diff --git a/publication/graphs.ipynb b/publication/graphs.ipynb
new file mode 100644
index 0000000..2c07594
--- /dev/null
+++ b/publication/graphs.ipynb
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+ "title": {
+ "font": {
+ "size": 40
+ }
+ },
+ "width": 1000,
+ "xaxis": {
+ "anchor": "y",
+ "autorange": true,
+ "categoryarray": [
+ "United Kingdom",
+ "Germany",
+ "France"
+ ],
+ "categoryorder": "array",
+ "domain": [
+ 0,
+ 1
+ ],
+ "range": [
+ -0.5096359743040685,
+ 2.5
+ ],
+ "title": {
+ "text": ""
+ },
+ "type": "category"
+ },
+ "yaxis": {
+ "anchor": "x",
+ "autorange": true,
+ "domain": [
+ 0,
+ 1
+ ],
+ "range": [
+ -1.1666666666666665,
+ 22.166666666666668
+ ],
+ "title": {
+ "text": "days per month"
+ },
+ "type": "linear"
+ }
+ }
+ },
+ "image/png": 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+ " y=\"hr2\",\n",
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+ " color=\"country\",\n",
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+ " color_discrete_map={\n",
+ " \"Germany\": \"#000000\",\n",
+ " \"France\": \"#0072B2\",\n",
+ " \"United Kingdom\": \"#D55E00\",\n",
+ " },\n",
+ " labels={\"hr2\": \"days per month\", \"country\": \"\"},\n",
+ ")\n",
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+ " autosize=False,\n",
+ " height=750,\n",
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+ ")\n",
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+ " \"height\": 750,\n",
+ " \"width\": 1000,\n",
+ " \"scale\": (210 / 25.4) / (1900 / 300),\n",
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",
+ "text/html": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "country_colors = [\"#000000\", \"#0072B2\", \"#D55E00\"]\n",
+ "\n",
+ "values_all = df[\"country\"].value_counts().values\n",
+ "display(values_all)\n",
+ "labels_all = df[\"country\"].value_counts().index\n",
+ "\n",
+ "values_ms = df[(df.surveytype == \"Media Scrutiny\")][\"country\"].value_counts().values\n",
+ "labels_ms = df[(df.surveytype == \"Media Scrutiny\")][\"country\"].value_counts().index\n",
+ "\n",
+ "values_cs = (\n",
+ " df[(df.surveytype == \"Civil Society Scrutiny\")][\"country\"].value_counts().values\n",
+ ")\n",
+ "labels_cs = (\n",
+ " df[(df.surveytype == \"Civil Society Scrutiny\")][\"country\"].value_counts().index\n",
+ ")\n",
+ "\n",
+ "fig = make_subplots(\n",
+ " rows=2,\n",
+ " cols=2,\n",
+ " subplot_titles=(\"All\", \"Media Scrutiny\", \"Civil Society Scrutiny\"),\n",
+ " vertical_spacing=0.1,\n",
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+ " labels=labels_all,\n",
+ " values=values_all,\n",
+ " scalegroup=\"one\",\n",
+ " name=\"All\",\n",
+ " marker_colors=country_colors,\n",
+ " ),\n",
+ " 1,\n",
+ " 1,\n",
+ ")\n",
+ "fig.add_trace(\n",
+ " go.Pie(labels=labels_ms, values=values_ms, scalegroup=\"one\", name=\"Media Scrutiny\"),\n",
+ " 2,\n",
+ " 1,\n",
+ ")\n",
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+ " labels=labels_cs,\n",
+ " values=values_cs,\n",
+ " scalegroup=\"one\",\n",
+ " name=\"Civil Society Scrutiny\",\n",
+ " ),\n",
+ " 2,\n",
+ " 2,\n",
+ ")\n",
+ "\n",
+ "fig.update_traces(texttemplate=\"%{percent}
%{value}\")\n",
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+ " width=1000,\n",
+ " title_font_size=40,\n",
+ " margin=dict(l=0, r=0, b=0, t=30),\n",
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+ " \"x\": 0.09,\n",
