547392,7 +343437,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Southern Europe", "orientation": "v", "showlegend": false, @@ -547410,22 +343455,22 @@ 2021, 2022 ], - "xaxis": "x", + "xaxis": "x12", "y": [ - 2.0, 1.0, + 0.0, 1.0, - 2.0, - 2.0, - 4.0, - 4.0, - 5.0, - 7.0, - 12.0, - 7.0, - 8.0 + 11.0, + 13.0, + 21.0, + 16.0, + 19.0, + 22.0, + 24.0, + 41.0, + 76.0 ], - "yaxis": "y", + "yaxis": "y12", "type": "scatter" }, { @@ -547452,7 +343497,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Eastern Europe", "orientation": "v", "showlegend": true, @@ -547476,14 +343521,14 @@ 0.0, 0.0, 0.0, + 0.0, 1.0, 0.0, 0.0, 0.0, - 2.0, - 1.0, 0.0, - 1.0 + 0.0, + 0.0 ], "yaxis": "y27", "type": "scatter" @@ -547512,7 +343557,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Eastern Europe", "orientation": "v", "showlegend": false, @@ -547541,7 +343586,7 @@ 0.0, 0.0, 0.0, - 0.0, + 2.0, 1.0, 0.0 ], @@ -547572,7 +343617,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Eastern Europe", "orientation": "v", "showlegend": false, @@ -547596,14 +343641,14 @@ 0.0, 0.0, 0.0, + 1.0, 0.0, 0.0, - 0.0, - 4.0, 1.0, 1.0, - 3.0, - 3.0 + 4.0, + 4.0, + 2.0 ], "yaxis": "y30", "type": "scatter" @@ -547632,7 +343677,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Eastern Europe", "orientation": "v", "showlegend": false, @@ -547650,22 +343695,22 @@ 2021, 2022 ], - "xaxis": "x24", + "xaxis": "x13", "y": [ 0.0, 0.0, + 2.0, 1.0, 0.0, - 0.0, - 0.0, - 0.0, + 1.0, + 1.0, 0.0, 1.0, - 3.0, + 0.0, 1.0, - 2.0 + 3.0 ], - "yaxis": "y24", + "yaxis": "y13", "type": "scatter" }, { @@ -547692,7 +343737,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Eastern Europe", "orientation": "v", "showlegend": false, @@ -547710,22 +343755,22 @@ 2021, 2022 ], - "xaxis": "x8", + "xaxis": "x7", "y": [ - 1.0, 0.0, - 2.0, - 3.0, 0.0, + 0.0, + 0.0, + 1.0, 2.0, + 0.0, + 1.0, 1.0, - 3.0, 2.0, - 4.0, - 9.0, - 13.0 + 7.0, + 8.0 ], - "yaxis": "y8", + "yaxis": "y7", "type": "scatter" }, { @@ -547752,7 +343797,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Eastern Europe", "orientation": "v", "showlegend": false, @@ -547770,22 +343815,22 @@ 2021, 2022 ], - "xaxis": "x10", + "xaxis": "x9", "y": [ 0.0, 0.0, - 1.0, 0.0, - 1.0, - 1.0, - 1.0, 0.0, 0.0, - 3.0, + 0.0, + 0.0, + 0.0, 2.0, - 8.0 + 4.0, + 4.0, + 4.0 ], - "yaxis": "y10", + "yaxis": "y9", "type": "scatter" }, { @@ -547812,7 +343857,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Eastern Europe", "orientation": "v", "showlegend": false, @@ -547830,22 +343875,22 @@ 2021, 2022 ], - "xaxis": "x11", + "xaxis": "x10", "y": [ 0.0, - 1.0, + 0.0, + 0.0, + 0.0, + 0.0, + 0.0, + 0.0, + 0.0, 0.0, 2.0, - 1.0, 2.0, - 1.0, - 1.0, - 0.0, - 3.0, - 1.0, - 4.0 + 0.0 ], - "yaxis": "y11", + "yaxis": "y10", "type": "scatter" }, { @@ -547872,7 +343917,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Eastern Europe", "orientation": "v", "showlegend": false, @@ -547890,22 +343935,22 @@ 2021, 2022 ], - "xaxis": "x12", + "xaxis": "x11", "y": [ 0.0, 0.0, - 2.0, - 3.0, - 1.0, 0.0, 0.0, 0.0, 0.0, 0.0, - 1.0, + 0.0, + 0.0, + 0.0, + 4.0, 1.0 ], - "yaxis": "y12", + "yaxis": "y11", "type": "scatter" } ], @@ -549794,22 +345839,11 @@ } }, "annotations": [ - { - "font": {}, - "showarrow": false, - "text": "Spain", - "x": 0.075, - "xanchor": "center", - "xref": "paper", - "y": 0.144, - "yanchor": "bottom", - "yref": "paper" - }, { "font": {}, "showarrow": false, "text": "Sweden", - "x": 0.24499999999999997, + "x": 0.075, "xanchor": "center", "xref": "paper", "y": 0.144, @@ -549820,7 +345854,7 @@ "font": {}, "showarrow": false, "text": "Switzerland", - 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"text": "Slovenia", + "text": "Spain", "x": 0.925, "xanchor": "center", "xref": "paper", @@ -549907,7 +345941,7 @@ { "font": {}, "showarrow": false, - "text": "Ireland", + "text": "Hungary", "x": 0.075, "xanchor": "center", "xref": "paper", @@ -549918,7 +345952,7 @@ { "font": {}, "showarrow": false, - "text": "Italy", + "text": "Ireland", "x": 0.24499999999999997, "xanchor": "center", "xref": "paper", @@ -549929,7 +345963,7 @@ { "font": {}, "showarrow": false, - "text": "Lithuania", + "text": "Italy", "x": 0.415, "xanchor": "center", "xref": "paper", @@ -549951,7 +345985,7 @@ { "font": {}, "showarrow": false, - "text": "Malta", + "text": "Netherlands", "x": 0.7549999999999999, "xanchor": "center", "xref": "paper", @@ -549962,7 +345996,7 @@ { "font": {}, "showarrow": false, - "text": "Netherlands", + "text": "Norway", "x": 0.925, "xanchor": "center", "xref": "paper", @@ -549984,7 +346018,7 @@ { "font": {}, "showarrow": false, - "text": "Finland", + "text": "Estonia", "x": 0.24499999999999997, "xanchor": "center", "xref": "paper", @@ -549995,7 +346029,7 @@ { "font": {}, "showarrow": false, - 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Co-publications: %{y}", "hovertext": [ "France", @@ -552249,16 +348136,16 @@ ], "legendgroup": "Western Europe", "line": { - "color": "#636efa", - "dash": "solid" + "color": "#636efa" }, "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines", "name": "Western Europe", "orientation": "v", "showlegend": false, + "stackgroup": "1", "x": [ 2011, 2012, @@ -552273,25 +348160,28 @@ 2021, 2022 ], - "xaxis": "x2", + "xaxis": "x", "y": [ - 1.0, - 2.0, - 1.0, - 1.0, - 2.0, - 3.0, - 1.0, 3.0, - 7.0, + 4.0, 6.0, - 2.0, - 4.0 + 12.0, + 15.0, + 25.0, + 30.0, + 40.0, + 50.0, + 62.0, + 82.0, + 106.0 ], - "yaxis": "y2", + "yaxis": "y", "type": "scatter" }, { + "fillpattern": { + "shape": "" + }, "hovertemplate": "%{hovertext}
%{x}
Co-publications: %{y}", "hovertext": [ "Germany", @@ -552309,16 +348199,16 @@ ], "legendgroup": "Western Europe", "line": { - "color": "#636efa", - "dash": "solid" + "color": "#636efa" }, "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines", "name": "Western Europe", "orientation": "v", "showlegend": false, + "stackgroup": "1", "x": [ 2011, 2012, @@ -552333,25 +348223,28 @@ 2021, 2022 ], - "xaxis": "x2", + "xaxis": "x", "y": [ - 4.0, - 4.0, - 2.0, - 3.0, - 8.0, - 4.0, 2.0, - 8.0, - 10.0, - 11.0, - 11.0, - 13.0 + 7.0, + 9.0, + 21.0, + 23.0, + 27.0, + 37.0, + 45.0, + 59.0, + 79.0, + 109.0, + 145.0 ], - "yaxis": "y2", + "yaxis": "y", "type": "scatter" }, { + "fillpattern": { + "shape": "" + }, "hovertemplate": "%{hovertext}
%{x}
Co-publications: %{y}", "hovertext": [ "Sweden", @@ -552369,16 +348262,16 @@ ], "legendgroup": "Northern Europe", "line": { - "color": "#EF553B", - "dash": "solid" + "color": "#EF553B" }, "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines", "name": "Northern Europe", "orientation": "v", - "showlegend": false, + "showlegend": true, + "stackgroup": "1", "x": [ 2011, 2012, @@ -552393,25 +348286,28 @@ 2021, 2022 ], - "xaxis": "x2", + "xaxis": "x", "y": [ - 0.0, - 2.0, - 3.0, - 1.0, 1.0, - 4.0, - 4.0, - 8.0, 2.0, - 10.0, - 5.0, - 1.0 + 2.0, + 9.0, + 13.0, + 17.0, + 23.0, + 29.0, + 40.0, + 53.0, + 78.0, + 100.0 ], - "yaxis": "y2", + "yaxis": "y", "type": "scatter" }, { + "fillpattern": { + "shape": "" + }, "hovertemplate": "%{hovertext}
%{x}
Co-publications: %{y}", "hovertext": [ "Norway", @@ -552429,16 +348325,16 @@ ], "legendgroup": "Northern Europe", "line": { - "color": "#EF553B", - "dash": "solid" + "color": "#EF553B" }, "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines", "name": "Northern Europe", "orientation": "v", "showlegend": false, + "stackgroup": "1", "x": [ 2011, 2012, @@ -552453,25 +348349,28 @@ 2021, 2022 ], - "xaxis": "x2", + "xaxis": "x", "y": [ - 1.0, 0.0, - 3.0, - 0.0, - 4.0, - 2.0, - 2.0, - 2.0, 1.0, - 6.0, 2.0, - 0.0 + 3.0, + 3.0, + 5.0, + 6.0, + 12.0, + 17.0, + 26.0, + 42.0, + 54.0 ], - "yaxis": "y2", + "yaxis": "y", "type": "scatter" }, { + "fillpattern": { + "shape": "" + }, "hovertemplate": "%{hovertext}
%{x}
Co-publications: %{y}", "hovertext": [ "Lithuania", @@ -552489,16 +348388,16 @@ ], "legendgroup": "Northern Europe", "line": { - "color": "#EF553B", - "dash": "solid" + "color": "#EF553B" }, "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines", "name": "Northern Europe", "orientation": "v", "showlegend": false, + "stackgroup": "1", "x": [ 2011, 2012, @@ -552513,11 +348412,10 @@ 2021, 2022 ], - "xaxis": "x2", + "xaxis": "x", "y": [ 0.0, 0.0, - 2.0, 0.0, 0.0, 0.0, @@ -552526,12 +348424,16 @@ 0.0, 0.0, 1.0, + 1.0, 1.0 ], - "yaxis": "y2", + "yaxis": "y", "type": "scatter" }, { + "fillpattern": { + "shape": "" + }, "hovertemplate": "%{hovertext}
%{x}
Co-publications: %{y}", "hovertext": [ "Denmark", @@ -552549,16 +348451,16 @@ ], "legendgroup": "Northern Europe", "line": { - "color": "#EF553B", - "dash": "solid" + "color": "#EF553B" }, "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines", "name": "Northern Europe", "orientation": "v", "showlegend": false, + "stackgroup": "1", "x": [ 2011, 2012, @@ -552573,52 +348475,55 @@ 2021, 2022 ], - "xaxis": "x2", + "xaxis": "x", "y": [ - 1.0, 0.0, 0.0, - 0.0, - 2.0, - 0.0, - 3.0, 1.0, 3.0, - 2.0, - 4.0, - 1.0 + 5.0, + 6.0, + 10.0, + 16.0, + 27.0, + 36.0, + 57.0, + 88.0 ], - "yaxis": "y2", + "yaxis": "y", "type": "scatter" }, { + "fillpattern": { + "shape": "" + }, "hovertemplate": "%{hovertext}
%{x}
Co-publications: %{y}", "hovertext": [ - "Estonia", - "Estonia", - "Estonia", - "Estonia", - "Estonia", - "Estonia", - "Estonia", - "Estonia", - "Estonia", - "Estonia", - "Estonia", - "Estonia" + "Finland", + "Finland", + "Finland", + "Finland", + "Finland", + "Finland", + "Finland", + "Finland", + "Finland", + "Finland", + "Finland", + "Finland" ], "legendgroup": "Northern Europe", "line": { - "color": "#EF553B", - "dash": "solid" + "color": "#EF553B" }, "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines", "name": "Northern Europe", "orientation": "v", "showlegend": false, + "stackgroup": "1", "x": [ 2011, 2012, @@ -552633,52 +348538,55 @@ 2021, 2022 ], - "xaxis": "x2", + "xaxis": "x", "y": [ 0.0, 0.0, - 0.0, - 0.0, - 0.0, - 0.0, - 0.0, - 0.0, - 0.0, - 3.0, - 0.0, - 1.0 + 2.0, + 5.0, + 7.0, + 8.0, + 13.0, + 18.0, + 24.0, + 37.0, + 49.0, + 58.0 ], - "yaxis": "y2", + "yaxis": "y", "type": "scatter" }, { + "fillpattern": { + "shape": "" + }, "hovertemplate": "%{hovertext}
%{x}
Co-publications: %{y}", "hovertext": [ - "Finland", - "Finland", - "Finland", - "Finland", - "Finland", - "Finland", - "Finland", - "Finland", - "Finland", - "Finland", - "Finland", - "Finland" + "Estonia", + "Estonia", + "Estonia", + "Estonia", + "Estonia", + "Estonia", + "Estonia", + "Estonia", + "Estonia", + "Estonia", + "Estonia", + "Estonia" ], "legendgroup": "Northern Europe", "line": { - "color": "#EF553B", - "dash": "solid" + "color": "#EF553B" }, "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines", "name": "Northern Europe", "orientation": "v", "showlegend": false, + "stackgroup": "1", "x": [ 2011, 2012, @@ -552693,25 +348601,28 @@ 2021, 2022 ], - "xaxis": "x2", + "xaxis": "x", "y": [ + 0.0, + 0.0, + 0.0, + 0.0, + 0.0, + 0.0, + 0.0, + 0.0, + 0.0, 1.0, - 4.0, - 2.0, - 3.0, - 2.0, - 3.0, 2.0, - 5.0, - 3.0, - 6.0, - 1.0, 2.0 ], - "yaxis": "y2", + "yaxis": "y", "type": "scatter" }, { + "fillpattern": { + "shape": "" + }, "hovertemplate": "%{hovertext}
%{x}
Co-publications: %{y}", "hovertext": [ "Spain", @@ -552729,16 +348640,16 @@ ], "legendgroup": "Southern Europe", "line": { - "color": "#00cc96", - "dash": "solid" + "color": "#00cc96" }, "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines", "name": "Southern Europe", "orientation": "v", - "showlegend": false, + "showlegend": true, + "stackgroup": "1", "x": [ 2011, 2012, @@ -552753,25 +348664,28 @@ 2021, 2022 ], - "xaxis": "x2", + "xaxis": "x", "y": [ - 1.0, - 1.0, - 5.0, - 1.0, - 3.0, - 2.0, 0.0, 1.0, 2.0, + 4.0, + 4.0, 5.0, - 3.0, - 3.0 + 10.0, + 15.0, + 27.0, + 35.0, + 43.0, + 60.0 ], - "yaxis": "y2", + "yaxis": "y", "type": "scatter" }, { + "fillpattern": { + "shape": "" + }, "hovertemplate": "%{hovertext}
%{x}
Co-publications: %{y}", "hovertext": [ "Portugal", @@ -552789,16 +348703,16 @@ ], "legendgroup": "Southern Europe", "line": { - "color": "#00cc96", - "dash": "solid" + "color": "#00cc96" }, "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines", "name": "Southern Europe", "orientation": "v", "showlegend": false, + "stackgroup": "1", "x": [ 2011, 2012, @@ -552813,25 +348727,91 @@ 2021, 2022 ], - "xaxis": "x2", + "xaxis": "x", "y": [ 0.0, 0.0, 0.0, 0.0, 2.0, + 2.0, + 4.0, + 12.0, + 18.0, + 26.0, + 46.0, + 59.0 + ], + "yaxis": "y", + "type": "scatter" + }, + { + "fillpattern": { + "shape": "" + }, + "hovertemplate": "%{hovertext}
%{x}
Co-publications: %{y}", + "hovertext": [ + "Malta", + "Malta", + "Malta", + "Malta", + "Malta", + "Malta", + "Malta", + "Malta", + "Malta", + "Malta", + "Malta", + "Malta" + ], + "legendgroup": "Southern Europe", + "line": { + "color": "#00cc96" + }, + "marker": { + "symbol": "circle" + }, + "mode": "lines", + "name": "Southern Europe", + "orientation": "v", + "showlegend": false, + "stackgroup": "1", + "x": [ + 2011, + 2012, + 2013, + 2014, + 2015, + 2016, + 2017, + 2018, + 2019, + 2020, + 2021, + 2022 + ], + "xaxis": "x", + "y": [ 0.0, - 1.0, - 1.0, - 1.0, - 3.0, - 1.0, + 0.0, + 0.0, + 0.0, + 0.0, + 0.0, + 0.0, + 0.0, + 0.0, + 0.0, + 2.0, 3.0 ], - "yaxis": "y2", + "yaxis": "y", "type": "scatter" }, { + "fillpattern": { + "shape": "" + }, "hovertemplate": "%{hovertext}
%{x}
Co-publications: %{y}", "hovertext": [ "Italy", @@ -552849,16 +348829,16 @@ ], "legendgroup": "Southern Europe", "line": { - "color": "#00cc96", - "dash": "solid" + "color": "#00cc96" }, "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines", "name": "Southern Europe", "orientation": "v", "showlegend": false, + "stackgroup": "1", "x": [ 2011, 2012, @@ -552873,25 +348853,91 @@ 2021, 2022 ], - "xaxis": "x2", + "xaxis": "x", "y": [ 0.0, 0.0, - 1.0, - 0.0, 2.0, + 2.0, + 7.0, + 11.0, + 20.0, + 30.0, + 44.0, + 53.0, + 76.0, + 105.0 + ], + "yaxis": "y", + "type": "scatter" + }, + { + "fillpattern": { + "shape": "" + }, + "hovertemplate": "%{hovertext}
%{x}
Co-publications: %{y}", + "hovertext": [ + "Cyprus", + "Cyprus", + "Cyprus", + "Cyprus", + "Cyprus", + "Cyprus", + "Cyprus", + "Cyprus", + "Cyprus", + "Cyprus", + "Cyprus", + "Cyprus" + ], + "legendgroup": "Southern Europe", + "line": { + "color": "#00cc96" + }, + "marker": { + "symbol": "circle" + }, + "mode": "lines", + "name": "Southern Europe", + "orientation": "v", + "showlegend": false, + "stackgroup": "1", + "x": [ + 2011, + 2012, + 2013, + 2014, + 2015, + 2016, + 2017, + 2018, + 2019, + 2020, + 2021, + 2022 + ], + "xaxis": "x", + "y": [ 0.0, - 1.0, - 3.0, - 3.0, - 8.0, - 1.0, - 5.0 + 0.0, + 0.0, + 0.0, + 0.0, + 0.0, + 0.0, + 0.0, + 0.0, + 2.0, + 2.0, + 3.0 ], - "yaxis": "y2", + "yaxis": "y", "type": "scatter" }, { + "fillpattern": { + "shape": "" + }, "hovertemplate": "%{hovertext}
%{x}
Co-publications: %{y}", "hovertext": [ "Greece", @@ -552909,16 +348955,16 @@ ], "legendgroup": "Southern Europe", "line": { - "color": "#00cc96", - "dash": "solid" + "color": "#00cc96" }, "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines", "name": "Southern Europe", "orientation": "v", "showlegend": false, + "stackgroup": "1", "x": [ 2011, 2012, @@ -552933,25 +348979,28 @@ 2021, 2022 ], - "xaxis": "x2", + "xaxis": "x", "y": [ - 1.0, - 0.0, - 0.0, - 0.0, - 1.0, 0.0, 0.0, 0.0, 0.0, - 2.0, 1.0, - 2.0 + 2.0, + 2.0, + 2.0, + 3.0, + 4.0, + 9.0, + 15.0 ], - "yaxis": "y2", + "yaxis": "y", "type": "scatter" }, { + "fillpattern": { + "shape": "" + }, "hovertemplate": "%{hovertext}
%{x}
Co-publications: %{y}", "hovertext": [ "Slovenia", @@ -552969,16 +349018,16 @@ ], "legendgroup": "Eastern Europe", "line": { - "color": "#ab63fa", - "dash": "solid" + "color": "#ab63fa" }, "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines", "name": "Eastern Europe", "orientation": "v", - "showlegend": false, + "showlegend": true, + "stackgroup": "1", "x": [ 2011, 2012, @@ -552993,7 +349042,7 @@ 2021, 2022 ], - "xaxis": "x2", + "xaxis": "x", "y": [ 0.0, 0.0, @@ -553002,43 +349051,46 @@ 0.0, 0.0, 0.0, - 0.0, - 0.0, - 0.0, 1.0, - 0.0 + 2.0, + 2.0, + 2.0, + 2.0 ], - "yaxis": "y2", + "yaxis": "y", "type": "scatter" }, { - "hovertemplate": "%{hovertext}
%{x}
Co-publications: %{y}", - "hovertext": [ - "Slovakia", - "Slovakia", - "Slovakia", - "Slovakia", - "Slovakia", - "Slovakia", - "Slovakia", - "Slovakia", - "Slovakia", - "Slovakia", - "Slovakia", - "Slovakia" + "fillpattern": { + "shape": "" + }, + "hovertemplate": "%{hovertext}
%{x}
Co-publications: %{y}", + "hovertext": [ + "Romania", + "Romania", + "Romania", + "Romania", + "Romania", + "Romania", + "Romania", + "Romania", + "Romania", + "Romania", + "Romania", + "Romania" ], "legendgroup": "Eastern Europe", "line": { - "color": "#ab63fa", - "dash": "solid" + "color": "#ab63fa" }, "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines", "name": "Eastern Europe", "orientation": "v", "showlegend": false, + "stackgroup": "1", "x": [ 2011, 2012, @@ -553053,25 +349105,28 @@ 2021, 2022 ], - "xaxis": "x2", + "xaxis": "x", "y": [ - 0.0, 0.0, 1.0, - 0.0, 1.0, 1.0, 1.0, 1.0, - 0.0, + 1.0, + 1.0, + 1.0, + 1.0, 2.0, - 0.0, - 0.0 + 2.0 ], - "yaxis": "y2", + "yaxis": "y", "type": "scatter" }, { + "fillpattern": { + "shape": "" + }, "hovertemplate": "%{hovertext}
%{x}
Co-publications: %{y}", "hovertext": [ "Poland", @@ -553089,16 +349144,16 @@ ], "legendgroup": "Eastern Europe", "line": { - "color": "#ab63fa", - "dash": "solid" + "color": "#ab63fa" }, "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines", "name": "Eastern Europe", "orientation": "v", "showlegend": false, + "stackgroup": "1", "x": [ 2011, 2012, @@ -553113,52 +349168,55 @@ 2021, 2022 ], - "xaxis": "x2", + "xaxis": "x", "y": [ - 0.0, 0.0, 1.0, - 0.0, - 2.0, 1.0, - 0.0, 1.0, - 0.0, - 3.0, 1.0, - 0.0 + 1.0, + 1.0, + 3.0, + 9.0, + 16.0, + 22.0, + 30.0 ], - "yaxis": "y2", + "yaxis": "y", "type": "scatter" }, { + "fillpattern": { + "shape": "" + }, "hovertemplate": "%{hovertext}
%{x}
Co-publications: %{y}", "hovertext": [ - "Romania", - "Romania", - "Romania", - "Romania", - "Romania", - "Romania", - "Romania", - "Romania", - "Romania", - "Romania", - "Romania", - "Romania" + "Bulgaria", + "Bulgaria", + "Bulgaria", + "Bulgaria", + "Bulgaria", + "Bulgaria", + "Bulgaria", + "Bulgaria", + "Bulgaria", + "Bulgaria", + "Bulgaria", + "Bulgaria" ], "legendgroup": "Eastern Europe", "line": { - "color": "#ab63fa", - "dash": "solid" + "color": "#ab63fa" }, "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines", "name": "Eastern Europe", "orientation": "v", "showlegend": false, + "stackgroup": "1", "x": [ 2011, 2012, @@ -553173,25 +349231,28 @@ 2021, 2022 ], - "xaxis": "x2", + "xaxis": "x", "y": [ - 0.0, - 0.0, - 1.0, - 0.0, - 1.0, - 0.0, - 0.0, 1.0, 1.0, 2.0, - 0.0, - 0.0 + 2.0, + 2.0, + 2.0, + 2.0, + 2.0, + 2.0, + 2.0, + 3.0, + 3.0 ], - "yaxis": "y2", + "yaxis": "y", "type": "scatter" }, { + "fillpattern": { + "shape": "" + }, "hovertemplate": "%{hovertext}