+ " \"y\": 1.03,\n",
+ " },\n",
+ ")\n",
+ "\n",
+ "config = {\n",
+ " \"toImageButtonOptions\": {\n",
+ " \"format\": \"png\", # one of png, svg, jpeg, webp\n",
+ " \"filename\": \"custom_image\",\n",
+ " \"height\": 900,\n",
+ " \"width\": 1000,\n",
+ " \"scale\": (210 / 25.4) / (1900 / 300),\n",
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+ "\n",
+ "fig.show(config=config)"
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+ "bgcolor": "#E5ECF6",
+ "radialaxis": {
+ "gridcolor": "white",
+ "linecolor": "white",
+ "ticks": ""
+ }
+ },
+ "scene": {
+ "xaxis": {
+ "backgroundcolor": "#E5ECF6",
+ "gridcolor": "white",
+ "gridwidth": 2,
+ "linecolor": "white",
+ "showbackground": true,
+ "ticks": "",
+ "zerolinecolor": "white"
+ },
+ "yaxis": {
+ "backgroundcolor": "#E5ECF6",
+ "gridcolor": "white",
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+ "linecolor": "white",
+ "showbackground": true,
+ "ticks": "",
+ "zerolinecolor": "white"
+ },
+ "zaxis": {
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+ "gridcolor": "white",
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+ "linecolor": "white",
+ "showbackground": true,
+ "ticks": "",
+ "zerolinecolor": "white"
+ }
+ },
+ "shapedefaults": {
+ "line": {
+ "color": "#2a3f5f"
+ }
+ },
+ "ternary": {
+ "aaxis": {
+ "gridcolor": "white",
+ "linecolor": "white",
+ "ticks": ""
+ },
+ "baxis": {
+ "gridcolor": "white",
+ "linecolor": "white",
+ "ticks": ""
+ },
+ "bgcolor": "#E5ECF6",
+ "caxis": {
+ "gridcolor": "white",
+ "linecolor": "white",
+ "ticks": ""
+ }
+ },
+ "title": {
+ "x": 0.05
+ },
+ "xaxis": {
+ "automargin": true,
+ "gridcolor": "white",
+ "linecolor": "white",
+ "ticks": "",
+ "title": {
+ "standoff": 15
+ },
+ "zerolinecolor": "white",
+ "zerolinewidth": 2
+ },
+ "yaxis": {
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+ "gridcolor": "white",
+ "linecolor": "white",
+ "ticks": "",
+ "title": {
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+ },
+ "zerolinecolor": "white",
+ "zerolinewidth": 2
+ }
+ }
+ },
+ "title": {
+ "font": {
+ "size": 40
+ }
+ },
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+ }
+ },
+ "image/png": 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",
+ "text/html": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "# Now, generate some graph\n",
+ "import plotly.express as px\n",
+ "from plotly.subplots import make_subplots\n",
+ "\n",
+ "config = {\n",
+ " \"toImageButtonOptions\": {\n",
+ " \"format\": \"png\", # one of png, svg, jpeg, webp\n",
+ " \"filename\": \"custom_image\",\n",
+ " \"height\": 1000,\n",
+ " \"width\": 1000,\n",
+ " \"scale\": (210 / 25.4) / (1900 / 300),\n",
+ " }\n",
+ "}\n",
+ "\n",
+ "answer_colors = [red, orange, yellow, green, grey]\n",
+ "\n",
+ "values_all = df[\"attitude1\"].value_counts().to_frame().sort_index()\n",
+ "values_de = (\n",
+ " df[(df.country == \"Germany\")][\"attitude1\"].value_counts().to_frame().sort_index()\n",
+ ")\n",
+ "values_fr = (\n",
+ " df[(df.country == \"France\")][\"attitude1\"].value_counts().to_frame().sort_index()\n",
+ ")\n",
+ "values_uk = (\n",
+ " df[(df.country == \"United Kingdom\")][\"attitude1\"]\n",
+ " .value_counts()\n",
+ " .to_frame()\n",
+ " .sort_index()\n",
+ ")\n",
+ "\n",
+ "fig = make_subplots(\n",
+ " rows=2,\n",
+ " cols=3,\n",