%{x}
Co-publications: %{y}", "hovertext": [ "Croatia", @@ -553209,16 +349270,16 @@ ], "legendgroup": "Eastern Europe", "line": { - "color": "#ab63fa", - "dash": "solid" + "color": "#ab63fa" }, "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines", "name": "Eastern Europe", "orientation": "v", "showlegend": false, + "stackgroup": "1", "x": [ 2011, 2012, @@ -553233,25 +349294,28 @@ 2021, 2022 ], - "xaxis": "x2", + "xaxis": "x", "y": [ 0.0, 0.0, 0.0, 0.0, - 1.0, 0.0, 0.0, 0.0, 0.0, - 2.0, 0.0, - 0.0 + 1.0, + 1.0, + 1.0 ], - "yaxis": "y2", + "yaxis": "y", "type": "scatter" }, { + "fillpattern": { + "shape": "" + }, "hovertemplate": "%{hovertext}
%{x}
Co-publications: %{y}", "hovertext": [ "Czech Republic", @@ -553269,16 +349333,16 @@ ], "legendgroup": "Eastern Europe", "line": { - "color": "#ab63fa", - "dash": "solid" + "color": "#ab63fa" }, "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines", "name": "Eastern Europe", "orientation": "v", "showlegend": false, + "stackgroup": "1", "x": [ 2011, 2012, @@ -553293,86 +349357,26 @@ 2021, 2022 ], - "xaxis": "x2", + "xaxis": "x", "y": [ - 1.0, 0.0, 0.0, 0.0, - 2.0, - 0.0, 0.0, - 0.0, - 3.0, 1.0, - 2.0, - 2.0 - ], - "yaxis": "y2", - "type": "scatter" - }, - { - "hovertemplate": "%{hovertext}
%{x}
Co-publications: %{y}", - "hovertext": [ - "Hungary", - "Hungary", - "Hungary", - "Hungary", - "Hungary", - "Hungary", - "Hungary", - "Hungary", - "Hungary", - "Hungary", - "Hungary", - "Hungary" - ], - "legendgroup": "Eastern Europe", - "line": { - "color": "#ab63fa", - "dash": "solid" - }, - "marker": { - "symbol": "circle" - }, - "mode": "markers+lines", - "name": "Eastern Europe", - "orientation": "v", - "showlegend": false, - "x": [ - 2011, - 2012, - 2013, - 2014, - 2015, - 2016, - 2017, - 2018, - 2019, - 2020, - 2021, - 2022 - ], - "xaxis": "x2", - "y": [ - 0.0, - 0.0, 1.0, - 0.0, 1.0, 1.0, - 0.0, - 0.0, - 0.0, - 0.0, - 0.0, - 0.0 + 1.0, + 1.0, + 1.0, + 5.0 ], - "yaxis": "y2", + "yaxis": "y", "type": "scatter" }, { - "hovertemplate": "%{hovertext}
%{x}
Relative growth: %{y}%", + "hovertemplate": "%{hovertext}
%{x}
Co-publications: %{y}", "hovertext": [ "Austria", "Austria", @@ -553395,7 +349399,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Western Europe", "orientation": "v", "showlegend": false, @@ -553413,26 +349417,26 @@ 2021, 2022 ], - "xaxis": "x3", + "xaxis": "x2", "y": [ - -1.0, - -1.0, + 1.0, + 0.0, 0.0, - -1.0, - -1.0, - -1.0, - -1.0, 1.0, - -1.0, + 1.0, + 1.0, 2.0, 0.0, - 0.0 + 2.0, + 2.0, + 2.0, + 2.0 ], - "yaxis": "y3", + "yaxis": "y2", "type": "scatter" }, { - "hovertemplate": "%{hovertext}
%{x}
Relative growth: %{y}%", + "hovertemplate": "%{hovertext}
%{x}
Co-publications: %{y}", "hovertext": [ "United Kingdom", "United Kingdom", @@ -553455,7 +349459,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Western Europe", "orientation": "v", "showlegend": false, @@ -553473,26 +349477,26 @@ 2021, 2022 ], - "xaxis": "x3", + "xaxis": "x2", "y": [ - 0.0, - -0.4, - 0.1, - 0.0, - 0.7, - 0.1, - 0.2, - 1.1, - 1.9, - 1.8, - 2.9, - 3.1 + 7.0, + 15.0, + 18.0, + 26.0, + 24.0, + 29.0, + 37.0, + 66.0, + 77.0, + 125.0, + 173.0, + 169.0 ], - "yaxis": "y3", + "yaxis": "y2", "type": "scatter" }, { - "hovertemplate": "%{hovertext}
%{x}
Relative growth: %{y}%", + "hovertemplate": "%{hovertext}
%{x}
Co-publications: %{y}", "hovertext": [ "Switzerland", "Switzerland", @@ -553515,7 +349519,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Western Europe", "orientation": "v", "showlegend": false, @@ -553533,26 +349537,26 @@ 2021, 2022 ], - "xaxis": "x3", + "xaxis": "x2", "y": [ - -1.0, - -1.0, 0.0, - -0.5, - 0.5, - -0.5, - -0.5, - 1.0, - 1.0, + 0.0, + 0.0, + 0.0, 2.0, + 0.0, + 3.0, 1.0, - 1.0 + 2.0, + 6.0, + 4.0, + 6.0 ], - "yaxis": "y3", + "yaxis": "y2", "type": "scatter" }, { - "hovertemplate": "%{hovertext}
%{x}
Relative growth: %{y}%", + "hovertemplate": "%{hovertext}
%{x}
Co-publications: %{y}", "hovertext": [ "Netherlands", "Netherlands", @@ -553575,7 +349579,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Western Europe", "orientation": "v", "showlegend": false, @@ -553593,26 +349597,86 @@ 2021, 2022 ], - "xaxis": "x3", + "xaxis": "x2", "y": [ + 1.0, 0.0, 1.0, - 3.0, + 2.0, 1.0, + 0.0, 3.0, - 4.0, + 1.0, 3.0, + 8.0, + 16.0, + 12.0 + ], + "yaxis": "y2", + "type": "scatter" + }, + { + "hovertemplate": "%{hovertext}
%{x}
Co-publications: %{y}", + "hovertext": [ + "Luxembourg", + "Luxembourg", + "Luxembourg", + "Luxembourg", + "Luxembourg", + "Luxembourg", + "Luxembourg", + "Luxembourg", + "Luxembourg", + "Luxembourg", + "Luxembourg", + "Luxembourg" + ], + "legendgroup": "Western Europe", + "line": { + "color": "#636efa", + "dash": "solid" + }, + "marker": { + "symbol": "circle" + }, + "mode": "lines+markers", + "name": "Western Europe", + "orientation": "v", + "showlegend": false, + "x": [ + 2011, + 2012, + 2013, + 2014, + 2015, + 2016, + 2017, + 2018, + 2019, + 2020, + 2021, + 2022 + ], + "xaxis": "x2", + "y": [ 0.0, - 3.0, - 12.0, - 2.0, - 7.0 + 0.0, + 0.0, + 0.0, + 0.0, + 0.0, + 0.0, + 0.0, + 0.0, + 0.0, + 0.0, + 1.0 ], - "yaxis": "y3", + "yaxis": "y2", "type": "scatter" }, { - "hovertemplate": "%{hovertext}
%{x}
Relative growth: %{y}%", + "hovertemplate": "%{hovertext}
%{x}
Co-publications: %{y}", "hovertext": [ "Ireland", "Ireland", @@ -553635,7 +349699,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Western Europe", "orientation": "v", "showlegend": false, @@ -553653,26 +349717,26 @@ 2021, 2022 ], - "xaxis": "x3", + "xaxis": "x2", "y": [ 0.0, 0.0, - -1.0, - -1.0, - 1.0, - -1.0, - -1.0, - -1.0, - -1.0, - -1.0, - -1.0, - 5.0 + 0.0, + 0.0, + 0.0, + 0.0, + 0.0, + 7.0, + 0.0, + 0.0, + 7.0, + 7.0 ], - "yaxis": "y3", + "yaxis": "y2", "type": "scatter" }, { - "hovertemplate": "%{hovertext}
%{x}
Relative growth: %{y}%", + "hovertemplate": "%{hovertext}
%{x}
Co-publications: %{y}", "hovertext": [ "Belgium", "Belgium", @@ -553695,7 +349759,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Western Europe", "orientation": "v", "showlegend": false, @@ -553713,26 +349777,26 @@ 2021, 2022 ], - "xaxis": "x3", + "xaxis": "x2", "y": [ - 0.0, - -1.0, - 3.0, - -1.0, 1.0, 0.0, + 2.0, + 2.0, 0.0, 1.0, - -1.0, - 3.0, - -1.0, - -1.0 + 0.0, + 1.0, + 4.0, + 6.0, + 5.0, + 1.0 ], - "yaxis": "y3", + "yaxis": "y2", "type": "scatter" }, { - "hovertemplate": "%{hovertext}
%{x}
Relative growth: %{y}%", + "hovertemplate": "%{hovertext}
%{x}
Co-publications: %{y}", "hovertext": [ "France", "France", @@ -553755,7 +349819,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Western Europe", "orientation": "v", "showlegend": false, @@ -553773,26 +349837,26 @@ 2021, 2022 ], - "xaxis": "x3", + "xaxis": "x2", "y": [ - 0.0, - 1.0, - 0.0, - 0.0, + 3.0, 1.0, 2.0, - 0.0, - 2.0, 6.0, + 3.0, + 10.0, 5.0, - 1.0, - 3.0 + 10.0, + 10.0, + 12.0, + 20.0, + 24.0 ], - "yaxis": "y3", + "yaxis": "y2", "type": "scatter" }, { - "hovertemplate": "%{hovertext}
%{x}
Relative growth: %{y}%", + "hovertemplate": "%{hovertext}
%{x}
Co-publications: %{y}", "hovertext": [ "Germany", "Germany", @@ -553815,7 +349879,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Western Europe", "orientation": "v", "showlegend": false, @@ -553833,26 +349897,26 @@ 2021, 2022 ], - "xaxis": "x3", + "xaxis": "x2", "y": [ - 0.0, - 0.0, - -0.5, - -0.25, - 1.0, - 0.0, - -0.5, - 1.0, - 1.5, - 1.75, - 1.75, - 2.25 + 2.0, + 5.0, + 2.0, + 12.0, + 2.0, + 4.0, + 10.0, + 8.0, + 14.0, + 20.0, + 30.0, + 36.0 ], - "yaxis": "y3", + "yaxis": "y2", "type": "scatter" }, { - "hovertemplate": "%{hovertext}
%{x}
Relative growth: %{y}%", + "hovertemplate": "%{hovertext}
%{x}
Co-publications: %{y}", "hovertext": [ "Sweden", "Sweden", @@ -553875,7 +349939,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Northern Europe", "orientation": "v", "showlegend": false, @@ -553893,26 +349957,26 @@ 2021, 2022 ], - "xaxis": "x3", + "xaxis": "x2", "y": [ - -1.0, - 0.0, - 0.5, - -0.5, - -0.5, 1.0, 1.0, - 3.0, 0.0, + 7.0, 4.0, - 1.5, - -0.5 + 4.0, + 6.0, + 6.0, + 11.0, + 13.0, + 25.0, + 22.0 ], - "yaxis": "y3", + "yaxis": "y2", "type": "scatter" }, { - "hovertemplate": "%{hovertext}
%{x}
Relative growth: %{y}%", + "hovertemplate": "%{hovertext}
%{x}
Co-publications: %{y}", "hovertext": [ "Norway", "Norway", @@ -553935,7 +349999,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Northern Europe", "orientation": "v", "showlegend": false, @@ -553953,26 +350017,26 @@ 2021, 2022 ], - "xaxis": "x3", + "xaxis": "x2", "y": [ 0.0, - -1.0, - 2.0, - -1.0, - 3.0, 1.0, 1.0, 1.0, 0.0, - 5.0, + 2.0, 1.0, - -1.0 + 6.0, + 5.0, + 9.0, + 16.0, + 12.0 ], - "yaxis": "y3", + "yaxis": "y2", "type": "scatter" }, { - "hovertemplate": "%{hovertext}
%{x}
Relative growth: %{y}%", + "hovertemplate": "%{hovertext}
%{x}
Co-publications: %{y}", "hovertext": [ "Lithuania", "Lithuania", @@ -553995,7 +350059,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Northern Europe", "orientation": "v", "showlegend": false, @@ -554013,26 +350077,26 @@ 2021, 2022 ], - "xaxis": "x3", + "xaxis": "x2", "y": [ - -1.0, - -1.0, 0.0, - -1.0, - -1.0, - -1.0, - -1.0, - -1.0, - -1.0, - -1.0, - -0.5, - -0.5 + 0.0, + 0.0, + 0.0, + 0.0, + 0.0, + 0.0, + 0.0, + 0.0, + 1.0, + 0.0, + 0.0 ], - "yaxis": "y3", + "yaxis": "y2", "type": "scatter" }, { - "hovertemplate": "%{hovertext}
%{x}
Relative growth: %{y}%", + "hovertemplate": "%{hovertext}
%{x}
Co-publications: %{y}", "hovertext": [ "Denmark", "Denmark", @@ -554055,7 +350119,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Northern Europe", "orientation": "v", "showlegend": false, @@ -554073,39 +350137,39 @@ 2021, 2022 ], - "xaxis": "x3", + "xaxis": "x2", "y": [ 0.0, - -1.0, - -1.0, - -1.0, + 0.0, 1.0, - -1.0, 2.0, - 0.0, 2.0, 1.0, - 3.0, - 0.0 + 4.0, + 6.0, + 11.0, + 9.0, + 21.0, + 31.0 ], - "yaxis": "y3", + "yaxis": "y2", "type": "scatter" }, { - "hovertemplate": "%{hovertext}
%{x}
Relative growth: %{y}%", + "hovertemplate": "%{hovertext}
%{x}
Co-publications: %{y}", "hovertext": [ - "Estonia", - "Estonia", - "Estonia", - "Estonia", - "Estonia", - "Estonia", - "Estonia", - "Estonia", - "Estonia", - "Estonia", - "Estonia", - "Estonia" + "Finland", + "Finland", + "Finland", + "Finland", + "Finland", + "Finland", + "Finland", + "Finland", + "Finland", + "Finland", + "Finland", + "Finland" ], "legendgroup": "Northern Europe", "line": { @@ -554115,7 +350179,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Northern Europe", "orientation": "v", "showlegend": false, @@ -554133,39 +350197,39 @@ 2021, 2022 ], - "xaxis": "x3", + "xaxis": "x2", "y": [ - -1.0, - -1.0, - -1.0, - -1.0, - -1.0, - -1.0, - -1.0, - -1.0, - -1.0, 0.0, - -1.0, - -0.6666666666666666 + 0.0, + 2.0, + 3.0, + 2.0, + 1.0, + 5.0, + 5.0, + 6.0, + 13.0, + 12.0, + 9.0 ], - "yaxis": "y3", + "yaxis": "y2", "type": "scatter" }, { - "hovertemplate": "%{hovertext}
%{x}
Relative growth: %{y}%", + "hovertemplate": "%{hovertext}
%{x}
Co-publications: %{y}", "hovertext": [ - "Finland", - "Finland", - "Finland", - "Finland", - "Finland", - "Finland", - "Finland", - "Finland", - "Finland", - "Finland", - "Finland", - "Finland" + "Estonia", + "Estonia", + "Estonia", + "Estonia", + "Estonia", + "Estonia", + "Estonia", + "Estonia", + "Estonia", + "Estonia", + "Estonia", + "Estonia" ], "legendgroup": "Northern Europe", "line": { @@ -554175,7 +350239,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Northern Europe", "orientation": "v", "showlegend": false, @@ -554193,26 +350257,26 @@ 2021, 2022 ], - "xaxis": "x3", + "xaxis": "x2", "y": [ 0.0, - 3.0, - 1.0, - 2.0, + 0.0, + 0.0, + 0.0, + 0.0, + 0.0, + 0.0, + 0.0, + 0.0, 1.0, - 2.0, 1.0, - 4.0, - 2.0, - 5.0, - 0.0, - 1.0 + 0.0 ], - "yaxis": "y3", + "yaxis": "y2", "type": "scatter" }, { - "hovertemplate": "%{hovertext}
%{x}
Relative growth: %{y}%", + "hovertemplate": "%{hovertext}
%{x}
Co-publications: %{y}", "hovertext": [ "Spain", "Spain", @@ -554235,7 +350299,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Southern Europe", "orientation": "v", "showlegend": false, @@ -554253,26 +350317,26 @@ 2021, 2022 ], - "xaxis": "x3", + "xaxis": "x2", "y": [ 0.0, - 0.0, - 4.0, - 0.0, - 2.0, 1.0, - -1.0, - 0.0, 1.0, - 4.0, 2.0, - 2.0 + 0.0, + 1.0, + 5.0, + 5.0, + 12.0, + 8.0, + 8.0, + 17.0 ], - "yaxis": "y3", + "yaxis": "y2", "type": "scatter" }, { - "hovertemplate": "%{hovertext}
%{x}
Relative growth: %{y}%", + "hovertemplate": "%{hovertext}
%{x}
Co-publications: %{y}", "hovertext": [ "Portugal", "Portugal", @@ -554295,7 +350359,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Southern Europe", "orientation": "v", "showlegend": false, @@ -554313,39 +350377,39 @@ 2021, 2022 ], - "xaxis": "x3", + "xaxis": "x2", "y": [ - -1.0, - -1.0, - -1.0, - -1.0, 0.0, - -1.0, - -0.5, - -0.5, - -0.5, - 0.5, - -0.5, - 0.5 + 0.0, + 0.0, + 0.0, + 2.0, + 0.0, + 2.0, + 8.0, + 6.0, + 8.0, + 20.0, + 13.0 ], - "yaxis": "y3", + "yaxis": "y2", "type": "scatter" }, { - "hovertemplate": "%{hovertext}
%{x}
Relative growth: %{y}%", + "hovertemplate": "%{hovertext}
%{x}
Co-publications: %{y}", "hovertext": [ - "Italy", - "Italy", - "Italy", - "Italy", - "Italy", - "Italy", - "Italy", - "Italy", - "Italy", - "Italy", - "Italy", - "Italy" + "Malta", + "Malta", + "Malta", + "Malta", + "Malta", + "Malta", + "Malta", + "Malta", + "Malta", + "Malta", + "Malta", + "Malta" ], "legendgroup": "Southern Europe", "line": { @@ -554355,7 +350419,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Southern Europe", "orientation": "v", "showlegend": false, @@ -554373,39 +350437,39 @@ 2021, 2022 ], - "xaxis": "x3", + "xaxis": "x2", "y": [ - -1.0, - -1.0, 0.0, - -1.0, - 1.0, - -1.0, 0.0, - 2.0, - 2.0, - 7.0, 0.0, - 4.0 + 0.0, + 0.0, + 0.0, + 0.0, + 0.0, + 0.0, + 0.0, + 2.0, + 1.0 ], - "yaxis": "y3", + "yaxis": "y2", "type": "scatter" }, { - "hovertemplate": "%{hovertext}
%{x}
Relative growth: %{y}%", + "hovertemplate": "%{hovertext}
%{x}
Co-publications: %{y}", "hovertext": [ - "Greece", - "Greece", - "Greece", - "Greece", - "Greece", - "Greece", - "Greece", - "Greece", - "Greece", - "Greece", - "Greece", - "Greece" + "Italy", + "Italy", + "Italy", + "Italy", + "Italy", + "Italy", + "Italy", + "Italy", + "Italy", + "Italy", + "Italy", + "Italy" ], "legendgroup": "Southern Europe", "line": { @@ -554415,7 +350479,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Southern Europe", "orientation": "v", "showlegend": false, @@ -554433,50 +350497,50 @@ 2021, 2022 ], - "xaxis": "x3", + "xaxis": "x2", "y": [ 0.0, - -1.0, - -1.0, - -1.0, 0.0, - -1.0, - -1.0, - -1.0, - -1.0, - 1.0, + 2.0, 0.0, - 1.0 + 5.0, + 4.0, + 9.0, + 10.0, + 14.0, + 9.0, + 23.0, + 29.0 ], - "yaxis": "y3", + "yaxis": "y2", "type": "scatter" }, { - "hovertemplate": "%{hovertext}
%{x}
Relative growth: %{y}%", + "hovertemplate": "%{hovertext}
%{x}
Co-publications: %{y}", "hovertext": [ - "Slovenia", - "Slovenia", - "Slovenia", - "Slovenia", - "Slovenia", - "Slovenia", - "Slovenia", - "Slovenia", - "Slovenia", - "Slovenia", - "Slovenia", - "Slovenia" + "Cyprus", + "Cyprus", + "Cyprus", + "Cyprus", + "Cyprus", + "Cyprus", + "Cyprus", + "Cyprus", + "Cyprus", + "Cyprus", + "Cyprus", + "Cyprus" ], - "legendgroup": "Eastern Europe", + "legendgroup": "Southern Europe", "line": { - "color": "#ab63fa", + "color": "#00cc96", "dash": "solid" }, "marker": { "symbol": "circle" }, - "mode": "markers+lines", - "name": "Eastern Europe", + "mode": "lines+markers", + "name": "Southern Europe", "orientation": "v", "showlegend": false, "x": [ @@ -554493,170 +350557,50 @@ 2021, 2022 ], - "xaxis": "x3", + "xaxis": "x2", "y": [ - -1.0, - -1.0, - -1.0, - -1.0, - -1.0, - -1.0, - -1.0, - -1.0, - -1.0, - -1.0, 0.0, - -1.0 - ], - "yaxis": "y3", - "type": "scatter" - }, - { - "hovertemplate": "%{hovertext}
%{x}
Relative growth: %{y}%", - "hovertext": [ - "Slovakia", - "Slovakia", - "Slovakia", - "Slovakia", - "Slovakia", - "Slovakia", - "Slovakia", - "Slovakia", - "Slovakia", - "Slovakia", - "Slovakia", - "Slovakia" - ], - "legendgroup": "Eastern Europe", - "line": { - "color": "#ab63fa", - "dash": "solid" - }, - "marker": { - "symbol": "circle" - }, - "mode": "markers+lines", - "name": "Eastern Europe", - "orientation": "v", - "showlegend": false, - "x": [ - 2011, - 2012, - 2013, - 2014, - 2015, - 2016, - 2017, - 2018, - 2019, - 2020, - 2021, - 2022 - ], - "xaxis": "x3", - "y": [ - -1.0, - -1.0, 0.0, - -1.0, 0.0, 0.0, 0.0, 0.0, - -1.0, - 1.0, - -1.0, - -1.0 - ], - "yaxis": "y3", - "type": "scatter" - }, - { - "hovertemplate": "%{hovertext}
%{x}
Relative growth: %{y}%", - "hovertext": [ - "Poland", - "Poland", - "Poland", - "Poland", - "Poland", - "Poland", - "Poland", - "Poland", - "Poland", - "Poland", - "Poland", - "Poland" - ], - "legendgroup": "Eastern Europe", - "line": { - "color": "#ab63fa", - "dash": "solid" - }, - "marker": { - "symbol": "circle" - }, - "mode": "markers+lines", - "name": "Eastern Europe", - "orientation": "v", - "showlegend": false, - "x": [ - 2011, - 2012, - 2013, - 2014, - 2015, - 2016, - 2017, - 2018, - 2019, - 2020, - 2021, - 2022 - ], - "xaxis": "x3", - "y": [ - -1.0, - -1.0, 0.0, - -1.0, - 1.0, 0.0, - -1.0, 0.0, - -1.0, 2.0, 0.0, - -1.0 + 1.0 ], - "yaxis": "y3", + "yaxis": "y2", "type": "scatter" }, { - "hovertemplate": "%{hovertext}
%{x}
Relative growth: %{y}%", + "hovertemplate": "%{hovertext}
%{x}
Co-publications: %{y}", "hovertext": [ - "Romania", - "Romania", - "Romania", - "Romania", - "Romania", - "Romania", - "Romania", - "Romania", - "Romania", - "Romania", - "Romania", - "Romania" + "Greece", + "Greece", + "Greece", + "Greece", + "Greece", + "Greece", + "Greece", + "Greece", + "Greece", + "Greece", + "Greece", + "Greece" ], - "legendgroup": "Eastern Europe", + "legendgroup": "Southern Europe", "line": { - "color": "#ab63fa", + "color": "#00cc96", "dash": "solid" }, "marker": { "symbol": "circle" }, - "mode": "markers+lines", - "name": "Eastern Europe", + "mode": "lines+markers", + "name": "Southern Europe", "orientation": "v", "showlegend": false, "x": [ @@ -554673,39 +350617,39 @@ 2021, 2022 ], - "xaxis": "x3", + "xaxis": "x2", "y": [ - -1.0, - -1.0, 0.0, - -1.0, 0.0, - -1.0, - -1.0, 0.0, 0.0, 1.0, - -1.0, - -1.0 + 1.0, + 0.0, + 0.0, + 1.0, + 1.0, + 5.0, + 6.0 ], - "yaxis": "y3", + "yaxis": "y2", "type": "scatter" }, { - "hovertemplate": "%{hovertext}
%{x}
Relative growth: %{y}%", + "hovertemplate": "%{hovertext}
%{x}
Co-publications: %{y}", "hovertext": [ - "Croatia", - "Croatia", - "Croatia", - "Croatia", - "Croatia", - "Croatia", - "Croatia", - "Croatia", - "Croatia", - "Croatia", - "Croatia", - "Croatia" + "Slovenia", + "Slovenia", + "Slovenia", + "Slovenia", + "Slovenia", + "Slovenia", + "Slovenia", + "Slovenia", + "Slovenia", + "Slovenia", + "Slovenia", + "Slovenia" ], "legendgroup": "Eastern Europe", "line": { @@ -554715,7 +350659,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Eastern Europe", "orientation": "v", "showlegend": false, @@ -554733,39 +350677,39 @@ 2021, 2022 ], - "xaxis": "x3", + "xaxis": "x2", "y": [ - -1.0, - -1.0, - -1.0, - -1.0, 0.0, - -1.0, - -1.0, - -1.0, - -1.0, + 0.0, + 0.0, + 0.0, + 0.0, + 0.0, + 0.0, 1.0, - -1.0, - -1.0 + 1.0, + 0.0, + 0.0, + 0.0 ], - "yaxis": "y3", + "yaxis": "y2", "type": "scatter" }, { - "hovertemplate": "%{hovertext}
%{x}
Relative growth: %{y}%", + "hovertemplate": "%{hovertext}
%{x}
Co-publications: %{y}", "hovertext": [ - "Czech Republic", - "Czech Republic", - "Czech Republic", - "Czech Republic", - "Czech Republic", - "Czech Republic", - "Czech Republic", - "Czech Republic", - "Czech Republic", - "Czech Republic", - "Czech Republic", - "Czech Republic" + "Romania", + "Romania", + "Romania", + "Romania", + "Romania", + "Romania", + "Romania", + "Romania", + "Romania", + "Romania", + "Romania", + "Romania" ], "legendgroup": "Eastern Europe", "line": { @@ -554775,7 +350719,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Eastern Europe", "orientation": "v", "showlegend": false, @@ -554793,39 +350737,39 @@ 2021, 2022 ], - "xaxis": "x3", + "xaxis": "x2", "y": [ 0.0, - -1.0, - -1.0, - -1.0, 1.0, - -1.0, - -1.0, - -1.0, - 2.0, + 0.0, + 0.0, + 0.0, + 0.0, + 0.0, + 0.0, + 0.0, 0.0, 1.0, - 1.0 + 0.0 ], - "yaxis": "y3", + "yaxis": "y2", "type": "scatter" }, { - "hovertemplate": "%{hovertext}
%{x}
Relative growth: %{y}%", + "hovertemplate": "%{hovertext}
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Co-publications: %{y}", + "hovertemplate": "%{hovertext}
%{x}
Relative growth: %{y}%", "hovertext": [ - "Germany", - "Germany", - "Germany", - "Germany", - "Germany", - "Germany", - "Germany", - "Germany", - "Germany", - "Germany", - "Germany", - "Germany" + "Luxembourg", + "Luxembourg", + "Luxembourg", + "Luxembourg", + "Luxembourg", + "Luxembourg", + "Luxembourg", + "Luxembourg", + "Luxembourg", + "Luxembourg", + "Luxembourg", + "Luxembourg" ], "legendgroup": "Western Europe", "line": { @@ -556082,7 +351259,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Western Europe", "orientation": "v", "showlegend": false, @@ -556100,26 +351277,26 @@ 2021, 2022 ], - "xaxis": "x21", + "xaxis": "x3", "y": [ - 4.0, - 4.0, - 2.0, - 3.0, - 8.0, - 4.0, - 2.0, - 8.0, - 10.0, - 11.0, - 11.0, - 13.0 + -1.0, + -1.0, + -1.0, + -1.0, + -1.0, + -1.0, + -1.0, + -1.0, + -1.0, + -1.0, + -1.0, + 0.0 ], - "yaxis": "y21", + "yaxis": "y3", "type": "scatter" }, { - "hovertemplate": "%{hovertext}
%{x}
Co-publications: %{y}", + "hovertemplate": "%{hovertext}
%{x}
Relative growth: %{y}%", "hovertext": [ "Ireland", "Ireland", @@ -556142,7 +351319,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Western Europe", "orientation": "v", "showlegend": false, @@ -556160,39 +351337,39 @@ 2021, 2022 ], - "xaxis": "x24", + "xaxis": "x3", "y": [ - 1.0, - 1.0, - 0.0, - 0.0, - 2.0, - 0.0, - 0.0, - 0.0, - 0.0, + -1.0, + -1.0, + -1.0, + -1.0, + -1.0, + -1.0, + -1.0, 0.0, + -1.0, + -1.0, 0.0, - 6.0 + 0.0 ], - "yaxis": "y24", + "yaxis": "y3", "type": "scatter" }, { - "hovertemplate": "%{hovertext}
%{x}
Co-publications: %{y}", + "hovertemplate": "%{hovertext}
%{x}
Relative growth: %{y}%", "hovertext": [ - "Netherlands", - "Netherlands", - "Netherlands", - "Netherlands", - "Netherlands", - "Netherlands", - "Netherlands", - "Netherlands", - "Netherlands", - "Netherlands", - "Netherlands", - "Netherlands" + "Belgium", + "Belgium", + "Belgium", + "Belgium", + "Belgium", + "Belgium", + "Belgium", + "Belgium", + "Belgium", + "Belgium", + "Belgium", + "Belgium" ], "legendgroup": "Western Europe", "line": { @@ -556202,7 +351379,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Western Europe", "orientation": "v", "showlegend": false, @@ -556220,39 +351397,39 @@ 2021, 2022 ], - "xaxis": "x15", + "xaxis": "x3", "y": [ + 0.0, + -1.0, 1.0, - 2.0, - 4.0, - 2.0, - 4.0, - 5.0, - 4.0, 1.0, - 4.0, - 13.0, + -1.0, + 0.0, + -1.0, + 0.0, 3.0, - 8.0 + 5.0, + 4.0, + 0.0 ], - "yaxis": "y15", + "yaxis": "y3", "type": "scatter" }, { - "hovertemplate": "%{hovertext}
%{x}
Co-publications: %{y}", + "hovertemplate": "%{hovertext}
%{x}
Relative growth: %{y}%", "hovertext": [ - "Switzerland", - "Switzerland", - "Switzerland", - "Switzerland", - "Switzerland", - "Switzerland", - "Switzerland", - "Switzerland", - "Switzerland", - "Switzerland", - "Switzerland", - "Switzerland" + "France", + "France", + "France", + "France", + "France", + "France", + "France", + "France", + "France", + "France", + "France", + "France" ], "legendgroup": "Western Europe", "line": { @@ -556262,7 +351439,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Western Europe", "orientation": "v", "showlegend": false, @@ -556280,39 +351457,39 @@ 2021, 2022 ], - "xaxis": "x12", + "xaxis": "x3", "y": [ 0.0, - 0.0, - 2.0, + -0.6666666666666666, + -0.3333333333333333, 1.0, + 0.0, + 2.3333333333333335, + 0.6666666666666666, + 2.3333333333333335, + 2.3333333333333335, 3.0, - 1.0, - 1.0, - 4.0, - 4.0, - 6.0, - 4.0, - 4.0 + 5.666666666666667, + 7.0 ], - "yaxis": "y12", + "yaxis": "y3", "type": "scatter" }, { - "hovertemplate": "%{hovertext}
%{x}
Co-publications: %{y}", + "hovertemplate": "%{hovertext}
%{x}
Relative growth: %{y}%", "hovertext": [ - "United Kingdom", - "United Kingdom", - "United Kingdom", - "United Kingdom", - "United Kingdom", - "United Kingdom", - "United Kingdom", - "United Kingdom", - "United Kingdom", - "United Kingdom", - "United Kingdom", - "United Kingdom" + "Germany", + "Germany", + "Germany", + "Germany", + "Germany", + "Germany", + "Germany", + "Germany", + "Germany", + "Germany", + "Germany", + "Germany" ], "legendgroup": "Western Europe", "line": { @@ -556322,7 +351499,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Western Europe", "orientation": "v", "showlegend": false, @@ -556340,39 +351517,39 @@ 2021, 2022 ], - "xaxis": "x", + "xaxis": "x3", "y": [ - 10.0, + 0.0, + 1.5, + 0.0, + 5.0, + 0.0, + 1.0, + 4.0, + 3.0, 6.0, - 11.0, - 10.0, - 17.0, - 11.0, - 12.0, - 21.0, - 29.0, - 28.0, - 39.0, - 41.0 + 9.0, + 14.0, + 17.0 ], - "yaxis": "y", + "yaxis": "y3", "type": "scatter" }, { - "hovertemplate": "%{hovertext}
%{x}
Co-publications: %{y}", + "hovertemplate": "%{hovertext}
%{x}
Relative growth: %{y}%", "hovertext": [ - "Denmark", - "Denmark", - "Denmark", - "Denmark", - "Denmark", - "Denmark", - "Denmark", - "Denmark", - "Denmark", - "Denmark", - "Denmark", - "Denmark" + "Sweden", + "Sweden", + "Sweden", + "Sweden", + "Sweden", + "Sweden", + "Sweden", + "Sweden", + "Sweden", + "Sweden", + "Sweden", + "Sweden" ], "legendgroup": "Northern Europe", "line": { @@ -556382,10 +351559,10 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Northern Europe", "orientation": "v", - "showlegend": true, + "showlegend": false, "x": [ 2011, 2012, @@ -556400,39 +351577,39 @@ 2021, 2022 ], - "xaxis": "x29", + "xaxis": "x3", "y": [ - 1.0, - 0.0, - 0.0, 0.0, - 2.0, 0.0, + -1.0, + 6.0, 3.0, - 1.0, 3.0, - 2.0, - 4.0, - 1.0 + 5.0, + 5.0, + 10.0, + 12.0, + 24.0, + 21.0 ], - "yaxis": "y29", + "yaxis": "y3", "type": "scatter" }, { - "hovertemplate": "%{hovertext}
%{x}
Co-publications: %{y}", + "hovertemplate": "%{hovertext}
%{x}
Relative growth: %{y}%", "hovertext": [ - "Estonia", - "Estonia", - "Estonia", - "Estonia", - "Estonia", - "Estonia", - "Estonia", - "Estonia", - "Estonia", - "Estonia", - "Estonia", - "Estonia" + "Norway", + "Norway", + "Norway", + "Norway", + "Norway", + "Norway", + "Norway", + "Norway", + "Norway", + "Norway", + "Norway", + "Norway" ], "legendgroup": "Northern Europe", "line": { @@ -556442,7 +351619,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Northern Europe", "orientation": "v", "showlegend": false, @@ -556460,39 +351637,99 @@ 2021, 2022 ], - "xaxis": "x30", + "xaxis": "x3", "y": [ + -1.0, 0.0, 0.0, 0.0, + -1.0, + 1.0, 0.0, + 5.0, + 4.0, + 8.0, + 15.0, + 11.0 + ], + "yaxis": "y3", + "type": "scatter" + }, + { + "hovertemplate": "%{hovertext}
%{x}
Relative growth: %{y}%", + "hovertext": [ + "Lithuania", + "Lithuania", + "Lithuania", + "Lithuania", + "Lithuania", + "Lithuania", + "Lithuania", + "Lithuania", + "Lithuania", + "Lithuania", + "Lithuania", + "Lithuania" + ], + "legendgroup": "Northern Europe", + "line": { + "color": "#EF553B", + "dash": "solid" + }, + "marker": { + "symbol": "circle" + }, + "mode": "lines+markers", + "name": "Northern Europe", + "orientation": "v", + "showlegend": false, + "x": [ + 2011, + 2012, + 2013, + 2014, + 2015, + 2016, + 2017, + 2018, + 2019, + 2020, + 2021, + 2022 + ], + "xaxis": "x3", + "y": [ + -1.0, + -1.0, + -1.0, + -1.0, + -1.0, + -1.0, + -1.0, + -1.0, + -1.0, 0.0, - 0.0, - 0.0, - 0.0, - 0.0, - 3.0, - 0.0, - 1.0 + -1.0, + -1.0 ], - "yaxis": "y30", + "yaxis": "y3", "type": "scatter" }, { - "hovertemplate": "%{hovertext}
%{x}
Co-publications: %{y}", + "hovertemplate": "%{hovertext}
%{x}
Relative growth: %{y}%", "hovertext": [ - "Finland", - "Finland", - "Finland", - "Finland", - "Finland", - "Finland", - "Finland", - "Finland", - "Finland", - "Finland", - "Finland", - "Finland" + "Denmark", + "Denmark", + "Denmark", + "Denmark", + "Denmark", + "Denmark", + "Denmark", + "Denmark", + "Denmark", + "Denmark", + "Denmark", + "Denmark" ], "legendgroup": "Northern Europe", "line": { @@ -556502,7 +351739,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Northern Europe", "orientation": "v", "showlegend": false, @@ -556520,39 +351757,39 @@ 2021, 2022 ], - "xaxis": "x19", + "xaxis": "x3", "y": [ + -1.0, + -1.0, + 0.0, 1.0, - 4.0, - 2.0, - 3.0, - 2.0, + 1.0, + 0.0, 3.0, - 2.0, 5.0, - 3.0, - 6.0, - 1.0, - 2.0 + 10.0, + 8.0, + 20.0, + 30.0 ], - "yaxis": "y19", + "yaxis": "y3", "type": "scatter" }, { - "hovertemplate": "%{hovertext}
%{x}
Co-publications: %{y}", + "hovertemplate": "%{hovertext}
%{x}
Relative growth: %{y}%", "hovertext": [ - "Lithuania", - "Lithuania", - "Lithuania", - "Lithuania", - "Lithuania", - "Lithuania", - "Lithuania", - "Lithuania", - "Lithuania", - "Lithuania", - "Lithuania", - "Lithuania" + "Finland", + "Finland", + "Finland", + "Finland", + "Finland", + "Finland", + "Finland", + "Finland", + "Finland", + "Finland", + "Finland", + "Finland" ], "legendgroup": "Northern Europe", "line": { @@ -556562,7 +351799,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Northern Europe", "orientation": "v", "showlegend": false, @@ -556580,39 +351817,39 @@ 2021, 2022 ], - "xaxis": "x14", + "xaxis": "x3", "y": [ + -1.0, + -1.0, 0.0, + 0.5, 0.0, + -0.5, + 1.5, + 1.5, 2.0, - 0.0, - 0.0, - 0.0, - 0.0, - 0.0, - 0.0, - 0.0, - 1.0, - 1.0 + 5.5, + 5.0, + 3.5 ], - "yaxis": "y14", + "yaxis": "y3", "type": "scatter" }, { - "hovertemplate": "%{hovertext}
%{x}
Co-publications: %{y}", + "hovertemplate": "%{hovertext}
%{x}
Relative growth: %{y}%", "hovertext": [ - "Norway", - "Norway", - "Norway", - "Norway", - "Norway", - "Norway", - "Norway", - "Norway", - "Norway", - "Norway", - "Norway", - "Norway" + "Estonia", + "Estonia", + "Estonia", + "Estonia", + "Estonia", + "Estonia", + "Estonia", + "Estonia", + "Estonia", + "Estonia", + "Estonia", + "Estonia" ], "legendgroup": "Northern Europe", "line": { @@ -556622,7 +351859,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Northern Europe", "orientation": "v", "showlegend": false, @@ -556640,50 +351877,50 @@ 2021, 2022 ], - "xaxis": "x16", + "xaxis": "x3", "y": [ - 1.0, + -1.0, + -1.0, + -1.0, + -1.0, + -1.0, + -1.0, + -1.0, + -1.0, + -1.0, 0.0, - 3.0, 0.0, - 4.0, - 2.0, - 2.0, - 2.0, - 1.0, - 6.0, - 2.0, - 0.0 + -1.0 ], - "yaxis": "y16", + "yaxis": "y3", "type": "scatter" }, { - "hovertemplate": "%{hovertext}
%{x}
Co-publications: %{y}", + "hovertemplate": "%{hovertext}
%{x}
Relative growth: %{y}%", "hovertext": [ - "Sweden", - "Sweden", - "Sweden", - "Sweden", - "Sweden", - "Sweden", - "Sweden", - "Sweden", - "Sweden", - "Sweden", - "Sweden", - "Sweden" + "Spain", + "Spain", + "Spain", + "Spain", + "Spain", + "Spain", + "Spain", + "Spain", + "Spain", + "Spain", + "Spain", + "Spain" ], - "legendgroup": "Northern Europe", + "legendgroup": "Southern Europe", "line": { - "color": "#EF553B", + "color": "#00cc96", "dash": "solid" }, "marker": { "symbol": "circle" }, - "mode": "markers+lines", - "name": "Northern Europe", + "mode": "lines+markers", + "name": "Southern Europe", "orientation": "v", "showlegend": false, "x": [ @@ -556700,39 +351937,39 @@ 2021, 2022 ], - "xaxis": "x11", + "xaxis": "x3", "y": [ + -1.0, + 0.0, 0.0, - 2.0, - 3.0, - 1.0, 1.0, + -1.0, + 0.0, 4.0, 4.0, - 8.0, - 2.0, - 10.0, - 5.0, - 1.0 + 11.0, + 7.0, + 7.0, + 16.0 ], - "yaxis": "y11", + "yaxis": "y3", "type": "scatter" }, { - "hovertemplate": "%{hovertext}
%{x}
Co-publications: %{y}", + "hovertemplate": "%{hovertext}
%{x}
Relative growth: %{y}%", "hovertext": [ - "Greece", - "Greece", - "Greece", - "Greece", - "Greece", - "Greece", - "Greece", - "Greece", - "Greece", - "Greece", - "Greece", - "Greece" + "Portugal", + "Portugal", + "Portugal", + "Portugal", + "Portugal", + "Portugal", + "Portugal", + "Portugal", + "Portugal", + "Portugal", + "Portugal", + "Portugal" ], "legendgroup": "Southern Europe", "line": { @@ -556742,10 +351979,10 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Southern Europe", "orientation": "v", - "showlegend": true, + "showlegend": false, "x": [ 2011, 2012, @@ -556760,39 +351997,39 @@ 2021, 2022 ], - "xaxis": "x22", + "xaxis": "x3", "y": [ - 1.0, - 0.0, - 0.0, - 0.0, - 1.0, - 0.0, - 0.0, + -1.0, + -1.0, + -1.0, + -1.0, 0.0, + -1.0, 0.0, + 3.0, 2.0, - 1.0, - 2.0 + 3.0, + 9.0, + 5.5 ], - "yaxis": "y22", + "yaxis": "y3", "type": "scatter" }, { - "hovertemplate": "%{hovertext}
%{x}
Co-publications: %{y}", + "hovertemplate": "%{hovertext}
%{x}
Relative growth: %{y}%", "hovertext": [ - "Italy", - "Italy", - "Italy", - "Italy", - "Italy", - "Italy", - "Italy", - "Italy", - "Italy", - "Italy", - "Italy", - "Italy" + "Malta", + "Malta", + "Malta", + "Malta", + "Malta", + "Malta", + "Malta", + "Malta", + "Malta", + "Malta", + "Malta", + "Malta" ], "legendgroup": "Southern Europe", "line": { @@ -556802,7 +352039,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Southern Europe", "orientation": "v", "showlegend": false, @@ -556820,39 +352057,39 @@ 2021, 2022 ], - "xaxis": "x13", + "xaxis": "x3", "y": [ + -1.0, + -1.0, + -1.0, + -1.0, + -1.0, + -1.0, + -1.0, + -1.0, + -1.0, + -1.0, 0.0, - 0.0, - 1.0, - 0.0, - 2.0, - 0.0, - 1.0, - 3.0, - 3.0, - 8.0, - 1.0, - 5.0 + -0.5 ], - "yaxis": "y13", + "yaxis": "y3", "type": "scatter" }, { - "hovertemplate": "%{hovertext}
%{x}
Co-publications: %{y}", + "hovertemplate": "%{hovertext}
%{x}
Relative growth: %{y}%", "hovertext": [ - "Portugal", - "Portugal", - "Portugal", - "Portugal", - "Portugal", - "Portugal", - "Portugal", - "Portugal", - "Portugal", - "Portugal", - "Portugal", - "Portugal" + "Italy", + "Italy", + "Italy", + "Italy", + "Italy", + "Italy", + "Italy", + "Italy", + "Italy", + "Italy", + "Italy", + "Italy" ], "legendgroup": "Southern Europe", "line": { @@ -556862,7 +352099,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Southern Europe", "orientation": "v", "showlegend": false, @@ -556880,39 +352117,39 @@ 2021, 2022 ], - "xaxis": "x18", + "xaxis": "x3", "y": [ + -1.0, + -1.0, 0.0, - 0.0, - 0.0, - 0.0, - 2.0, - 0.0, - 1.0, - 1.0, - 1.0, - 3.0, + -1.0, + 1.5, 1.0, - 3.0 + 3.5, + 4.0, + 6.0, + 3.5, + 10.5, + 13.5 ], - "yaxis": "y18", + "yaxis": "y3", "type": "scatter" }, { - "hovertemplate": "%{hovertext}
%{x}
Co-publications: %{y}", + "hovertemplate": "%{hovertext}
%{x}
Relative growth: %{y}%", "hovertext": [ - "Spain", - "Spain", - "Spain", - "Spain", - "Spain", - "Spain", - "Spain", - "Spain", - "Spain", - "Spain", - "Spain", - "Spain" + "Cyprus", + "Cyprus", + "Cyprus", + "Cyprus", + "Cyprus", + "Cyprus", + "Cyprus", + "Cyprus", + "Cyprus", + "Cyprus", + "Cyprus", + "Cyprus" ], "legendgroup": "Southern Europe", "line": { @@ -556922,7 +352159,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Southern Europe", "orientation": "v", "showlegend": false, @@ -556940,52 +352177,52 @@ 2021, 2022 ], - "xaxis": "x10", + "xaxis": "x3", "y": [ - 1.0, - 1.0, - 5.0, - 1.0, - 3.0, - 2.0, + -1.0, + -1.0, + -1.0, + -1.0, + -1.0, + -1.0, + -1.0, + -1.0, + -1.0, 0.0, - 1.0, - 2.0, - 5.0, - 3.0, - 3.0 + -1.0, + -0.5 ], - "yaxis": "y10", + "yaxis": "y3", "type": "scatter" }, { - "hovertemplate": "%{hovertext}
%{x}
Co-publications: %{y}", + "hovertemplate": "%{hovertext}
%{x}
Relative growth: %{y}%", "hovertext": [ - "Croatia", - "Croatia", - "Croatia", - "Croatia", - "Croatia", - "Croatia", - "Croatia", - "Croatia", - "Croatia", - "Croatia", - "Croatia", - "Croatia" + "Greece", + "Greece", + "Greece", + "Greece", + "Greece", + "Greece", + "Greece", + "Greece", + "Greece", + "Greece", + "Greece", + "Greece" ], - "legendgroup": "Eastern Europe", + "legendgroup": "Southern Europe", "line": { - "color": "#ab63fa", + "color": "#00cc96", "dash": "solid" }, "marker": { "symbol": "circle" }, - "mode": "markers+lines", - "name": "Eastern Europe", + "mode": "lines+markers", + "name": "Southern Europe", "orientation": "v", - "showlegend": true, + "showlegend": false, "x": [ 2011, 2012, @@ -557000,39 +352237,39 @@ 2021, 2022 ], - "xaxis": "x27", + "xaxis": "x3", "y": [ + -1.0, + -1.0, + -1.0, + -1.0, 0.0, 0.0, + -1.0, + -1.0, 0.0, 0.0, - 1.0, - 0.0, - 0.0, - 0.0, - 0.0, - 2.0, - 0.0, - 0.0 + 4.0, + 5.0 ], - "yaxis": "y27", + "yaxis": "y3", "type": "scatter" }, { - "hovertemplate": "%{hovertext}
%{x}
Co-publications: %{y}", + "hovertemplate": "%{hovertext}
%{x}
Relative growth: %{y}%", "hovertext": [ - "Czech Republic", - "Czech Republic", - "Czech Republic", - "Czech Republic", - "Czech Republic", - "Czech Republic", - "Czech Republic", - "Czech Republic", - "Czech Republic", - "Czech Republic", - "Czech Republic", - "Czech Republic" + "Slovenia", + "Slovenia", + "Slovenia", + "Slovenia", + "Slovenia", + "Slovenia", + "Slovenia", + "Slovenia", + "Slovenia", + "Slovenia", + "Slovenia", + "Slovenia" ], "legendgroup": "Eastern Europe", "line": { @@ -557042,7 +352279,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Eastern Europe", "orientation": "v", "showlegend": false, @@ -557060,39 +352297,39 @@ 2021, 2022 ], - "xaxis": "x28", + "xaxis": "x3", "y": [ - 1.0, - 0.0, - 0.0, - 0.0, - 2.0, - 0.0, + -1.0, + -1.0, + -1.0, + -1.0, + -1.0, + -1.0, + -1.0, 0.0, 0.0, - 3.0, - 1.0, - 2.0, - 2.0 + -1.0, + -1.0, + -1.0 ], - "yaxis": "y28", + "yaxis": "y3", "type": "scatter" }, { - "hovertemplate": "%{hovertext}
%{x}
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Co-publications: %{y}", "hovertext": [ - "Czech Republic", - "Czech Republic", - "Czech Republic", - "Czech Republic", - "Czech Republic", - "Czech Republic", - "Czech Republic", - "Czech Republic", - "Czech Republic", - "Czech Republic", - "Czech Republic", - "Czech Republic" + "Croatia", + "Croatia", + "Croatia", + "Croatia", + "Croatia", + "Croatia", + "Croatia", + "Croatia", + "Croatia", + "Croatia", + "Croatia", + "Croatia" ], "legendgroup": "Eastern Europe", "line": { @@ -564087,18 +360660,18 @@ ], "xaxis": "x", "y": [ - 0.0, 0.0, 0.0, 1.0, 1.0, + 2.0, + 2.0, + 2.0, + 2.0, + 2.0, + 2.0, 3.0, - 4.0, - 6.0, - 6.0, - 7.0, - 8.0, - 9.0 + 3.0 ], "yaxis": "y", "type": "scatter" @@ -564109,18 +360682,18 @@ }, "hovertemplate": "%{hovertext}