+ " subplot_titles=(\"All\", \"Germany\", \"France\", \"United Kingdom\"),\n",
+ " vertical_spacing=0.17,\n",
+ " specs=[\n",
+ " [None, {\"type\": \"pie\", \"colspan\": 2}, None],\n",
+ " [{\"type\": \"pie\"}, {\"type\": \"pie\"}, {\"type\": \"pie\"}],\n",
+ " ],\n",
+ ")\n",
+ "fig.add_trace(\n",
+ " go.Pie(\n",
+ " labels=values_all.index,\n",
+ " values=values_all[\"attitude1\"],\n",
+ " scalegroup=\"one\",\n",
+ " name=\"All\",\n",
+ " marker_colors=answer_colors,\n",
+ " sort=False,\n",
+ " ),\n",
+ " 1,\n",
+ " 2,\n",
+ ")\n",
+ "fig.add_trace(\n",
+ " go.Pie(\n",
+ " labels=values_de.index,\n",
+ " values=values_de[\"attitude1\"],\n",
+ " scalegroup=\"one\",\n",
+ " name=\"Germany\",\n",
+ " marker_colors=answer_colors,\n",
+ " sort=False,\n",
+ " ),\n",
+ " 2,\n",
+ " 1,\n",
+ ")\n",
+ "fig.add_trace(\n",
+ " go.Pie(\n",
+ " labels=values_fr.index,\n",
+ " values=values_fr[\"attitude1\"],\n",
+ " scalegroup=\"one\",\n",
+ " name=\"France\",\n",
+ " marker_colors=[orange, yellow],\n",
+ " sort=False,\n",
+ " ),\n",
+ " 2,\n",
+ " 2,\n",
+ ")\n",
+ "fig.add_trace(\n",
+ " go.Pie(\n",
+ " labels=values_uk.index,\n",
+ " values=values_uk[\"attitude1\"],\n",
+ " scalegroup=\"one\",\n",
+ " name=\"United Kingdom\",\n",
+ " marker_colors=[orange, yellow, grey],\n",
+ " sort=False,\n",
+ " ),\n",
+ " 2,\n",
+ " 3,\n",
+ ")\n",
+ "\n",
+ "fig.update_traces(texttemplate=\"%{percent}
%{value}\")\n",
+ "\n",
+ "fig.update_annotations(font_size=28)\n",
+ "\n",
+ "fig.update_layout(\n",
+ " autosize=False,\n",
+ " height=1000,\n",
+ " width=1000,\n",
+ " title_font_size=40,\n",
+ " margin=dict(l=100, r=0, b=0, t=50),\n",
+ " font={\"size\": 22, \"family\": \"Fira Sans\", \"color\": \"#000000\"},\n",
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+ " \"bgcolor\": \"#efefef\",\n",
+ " \"x\": 0.01,\n",
+ " \"y\": 1.03,\n",
+ " },\n",
+ ")\n",
+ "\n",
+ "\n",
+ "fig.show(config=config)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 6,
+ "id": "0c725bb2-b392-46b5-b0b9-bad7af26d55e",
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+ }
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",
+ "text/html": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "# Now, generate some graph\n",
+ "import plotly.express as px\n",
+ "from plotly.subplots import make_subplots\n",
+ "\n",
+ "config = {\n",
+ " \"toImageButtonOptions\": {\n",
+ " \"format\": \"png\", # one of png, svg, jpeg, webp\n",
+ " \"filename\": \"custom_image\",\n",
+ " \"height\": 1000,\n",
+ " \"width\": 1000,\n",
+ " \"scale\": (210 / 25.4) / (1900 / 300),\n",
+ " }\n",
+ "}\n",
+ "\n",
+ "answer_colors = [red, orange, yellow, green, grey]\n",
+ "\n",
+ "values_all = df[\"attitude1\"].value_counts().to_frame().sort_index()\n",
+ "values_de = (\n",
+ " df[(df.country == \"Germany\")][\"attitude1\"].value_counts().to_frame().sort_index()\n",
+ ")\n",
+ "values_fr = (\n",
+ " df[(df.country == \"France\")][\"attitude1\"].value_counts().to_frame().sort_index()\n",
+ ")\n",
+ "values_uk = (\n",
+ " df[(df.country == \"United Kingdom\")][\"attitude1\"]\n",
+ " .value_counts()\n",
+ " .to_frame()\n",
+ " .sort_index()\n",
+ ")\n",
+ "\n",
+ "fig = make_subplots(\n",
+ " rows=2,\n",
+ " cols=3,\n",
+ " subplot_titles=(\"All\", \"Germany\", \"France\", \"United Kingdom\"),\n",
+ " vertical_spacing=0.17,\n",
+ " specs=[\n",
+ " [None, {\"type\": \"pie\", \"colspan\": 2}, None],\n",