%{x}
Co-publications: %{y}", "hovertext": [ - "Hungary", - "Hungary", - "Hungary", - "Hungary", - "Hungary", - "Hungary", - "Hungary", - "Hungary", - "Hungary", - "Hungary", - "Hungary", - "Hungary" + "Czech Republic", + "Czech Republic", + "Czech Republic", + "Czech Republic", + "Czech Republic", + "Czech Republic", + "Czech Republic", + "Czech Republic", + "Czech Republic", + "Czech Republic", + "Czech Republic", + "Czech Republic" ], "legendgroup": "Eastern Europe", "line": { @@ -564152,16 +360725,16 @@ "y": [ 0.0, 1.0, + 1.0, + 1.0, + 1.0, + 2.0, 2.0, 3.0, + 3.0, + 3.0, 4.0, - 5.0, - 5.0, - 7.0, - 8.0, - 10.0, - 14.0, - 16.0 + 6.0 ], "yaxis": "y", "type": "scatter" @@ -564190,7 +360763,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Western Europe", "orientation": "v", "showlegend": false, @@ -564210,18 +360783,18 @@ ], "xaxis": "x2", "y": [ - 1.0, - 2.0, 0.0, 1.0, + 0.0, + 2.0, 1.0, 0.0, - 3.0, - 8.0, - 7.0, - 4.0, - 4.0, - 1.0 + 0.0, + 0.0, + 2.0, + 1.0, + 2.0, + 3.0 ], "yaxis": "y2", "type": "scatter" @@ -564250,7 +360823,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Western Europe", "orientation": "v", "showlegend": false, @@ -564270,18 +360843,18 @@ ], "xaxis": "x2", "y": [ - 4.0, - 7.0, - 16.0, - 18.0, - 29.0, - 25.0, - 38.0, - 34.0, - 32.0, - 43.0, - 50.0, - 52.0 + 36.0, + 35.0, + 31.0, + 44.0, + 39.0, + 52.0, + 70.0, + 86.0, + 93.0, + 189.0, + 154.0, + 186.0 ], "yaxis": "y2", "type": "scatter" @@ -564310,7 +360883,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Western Europe", "orientation": "v", "showlegend": false, @@ -564330,18 +360903,18 @@ ], "xaxis": "x2", "y": [ - 1.0, - 2.0, - 4.0, - 8.0, - 2.0, - 1.0, + 0.0, + 0.0, 3.0, + 0.0, + 2.0, + 0.0, + 6.0, + 0.0, 7.0, - 10.0, - 14.0, - 5.0, - 20.0 + 11.0, + 7.0, + 14.0 ], "yaxis": "y2", "type": "scatter" @@ -564370,7 +360943,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Western Europe", "orientation": "v", "showlegend": false, @@ -564390,18 +360963,18 @@ ], "xaxis": "x2", "y": [ + 3.0, 1.0, - 4.0, 3.0, 3.0, - 7.0, - 6.0, - 11.0, - 7.0, - 13.0, + 2.0, 10.0, - 15.0, - 13.0 + 13.0, + 17.0, + 21.0, + 25.0, + 26.0, + 23.0 ], "yaxis": "y2", "type": "scatter" @@ -564430,7 +361003,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Western Europe", "orientation": "v", "showlegend": false, @@ -564454,14 +361027,14 @@ 0.0, 0.0, 0.0, + 2.0, 0.0, 0.0, 0.0, 0.0, 1.0, - 1.0, - 1.0, - 0.0 + 2.0, + 1.0 ], "yaxis": "y2", "type": "scatter" @@ -564490,7 +361063,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Western Europe", "orientation": "v", "showlegend": false, @@ -564510,18 +361083,18 @@ ], "xaxis": "x2", "y": [ - 0.0, + 1.0, 0.0, 0.0, 1.0, 0.0, - 1.0, + 2.0, + 0.0, 0.0, - 1.0, 2.0, + 7.0, 4.0, - 1.0, - 3.0 + 6.0 ], "yaxis": "y2", "type": "scatter" @@ -564550,7 +361123,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Western Europe", "orientation": "v", "showlegend": false, @@ -564570,18 +361143,18 @@ ], "xaxis": "x2", "y": [ - 2.0, - 3.0, - 2.0, - 3.0, + 0.0, + 0.0, + 0.0, + 0.0, 3.0, 2.0, 4.0, - 5.0, 3.0, - 5.0, + 1.0, 7.0, - 8.0 + 6.0, + 4.0 ], "yaxis": "y2", "type": "scatter" @@ -564610,7 +361183,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Western Europe", "orientation": "v", "showlegend": false, @@ -564630,18 +361203,18 @@ ], "xaxis": "x2", "y": [ - 3.0, 4.0, - 8.0, - 2.0, - 5.0, - 9.0, - 7.0, + 4.0, 10.0, - 11.0, - 14.0, + 8.0, + 18.0, 16.0, - 28.0 + 23.0, + 25.0, + 34.0, + 44.0, + 31.0, + 47.0 ], "yaxis": "y2", "type": "scatter" @@ -564670,7 +361243,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Western Europe", "orientation": "v", "showlegend": false, @@ -564690,18 +361263,18 @@ ], "xaxis": "x2", "y": [ - 4.0, - 4.0, - 7.0, 6.0, - 9.0, - 19.0, - 19.0, + 11.0, + 10.0, + 13.0, 18.0, - 25.0, - 22.0, - 32.0, - 41.0 + 14.0, + 18.0, + 17.0, + 40.0, + 52.0, + 46.0, + 47.0 ], "yaxis": "y2", "type": "scatter" @@ -564730,7 +361303,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Northern Europe", "orientation": "v", "showlegend": false, @@ -564750,18 +361323,18 @@ ], "xaxis": "x2", "y": [ - 1.0, - 0.0, - 6.0, - 5.0, - 8.0, - 3.0, + 2.0, 4.0, - 6.0, - 5.0, - 9.0, - 8.0, - 10.0 + 11.0, + 7.0, + 7.0, + 14.0, + 24.0, + 29.0, + 34.0, + 18.0, + 37.0, + 38.0 ], "yaxis": "y2", "type": "scatter" @@ -564790,67 +361363,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", - "name": "Northern Europe", - "orientation": "v", - "showlegend": false, - "x": [ - 2011, - 2012, - 2013, - 2014, - 2015, - 2016, - 2017, - 2018, - 2019, - 2020, - 2021, - 2022 - ], - "xaxis": "x2", - "y": [ - 0.0, - 1.0, - 1.0, - 2.0, - 3.0, - 1.0, - 5.0, - 4.0, - 2.0, - 6.0, - 5.0, - 4.0 - ], - "yaxis": "y2", - "type": "scatter" - }, - { - "hovertemplate": "%{hovertext}
%{x}
Co-publications: %{y}", - "hovertext": [ - "Lithuania", - "Lithuania", - "Lithuania", - "Lithuania", - "Lithuania", - "Lithuania", - "Lithuania", - "Lithuania", - "Lithuania", - "Lithuania", - "Lithuania", - "Lithuania" - ], - "legendgroup": "Northern Europe", - "line": { - "color": "#EF553B", - "dash": "solid" - }, - "marker": { - "symbol": "circle" - }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Northern Europe", "orientation": "v", "showlegend": false, @@ -564870,18 +361383,18 @@ ], "xaxis": "x2", "y": [ - 0.0, - 0.0, - 0.0, - 0.0, - 0.0, + 3.0, + 4.0, + 3.0, + 3.0, + 3.0, + 5.0, 1.0, - 0.0, - 0.0, - 0.0, 1.0, - 0.0, - 0.0 + 8.0, + 9.0, + 5.0, + 5.0 ], "yaxis": "y2", "type": "scatter" @@ -564889,18 +361402,18 @@ { "hovertemplate": "%{hovertext}
%{x}
Co-publications: %{y}", "hovertext": [ - "Latvia", - "Latvia", - "Latvia", - "Latvia", - "Latvia", - "Latvia", - "Latvia", - "Latvia", - "Latvia", - "Latvia", - "Latvia", - "Latvia" + "Lithuania", + "Lithuania", + "Lithuania", + "Lithuania", + "Lithuania", + "Lithuania", + "Lithuania", + "Lithuania", + "Lithuania", + "Lithuania", + "Lithuania", + "Lithuania" ], "legendgroup": "Northern Europe", "line": { @@ -564910,7 +361423,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Northern Europe", "orientation": "v", "showlegend": false, @@ -564937,11 +361450,11 @@ 0.0, 0.0, 0.0, - 1.0, 0.0, 0.0, + 1.0, 0.0, - 1.0 + 0.0 ], "yaxis": "y2", "type": "scatter" @@ -564970,7 +361483,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Northern Europe", "orientation": "v", "showlegend": false, @@ -564990,18 +361503,18 @@ ], "xaxis": "x2", "y": [ - 2.0, - 0.0, 0.0, 1.0, + 1.0, 0.0, - 4.0, 3.0, - 6.0, - 4.0, - 6.0, + 0.0, + 3.0, + 5.0, 8.0, - 6.0 + 5.0, + 6.0, + 9.0 ], "yaxis": "y2", "type": "scatter" @@ -565030,7 +361543,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Northern Europe", "orientation": "v", "showlegend": false, @@ -565053,15 +361566,15 @@ 1.0, 0.0, 1.0, - 3.0, + 2.0, 1.0, - 3.0, - 0.0, - 6.0, + 2.0, + 7.0, + 4.0, 7.0, 6.0, - 10.0, - 4.0 + 5.0, + 11.0 ], "yaxis": "y2", "type": "scatter" @@ -565090,7 +361603,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Northern Europe", "orientation": "v", "showlegend": false, @@ -565110,7 +361623,6 @@ ], "xaxis": "x2", "y": [ - 1.0, 0.0, 0.0, 0.0, @@ -565119,8 +361631,9 @@ 0.0, 0.0, 0.0, - 1.0, - 2.0, + 0.0, + 0.0, + 0.0, 1.0 ], "yaxis": "y2", @@ -565150,7 +361663,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Southern Europe", "orientation": "v", "showlegend": false, @@ -565170,18 +361683,18 @@ ], "xaxis": "x2", "y": [ - 1.0, - 0.0, - 2.0, + 3.0, 1.0, 1.0, - 5.0, 2.0, - 8.0, + 3.0, + 6.0, + 1.0, + 4.0, 9.0, - 10.0, - 11.0, - 16.0 + 3.0, + 4.0, + 5.0 ], "yaxis": "y2", "type": "scatter" @@ -565189,18 +361702,18 @@ { "hovertemplate": "%{hovertext}
%{x}
Co-publications: %{y}", "hovertext": [ - "Malta", - "Malta", - "Malta", - "Malta", - "Malta", - "Malta", - "Malta", - "Malta", - "Malta", - "Malta", - "Malta", - "Malta" + "Italy", + "Italy", + "Italy", + "Italy", + "Italy", + "Italy", + "Italy", + "Italy", + "Italy", + "Italy", + "Italy", + "Italy" ], "legendgroup": "Southern Europe", "line": { @@ -565210,7 +361723,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Southern Europe", "orientation": "v", "showlegend": false, @@ -565231,17 +361744,17 @@ "xaxis": "x2", "y": [ 0.0, + 3.0, + 4.0, 0.0, - 0.0, - 0.0, - 0.0, - 0.0, - 0.0, - 0.0, - 0.0, - 1.0, - 0.0, - 0.0 + 7.0, + 8.0, + 6.0, + 12.0, + 26.0, + 34.0, + 24.0, + 31.0 ], "yaxis": "y2", "type": "scatter" @@ -565270,7 +361783,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Southern Europe", "orientation": "v", "showlegend": false, @@ -565291,77 +361804,17 @@ "xaxis": "x2", "y": [ 0.0, - 0.0, - 0.0, + 7.0, + 8.0, + 2.0, 2.0, - 0.0, - 1.0, - 0.0, 5.0, - 3.0, - 3.0, - 0.0, - 0.0 - ], - "yaxis": "y2", - "type": "scatter" - }, - { - "hovertemplate": "%{hovertext}
%{x}
Co-publications: %{y}", - "hovertext": [ - "Italy", - "Italy", - "Italy", - "Italy", - "Italy", - "Italy", - "Italy", - "Italy", - "Italy", - "Italy", - "Italy", - "Italy" - ], - "legendgroup": "Southern Europe", - "line": { - "color": "#00cc96", - "dash": "solid" - }, - "marker": { - "symbol": "circle" - }, - "mode": "markers+lines", - "name": "Southern Europe", - "orientation": "v", - "showlegend": false, - "x": [ - 2011, - 2012, - 2013, - 2014, - 2015, - 2016, - 2017, - 2018, - 2019, - 2020, - 2021, - 2022 - ], - "xaxis": "x2", - "y": [ - 1.0, - 3.0, - 3.0, - 3.0, 4.0, - 6.0, - 3.0, - 9.0, + 4.0, + 5.0, 7.0, - 18.0, - 8.0, - 20.0 + 7.0, + 11.0 ], "yaxis": "y2", "type": "scatter" @@ -565390,7 +361843,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Southern Europe", "orientation": "v", "showlegend": false, @@ -565419,9 +361872,9 @@ 0.0, 0.0, 0.0, + 3.0, 0.0, - 1.0, - 2.0 + 1.0 ], "yaxis": "y2", "type": "scatter" @@ -565450,7 +361903,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Southern Europe", "orientation": "v", "showlegend": false, @@ -565471,17 +361924,17 @@ "xaxis": "x2", "y": [ 0.0, + 1.0, 0.0, 0.0, - 0.0, - 1.0, 1.0, 0.0, + 0.0, 3.0, - 4.0, 2.0, - 2.0, - 0.0 + 4.0, + 3.0, + 1.0 ], "yaxis": "y2", "type": "scatter" @@ -565510,7 +361963,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Eastern Europe", "orientation": "v", "showlegend": false, @@ -565530,18 +361983,18 @@ ], "xaxis": "x2", "y": [ - 2.0, 0.0, - 2.0, - 2.0, 0.0, - 1.0, - 1.0, + 0.0, + 0.0, 1.0, 0.0, + 2.0, 1.0, 0.0, - 0.0 + 1.0, + 3.0, + 1.0 ], "yaxis": "y2", "type": "scatter" @@ -565570,7 +362023,67 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", + "name": "Eastern Europe", + "orientation": "v", + "showlegend": false, + "x": [ + 2011, + 2012, + 2013, + 2014, + 2015, + 2016, + 2017, + 2018, + 2019, + 2020, + 2021, + 2022 + ], + "xaxis": "x2", + "y": [ + 0.0, + 0.0, + 0.0, + 0.0, + 0.0, + 0.0, + 0.0, + 0.0, + 1.0, + 0.0, + 1.0, + 0.0 + ], + "yaxis": "y2", + "type": "scatter" + }, + { + "hovertemplate": "%{hovertext}
%{x}
Co-publications: %{y}", + "hovertext": [ + "Romania", + "Romania", + "Romania", + "Romania", + "Romania", + "Romania", + "Romania", + "Romania", + "Romania", + "Romania", + "Romania", + "Romania" + ], + "legendgroup": "Eastern Europe", + "line": { + "color": "#ab63fa", + "dash": "solid" + }, + "marker": { + "symbol": "circle" + }, + "mode": "lines+markers", "name": "Eastern Europe", "orientation": "v", "showlegend": false, @@ -565594,13 +362107,13 @@ 0.0, 0.0, 0.0, - 0.0, - 0.0, - 0.0, - 0.0, + 3.0, 1.0, 0.0, 1.0, + 1.0, + 2.0, + 0.0, 0.0 ], "yaxis": "y2", @@ -565609,18 +362122,18 @@ { "hovertemplate": "%{hovertext}
%{x}
Co-publications: %{y}", "hovertext": [ - "Romania", - "Romania", - "Romania", - "Romania", - "Romania", - "Romania", - "Romania", - "Romania", - "Romania", - "Romania", - "Romania", - "Romania" + "Poland", + "Poland", + "Poland", + "Poland", + "Poland", + "Poland", + "Poland", + "Poland", + "Poland", + "Poland", + "Poland", + "Poland" ], "legendgroup": "Eastern Europe", "line": { @@ -565630,7 +362143,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Eastern Europe", "orientation": "v", "showlegend": false, @@ -565650,18 +362163,18 @@ ], "xaxis": "x2", "y": [ - 0.0, - 0.0, - 0.0, - 0.0, - 1.0, - 0.0, 0.0, 2.0, 1.0, 0.0, + 1.0, + 2.0, 0.0, - 0.0 + 4.0, + 3.0, + 4.0, + 3.0, + 14.0 ], "yaxis": "y2", "type": "scatter" @@ -565669,18 +362182,18 @@ { "hovertemplate": "%{hovertext}
%{x}
Co-publications: %{y}", "hovertext": [ - "Poland", - "Poland", - "Poland", - "Poland", - "Poland", - "Poland", - "Poland", - "Poland", - "Poland", - "Poland", - "Poland", - "Poland" + "Hungary", + "Hungary", + "Hungary", + "Hungary", + "Hungary", + "Hungary", + "Hungary", + "Hungary", + "Hungary", + "Hungary", + "Hungary", + "Hungary" ], "legendgroup": "Eastern Europe", "line": { @@ -565690,7 +362203,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Eastern Europe", "orientation": "v", "showlegend": false, @@ -565711,17 +362224,17 @@ "xaxis": "x2", "y": [ 0.0, - 1.0, - 1.0, - 1.0, + 0.0, + 0.0, 1.0, 1.0, 0.0, + 0.0, + 0.0, + 0.0, + 0.0, 1.0, - 2.0, - 1.0, - 4.0, - 6.0 + 1.0 ], "yaxis": "y2", "type": "scatter" @@ -565750,7 +362263,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Eastern Europe", "orientation": "v", "showlegend": false, @@ -565771,16 +362284,16 @@ "xaxis": "x2", "y": [ 0.0, + 1.0, 0.0, + 1.0, 0.0, 0.0, 0.0, + 2.0, 0.0, 0.0, - 2.0, 0.0, - 1.0, - 1.0, 0.0 ], "yaxis": "y2", @@ -565810,7 +362323,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Eastern Europe", "orientation": "v", "showlegend": false, @@ -565832,14 +362345,14 @@ "y": [ 0.0, 0.0, + 1.0, + 0.0, + 1.0, 0.0, - 2.0, 0.0, 0.0, 0.0, - 2.0, 0.0, - 1.0, 1.0, 0.0 ], @@ -565870,7 +362383,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Eastern Europe", "orientation": "v", "showlegend": false, @@ -565891,76 +362404,16 @@ "xaxis": "x2", "y": [ 0.0, + 1.0, 0.0, 0.0, - 1.0, 0.0, - 2.0, 1.0, - 2.0, 0.0, 1.0, - 1.0, - 1.0 - ], - "yaxis": "y2", - "type": "scatter" - }, - { - "hovertemplate": "%{hovertext}
%{x}
Co-publications: %{y}", - "hovertext": [ - "Hungary", - "Hungary", - "Hungary", - "Hungary", - "Hungary", - "Hungary", - "Hungary", - "Hungary", - "Hungary", - "Hungary", - "Hungary", - "Hungary" - ], - "legendgroup": "Eastern Europe", - "line": { - "color": "#ab63fa", - "dash": "solid" - }, - "marker": { - "symbol": "circle" - }, - "mode": "markers+lines", - "name": "Eastern Europe", - "orientation": "v", - "showlegend": false, - "x": [ - 2011, - 2012, - 2013, - 2014, - 2015, - 2016, - 2017, - 2018, - 2019, - 2020, - 2021, - 2022 - ], - "xaxis": "x2", - "y": [ 0.0, - 1.0, - 1.0, - 1.0, - 1.0, - 1.0, 0.0, - 2.0, 1.0, - 2.0, - 4.0, 2.0 ], "yaxis": "y2", @@ -565990,7 +362443,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Western Europe", "orientation": "v", "showlegend": false, @@ -566010,18 +362463,18 @@ ], "xaxis": "x3", "y": [ - 0.0, - 1.0, -1.0, 0.0, + -1.0, + 1.0, 0.0, -1.0, - 2.0, - 7.0, - 6.0, - 3.0, - 3.0, - 0.0 + -1.0, + -1.0, + 1.0, + 0.0, + 1.0, + 2.0 ], "yaxis": "y3", "type": "scatter" @@ -566050,7 +362503,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Western Europe", "orientation": "v", "showlegend": false, @@ -566071,17 +362524,17 @@ "xaxis": "x3", "y": [ 0.0, - 0.75, - 3.0, - 3.5, - 6.25, - 5.25, - 8.5, - 7.5, - 7.0, - 9.75, - 11.5, - 12.0 + -0.027777777777777776, + -0.1388888888888889, + 0.2222222222222222, + 0.08333333333333333, + 0.4444444444444444, + 0.9444444444444444, + 1.3888888888888888, + 1.5833333333333333, + 4.25, + 3.2777777777777777, + 4.166666666666667 ], "yaxis": "y3", "type": "scatter" @@ -566110,7 +362563,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Western Europe", "orientation": "v", "showlegend": false, @@ -566130,18 +362583,18 @@ ], "xaxis": "x3", "y": [ + -1.0, + -1.0, 0.0, + -1.0, + -0.3333333333333333, + -1.0, 1.0, - 3.0, - 7.0, - 1.0, - 0.0, - 2.0, - 6.0, - 9.0, - 13.0, - 4.0, - 19.0 + -1.0, + 1.3333333333333333, + 2.6666666666666665, + 1.3333333333333333, + 3.6666666666666665 ], "yaxis": "y3", "type": "scatter" @@ -566170,7 +362623,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Western Europe", "orientation": "v", "showlegend": false, @@ -566191,17 +362644,17 @@ "xaxis": "x3", "y": [ 0.0, - 3.0, - 2.0, - 2.0, - 6.0, - 5.0, - 10.0, + -0.6666666666666666, + 0.0, + 0.0, + -0.3333333333333333, + 2.3333333333333335, + 3.3333333333333335, + 4.666666666666667, 6.0, - 12.0, - 9.0, - 14.0, - 12.0 + 7.333333333333333, + 7.666666666666667, + 6.666666666666667 ], "yaxis": "y3", "type": "scatter" @@ -566230,7 +362683,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Western Europe", "orientation": "v", "showlegend": false, @@ -566254,14 +362707,14 @@ -1.0, -1.0, -1.0, + 0.0, -1.0, -1.0, -1.0, -1.0, + -0.5, 0.0, - 0.0, - 0.0, - -1.0 + -0.5 ], "yaxis": "y3", "type": "scatter" @@ -566290,7 +362743,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Western Europe", "orientation": "v", "showlegend": false, @@ -566310,18 +362763,18 @@ ], "xaxis": "x3", "y": [ - -1.0, + 0.0, -1.0, -1.0, 0.0, -1.0, - 0.0, + 1.0, + -1.0, -1.0, - 0.0, 1.0, + 6.0, 3.0, - 0.0, - 2.0 + 5.0 ], "yaxis": "y3", "type": "scatter" @@ -566350,7 +362803,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Western Europe", "orientation": "v", "showlegend": false, @@ -566370,18 +362823,18 @@ ], "xaxis": "x3", "y": [ + -1.0, + -1.0, + -1.0, + -1.0, 0.0, - 0.5, - 0.0, - 0.5, - 0.5, + -0.3333333333333333, + 0.3333333333333333, 0.0, + -0.6666666666666666, + 1.3333333333333333, 1.0, - 1.5, - 0.5, - 1.5, - 2.5, - 3.0 + 0.3333333333333333 ], "yaxis": "y3", "type": "scatter" @@ -566410,7 +362863,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Western Europe", "orientation": "v", "showlegend": false, @@ -566431,17 +362884,17 @@ "xaxis": "x3", "y": [ 0.0, - 0.3333333333333333, - 1.6666666666666667, - -0.3333333333333333, - 0.6666666666666666, - 2.0, - 1.3333333333333333, - 2.3333333333333335, - 2.6666666666666665, - 3.6666666666666665, - 4.333333333333333, - 8.333333333333334 + 0.0, + 1.5, + 1.0, + 3.5, + 3.0, + 4.75, + 5.25, + 7.5, + 10.0, + 6.75, + 10.75 ], "yaxis": "y3", "type": "scatter" @@ -566470,7 +362923,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Western Europe", "orientation": "v", "showlegend": false, @@ -566491,17 +362944,17 @@ "xaxis": "x3", "y": [ 0.0, - 0.0, - 0.75, - 0.5, - 1.25, - 3.75, - 3.75, - 3.5, - 5.25, - 4.5, - 7.0, - 9.25 + 0.8333333333333334, + 0.6666666666666666, + 1.1666666666666667, + 2.0, + 1.3333333333333333, + 2.0, + 1.8333333333333333, + 5.666666666666667, + 7.666666666666667, + 6.666666666666667, + 6.833333333333333 ], "yaxis": "y3", "type": "scatter" @@ -566530,7 +362983,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Northern Europe", "orientation": "v", "showlegend": false, @@ -566551,17 +363004,17 @@ "xaxis": "x3", "y": [ 0.0, - -1.0, - 5.0, - 4.0, - 7.0, - 2.0, - 3.0, - 5.0, - 4.0, + 1.0, + 4.5, + 2.5, + 2.5, + 6.0, + 11.0, + 13.5, + 16.0, 8.0, - 7.0, - 9.0 + 17.5, + 18.0 ], "yaxis": "y3", "type": "scatter" @@ -566590,7 +363043,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Northern Europe", "orientation": "v", "showlegend": false, @@ -566610,18 +363063,18 @@ ], "xaxis": "x3", "y": [ - -1.0, 0.0, + 0.3333333333333333, 0.0, - 1.0, - 2.0, 0.0, - 4.0, - 3.0, - 1.0, - 5.0, - 4.0, - 3.0 + 0.0, + 0.6666666666666666, + -0.6666666666666666, + -0.6666666666666666, + 1.6666666666666667, + 2.0, + 0.6666666666666666, + 0.6666666666666666 ], "yaxis": "y3", "type": "scatter" @@ -566650,7 +363103,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Northern Europe", "orientation": "v", "showlegend": false, @@ -566672,64 +363125,6 @@ "y": [ -1.0, -1.0, - -1.0, - -1.0, - -1.0, - 0.0, - -1.0, - -1.0, - -1.0, - 0.0, - -1.0, - -1.0 - ], - "yaxis": "y3", - "type": "scatter" - }, - { - "hovertemplate": "%{hovertext}
%{x}
Relative growth: %{y}%", - "hovertext": [ - "Latvia", - "Latvia", - "Latvia", - "Latvia", - "Latvia", - "Latvia", - "Latvia", - "Latvia", - "Latvia", - "Latvia", - "Latvia", - "Latvia" - ], - "legendgroup": "Northern Europe", - "line": { - "color": "#EF553B", - "dash": "solid" - }, - "marker": { - "symbol": "circle" - }, - "mode": "markers+lines", - "name": "Northern Europe", - "orientation": "v", - "showlegend": false, - "x": [ - 2011, - 2012, - 2013, - 2014, - 2015, - 2016, - 2017, - 2018, - 2019, - 2020, - 2021, - 2022 - ], - "xaxis": "x3", - "y": [ -1.0, -1.0, -1.0, @@ -566739,9 +363134,7 @@ -1.0, 0.0, -1.0, - -1.0, - -1.0, - 0.0 + -1.0 ], "yaxis": "y3", "type": "scatter" @@ -566770,7 +363163,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Northern Europe", "orientation": "v", "showlegend": false, @@ -566790,18 +363183,18 @@ ], "xaxis": "x3", "y": [ - 0.0, - -1.0, -1.0, - -0.5, + 0.0, + 0.0, -1.0, - 1.0, - 0.5, 2.0, - 1.0, + -1.0, 2.0, - 3.0, - 2.0 + 4.0, + 7.0, + 4.0, + 5.0, + 8.0 ], "yaxis": "y3", "type": "scatter" @@ -566830,7 +363223,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Northern Europe", "orientation": "v", "showlegend": false, @@ -566853,15 +363246,15 @@ 0.0, -1.0, 0.0, - 2.0, + 1.0, 0.0, - 2.0, - -1.0, - 5.0, + 1.0, + 6.0, + 3.0, 6.0, 5.0, - 9.0, - 3.0 + 4.0, + 10.0 ], "yaxis": "y3", "type": "scatter" @@ -566890,7 +363283,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Northern Europe", "orientation": "v", "showlegend": false, @@ -566910,7 +363303,6 @@ ], "xaxis": "x3", "y": [ - 0.0, -1.0, -1.0, -1.0, @@ -566919,8 +363311,9 @@ -1.0, -1.0, -1.0, - 0.0, - 1.0, + -1.0, + -1.0, + -1.0, 0.0 ], "yaxis": "y3", @@ -566950,7 +363343,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Southern Europe", "orientation": "v", "showlegend": false, @@ -566971,77 +363364,17 @@ "xaxis": "x3", "y": [ 0.0, - -1.0, - 1.0, - 0.0, + -0.6666666666666666, + -0.6666666666666666, + -0.3333333333333333, 0.0, - 4.0, 1.0, - 7.0, - 8.0, - 9.0, - 10.0, - 15.0 - ], - "yaxis": "y3", - "type": "scatter" - }, - { - "hovertemplate": "%{hovertext}
%{x}
Relative growth: %{y}%", - "hovertext": [ - "Malta", - "Malta", - "Malta", - "Malta", - "Malta", - "Malta", - "Malta", - "Malta", - "Malta", - "Malta", - "Malta", - "Malta" - ], - "legendgroup": "Southern Europe", - "line": { - "color": "#00cc96", - "dash": "solid" - }, - "marker": { - "symbol": "circle" - }, - "mode": "markers+lines", - "name": "Southern Europe", - "orientation": "v", - "showlegend": false, - "x": [ - 2011, - 2012, - 2013, - 2014, - 2015, - 2016, - 2017, - 2018, - 2019, - 2020, - 2021, - 2022 - ], - "xaxis": "x3", - "y": [ - -1.0, - -1.0, - -1.0, - -1.0, - -1.0, - -1.0, - -1.0, - -1.0, - -1.0, + -0.6666666666666666, + 0.3333333333333333, + 2.0, 0.0, - -1.0, - -1.0 + 0.3333333333333333, + 0.6666666666666666 ], "yaxis": "y3", "type": "scatter" @@ -567049,18 +363382,18 @@ { "hovertemplate": "%{hovertext}
%{x}
Relative growth: %{y}%", "hovertext": [ - "Portugal", - "Portugal", - "Portugal", - "Portugal", - "Portugal", - "Portugal", - "Portugal", - "Portugal", - "Portugal", - "Portugal", - "Portugal", - "Portugal" + "Italy", + "Italy", + "Italy", + "Italy", + "Italy", + "Italy", + "Italy", + "Italy", + "Italy", + "Italy", + "Italy", + "Italy" ], "legendgroup": "Southern Europe", "line": { @@ -567070,7 +363403,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Southern Europe", "orientation": "v", "showlegend": false, @@ -567090,18 +363423,18 @@ ], "xaxis": "x3", "y": [ - -1.0, - -1.0, -1.0, 0.0, + 0.3333333333333333, -1.0, - -0.5, - -1.0, - 1.5, - 0.5, - 0.5, - -1.0, - -1.0 + 1.3333333333333333, + 1.6666666666666667, + 1.0, + 3.0, + 7.666666666666667, + 10.333333333333334, + 7.0, + 9.333333333333334 ], "yaxis": "y3", "type": "scatter" @@ -567109,18 +363442,18 @@ { "hovertemplate": "%{hovertext}
%{x}
Relative growth: %{y}%", "hovertext": [ - "Italy", - "Italy", - "Italy", - "Italy", - "Italy", - "Italy", - "Italy", - "Italy", - "Italy", - "Italy", - "Italy", - "Italy" + "Portugal", + "Portugal", + "Portugal", + "Portugal", + "Portugal", + "Portugal", + "Portugal", + "Portugal", + "Portugal", + "Portugal", + "Portugal", + "Portugal" ], "legendgroup": "Southern Europe", "line": { @@ -567130,7 +363463,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Southern Europe", "orientation": "v", "showlegend": false, @@ -567150,18 +363483,18 @@ ], "xaxis": "x3", "y": [ + -1.0, 0.0, - 2.0, - 2.0, - 2.0, - 3.0, - 5.0, - 2.0, - 8.0, - 6.0, - 17.0, - 7.0, - 19.0 + 0.14285714285714285, + -0.7142857142857143, + -0.7142857142857143, + -0.2857142857142857, + -0.42857142857142855, + -0.42857142857142855, + -0.2857142857142857, + 0.0, + 0.0, + 0.5714285714285714 ], "yaxis": "y3", "type": "scatter" @@ -567190,7 +363523,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Southern Europe", "orientation": "v", "showlegend": false, @@ -567219,9 +363552,9 @@ -1.0, -1.0, -1.0, - -1.0, 0.0, - 1.0 + -1.0, + -0.6666666666666666 ], "yaxis": "y3", "type": "scatter" @@ -567250,7 +363583,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Southern Europe", "orientation": "v", "showlegend": false, @@ -567271,17 +363604,17 @@ "xaxis": "x3", "y": [ -1.0, - -1.0, + 0.0, -1.0, -1.0, 0.0, - 0.0, + -1.0, -1.0, 2.0, - 3.0, - 1.0, 1.0, - -1.0 + 3.0, + 2.0, + 0.0 ], "yaxis": "y3", "type": "scatter" @@ -567310,7 +363643,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Eastern Europe", "orientation": "v", "showlegend": false, @@ -567330,18 +363663,18 @@ ], "xaxis": "x3", "y": [ - 0.0, -1.0, - 0.0, - 0.0, -1.0, - -0.5, - -0.5, - -0.5, -1.0, - -0.5, -1.0, - -1.0 + 0.0, + -1.0, + 1.0, + 0.0, + -1.0, + 0.0, + 2.0, + 0.0 ], "yaxis": "y3", "type": "scatter" @@ -567370,7 +363703,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Eastern Europe", "orientation": "v", "showlegend": false, @@ -567430,7 +363763,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Eastern Europe", "orientation": "v", "showlegend": false, @@ -567455,11 +363788,11 @@ -1.0, -1.0, 0.0, + -0.6666666666666666, -1.0, - -1.0, - 1.0, - 0.0, - -1.0, + -0.6666666666666666, + -0.6666666666666666, + -0.3333333333333333, -1.0, -1.0 ], @@ -567490,7 +363823,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Eastern Europe", "orientation": "v", "showlegend": false, @@ -567512,16 +363845,76 @@ "y": [ -1.0, 0.0, + -0.5, + -1.0, + -0.5, 0.0, - 0.0, + -1.0, + 1.0, + 0.5, + 1.0, + 0.5, + 6.0 + ], + "yaxis": "y3", + "type": "scatter" + }, + { + "hovertemplate": "%{hovertext}
%{x}
Relative growth: %{y}%", + "hovertext": [ + "Hungary", + "Hungary", + "Hungary", + "Hungary", + "Hungary", + "Hungary", + "Hungary", + "Hungary", + "Hungary", + "Hungary", + "Hungary", + "Hungary" + ], + "legendgroup": "Eastern Europe", + "line": { + "color": "#ab63fa", + "dash": "solid" + }, + "marker": { + "symbol": "circle" + }, + "mode": "lines+markers", + "name": "Eastern Europe", + "orientation": "v", + "showlegend": false, + "x": [ + 2011, + 2012, + 2013, + 2014, + 2015, + 2016, + 2017, + 2018, + 2019, + 2020, + 2021, + 2022 + ], + "xaxis": "x3", + "y": [ + -1.0, + -1.0, + -1.0, 0.0, 0.0, -1.0, + -1.0, + -1.0, + -1.0, + -1.0, 0.0, - 1.0, - 0.0, - 3.0, - 5.0 + 0.0 ], "yaxis": "y3", "type": "scatter" @@ -567550,7 +363943,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Eastern Europe", "orientation": "v", "showlegend": false, @@ -567571,16 +363964,16 @@ "xaxis": "x3", "y": [ -1.0, + 0.0, -1.0, + 0.0, -1.0, -1.0, -1.0, + 1.0, -1.0, -1.0, - 0.0, -1.0, - -0.5, - -0.5, -1.0 ], "yaxis": "y3", @@ -567610,7 +364003,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Eastern Europe", "orientation": "v", "showlegend": false, @@ -567632,15 +364025,15 @@ "y": [ -1.0, -1.0, + 0.0, -1.0, 0.0, -1.0, -1.0, -1.0, - 0.0, -1.0, - -0.5, - -0.5, + -1.0, + 0.0, -1.0 ], "yaxis": "y3", @@ -567670,7 +364063,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Eastern Europe", "orientation": "v", "showlegend": false, @@ -567691,76 +364084,16 @@ "xaxis": "x3", "y": [ -1.0, + 0.0, -1.0, -1.0, - 0.0, -1.0, - 1.0, 0.0, - 1.0, -1.0, 0.0, - 0.0, - 0.0 - ], - "yaxis": "y3", - "type": "scatter" - }, - { - "hovertemplate": "%{hovertext}
%{x}
Relative growth: %{y}%", - "hovertext": [ - "Hungary", - "Hungary", - "Hungary", - "Hungary", - "Hungary", - "Hungary", - "Hungary", - "Hungary", - "Hungary", - "Hungary", - "Hungary", - "Hungary" - ], - "legendgroup": "Eastern Europe", - "line": { - "color": "#ab63fa", - "dash": "solid" - }, - "marker": { - "symbol": "circle" - }, - "mode": "markers+lines", - "name": "Eastern Europe", - "orientation": "v", - "showlegend": false, - "x": [ - 2011, - 2012, - 2013, - 2014, - 2015, - 2016, - 2017, - 2018, - 2019, - 2020, - 2021, - 2022 - ], - "xaxis": "x3", - "y": [ -1.0, - 0.0, - 0.0, - 0.0, - 0.0, - 0.0, -1.0, - 1.0, 0.0, - 1.0, - 3.0, 1.0 ], "yaxis": "y3", @@ -568764,7 +365097,7 @@ "plotlyServerURL": "https://plotly.com" } }, - "text/html": "
" + "text/html": "
" }, "metadata": {}, "output_type": "display_data" @@ -568797,7 +365130,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Western Europe", "orientation": "v", "showlegend": true, @@ -568817,18 +365150,18 @@ ], "xaxis": "x25", "y": [ - 1.0, - 2.0, 0.0, 1.0, + 0.0, + 2.0, 1.0, 0.0, - 3.0, - 8.0, - 7.0, - 4.0, - 4.0, - 1.0 + 0.0, + 0.0, + 2.0, + 1.0, + 2.0, + 3.0 ], "yaxis": "y25", "type": "scatter" @@ -568857,7 +365190,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Western Europe", "orientation": "v", "showlegend": false, @@ -568877,18 +365210,18 @@ ], "xaxis": "x26", "y": [ - 2.0, - 3.0, - 2.0, - 3.0, + 0.0, + 0.0, + 0.0, + 0.0, 3.0, 2.0, 4.0, - 5.0, 3.0, - 5.0, + 1.0, 7.0, - 8.0 + 6.0, + 4.0 ], "yaxis": "y26", "type": "scatter" @@ -568917,7 +365250,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Western Europe", "orientation": "v", "showlegend": false, @@ -568937,18 +365270,18 @@ ], "xaxis": "x22", "y": [ - 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"mode": "markers+lines", + "mode": "lines+markers", "name": "Western Europe", "orientation": "v", "showlegend": false, @@ -569115,22 +365448,22 @@ 2021, 2022 ], - "xaxis": "x18", + "xaxis": "x17", "y": [ 0.0, 0.0, 0.0, 0.0, + 2.0, 0.0, 0.0, 0.0, 0.0, 1.0, - 1.0, - 1.0, - 0.0 + 2.0, + 1.0 ], - "yaxis": "y18", + "yaxis": "y17", "type": "scatter" }, { @@ -569157,7 +365490,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Western Europe", "orientation": "v", "showlegend": false, @@ -569175,22 +365508,22 @@ 2021, 2022 ], - "xaxis": "x8", + "xaxis": "x18", "y": [ + 3.0, 1.0, - 4.0, 3.0, 3.0, - 7.0, - 6.0, - 11.0, - 7.0, - 13.0, + 2.0, 10.0, - 15.0, - 13.0 + 13.0, + 17.0, + 21.0, + 25.0, + 26.0, + 23.0 ], - "yaxis": "y8", + "yaxis": "y18", "type": "scatter" }, { @@ -569217,7 +365550,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Western Europe", "orientation": "v", "showlegend": false, @@ -569235,22 +365568,22 @@ 2021, 2022 ], - 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Co-publications: %{y}", "hovertext": [ @@ -569577,7 +365850,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Northern Europe", "orientation": "v", "showlegend": false, @@ -569595,14 +365868,14 @@ 2021, 2022 ], - "xaxis": "x17", + "xaxis": "x16", "y": [ 0.0, 0.0, 0.0, 0.0, 0.0, - 1.0, + 0.0, 0.0, 0.0, 0.0, @@ -569610,7 +365883,7 @@ 0.0, 0.0 ], - "yaxis": "y17", + "yaxis": "y16", "type": "scatter" }, { @@ -569637,7 +365910,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Northern Europe", "orientation": "v", "showlegend": false, @@ -569655,22 +365928,22 @@ 2021, 2022 ], - "xaxis": "x9", + "xaxis": "x7", "y": [ - 0.0, - 1.0, - 1.0, - 2.0, 3.0, - 1.0, - 5.0, 4.0, - 2.0, - 6.0, + 3.0, + 3.0, + 3.0, 5.0, - 4.0 + 1.0, + 1.0, + 8.0, + 9.0, + 5.0, + 5.0 ], - "yaxis": "y9", + "yaxis": "y7", "type": "scatter" }, { @@ -569697,7 +365970,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Northern Europe", "orientation": "v", "showlegend": false, @@ -569715,22 +365988,22 @@ 2021, 2022 ], - "xaxis": "x4", + "xaxis": "x2", "y": [ - 1.0, - 0.0, - 6.0, - 5.0, - 8.0, - 3.0, + 2.0, 4.0, - 6.0, - 5.0, - 9.0, - 8.0, - 10.0 + 11.0, + 7.0, + 7.0, + 14.0, + 24.0, + 29.0, + 34.0, + 18.0, + 37.0, + 38.0 ], - "yaxis": "y4", + "yaxis": "y2", "type": "scatter" }, { @@ -569757,7 +366030,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Southern Europe", "orientation": "v", "showlegend": true, @@ -569786,9 +366059,9 @@ 0.0, 0.0, 0.0, + 3.0, 0.0, - 1.0, - 2.0 + 1.0 ], "yaxis": "y29", "type": "scatter" @@ -569817,7 +366090,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Southern Europe", "orientation": "v", "showlegend": false, @@ -569838,17 +366111,17 @@ "xaxis": "x24", "y": [ 0.0, + 1.0, 0.0, 0.0, - 0.0, - 1.0, 1.0, 0.0, + 0.0, 3.0, - 4.0, 2.0, - 2.0, - 0.0 + 4.0, + 3.0, + 1.0 ], "yaxis": "y24", "type": "scatter" @@ -569877,7 +366150,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Southern Europe", "orientation": "v", "showlegend": false, @@ -569897,82 +366170,22 @@ ], "xaxis": "x15", "y": [ - 1.0, - 3.0, - 3.0, + 0.0, 3.0, 4.0, - 6.0, - 3.0, - 9.0, + 0.0, 7.0, - 18.0, 8.0, - 20.0 + 6.0, + 12.0, + 26.0, + 34.0, + 24.0, + 31.0 ], "yaxis": "y15", "type": "scatter" }, - { - "hovertemplate": "%{hovertext}
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Co-publications: %{y}", - "hovertext": [ - "Malta", - "Malta", - "Malta", - "Malta", - "Malta", - "Malta", - "Malta", - "Malta", - "Malta", - "Malta", - "Malta", - "Malta" - ], - "legendgroup": "Southern Europe", - "line": { - "color": "#00cc96", - "dash": "solid" - }, - "marker": { - "symbol": "circle" - }, - "mode": "markers+lines", - "name": "Southern Europe", - "orientation": "v", - "showlegend": false, - "x": [ - 2011, - 2012, - 2013, - 2014, - 2015, - 2016, - 2017, - 2018, - 2019, - 2020, - 2021, - 2022 - ], - "xaxis": "x7", - "y": [ - 0.0, - 0.0, - 0.0, - 0.0, - 0.0, - 0.0, - 0.0, - 0.0, - 0.0, - 1.0, - 0.0, - 0.0 - ], - "yaxis": "y7", - "type": "scatter" - }, { "hovertemplate": "%{hovertext}
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Co-publications: %{y}", "hovertext": [ @@ -569997,7 +366210,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Southern Europe", "orientation": "v", "showlegend": false, @@ -570015,22 +366228,22 @@ 2021, 2022 ], - "xaxis": "x11", + "xaxis": "x9", "y": [ 0.0, - 0.0, - 0.0, + 7.0, + 8.0, + 2.0, 2.0, - 0.0, - 1.0, - 0.0, 5.0, - 3.0, - 3.0, - 0.0, - 0.0 + 4.0, + 4.0, + 5.0, + 7.0, + 7.0, + 11.0 ], - "yaxis": "y11", + "yaxis": "y9", "type": "scatter" }, { @@ -570057,7 +366270,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Southern Europe", "orientation": "v", "showlegend": false, @@ -570075,22 +366288,22 @@ 2021, 2022 ], - "xaxis": "x3", + "xaxis": "x", "y": [ - 1.0, - 0.0, - 2.0, + 3.0, 1.0, 1.0, - 5.0, 2.0, - 8.0, + 3.0, + 6.0, + 1.0, + 4.0, 9.0, - 10.0, - 11.0, - 16.0 + 3.0, + 4.0, + 5.0 ], - "yaxis": "y3", + "yaxis": "y", "type": "scatter" }, { @@ -570117,7 +366330,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Eastern Europe", "orientation": "v", "showlegend": true, @@ -570138,16 +366351,16 @@ "xaxis": "x27", "y": [ 0.0, + 1.0, 0.0, + 1.0, 0.0, 0.0, 0.0, + 2.0, 0.0, 0.0, - 2.0, 0.0, - 1.0, - 1.0, 0.0 ], "yaxis": "y27", @@ -570177,7 +366390,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Eastern Europe", "orientation": "v", "showlegend": false, @@ -570199,14 +366412,14 @@ "y": [ 0.0, 0.0, + 1.0, + 0.0, + 1.0, 0.0, - 2.0, 0.0, 0.0, 0.0, - 2.0, 0.0, - 1.0, 1.0, 0.0 ], @@ -570237,7 +366450,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Eastern Europe", "orientation": "v", "showlegend": false, @@ -570258,17 +366471,17 @@ "xaxis": "x30", "y": [ 0.0, + 1.0, 0.0, 0.0, - 1.0, 0.0, - 2.0, 1.0, - 2.0, 0.0, 1.0, + 0.0, + 0.0, 1.0, - 1.0 + 2.0 ], "yaxis": "y30", "type": "scatter" @@ -570297,7 +366510,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Eastern Europe", "orientation": "v", "showlegend": false, @@ -570318,17 +366531,17 @@ "xaxis": "x13", "y": [ 0.0, - 1.0, - 1.0, - 1.0, + 0.0, + 0.0, 1.0, 1.0, 0.0, - 2.0, + 0.0, + 0.0, + 0.0, + 0.0, 1.0, - 2.0, - 4.0, - 2.0 + 1.0 ], "yaxis": "y13", "type": "scatter" @@ -570357,7 +366570,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Eastern Europe", "orientation": "v", "showlegend": false, @@ -570375,22 +366588,22 @@ 2021, 2022 ], - "xaxis": "x10", + "xaxis": "x8", "y": [ 0.0, - 1.0, - 1.0, - 1.0, - 1.0, + 2.0, 1.0, 0.0, 1.0, 2.0, - 1.0, + 0.0, 4.0, - 6.0 + 3.0, + 4.0, + 3.0, + 14.0 ], - "yaxis": "y10", + "yaxis": "y8", "type": "scatter" }, { @@ -570417,7 +366630,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Eastern Europe", "orientation": "v", "showlegend": false, @@ -570435,22 +366648,22 @@ 2021, 2022 ], - "xaxis": "x12", + "xaxis": "x10", "y": [ 0.0, 0.0, 0.0, 0.0, + 3.0, 1.0, 0.0, - 0.0, - 2.0, 1.0, - 0.0, + 1.0, + 2.0, 0.0, 0.0 ], - "yaxis": "y12", + "yaxis": "y10", "type": "scatter" }, { @@ -570477,67 +366690,7 @@ "marker": { "symbol": "circle" }, - "mode": "markers+lines", - "name": "Eastern Europe", - "orientation": "v", - "showlegend": false, - "x": [ - 2011, - 2012, - 2013, - 2014, - 2015, - 2016, - 2017, - 2018, - 2019, - 2020, - 2021, - 2022 - ], - "xaxis": "x", - "y": [ - 0.0, - 0.0, - 0.0, - 0.0, - 0.0, - 0.0, - 0.0, - 0.0, - 1.0, - 0.0, - 1.0, - 0.0 - ], - "yaxis": "y", - "type": "scatter" - }, - { - "hovertemplate": "%{hovertext}
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Co-publications: %{y}", - "hovertext": [ - "Slovenia", - "Slovenia", - "Slovenia", - "Slovenia", - "Slovenia", - "Slovenia", - "Slovenia", - "Slovenia", - "Slovenia", - "Slovenia", - "Slovenia", - "Slovenia" - ], - "legendgroup": "Eastern Europe", - "line": { - "color": "#ab63fa", - "dash": "solid" - }, - "marker": { - "symbol": "circle" - }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Eastern Europe", "orientation": "v", "showlegend": false, @@ -570555,22 +366708,82 @@ 2021, 2022 ], - "xaxis": "x2", + "xaxis": "x11", "y": [ - 2.0, 0.0, - 2.0, - 2.0, + 0.0, + 0.0, + 0.0, + 0.0, + 0.0, + 0.0, 0.0, 1.0, + 0.0, 1.0, + 0.0 + ], + "yaxis": "y11", + "type": "scatter" + }, + { + "hovertemplate": "%{hovertext}