+ " [{\"type\": \"pie\"}, {\"type\": \"pie\"}, {\"type\": \"pie\"}],\n",
+ " ],\n",
+ ")\n",
+ "fig.add_trace(\n",
+ " go.Pie(\n",
+ " labels=values_all.index,\n",
+ " values=values_all[\"attitude1\"],\n",
+ " scalegroup=\"one\",\n",
+ " name=\"All\",\n",
+ " marker_colors=answer_colors,\n",
+ " sort=False,\n",
+ " ),\n",
+ " 1,\n",
+ " 2,\n",
+ ")\n",
+ "fig.add_trace(\n",
+ " go.Pie(\n",
+ " labels=values_de.index,\n",
+ " values=values_de[\"attitude1\"],\n",
+ " scalegroup=\"one\",\n",
+ " name=\"Germany\",\n",
+ " marker_colors=answer_colors,\n",
+ " sort=False,\n",
+ " ),\n",
+ " 2,\n",
+ " 1,\n",
+ ")\n",
+ "fig.add_trace(\n",
+ " go.Pie(\n",
+ " labels=values_fr.index,\n",
+ " values=values_fr[\"attitude1\"],\n",
+ " scalegroup=\"one\",\n",
+ " name=\"France\",\n",
+ " marker_colors=[orange, yellow],\n",
+ " sort=False,\n",
+ " ),\n",
+ " 2,\n",
+ " 2,\n",
+ ")\n",
+ "fig.add_trace(\n",
+ " go.Pie(\n",
+ " labels=values_uk.index,\n",
+ " values=values_uk[\"attitude1\"],\n",
+ " scalegroup=\"one\",\n",
+ " name=\"United Kingdom\",\n",
+ " marker_colors=[orange, yellow, grey],\n",
+ " sort=False,\n",
+ " ),\n",
+ " 2,\n",
+ " 3,\n",
+ ")\n",
+ "\n",
+ "fig.update_traces(texttemplate=\"%{percent}
%{value}\")\n",
+ "\n",
+ "fig.update_annotations(font_size=28)\n",
+ "\n",
+ "fig.update_layout(\n",
+ " autosize=False,\n",
+ " height=1000,\n",
+ " width=1000,\n",
+ " title_font_size=40,\n",
+ " margin=dict(l=100, r=0, b=0, t=50),\n",
+ " font={\"size\": 22, \"family\": \"Fira Sans\", \"color\": \"#000000\"},\n",
+ " legend={\n",
+ " \"font\": {\"color\": \"#000000\", \"size\": 14},\n",
+ " \"bgcolor\": \"#efefef\",\n",
+ " \"x\": 0.01,\n",
+ " \"y\": 1.03,\n",
+ " },\n",
+ ")\n",
+ "\n",
+ "\n",
+ "fig.show(config=config)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 7,
+ "id": "f81ae25b-f06a-414e-9e32-fdfebd48678d",
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future misconduct",
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+ "A3: Intelligence oversight lacks efficacy, hence
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",
+ "text/html": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "# Now, generate some graph\n",
+ "import plotly.express as px\n",
+ "from plotly.subplots import make_subplots\n",
+ "\n",
+ "config = {\n",
+ " \"toImageButtonOptions\": {\n",
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+ " \"filename\": \"custom_image\",\n",
+ " \"height\": 1000,\n",
+ " \"width\": 1000,\n",
+ " \"scale\": (210 / 25.4) / (1900 / 300),\n",
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+ "}\n",
+ "\n",
+ "answer_colors = [green, yellow, orange, red, grey]\n",
+ "\n",
+ "values_all = df[\"attitude2\"].value_counts().to_frame()\n",
+ "values_all = values_all.append(\n",
+ " pd.DataFrame(\n",
+ " [0],\n",
+ " index=[\n",
+ " \"A1: Intelligence oversight generally succeeds
in uncovering past misconduct and preventing
future misconduct\"\n",
+ " ],\n",
+ " columns=values_all.columns,\n",
+ " )\n",
+ ")\n",
+ "values_all = values_all.sort_index()\n",
+ "\n",
+ "values_de = (\n",
+ " df[(df.country == \"Germany\")][\"attitude2\"].value_counts().to_frame().sort_index()\n",
+ ")\n",
+ "values_fr = (\n",
+ " df[(df.country == \"France\")][\"attitude2\"].value_counts().to_frame().sort_index()\n",
+ ")\n",
+ "values_uk = (\n",