%{x}
Co-publications: %{y}", + "hovertext": [ + "Slovenia", + "Slovenia", + "Slovenia", + "Slovenia", + "Slovenia", + "Slovenia", + "Slovenia", + "Slovenia", + "Slovenia", + "Slovenia", + "Slovenia", + "Slovenia" + ], + "legendgroup": "Eastern Europe", + "line": { + "color": "#ab63fa", + "dash": "solid" + }, + "marker": { + "symbol": "circle" + }, + "mode": "lines+markers", + "name": "Eastern Europe", + "orientation": "v", + "showlegend": false, + "x": [ + 2011, + 2012, + 2013, + 2014, + 2015, + 2016, + 2017, + 2018, + 2019, + 2020, + 2021, + 2022 + ], + "xaxis": "x12", + "y": [ + 0.0, + 0.0, + 0.0, + 0.0, 1.0, 0.0, + 2.0, 1.0, 0.0, - 0.0 + 1.0, + 3.0, + 1.0 ], - "yaxis": "y2", + "yaxis": "y12", "type": "scatter" } ], @@ -572459,33 +368672,11 @@ } }, "annotations": [ - { - "font": {}, - "showarrow": false, - "text": "Slovakia", - "x": 0.075, - "xanchor": "center", - "xref": "paper", - "y": 0.144, - "yanchor": "bottom", - "yref": "paper" - }, - { - "font": {}, - "showarrow": false, - "text": "Slovenia", - "x": 0.24499999999999997, - "xanchor": "center", - "xref": "paper", - "y": 0.144, - "yanchor": "bottom", - "yref": "paper" - }, { "font": {}, "showarrow": false, "text": "Spain", - "x": 0.415, + "x": 0.075, "xanchor": "center", "xref": "paper", "y": 0.144, @@ -572496,7 +368687,7 @@ "font": {}, "showarrow": false, "text": "Sweden", - "x": 0.585, + "x": 0.24499999999999997, "xanchor": "center", "xref": "paper", "y": 0.144, @@ -572507,7 +368698,7 @@ "font": {}, "showarrow": false, "text": "Switzerland", - "x": 0.7549999999999999, + "x": 0.415, "xanchor": "center", "xref": "paper", "y": 0.144, @@ -572518,7 +368709,7 @@ "font": {}, "showarrow": false, "text": "United Kingdom", - "x": 0.925, + "x": 0.585, "xanchor": "center", "xref": "paper", "y": 0.144, @@ -572528,7 +368719,7 @@ { "font": {}, "showarrow": false, - "text": "Malta", + "text": "Norway", "x": 0.075, "xanchor": "center", "xref": "paper", @@ -572539,7 +368730,7 @@ { "font": {}, "showarrow": false, - "text": "Netherlands", + "text": "Poland", "x": 0.24499999999999997, "xanchor": "center", "xref": "paper", @@ -572550,7 +368741,7 @@ { "font": {}, "showarrow": false, - "text": "Norway", + "text": "Portugal", "x": 0.415, "xanchor": "center", "xref": "paper", @@ -572561,7 +368752,7 @@ { "font": {}, "showarrow": false, - "text": "Poland", + "text": "Romania", "x": 0.585, "xanchor": "center", "xref": "paper", @@ -572572,7 +368763,7 @@ { "font": {}, "showarrow": false, - "text": "Portugal", + "text": "Slovakia", "x": 0.7549999999999999, "xanchor": "center", "xref": "paper", @@ -572583,7 +368774,7 @@ { "font": {}, "showarrow": false, - "text": "Romania", + "text": "Slovenia", "x": 0.925, "xanchor": "center", "xref": "paper", @@ -572627,7 +368818,7 @@ { "font": {}, "showarrow": false, - "text": "Latvia", + "text": "Lithuania", "x": 0.585, "xanchor": "center", "xref": "paper", @@ -572638,7 +368829,7 @@ { "font": {}, "showarrow": false, - "text": "Lithuania", + "text": "Luxembourg", "x": 0.7549999999999999, "xanchor": "center", "xref": "paper", @@ -572649,7 +368840,7 @@ { "font": {}, "showarrow": false, - "text": "Luxembourg", + "text": "Netherlands", "x": 0.925, "xanchor": "center", "xref": "paper", @@ -572787,531 +368978,328 @@ "xref": "paper", "y": 1.0, "yanchor": "bottom", - "yref": "paper" - } - ], - "legend": { - "title": { - "text": "Region" - }, - "tracegroupgap": 0 - }, - "title": { - "text": "Yearly output of co-publications (Multidisciplinary)" - }, - "font": { - "family": "Montserrat" - } - }, - "config": { - "displayModeBar": false, - "responsive": true, - "plotlyServerURL": "https://plotly.com" - } - }, - "text/html": "
" - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "group = ['Publication Year',\"Domain_English\",'Field_English']\n", - "# data = wos.groupby(['Publication Year',\"Domain_English\",'Field_English'], as_index=False)[record_col].nunique().sort_values(ascending=False, by=group+[record_col])\n", - "data_complete = pd.DataFrame()\n", - "\n", - "colt=[\"Domain_English\",'Field_English','SubField_English']\n", - "\n", - "for c in colt:\n", - " wos[c] = wos[c].str.strip()\n", - "\n", - "for cat in sorted(wos[\"Domain_English\"].unique()):\n", - " os.makedirs(rf'plot_html/{cat}',exist_ok=True)\n", - " os.makedirs(rf'plot_html/PPT_plots/{cat}',exist_ok=True)\n", - " wos_sub = wos[wos[\"Domain_English\"]==cat]\n", - "\n", - " for cat2 in sorted(wos_sub[\"Field_English\"].unique()):\n", - " os.makedirs(rf'plot_html/{cat}/{cat2}',exist_ok=True)\n", - " os.makedirs(rf'plot_html/PPT_plots/{cat}/{cat2}',exist_ok=True)\n", - "\n", - " id_subset = wos[((wos[\"Domain_English\"]==cat)&\n", - " (wos[\"Field_English\"]==cat2))][record_col].unique()\n", - "\n", - " data = (wos[wos[record_col].isin(id_subset)]\n", - " .groupby(['Publication Year','SubField_English'],)[record_col].nunique(dropna=False).unstack()\n", - " .fillna(0)\n", - " .stack()\n", - " .reset_index()\n", - " .rename(columns={0:record_col}))\n", - "\n", - " data = data.merge(wos_sub[[\"Field_English\",'SubField_English']]\n", - " .drop_duplicates(),on=\"SubField_English\")\n", - "\n", - " data = data.merge(data[data[record_col]>0].sort_values(by=[\"Publication Year\"], ascending=True).drop_duplicates(subset='SubField_English'),\n", - " on='SubField_English', suffixes=[None,\"_relative_growth\"])\n", - " data[record_col+\"_relative_growth\"] = (data[record_col]-data[record_col+\"_relative_growth\"])/data[record_col+\"_relative_growth\"]\n", - "\n", - " data = data.sort_values(by =[\"SubField_English\",\"Publication Year\"], ascending=[True,True])\n", - " data[record_col+\"_cumsum\"] = (data.groupby('SubField_English',as_index=False)[record_col].cumsum())\n", - "\n", - "\n", - "\n", - " bar_data = (wos[((wos[\"Domain_English\"]==cat)&\n", - " (wos[\"Field_English\"]==cat2))]\n", - " .groupby(\"SubField_English\", as_index=False)[record_col]\n", - " .nunique()\n", - " .sort_values(ascending=False, by=record_col))\n", - "\n", - " fig = px.bar(bar_data.sort_values(by=\"SubField_English\"),text_auto=True,\n", - " x=record_col, y=\"SubField_English\", color=\"SubField_English\",barmode='relative',\n", - " labels={\n", - " record_col: 'Number of co-publications',\n", - " },\n", - " title=\"Distribution of Domains\", template='plotly')\n", - " fig.update_layout(showlegend=False, xaxis_tickformat='d',font_family=\"Montserrat\")\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_layout(yaxis={'categoryorder':'total ascending'})\n", - " fig.update_yaxes(\n", - " showgrid=True,\n", - " ticks=\"outside\")\n", - " fig.update_xaxes(\n", - " showgrid=True,\n", - " ticks=\"outside\")\n", - " dom_distr = go.Figure(fig)\n", - "\n", - "\n", - " #data segment\n", - " sub_data = data[data[\"Field_English\"]==cat2]\n", - " # data_complete = pd.concat([data_complete,sub_data], ignore_index=True)\n", - " fig = px.line(sub_data.sort_values(ascending=[True,True], by=[\"Publication Year\",\"SubField_English\"]),y=record_col,x=\"Publication Year\", color=\"SubField_English\", markers=True,\n", - " labels={\n", - " record_col: 'Number of co-publications',\n", - " group[-1]: \"Domain\",\n", - " },\n", - " title=\"Yearly output of co-publications\", template='plotly')\n", - " fig.update_traces(hovertemplate='%{y:d}')\n", - " fig.update_layout(hovermode='x unified')\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", - "\n", - " year_output_by_domain = go.Figure(fig)\n", + "yref": "paper" + } + ], + "legend": { + "title": { + "text": "Region" + }, + "tracegroupgap": 0 + }, + "title": { + "text": "Yearly output of co-publications (Industrial Engineering & Automation)" + }, + "font": { + "family": "Montserrat" + } + }, + "config": { + "displayModeBar": false, + "responsive": true, + "plotlyServerURL": "https://plotly.com" + } + }, + "text/html": "
" + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "hot_topics = [\"Energy\",\n", + " \"Networking & Telecommunications\",\n", + " \"Artificial Intelligence & Image Processing\",\n", + " \"Geological & Geomatics Engineering\",\n", + " \"Electrical & Electronic Engineering\",\n", + " \"Industrial Engineering & Automation\"]\n", + "for t in hot_topics:\n", + " os.makedirs(rf'plot_html/PPT_plots/hot_topics/{t}',exist_ok=True)\n", "\n", - " fig = px.line(sub_data.sort_values(ascending=[True,True], by=[\"Publication Year\",\"SubField_English\"]), y=record_col+\"_relative_growth\",x=\"Publication Year\", color=\"SubField_English\",\n", - " markers=True,labels={\n", - " record_col+\"_relative_growth\": 'Rel. growth
in co-publications (%)',\n", - " group[-1]: \"Domain\",\n", - " },\n", - " title=\"Relative growth in the output of co-publications\", template='plotly')\n", - " # fig.update_traces(hovertemplate='%{y:.2f}%')\n", + " id_subset = wos[((wos[\"Domain_English\"]=='Applied Sciences')&\n", + " (wos[\"SubField_English\"]==t))][record_col].unique()\n", "\n", - " fig.update_layout(hovermode='x unified',yaxis_tickformat='.0f%',font_family=\"Montserrat\")\n", - " fig.update_traces(hovertemplate='%{y:.0f}00%')\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", - " # fig['layout']['yaxis4'].update(zeroline=True, zerolinewidth=0.5, zerolinecolor='grey')\n", - " # fig.update_yaxes(zeroline=True, zerolinewidth=0.5, zerolinecolor='grey')\n", + " data = (wos[wos[record_col].isin(id_subset)]\n", + " .groupby(['Publication Year','SubField_English'],)[record_col].nunique(dropna=False).unstack()\n", + " .fillna(0)\n", + " .stack()\n", + " .reset_index()\n", + " .rename(columns={0:record_col}))\n", + " print(data)\n", "\n", - " rel_output_by_domain = go.Figure(fig)\n", + " data = data.merge(wos[wos[record_col].isin(id_subset)][[\"Domain_English\",'SubField_English']].drop_duplicates(),on=\"SubField_English\")\n", "\n", - " fig = px.area(sub_data.sort_values(ascending=[True,True], by=[\"Publication Year\",\"SubField_English\"]),y=record_col+\"_cumsum\",x=\"Publication Year\", color=\"SubField_English\",line_group=\"SubField_English\",\n", - " labels={\n", - " record_col+\"_cumsum\": 'Cumulative number of co-publications',\n", - " },\n", - " title=\"Cumulative number of co-publications\", template='plotly')\n", - " fig.update_traces(hovertemplate='%{y:d}')\n", - " fig.update_layout(hovermode='x unified')\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", + " data = data.merge(data[data[record_col]>0].sort_values(by=[\"Publication Year\"], ascending=True).drop_duplicates(subset='SubField_English'),\n", + " on='SubField_English', suffixes=[None,\"_relative_growth\"])\n", + " data[record_col+\"_relative_growth\"] = (data[record_col]-data[record_col+\"_relative_growth\"])/data[record_col+\"_relative_growth\"]\n", "\n", - " cumsum_by_domain = go.Figure(fig)\n", + " data = data.sort_values(by =[\"SubField_English\",\"Publication Year\"], ascending=[True,True])\n", + " data[record_col+\"_cumsum\"] = (data.groupby('SubField_English',as_index=False)[record_col].cumsum())\n", "\n", - " figsuper = make_subplots(rows=2, cols=2, subplot_titles=[\"Distribution of domains\",\"Cumulative sum of co-publications\",\n", - " \"Co-publications per year\",\"Relative growth of co-publications\"])\n", + " # country contributions\n", + " wos_univ_locations = wos_univ[wos_univ[record_col].isin(id_subset)].merge(wos_country_types, on=\"Country\")\n", + " wos_collabs = wos_univ_locations[wos_univ_locations[\"Country_Type\"]!=\"Other\"][[record_col,\"Country\"]].drop_duplicates()\n", "\n", + " collab_desc = wos_collabs[wos_collabs[\"Country\"]!=\"China\"][\"Country\"].value_counts().reset_index()\n", + " collab_desc[\"percent_of_copubs\"] = collab_desc[\"count\"]/wos_collabs[record_col].nunique()#*100\n", + " collab_desc[\"percent_contrib_in_copubs\"] = collab_desc[\"count\"]/wos_collabs[record_col].size#*100\n", + " collab_desc = collab_desc.merge(wos_country_types, on=\"Country\")\n", + " # collab_desc\n", "\n", - " for trace in list(dom_distr.select_traces()):\n", - " trace.showlegend=False\n", - " figsuper.add_trace(trace,\n", - " row=1, col=1\n", - " )\n", + " c_dict = {\"count\":\"Number of co-publications\",\n", + " \"percent_of_copubs\":\"Percent of co-publications\",\n", + " \"percent_contrib_in_copubs\":\"Contribution to co-publications\"}\n", "\n", - " for trace in list(cumsum_by_domain.select_traces()):\n", - " trace.showlegend=False\n", - " figsuper.add_trace(trace,\n", - " row=1, col=2\n", - " )\n", + " color_discrete_map= {'China': '#EF553B',\n", + " 'EU': '#636EFA',\n", + " 'Non-EU associate': '#00CC96'}\n", "\n", - " for trace in list(year_output_by_domain.select_traces()):\n", - " trace.showlegend=False\n", - " figsuper.add_trace(trace,\n", - " row=2, col=1\n", - " )\n", + " fig_dict = dict()\n", + " for c in c_dict.keys():\n", + " data = collab_desc[[\"Country\",c,\"Country_Type\"]]\n", + " data[\"ISO3\"] = cc.pandas_convert(series=data[\"Country\"], to='ISO3')\n", + " col_by=\"Country_Type\"\n", + " y_lab=\"ISO3\"\n", + " fig = px.bar(data, x=c, y=y_lab, color=col_by, color_discrete_map=color_discrete_map,text_auto=True,\n", + " labels=dict({\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", + " },**c_dict),\n", + " title=c_dict[c], template='plotly')\n", + " fig.update_layout(xaxis_tickformat='d',font_family=\"Montserrat\",\n", + " yaxis={'categoryorder':'total ascending'},\n", + " width=1000, height=1000,)\n", + " if \"percent\" in c:\n", + " fig.update_traces(hovertemplate='%{y}
%{x}')\n", + " fig.update_xaxes(tickformat=\".1%\")\n", + " else:\n", + " fig.update_traces(hovertemplate='%{y}
%{x:d}')\n", + " fig_dict[c] = go.Figure(fig)\n", "\n", - " for trace in list(rel_output_by_domain.select_traces()):\n", + " figsuper = make_subplots(rows=1, cols=3, subplot_titles =list(c_dict.values()))\n", + " for i,f in enumerate(fig_dict.keys()):\n", + " sfig = fig_dict[f]\n", + " for trace in list(sfig.select_traces()):\n", " trace.showlegend=False\n", " figsuper.add_trace(trace,\n", - " row=2, col=2\n", - " )\n", - "\n", - " figsuper.update_layout(yaxis={'categoryorder':'total ascending'}, barmode='relative')\n", - " figsuper.update_yaxes(\n", - " showgrid=True,showline=True, linewidth=1, linecolor='black', mirror=True,\n", - " ticks=\"outside\")\n", - " figsuper.update_xaxes(\n", - " showgrid=True,showline=True, linewidth=1, linecolor='black', mirror=True,\n", - " ticks=\"outside\")\n", - " figsuper.update_layout({'template':\"plotly\",\"font_family\":\"Montserrat\"})\n", - " figsuper['layout']['yaxis4'].update(zeroline=True, zerolinewidth=0.5, zerolinecolor='grey',tickformat=\".0%\")\n", - " for i in range(2,5):\n", - " figsuper['layout'][f'xaxis{i}'][\"range\"] = [2010.8,2022.2]\n", - " figsuper['layout'][\"font\"][\"size\"]=12\n", - " for a in figsuper['layout'][\"annotations\"]:\n", - " a[\"font\"][\"size\"] = 14\n", - "\n", - " figsuper.update_layout(title_text=f\"{cat2}\")\n", - " # figsuper.write_html(f\"plot_html/{cat}/{cat2}/{cat2}_distr&trends.html\",config= dict(displayModeBar = False, responsive = True))\n", - "\n", - "\n", - " figsuper_ppt = go.Figure(figsuper)\n", - " figsuper_ppt['layout'][\"font\"][\"size\"]=18\n", - " for a in figsuper_ppt['layout'][\"annotations\"]:\n", - " a[\"font\"][\"size\"] = 18\n", - " figsuper_ppt.show()\n", - " figsuper_ppt.write_image(f\"plot_html/PPT_plots/{cat}/{cat2}/{cat2}_distr&trends.png\",height=900,width=1600,scale = 4)\n", - "\n", - "\n", - " # country contributions\n", - " wos_univ_locations = wos_univ[wos_univ[record_col].isin(id_subset)].merge(wos_country_types, on=\"Country\")\n", - " wos_collabs = wos_univ_locations[wos_univ_locations[\"Country_Type\"]!=\"Other\"][[record_col,\"Country\"]].drop_duplicates()\n", - "\n", - " collab_desc = wos_collabs[wos_collabs[\"Country\"]!=\"China\"][\"Country\"].value_counts().reset_index()\n", - " collab_desc[\"percent_of_copubs\"] = collab_desc[\"count\"]/wos_collabs[record_col].nunique()#*100\n", - " collab_desc[\"percent_contrib_in_copubs\"] = collab_desc[\"count\"]/wos_collabs[record_col].size#*100\n", - " collab_desc = collab_desc.merge(wos_country_types, on=\"Country\")\n", - " # collab_desc\n", - "\n", - " c_dict = {\"count\":\"Number of co-publications\",\n", - " \"percent_of_copubs\":\"Percent of co-publications\",\n", - " \"percent_contrib_in_copubs\":\"Contribution to co-publications\"}\n", - "\n", - " color_discrete_map= {'China': '#EF553B',\n", - " 'EU': '#636EFA',\n", - " 'Non-EU associate': '#00CC96'}\n", - "\n", - " fig_dict = dict()\n", - " for c in c_dict.keys():\n", - " data = collab_desc[[\"Country\",c,\"Country_Type\"]]\n", - " data[\"ISO3\"] = cc.pandas_convert(series=data[\"Country\"], to='ISO3')\n", - " col_by=\"Country_Type\"\n", - " y_lab=\"ISO3\"\n", - " fig = px.bar(data, x=c, y=y_lab, color=col_by, color_discrete_map=color_discrete_map,text_auto=True,\n", - " labels=dict({\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", - " },**c_dict),\n", - " title=c_dict[c], template='plotly')\n", - " fig.update_layout(xaxis_tickformat='d',font_family=\"Montserrat\",\n", - " yaxis={'categoryorder':'total ascending'},\n", - " width=1000, height=1000,)\n", - " if \"percent\" in c:\n", - " fig.update_traces(hovertemplate='%{y}
%{x}')\n", - " fig.update_xaxes(tickformat=\".1%\")\n", - " else:\n", - " fig.update_traces(hovertemplate='%{y}
%{x:d}')\n", - " fig_dict[c] = go.Figure(fig)\n", + " row=1, col=i+1)\n", "\n", - " figsuper = make_subplots(rows=1, cols=3, subplot_titles =list(c_dict.values()))\n", - " for i,f in enumerate(fig_dict.keys()):\n", - " sfig = fig_dict[f]\n", - " for trace in list(sfig.select_traces()):\n", - " trace.showlegend=False\n", - " figsuper.add_trace(trace,\n", - " row=1, col=i+1)\n", + " figsuper.update_layout(yaxis={'categoryorder':'total ascending'}, barmode='relative',yaxis2={'categoryorder':'total ascending'},yaxis3={'categoryorder':'total ascending'})\n", + " figsuper.update_yaxes(\n", + " showgrid=True,showline=True, linewidth=1, linecolor='black', mirror=True,\n", + " ticks=\"outside\")\n", + " figsuper.update_xaxes(\n", + " showgrid=True,showline=True, linewidth=1, linecolor='black', mirror=True,\n", + " ticks=\"outside\")\n", + " figsuper.update_layout({'template':\"plotly\",\"font_family\":\"Montserrat\"})\n", + " figsuper['layout']['xaxis1'].update(tickformat=\".0f\")\n", + " figsuper['layout']['xaxis2'].update(tickformat=\".1%\")\n", + " figsuper['layout']['xaxis3'].update(tickformat=\".1%\")\n", + " figsuper['layout'][\"font\"][\"size\"]=12\n", + " for a in figsuper['layout'][\"annotations\"]:\n", + " a[\"font\"][\"size\"] = 14\n", + " figsuper[\"layout\"][\"yaxis\"][\"tickfont\"][\"size\"] = 10\n", + " figsuper[\"layout\"][\"yaxis2\"][\"tickfont\"][\"size\"] = 10\n", + " figsuper[\"layout\"][\"yaxis3\"][\"tickfont\"][\"size\"] = 10\n", "\n", - " figsuper.update_layout(yaxis={'categoryorder':'total ascending'}, barmode='relative',yaxis2={'categoryorder':'total ascending'},yaxis3={'categoryorder':'total ascending'})\n", - " figsuper.update_yaxes(\n", - " showgrid=True,showline=True, linewidth=1, linecolor='black', mirror=True,\n", - " ticks=\"outside\")\n", - " figsuper.update_xaxes(\n", - " showgrid=True,showline=True, linewidth=1, linecolor='black', mirror=True,\n", - " ticks=\"outside\")\n", - " figsuper.update_layout({'template':\"plotly\",\"font_family\":\"Montserrat\"})\n", - " figsuper['layout']['xaxis1'].update(tickformat=\".0f\")\n", - " figsuper['layout']['xaxis2'].update(tickformat=\".1%\")\n", - " figsuper['layout']['xaxis3'].update(tickformat=\".1%\")\n", - " figsuper['layout'][\"font\"][\"size\"]=12\n", - " for a in figsuper['layout'][\"annotations\"]:\n", - " a[\"font\"][\"size\"] = 14\n", - " figsuper[\"layout\"][\"yaxis\"][\"tickfont\"][\"size\"] = 10\n", - " figsuper[\"layout\"][\"yaxis2\"][\"tickfont\"][\"size\"] = 10\n", - " figsuper[\"layout\"][\"yaxis3\"][\"tickfont\"][\"size\"] = 10\n", + " figsuper.update_layout(uniformtext_minsize=10)\n", + " figsuper.update_layout(title=f\"Contribution of european countries ({t})\")\n", + " # figsuper.write_html(f\"plot_html/{cat}/{cat}_europe_contribution_bar.html\",config= dict(displayModeBar = False, responsive = True))\n", "\n", - " figsuper.update_layout(uniformtext_minsize=10)\n", - " figsuper.update_layout(title=f\"Contribution of european countries ({cat2})\")\n", - " # figsuper.write_html(f\"plot_html/{cat}/{cat2}/{cat2}_europe_contribution_bar.html\",config= dict(displayModeBar = False, responsive = True))\n", + " figsuper_ppt = go.Figure(figsuper)\n", "\n", - " figsuper_ppt = go.Figure(figsuper)\n", + " figsuper_ppt['layout'][\"font\"][\"size\"]=22\n", + " for a in figsuper_ppt['layout'][\"annotations\"]:\n", + " a[\"font\"][\"size\"] = 22\n", + " figsuper_ppt.show()\n", + " figsuper_ppt.update_yaxes(tickfont=dict(size=18))\n", + " figsuper_ppt.write_image(f\"plot_html/PPT_plots/hot_topics/{t}/{t}_europe_contribution_bar.png\",height=900,width=1600,scale = 4)\n", "\n", - " figsuper_ppt['layout'][\"font\"][\"size\"]=22\n", - " for a in figsuper_ppt['layout'][\"annotations\"]:\n", - " a[\"font\"][\"size\"] = 22\n", - " figsuper_ppt.show()\n", - " figsuper_ppt.update_yaxes(tickfont=dict(size=18))\n", - " figsuper_ppt.write_image(f\"plot_html/PPT_plots/{cat}/{cat2}/{cat2}_europe_contribution_bar.png\",height=900,width=1600,scale = 4)\n", "\n", - " # intraeurope collabs\n", - " wos_collabs_EU = wos_univ_locations[~wos_univ_locations[\"Country_Type\"].isin([\"Other\",\"China\"])][[record_col,\"Country\"]].drop_duplicates()\n", - " wos_collabs_EU = wos_collabs_EU.merge(wos_collabs_EU, on=record_col)\n", - " EU_co_occur = pd.crosstab(wos_collabs_EU['Country_x'], wos_collabs_EU['Country_y'], values=wos_collabs_EU[record_col], aggfunc='nunique').fillna(0).astype(int)\n", + " # intraeurope collabs\n", + " wos_collabs_EU = wos_univ_locations[~wos_univ_locations[\"Country_Type\"].isin([\"Other\",\"China\"])][[record_col,\"Country\"]].drop_duplicates()\n", + " wos_collabs_EU = wos_collabs_EU.merge(wos_collabs_EU, on=record_col)\n", + " EU_co_occur = pd.crosstab(wos_collabs_EU['Country_x'], wos_collabs_EU['Country_y'], values=wos_collabs_EU[record_col], aggfunc='nunique').fillna(0).astype(int)\n", "\n", "\n", - " eu_list = wos_collabs_EU.groupby(['Country_x'])[record_col].count().sort_values(ascending=False).index\n", + " eu_list = wos_collabs_EU.groupby(['Country_x'])[record_col].count().sort_values(ascending=False).index\n", "\n", - " EU_co_occur = EU_co_occur.reindex(index = eu_list, columns=eu_list)\n", + " EU_co_occur = EU_co_occur.reindex(index = eu_list, columns=eu_list)\n", "\n", - " # Generate a mask for the upper triangle\n", - " mask = np.triu(np.ones_like(EU_co_occur, dtype=bool))\n", - " data = np.where(mask,None,EU_co_occur)\n", + " # Generate a mask for the upper triangle\n", + " mask = np.triu(np.ones_like(EU_co_occur, dtype=bool))\n", + " data = np.where(mask,None,EU_co_occur)\n", "\n", - " fig = px.imshow(data,\n", + " fig = px.imshow(data,\n", " labels=dict(x=\"Country\", y=\"Country\", color=\"Co-publication with China\"),\n", " x=list(EU_co_occur.columns),\n", - " y=list(EU_co_occur.index), title=f\"Intraeuropean patterns: Co-occurences of countries in chinese co-publications ({cat2})\"\n", + " y=list(EU_co_occur.index), title=f\"Intraeuropean patterns: Co-occurences of countries in chinese co-publications ({t})\"\n", " )\n", - " fig.update_layout(\n", - " width=1000, height=1000,\n", - " xaxis_showgrid=False,\n", - " yaxis_showgrid=False,\n", - " yaxis_autorange='reversed', template='plotly_white',font_family=\"Montserrat\",)\n", - " # fig.update_traces(hovertemplate='%{y}
%{x}
Co-publications: %{hovertext}')\n", - " fig.update_xaxes(tickangle= -90)\n", - " fig.update_yaxes(\n", - " ticks=\"outside\")\n", - " fig.update_xaxes(\n", - " ticks=\"outside\")\n", - " # fig.write_html(f\"plot_html/{cat}/{cat2}/{cat2}_intraeurope_collabs.html\",config= dict(displayModeBar = False, responsive = True))\n", - " figsuper_ppt = go.Figure(fig)\n", + " fig.update_layout(\n", + " width=1000, height=1000,\n", + " xaxis_showgrid=False,\n", + " yaxis_showgrid=False,\n", + " yaxis_autorange='reversed', template='plotly_white',font_family=\"Montserrat\",)\n", + " # fig.update_traces(hovertemplate='%{y}
%{x}
Co-publications: %{hovertext}')\n", + " fig.update_xaxes(tickangle= -90)\n", + " fig.update_yaxes(\n", + " ticks=\"outside\")\n", + " fig.update_xaxes(\n", + " ticks=\"outside\")\n", + " # fig.write_html(f\"plot_html/{cat}/{cat}_intraeurope_collabs.html\",config= dict(displayModeBar = False, responsive = True))\n", + " figsuper_ppt = go.Figure(fig)\n", "\n", - " figsuper_ppt['layout'][\"font\"][\"size\"]=22\n", - " for a in figsuper_ppt['layout'][\"annotations\"]:\n", - " a[\"font\"][\"size\"] = 22\n", + " 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", - " try:\n", - " figsuper_ppt.write_image(f\"plot_html/PPT_plots/{cat}/{cat2}/{cat2}_intraeurope_collabs.png\",height=900,width=1600,scale = 4)\n", - " except:\n", - " pass\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/hot_topics/{t}/{t}_intraeurope_collabs.png\",height=900,width=1600,scale = 4)\n", "\n", - " # country trends\n", - " collab_year = wos_collabs[wos_collabs[\"Country\"]!=\"China\"].copy()\n", - " collab_year = collab_year.merge(wos_country_types, on=\"Country\").merge(wos[[record_col,\"Publication Year\"]],on=record_col).drop_duplicates()\n", "\n", - " data = (collab_year.groupby(['Publication Year',\"Country\"])[record_col]\n", - " .nunique(dropna=False).unstack()\n", - " .fillna(0)\n", - " .stack()\n", - " .reset_index()\n", - " .rename(columns={0:record_col}))\n", - " data = data.merge(data[data[record_col]>0].sort_values(by=[\"Publication Year\"], ascending=True).drop_duplicates(subset=\"Country\"),\n", - " on=[\"Country\"], suffixes=[None,\"_relative_growth\"])\n", - " data[record_col+\"_relative_growth\"] = (data[record_col]-data[record_col+\"_relative_growth\"])/data[record_col+\"_relative_growth\"]\n", - " data = data.sort_values(by =[\"Country\",\"Publication Year\"], ascending=[True,True])\n", - " data[record_col+\"_cumsum\"] = (data.groupby('Country',as_index=False)[record_col].cumsum())\n", - " data = data.merge(wos_country_types, on='Country')\n", - " yearsum = collab_year.groupby(\"Publication Year\")[record_col].nunique().reset_index().rename(columns={record_col:\"year_unique\"})\n", - " data = data.merge(yearsum, on=\"Publication Year\")\n", - " data[\"pub_output_percent\"] = data[record_col]/data[\"year_unique\"]\n", - " data[\"ISO3\"] = cc.pandas_convert(series=data[\"Country\"], to='ISO3')\n", + " # country trends\n", + " collab_year = wos_collabs[wos_collabs[\"Country\"]!=\"China\"].copy()\n", + " collab_year = collab_year.merge(wos_country_types, on=\"Country\").merge(wos[[record_col,\"Publication Year\"]],on=record_col).drop_duplicates()\n", "\n", - " fig = px.choropleth(data[data[\"Publication Year\"] == 2022], locations=\"ISO3\", color=record_col+\"_cumsum\", hover_name=\"Country\",\n", - " scope=\"europe\", template='plotly',\n", - " range_color=[data[record_col+\"_cumsum\"].min(),data[record_col+\"_cumsum\"].max()],hover_data=[\"Eurovoc_Class\"])\n", + " data = (collab_year.groupby(['Publication Year',\"Country\"])[record_col]\n", + " .nunique(dropna=False).unstack()\n", + " .fillna(0)\n", + " .stack()\n", + " .reset_index()\n", + " .rename(columns={0:record_col}))\n", + " data = data.merge(data[data[record_col]>0].sort_values(by=[\"Publication Year\"], ascending=True).drop_duplicates(subset=\"Country\"),\n", + " on=[\"Country\"], suffixes=[None,\"_relative_growth\"])\n", + " data[record_col+\"_relative_growth\"] = (data[record_col]-data[record_col+\"_relative_growth\"])/data[record_col+\"_relative_growth\"]\n", + " data = data.sort_values(by =[\"Country\",\"Publication Year\"], ascending=[True,True])\n", + " data[record_col+\"_cumsum\"] = (data.groupby('Country',as_index=False)[record_col].cumsum())\n", + " data = data.merge(wos_country_types, on='Country')\n", "\n", + " yearsum = collab_year.groupby(\"Publication Year\")[record_col].nunique().reset_index().rename(columns={record_col:\"year_unique\"})\n", + " data = data.merge(yearsum, on=\"Publication Year\")\n", + " data[\"pub_output_percent\"] = data[record_col]/data[\"year_unique\"]\n", + " data[\"ISO3\"] = cc.pandas_convert(series=data[\"Country\"], to='ISO3')\n", "\n", - " fig.update_traces(hovertemplate='%{hovertext}'\n", - " '
Region: %{customdata[0]}
'\n", - " 'Co-pubications: %{z:d}')\n", "\n", - " cumsum_country = go.Figure(fig)\n", + " fig = px.choropleth(data[data[\"Publication Year\"] == 2022], locations=\"ISO3\", color=record_col+\"_cumsum\", hover_name=\"Country\",\n", + " scope=\"europe\", template='plotly',\n", + " range_color=[data[record_col+\"_cumsum\"].min(),data[record_col+\"_cumsum\"].max()],hover_data=[\"Eurovoc_Class\"])\n", "\n", - " figsuper = make_subplots(rows=3, cols=2, subplot_titles=[\"Number of publications (2022)\",\"Cumulative number of co-publications\",\n", - " \"Yearly output of co-publications\",\"Relative growth of co-publications\"],\n", - " specs=[\n", - " [{\"type\": \"geo\", \"rowspan\":3}, {\"type\": \"xy\"}],\n", - " [None,{\"type\": \"xy\"}],\n", - " [None, {\"type\": \"xy\"}]\n", - " ])\n", + " fig.update_traces(hovertemplate='%{hovertext}'\n", + " '
Region: %{customdata[0]}
'\n", + " 'Co-pubications: %{z:d}')\n", "\n", - " for trace in list(cumsum_country.select_traces()):\n", - " figsuper.add_trace(trace,\n", - " row=1, col=1\n", - " )\n", + " cumsum_country = go.Figure(fig)\n", "\n", - " fig = px.area(data.sort_values(ascending=True, by='Publication Year'), y=record_col+\"_cumsum\",\n", - " x='Publication Year',\n", - " color=\"Eurovoc_Class\",\n", - " line_group=\"Country\",\n", - " labels={\n", - " record_col: 'Number of co-publications',\n", - " \"Eurovoc_Class\": \"Region\"\n", - " },\n", - " title=\"Cumulative number of co-publications\",\n", - " hover_name= \"Country\")\n", - " fig.update_traces(hovertemplate='%{hovertext}
%{x}
Co-publications: %{y}')\n", + " figsuper = make_subplots(rows=3, cols=2, subplot_titles=[\"Number of publications (2022)\",\"Cumulative number of co-publications\",\n", + " \"Yearly output of co-publications\",\"Relative growth of co-publications\"],\n", + " specs=[\n", + " [{\"type\": \"geo\", \"rowspan\":3}, {\"type\": \"xy\"}],\n", + " [None,{\"type\": \"xy\"}],\n", + " [None, {\"type\": \"xy\"}]\n", + " ])\n", "\n", - " for trace in list(fig.select_traces()):\n", - " figsuper.add_trace(trace,\n", - " row=1, col=2\n", - " )\n", + " for trace in list(cumsum_country.select_traces()):\n", + " figsuper.add_trace(trace,\n", + " row=1, col=1\n", + " )\n", "\n", + " fig = px.area(data.sort_values(ascending=True, by='Publication Year'), y=record_col+\"_cumsum\",\n", + " x='Publication Year',\n", + " color=\"Eurovoc_Class\",\n", + " line_group=\"Country\",\n", + " labels={\n", + " record_col: 'Number of co-publications',\n", + " \"Eurovoc_Class\": \"Region\"\n", + " },\n", + " title=\"Cumulative number of co-publications\",\n", + " hover_name= \"Country\")\n", + " fig.update_traces(hovertemplate='%{hovertext}
%{x}
Co-publications: %{y}')\n", "\n", - " fig = px.line(data.sort_values(ascending=True, by='Publication Year'),\n", - " y=record_col,\n", - " x='Publication Year',\n", - " color=\"Eurovoc_Class\",\n", - " line_group=\"Country\",\n", - " markers=True,\n", - " labels={\n", - " record_col: 'Number of co-publications',\n", - " \"Eurovoc_Class\": \"Region\"\n", - " },\n", - " title=\"Yearly output of co-publications\",hover_name= \"Country\")\n", - " fig.update_traces(hovertemplate='%{hovertext}
%{x}
Co-publications: %{y}')\n", + " for trace in list(fig.select_traces()):\n", + " figsuper.add_trace(trace,\n", + " row=1, col=2\n", + " )\n", "\n", - " for trace in list(fig.select_traces()):\n", - " trace.showlegend=False\n", - " figsuper.add_trace(trace,\n", - " row=2, col=2\n", - " )\n", "\n", - " fig = px.line(data.sort_values(ascending=True, by='Publication Year'),\n", - " y=record_col+\"_relative_growth\",\n", - " x='Publication Year',\n", - " color=\"Eurovoc_Class\",line_group=\"Country\",markers=True,\n", - " labels={\n", - " record_col+\"_relative_growth\": 'Relative growth of co-publications (%)',\"Eurovoc_Class\": \"Region\"\n", - " },\n", - " title=\"Relative growth of co-publications\", template='plotly',hover_name= \"Country\")\n", - " fig.update_traces(hovertemplate='%{hovertext}
%{x}
Relative growth: %{y}%')\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", + " fig = px.line(data.sort_values(ascending=True, by='Publication Year'),\n", + " y=record_col,\n", + " x='Publication Year',\n", + " color=\"Eurovoc_Class\",\n", + " line_group=\"Country\",\n", + " markers=True,\n", + " labels={\n", + " record_col: 'Number of co-publications',\n", + " \"Eurovoc_Class\": \"Region\"\n", + " },\n", + " title=\"Yearly output of co-publications\",hover_name= \"Country\")\n", + " fig.update_traces(hovertemplate='%{hovertext}
%{x}
Co-publications: %{y}')\n", + "\n", + " for trace in list(fig.select_traces()):\n", + " trace.showlegend=False\n", + " figsuper.add_trace(trace,\n", + " row=2, col=2\n", + " )\n", + "\n", + " fig = px.line(data.sort_values(ascending=True, by='Publication Year'),\n", + " y=record_col+\"_relative_growth\",\n", + " x='Publication Year',\n", + " color=\"Eurovoc_Class\",line_group=\"Country\",markers=True,\n", + " labels={\n", + " record_col+\"_relative_growth\": 'Relative growth of co-publications (%)',\"Eurovoc_Class\": \"Region\"\n", + " },\n", + " title=\"Relative growth of co-publications\", template='plotly',hover_name= \"Country\")\n", + " fig.update_traces(hovertemplate='%{hovertext}
%{x}
Relative growth: %{y}%')\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", "\n", - " for trace in list(fig.select_traces()):\n", - " trace.showlegend=False\n", - " figsuper.add_trace(trace,\n", - " row=3, col=2\n", - " )\n", + " for trace in list(fig.select_traces()):\n", + " trace.showlegend=False\n", + " figsuper.add_trace(trace,\n", + " row=3, col=2\n", + " )\n", "\n", - " figsuper.update_yaxes(\n", + " figsuper.update_yaxes(\n", " showgrid=True,showline=True, linewidth=1, linecolor='black', mirror=True,\n", " ticks=\"outside\")\n", - " figsuper.update_xaxes(\n", - " showgrid=True,showline=True, linewidth=1, linecolor='black', mirror=True,\n", - " ticks=\"outside\")\n", - " figsuper.update_layout({'template':\"plotly\"})\n", - " figsuper.update_layout(font_family=\"Montserrat\")\n", - " figsuper.layout[\"geo\"][\"scope\"] = 'europe'\n", - " figsuper.update_coloraxes(colorbar=dict(lenmode='fraction',len=0.55, orientation=\"v\",yanchor='top', title=\"Co-publications\",\n", - " ticks=\"outside\", ticksuffix=\" \",outlinewidth=0.5))\n", - " for i in[\"xaxis\",\"xaxis2\",\"xaxis3\"]:\n", - " figsuper['layout'][f'{i}'][\"range\"] = [2010.8,2022.2]\n", - " # figsuper.write_html(f\"plot_html/{cat}/{cat2}/{cat2}_country_trends_overall.html\",config= dict(displayModeBar = False, responsive = True))\n", + " figsuper.update_xaxes(\n", + " showgrid=True,showline=True, linewidth=1, linecolor='black', mirror=True,\n", + " ticks=\"outside\")\n", + " figsuper.update_layout({'template':\"plotly\"})\n", + " figsuper.update_layout(font_family=\"Montserrat\")\n", + " figsuper.layout[\"geo\"][\"scope\"] = 'europe'\n", + " figsuper.update_coloraxes(colorbar=dict(lenmode='fraction',len=0.55, orientation=\"v\",yanchor='top', title=\"Co-publications\",\n", + " ticks=\"outside\", ticksuffix=\" \",outlinewidth=0.5))\n", + " for i in[\"xaxis\",\"xaxis2\",\"xaxis3\"]:\n", + " figsuper['layout'][f'{i}'][\"range\"] = [2010.8,2022.2]\n", + " # figsuper.write_html(f\"plot_html/{cat}/{cat}_country_trends_overall.html\",config= dict(displayModeBar = False, responsive = True))\n", "\n", - " figsuper_ppt = go.Figure(figsuper)\n", + " figsuper_ppt = go.Figure(figsuper)\n", "\n", - " figsuper_ppt['layout'][\"font\"][\"size\"]=22\n", - " for a in figsuper_ppt['layout'][\"annotations\"]:\n", - " a[\"font\"][\"size\"] = 22\n", - " figsuper_ppt.show()\n", - " figsuper_ppt.update_yaxes(tickfont=dict(size=18))\n", - " figsuper_ppt.write_image(f\"plot_html/PPT_plots/{cat}/{cat2}/{cat2}_country_trends_overall.png\",height=900,width=1600,scale = 4)\n", + " figsuper_ppt['layout'][\"font\"][\"size\"]=22\n", + " for a in figsuper_ppt['layout'][\"annotations\"]:\n", + " a[\"font\"][\"size\"] = 22\n", + " figsuper_ppt.show()\n", + " figsuper_ppt.update_yaxes(tickfont=dict(size=18))\n", + " figsuper_ppt.write_image(f\"plot_html/PPT_plots/hot_topics/{t}/{t}_country_trends_overall.png\",height=900,width=1600,scale = 4)\n", "\n", - " fig = px.line(data.sort_values(ascending=True, by='Publication Year'),\n", + " fig = px.line(data.sort_values(ascending=True, by='Publication Year'),\n", " y=record_col,\n", " x='Publication Year',\n", " color=\"Eurovoc_Class\",\n", @@ -573321,290 +369309,290 @@ " record_col: 'Number of co-publications',\n", " \"Eurovoc_Class\": \"Region\"\n", " },\n", - " title=f\"Yearly output of co-publications ({cat2})\",hover_name= \"Country\")\n", + " title=f\"Yearly output of co-publications ({t})\",hover_name= \"Country\")\n", + " fig.update_traces(hovertemplate='%{hovertext}
%{x}
Co-publications: %{y}')\n", + " fig.update_yaxes(\n", + " showgrid=True,showline=True, linewidth=1, linecolor='black', mirror=True,\n", + " ticks=\"outside\")\n", + " fig.update_xaxes(\n", + " showgrid=True,showline=True, linewidth=1, linecolor='black', mirror=True,\n", + " ticks=\"outside\")\n", + " fig.update_layout({'template':\"plotly\"})\n", + " fig.update_layout(font_family=\"Montserrat\")\n", + " fig.update_yaxes(title='')\n", + " fig.update_xaxes(title='')\n", + " fig.for_each_annotation(lambda a: a.update(text=a.text.split(\"=\")[-1]))\n", + " fig.show(config= dict(displayModeBar = False, responsive = True))\n", + " figsuper_ppt = go.Figure(fig)\n", "\n", - " fig.update_traces(hovertemplate='%{hovertext}