+ " df[(df.country == \"United Kingdom\")][\"attitude2\"]\n",
+ " .value_counts()\n",
+ " .to_frame()\n",
+ " .sort_index()\n",
+ ")\n",
+ "\n",
+ "fig = make_subplots(\n",
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+ " subplot_titles=(\"All\", \"Germany\", \"France\", \"United Kingdom\"),\n",
+ " vertical_spacing=0.17,\n",
+ " specs=[\n",
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+ " ],\n",
+ ")\n",
+ "fig.add_trace(\n",
+ " go.Pie(\n",
+ " labels=values_all.index,\n",
+ " values=values_all[\"attitude2\"],\n",
+ " scalegroup=\"one\",\n",
+ " name=\"All\",\n",
+ " marker_colors=answer_colors,\n",
+ " sort=False,\n",
+ " ),\n",
+ " 1,\n",
+ " 2,\n",
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+ "fig.add_trace(\n",
+ " go.Pie(\n",
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+ " values=values_de[\"attitude2\"],\n",
+ " scalegroup=\"one\",\n",
+ " name=\"Germany\",\n",
+ " marker_colors=[],\n",
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+ " ),\n",
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+ " scalegroup=\"one\",\n",
+ " name=\"France\",\n",
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+ " ),\n",
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+ " labels=values_uk.index,\n",
+ " values=values_uk[\"attitude2\"],\n",
+ " scalegroup=\"one\",\n",
+ " name=\"United Kingdom\",\n",
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+ " ),\n",
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+ ")\n",
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%{value}\")\n",
+ "\n",
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+ "\n",
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+ " },\n",
+ ")\n",
+ "\n",
+ "\n",
+ "fig.show(config=config)"
+ ]
+ },
+ {
+ "cell_type": "code",
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+ "id": "163576f0-38c1-4443-90d2-3fde6f4af201",
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+ "shapedefaults": {
+ "line": {
+ "color": "#2a3f5f"
+ }
+ },
+ "ternary": {
+ "aaxis": {
+ "gridcolor": "white",
+ "linecolor": "white",
+ "ticks": ""
+ },
+ "baxis": {
+ "gridcolor": "white",
+ "linecolor": "white",
+ "ticks": ""
+ },
+ "bgcolor": "#E5ECF6",
+ "caxis": {
+ "gridcolor": "white",
+ "linecolor": "white",
+ "ticks": ""
+ }
+ },
+ "title": {
+ "x": 0.05
+ },
+ "xaxis": {
+ "automargin": true,
+ "gridcolor": "white",
+ "linecolor": "white",
+ "ticks": "",
+ "title": {
+ "standoff": 15
+ },
+ "zerolinecolor": "white",
+ "zerolinewidth": 2
+ },
+ "yaxis": {
+ "automargin": true,
+ "gridcolor": "white",
+ "linecolor": "white",
+ "ticks": "",
+ "title": {
+ "standoff": 15
+ },
+ "zerolinecolor": "white",
+ "zerolinewidth": 2
+ }
+ }
+ },
+ "title": {
+ "font": {
+ "size": 40
+ }
+ },
+ "width": 1200,
+ "xaxis": {
+ "anchor": "y",
+ "autorange": true,
+ "domain": [
+ 0,
+ 1
+ ],
+ "range": [
+ -0.5,
+ 6.5
+ ],
+ "title": {
+ "text": ""
+ },
+ "type": "category"
+ },
+ "yaxis": {
+ "anchor": "x",
+ "autorange": true,
+ "domain": [
+ 0,
+ 1
+ ],
+ "range": [
+ 0,
+ 41.05263157894737
+ ],
+ "title": {
+ "text": "sum of respondents who answerded with 'Yes'"
+ },
+ "type": "linear"
+ }
+ }
+ },
+ "image/png": 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",
+ "text/html": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "config = {\n",
+ " \"toImageButtonOptions\": {\n",
+ " \"format\": \"png\", # one of png, svg, jpeg, webp\n",