%{x}
Co-publications: %{y}')\n", - " fig.update_yaxes(\n", - " showgrid=True,showline=True, linewidth=1, linecolor='black', mirror=True,\n", - " ticks=\"outside\")\n", - " fig.update_xaxes(\n", - " showgrid=True,showline=True, linewidth=1, linecolor='black', mirror=True,\n", - " ticks=\"outside\")\n", - " fig.update_layout({'template':\"plotly\"})\n", - " fig.update_layout(font_family=\"Montserrat\")\n", - " fig.update_yaxes(title='')\n", - " fig.update_xaxes(title='')\n", - " fig.for_each_annotation(lambda a: a.update(text=a.text.split(\"=\")[-1]))\n", - " fig.show(config= dict(displayModeBar = False, responsive = True))\n", - " figsuper_ppt = go.Figure(fig)\n", + " figsuper_ppt['layout'][\"font\"][\"size\"]=22\n", + " for a in figsuper_ppt['layout'][\"annotations\"]:\n", + " a[\"font\"][\"size\"] = 22\n", "\n", - " figsuper_ppt['layout'][\"font\"][\"size\"]=22\n", - " for a in figsuper_ppt['layout'][\"annotations\"]:\n", - " a[\"font\"][\"size\"] = 22\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/hot_topics/{t}/{t}_country_year_trends.png\",height=900,width=1600,scale = 4)\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/{cat}/{cat2}/{cat2}_country_year_trends.png\",height=900,width=1600,scale = 4)\n", "\n", + " fig = px.line(data.sort_values(ascending=True, by='Publication Year'),\n", + " y=record_col+\"_relative_growth\",\n", + " x='Publication Year',\n", + " color=\"Eurovoc_Class\",line_group=\"Country\",markers=True,facet_col=\"Country\",facet_col_wrap=6,category_orders={\"Country\": sorted(data[\"Country\"].unique())},\n", + " labels={\n", + " record_col+\"_relative_growth\": 'Relative growth of co-publications (%)',\"Eurovoc_Class\": \"Region\"\n", + " },\n", + " title=f\"Relative growth of co-publication output ({t})\", template='plotly',hover_name= \"Country\")\n", + " fig.update_traces(hovertemplate='%{hovertext}
%{x}
Relative growth: %{y}')\n", "\n", - " fig = px.line(data.sort_values(ascending=True, by='Publication Year'),\n", - " y=record_col+\"_relative_growth\",\n", - " x='Publication Year',\n", - " color=\"Eurovoc_Class\",line_group=\"Country\",markers=True,facet_col=\"Country\",facet_col_wrap=6,category_orders={\"Country\": sorted(data[\"Country\"].unique())},\n", - " labels={\n", - " record_col+\"_relative_growth\": 'Relative growth of co-publications (%)',\"Eurovoc_Class\": \"Region\"\n", - " },\n", - " title=f\"Relative growth of co-publication output ({cat2})\", template='plotly',hover_name= \"Country\")\n", - " fig.update_traces(hovertemplate='%{hovertext}
%{x}
Relative growth: %{y}')\n", "\n", + " fig.update_yaxes(\n", + " showgrid=True,showline=True, linewidth=1, linecolor='black', mirror=True,\n", + " ticks=\"outside\")\n", + " fig.update_xaxes(\n", + " showgrid=True,showline=True, linewidth=1, linecolor='black', mirror=True,\n", + " ticks=\"outside\")\n", + " # for candidate in fig[\"layout\"].keys():\n", + " # if \"yaxis\" in candidate:\n", + " # fig[\"layout\"][candidate].update(zeroline=True, zerolinewidth=0.5, zerolinecolor='grey',tickformat=\".0%\")\n", + " fig.update_layout({'template':\"plotly\"})\n", + " fig.update_layout(font_family=\"Montserrat\")\n", + " fig.update_yaxes(title='',zeroline=True, zerolinewidth=0.5, zerolinecolor='grey',tickformat=\".0%\")\n", + " fig.update_xaxes(title='')\n", + " fig.for_each_annotation(lambda a: a.update(text=a.text.split(\"=\")[-1]))\n", + " figsuper_ppt = go.Figure(fig)\n", "\n", - " fig.update_yaxes(\n", - " showgrid=True,showline=True, linewidth=1, linecolor='black', mirror=True,\n", - " ticks=\"outside\")\n", - " fig.update_xaxes(\n", - " showgrid=True,showline=True, linewidth=1, linecolor='black', mirror=True,\n", - " ticks=\"outside\")\n", - " fig.update_layout({'template':\"plotly\"})\n", - " fig.update_layout(font_family=\"Montserrat\")\n", - " fig.update_yaxes(title='',zeroline=True, zerolinewidth=0.5, zerolinecolor='grey',tickformat=\".0%\")\n", - " fig.update_xaxes(title='')\n", - " fig.for_each_annotation(lambda a: a.update(text=a.text.split(\"=\")[-1]))\n", - " figsuper_ppt = go.Figure(fig)\n", + " figsuper_ppt['layout'][\"font\"][\"size\"]=22\n", + " for a in figsuper_ppt['layout'][\"annotations\"]:\n", + " a[\"font\"][\"size\"] = 22\n", "\n", - " figsuper_ppt['layout'][\"font\"][\"size\"]=22\n", - " for a in figsuper_ppt['layout'][\"annotations\"]:\n", - " a[\"font\"][\"size\"] = 22\n", + " s=16\n", + " figsuper_ppt.update_yaxes(title='',zeroline=True, zerolinewidth=2, zerolinecolor='grey',tickformat=\".0%\")\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/hot_topics/{t}/{t}_country_year_rel_trends.png\",height=900,width=1600,scale = 4)\n", "\n", - " s=16\n", - " figsuper_ppt.update_yaxes(title='',zeroline=True, zerolinewidth=2, zerolinecolor='grey',tickformat=\".0%\")\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/{cat}/{cat2}/{cat2}_country_year_rel_trends.png\",height=900,width=1600,scale = 4)\n", + " fig = px.line(data.sort_values(ascending=True, by='Publication Year'),\n", + " y=\"pub_output_percent\",\n", + " x='Publication Year',\n", + " color=\"Eurovoc_Class\",line_group=\"Country\",markers=True,facet_col=\"Country\",facet_col_wrap=6,category_orders={\"Country\": sorted(data[\"Country\"].unique())},\n", + " labels={\n", + " record_col+\"_relative_growth\": 'Relative growth of co-publications (%)',\"Eurovoc_Class\": \"Region\"\n", + " },\n", + " title=f\"Relative changes in co-publication focus of China ({t})\", template='plotly',hover_name= \"Country\")\n", + " fig.update_traces(hovertemplate='%{hovertext}
%{x}
Relative growth: %{y}')\n", "\n", - " fig = px.line(data.sort_values(ascending=True, by='Publication Year'),\n", - " y=\"pub_output_percent\",\n", - " x='Publication Year',\n", - " color=\"Eurovoc_Class\",line_group=\"Country\",markers=True,facet_col=\"Country\",facet_col_wrap=6,category_orders={\"Country\": sorted(data[\"Country\"].unique())},\n", - " labels={\n", - " record_col+\"_relative_growth\": 'Relative growth of co-publications (%)',\"Eurovoc_Class\": \"Region\"\n", - " },\n", - " title=f\"Relative changes in co-publication focus of China ({cat2})\", template='plotly',hover_name= \"Country\")\n", - " fig.update_traces(hovertemplate='%{hovertext}
%{x}
Relative growth: %{y}')\n", "\n", + " fig.update_yaxes(\n", + " showgrid=True,showline=True, linewidth=1, linecolor='black', mirror=True,\n", + " ticks=\"outside\")\n", + " fig.update_xaxes(\n", + " showgrid=True,showline=True, linewidth=1, linecolor='black', mirror=True,\n", + " ticks=\"outside\")\n", + " # for candidate in fig[\"layout\"].keys():\n", + " # if \"yaxis\" in candidate:\n", + " # fig[\"layout\"][candidate].update(zeroline=True, zerolinewidth=0.5, zerolinecolor='grey',tickformat=\".0%\")\n", + " fig.update_layout({'template':\"plotly\"})\n", + " fig.update_layout(font_family=\"Montserrat\")\n", + " fig.update_yaxes(title='',zeroline=True, zerolinewidth=0.5, zerolinecolor='grey',tickformat=\".0%\")\n", + " fig.update_xaxes(title='')\n", + " fig.for_each_annotation(lambda a: a.update(text=a.text.split(\"=\")[-1]))\n", + " figsuper_ppt = go.Figure(fig)\n", "\n", - " fig.update_yaxes(\n", - " showgrid=True,showline=True, linewidth=1, linecolor='black', mirror=True,\n", - " ticks=\"outside\")\n", - " fig.update_xaxes(\n", - " showgrid=True,showline=True, linewidth=1, linecolor='black', mirror=True,\n", - " ticks=\"outside\")\n", - " # for candidate in fig[\"layout\"].keys():\n", - " # if \"yaxis\" in candidate:\n", - " # fig[\"layout\"][candidate].update(zeroline=True, zerolinewidth=0.5, zerolinecolor='grey',tickformat=\".0%\")\n", - " fig.update_layout({'template':\"plotly\"})\n", - " fig.update_layout(font_family=\"Montserrat\")\n", - " fig.update_yaxes(title='',zeroline=True, zerolinewidth=0.5, zerolinecolor='grey',tickformat=\".0%\")\n", - " fig.update_xaxes(title='')\n", - " fig.for_each_annotation(lambda a: a.update(text=a.text.split(\"=\")[-1]))\n", - " figsuper_ppt = go.Figure(fig)\n", + " figsuper_ppt['layout'][\"font\"][\"size\"]=22\n", + " for a in figsuper_ppt['layout'][\"annotations\"]:\n", + " a[\"font\"][\"size\"] = 22\n", "\n", - " figsuper_ppt['layout'][\"font\"][\"size\"]=22\n", - " for a in figsuper_ppt['layout'][\"annotations\"]:\n", - " a[\"font\"][\"size\"] = 22\n", + " s=16\n", + " figsuper_ppt.update_yaxes(title='',zeroline=True, zerolinewidth=2, zerolinecolor='grey',tickformat=\".0%\")\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/hot_topics/{t}/{t}_country_year_rel_focus_trend.png\",height=900,width=1600,scale = 4)\n", "\n", - " s=16\n", - " figsuper_ppt.update_yaxes(title='',zeroline=True, zerolinewidth=2, zerolinecolor='grey',tickformat=\".0%\")\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/{cat}/{cat2}/{cat2}_country_year_rel_focus_trend.png\",height=900,width=1600,scale = 4)\n", "\n", "\n", - " TOPN = 15\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", + " TOPN = 15\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", "\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", + " 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_Type\"]==\"EU\"]\n", + " wos_univ_eu_strict = wos_univ_collabs[wos_univ_collabs[\"Country_Type\"]==\"EU\"]\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", + " 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", "\n", - " data_eu_strict = (wos_univ_eu_strict.groupby([\"Country\",\"Institution_harm_label\",\"Eurovoc_Class\"], as_index=False)[record_col].nunique()\n", - " .sort_values(by=record_col,ascending=False).head(TOPN).copy())\n", + " data_eu_strict = (wos_univ_eu_strict.groupby([\"Country\",\"Institution_harm_label\",\"Eurovoc_Class\"], as_index=False)[record_col].nunique()\n", + " .sort_values(by=record_col,ascending=False).head(TOPN).copy())\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", + " 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", "\n", "\n", - " for data,c_scope, y_lab, col_by, pat in zip([data_eu,data_eu_strict,data_ch],\n", - " [\"Europe\",\"EU-28 only\",\"China\"],\n", - " [\"Institution_harm_label\",\"Institution_harm_label\",\"Institution_harm\"],\n", - " [\"Country\",\"Eurovoc_Class\",\"Country_Type\"],\n", - " [\"Country_Type\",None,None]):\n", - " fig = px.bar(data, x=record_col, y=y_lab, color=col_by, color_discrete_map=color_discrete_map,pattern_shape=pat,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\"Most visible institutions (top {TOPN} within {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", + " for data,c_scope, y_lab, col_by, pat in zip([data_eu,data_eu_strict,data_ch],\n", + " [\"Europe\",\"EU-28 only\",\"China\"],\n", + " [\"Institution_harm_label\",\"Institution_harm_label\",\"Institution_harm\"],\n", + " [\"Country\",\"Eurovoc_Class\",\"Country_Type\"],\n", + " [\"Country_Type\",None,None]):\n", + " fig = px.bar(data, x=record_col, y=y_lab, color=col_by, color_discrete_map=color_discrete_map,pattern_shape=pat,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 within {c_scope}
({t})\", 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", - " fig.update_yaxes(\n", - " showgrid=True,\n", - " ticks=\"outside\")\n", - " fig.update_xaxes(\n", - " showgrid=True,\n", - " ticks=\"outside\")\n", - " # fig.show(config= dict(displayModeBar = False))\n", - " # fig.write_html(f\"plot_html/{cat}/{cat2}/{cat2}_overall_inst_collab_bar_{c_scope}.html\",config= dict(displayModeBar = False, responsive = True))\n", - " # fig.write_image(f\"plot_html/{cat}/{cat2}/{cat2}_overall_inst_collab_bar_{c_scope}.svg\",height=800,width=1600)\n", - " fig.write_image(f\"plot_html/{cat}/{cat2}/{cat2}_overall_inst_collab_bar_{c_scope}.png\",height=800,width=1600)\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/{cat}/{cat2}/{cat2}_overall_inst_collab_bar_{c_scope}.png\",height=900,width=1000,scale = 4)\n", + " )\n", + " fig.update_yaxes(\n", + " showgrid=True,\n", + " ticks=\"outside\")\n", + " fig.update_xaxes(\n", + " showgrid=True,\n", + " ticks=\"outside\")\n", + " # fig.write_html(f\"plot_html/{cat}/{cat}_overall_inst_collab_bar_{c_scope}.html\",config= dict(displayModeBar = False, responsive = True))\n", + " # fig.write_image(f\"plot_html/overall_inst_collab_bar_{c_scope}.svg\",height=800,width=1600)\n", + " fig.write_image(f\"plot_html/overall_inst_collab_bar_{c_scope}.png\",height=800,width=1600)\n", + " figsuper_ppt = go.Figure(fig)\n", + " figsuper_ppt.update_traces(textposition='inside')\n", + " figsuper_ppt['layout'][\"font\"][\"size\"]=22\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", + " 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/hot_topics/{t}/{t}_overall_inst_collab_bar_{c_scope}.png\",height=900,width=1000,scale = 4)\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", + " 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", - " subfilter = ((wos_univ_dipol[\"Institution_harm_label_eu\"].isin(data_eu[\"Institution_harm_label\"]))&\n", - " (wos_univ_dipol[\"Institution_harm_ch\"].isin(data_ch[\"Institution_harm\"])))\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", - " fig = px.parallel_categories(wos_univ_dipol[subfilter][[\"Country_eu\",\"Institution_harm_eu\",\"Domain_English\",\"Institution_harm_ch\"]])\n", + " subfilter = ((wos_univ_dipol[\"Institution_harm_label_eu\"].isin(data_eu[\"Institution_harm_label\"]))&\n", + " (wos_univ_dipol[\"Institution_harm_ch\"].isin(data_ch[\"Institution_harm\"])))\n", "\n", - " sub_df = wos_univ_dipol[subfilter]\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", - " inst_co_occur = pd.crosstab(sub_df['Institution_harm_label_eu'], sub_df['Institution_harm_ch'],\n", - " values=sub_df[record_col], aggfunc='nunique').fillna(0).astype(int)\n", + " inst_co_occur = pd.crosstab(sub_df['Institution_harm_label_eu'], sub_df['Institution_harm_ch'],\n", + " values=sub_df[record_col], aggfunc='nunique').fillna(0).astype(int)\n", "\n", - " eu_list = sub_df.groupby(['Institution_harm_label_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", + " eu_list = sub_df.groupby(['Institution_harm_label_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", + " 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", + " 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", + " fig = px.imshow(data,\n", " labels=dict(x=\"Institute (CH)\", y=\"Institute (EU)\", color=\"Co-publication\"),\n", " x=list(inst_co_occur.columns),\n", - " y=list(inst_co_occur.index), title=f\"Top {TOPN} institutes within Europe ({cat2})\"\n", + " y=list(inst_co_occur.index), title=f\"Top {TOPN} institutes within Europe ({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_yaxes(\n", - " ticks=\"outside\")\n", - " fig.update_xaxes(\n", - " ticks=\"outside\")\n", - "\n", - " # fig.write_html(f\"plot_html/{cat}/{cat2}/{cat2}_overall_inst_collab_europe.html\",config= dict(displayModeBar = False, responsive = True))\n", - " figsuper_ppt = go.Figure(fig)\n", - "\n", - " figsuper_ppt['layout'][\"font\"][\"size\"]=22\n", - " for a in figsuper_ppt['layout'][\"annotations\"]:\n", - " a[\"font\"][\"size\"] = 22\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_yaxes(\n", + " ticks=\"outside\")\n", + " fig.update_xaxes(\n", + " ticks=\"outside\")\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/{cat}/{cat2}/{cat2}_overall_inst_collab_europe.png\",height=900,width=1600,scale = 4)\n", + " # fig.write_html(f\"plot_html/{cat}/{cat}_overall_inst_collab_europe.html\",config= dict(displayModeBar = False, responsive = True))\n", + " figsuper_ppt = go.Figure(fig)\n", "\n", + " 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/hot_topics/{t}/{t}_overall_inst_collab_europe.png\",height=900,width=1600,scale = 4)\n", "\n", - " subfilter = ((wos_univ_dipol[\"Institution_harm_label_eu\"].isin(data_eu_strict[\"Institution_harm_label\"]))&\n", - " (wos_univ_dipol[\"Institution_harm_ch\"].isin(data_ch[\"Institution_harm\"])))\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", "\n", - " inst_co_occur = pd.crosstab(sub_df['Institution_harm_label_eu'], sub_df['Institution_harm_ch'],\n", - " values=sub_df[record_col], aggfunc='nunique').fillna(0).astype(int)\n", + " subfilter = ((wos_univ_dipol[\"Institution_harm_label_eu\"].isin(data_eu_strict[\"Institution_harm_label\"]))&\n", + " (wos_univ_dipol[\"Institution_harm_ch\"].isin(data_ch[\"Institution_harm\"])))\n", "\n", - " eu_list = sub_df.groupby(['Institution_harm_label_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", + " 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", - " inst_co_occur = inst_co_occur.reindex(index = eu_list, columns=ch_list)\n", + " inst_co_occur = pd.crosstab(sub_df['Institution_harm_label_eu'], sub_df['Institution_harm_ch'],\n", + " values=sub_df[record_col], aggfunc='nunique').fillna(0).astype(int)\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", + " eu_list = sub_df.groupby(['Institution_harm_label_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", - " fig = px.imshow(data,\n", + " mask = np.triu(np.ones_like(inst_co_occur, dtype=bool))\n", + " data = np.where(mask,inst_co_occur,inst_co_occur)\n", + " fig = px.imshow(data,\n", " labels=dict(x=\"Institute (CH)\", y=\"Institute (EU)\", color=\"Co-publication\"),\n", " x=list(inst_co_occur.columns),\n", - " y=list(inst_co_occur.index), title=f\"Top {TOPN} institutes within EU-28 ({cat2})\"\n", + " y=list(inst_co_occur.index), title=f\"Top {TOPN} institutes within EU-28 ({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_yaxes(\n", - " ticks=\"outside\")\n", - " fig.update_xaxes(\n", - " ticks=\"outside\")\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_yaxes(\n", + " ticks=\"outside\")\n", + " fig.update_xaxes(\n", + " ticks=\"outside\")\n", "\n", - " # fig.show(config= dict(displayModeBar = False))\n", - " # fig.write_html(f\"plot_html/{cat}/{cat2}/{cat2}_overall_inst_collab_eu28.html\",config= dict(displayModeBar = False, responsive = True))\n", + " # fig.show(config= dict(displayModeBar = False))\n", + " # fig.write_html(f\"plot_html/{cat}/{cat}_overall_inst_collab_eu28.html\",config= dict(displayModeBar = False, responsive = True))\n", "\n", - " figsuper_ppt = go.Figure(fig)\n", + " figsuper_ppt = go.Figure(fig)\n", "\n", - " figsuper_ppt['layout'][\"font\"][\"size\"]=22\n", - " for a in figsuper_ppt['layout'][\"annotations\"]:\n", - " a[\"font\"][\"size\"] = 22\n", + " 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/{cat}/{cat2}/{cat2}_overall_inst_collab_eu28.png\",height=900,width=1600,scale = 4)" + " 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/hot_topics/{t}/{t}_overall_inst_collab_eu28.png\",height=900,width=1600,scale = 4)" ], "metadata": { "collapsed": false