+ " \"filename\": \"custom_image\",\n",
+ " \"height\": 1000,\n",
+ " \"width\": 1200,\n",
+ " \"scale\": (210 / 25.4) / (1900 / 300),\n",
+ " }\n",
+ "}\n",
+ "\n",
+ "attitude3_options = [\n",
+ " \"rule_of_law\",\n",
+ " \"civil_liberties\",\n",
+ " \"effectiveness_of_intel\",\n",
+ " \"legitimacy_of_intel\",\n",
+ " \"trust_in_intel\",\n",
+ " \"critique_of_intel\",\n",
+ " \"prefer_not_to_say\",\n",
+ "]\n",
+ "\n",
+ "attitude3_df = pd.DataFrame(columns=(\"option\", \"count\", \"country\"))\n",
+ "for label in attitude3_options:\n",
+ " attitude3_data = df[\"country\"][df[f\"attitude3[{label}]\"] == 1].tolist()\n",
+ " for i in attitude3_data:\n",
+ " attitude3_df = attitude3_df.append(\n",
+ " {\"option\": label, \"count\": attitude3_data.count(i), \"country\": i},\n",
+ " ignore_index=True,\n",
+ " )\n",
+ "attitude3_df = attitude3_df.drop_duplicates()\n",
+ "attitude3_df[\"option\"] = attitude3_df[\"option\"].replace(\n",
+ " [\n",
+ " \"rule_of_law\",\n",
+ " \"civil_liberties\",\n",
+ " \"effectiveness_of_intel\",\n",
+ " \"legitimacy_of_intel\",\n",
+ " \"trust_in_intel\",\n",
+ " \"critique_of_intel\",\n",
+ " \"prefer_not_to_say\",\n",
+ " ],\n",
+ " [\n",
+ " \"Rule of law\",\n",
+ " \"Protection of civil liberties\",\n",
+ " \"Effectiveness of intelligence agencies\",\n",
+ " \"Legitimacy of intelligence agencies\",\n",
+ " \"Trust in intelligence agencies\",\n",
+ " \"Critique of intelligence agencies\",\n",
+ " \"Prefer not to say\",\n",
+ " ],\n",
+ ")\n",
+ "\n",
+ "country_colors = [\"#000000\", \"#0072B2\", \"#D55E00\"]\n",
+ "fig = px.histogram(\n",
+ " attitude3_df,\n",
+ " x=\"option\",\n",
+ " y=\"count\",\n",
+ " nbins=None,\n",
+ " color=\"country\",\n",
+ " color_discrete_map={\n",
+ " \"Germany\": \"#000000\",\n",
+ " \"France\": \"#0072B2\",\n",
+ " \"United Kingdom\": \"#D55E00\",\n",
+ " },\n",
+ " labels={\"count\": \"respondents who answerded with 'Yes'\", \"option\": \"\"},\n",
+ ")\n",
+ "\n",
+ "fig.update_layout(\n",
+ " autosize=False,\n",
+ " height=1000,\n",
+ " width=1200,\n",
+ " title_font_size=40,\n",
+ " margin=dict(l=0, r=0, b=0, t=0),\n",
+ " legend_title_text=\"\",\n",
+ " font={\"size\": 22, \"family\": \"Fira Sans\", \"color\": \"#000000\"},\n",
+ " legend={\n",
+ " \"font\": {\"color\": \"#000000\", \"size\": 22},\n",
+ " \"bgcolor\": \"#fff\",\n",
+ " \"x\": 0.79,\n",
+ " \"y\": 0.983,\n",
+ " },\n",
+ ")\n",
+ "\n",
+ "fig.show(config=config)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 9,
+ "id": "3ac53be7-370c-473e-a57e-80c024c6e3c1",
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "/tmp/ipykernel_166016/742684220.py:13: DeprecationWarning:\n",
+ "\n",
+ "The default dtype for empty Series will be 'object' instead of 'float64' in a future version. Specify a dtype explicitly to silence this warning.\n",
+ "\n"
+ ]
+ },
+ {
+ "data": {
+ "application/vnd.plotly.v1+json": {
+ "config": {
+ "plotlyServerURL": "https://plot.ly",
+ "toImageButtonOptions": {
+ "filename": "custom_image",
+ "format": "png",
+ "height": 800,
+ "scale": 1.3054289266473273,
+ "width": 1200
+ }
+ },
+ "data": [
+ {
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",
+ "text/html": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "config = {\n",
+ " \"toImageButtonOptions\": {\n",
+ " \"format\": \"png\", # one of png, svg, jpeg, webp\n",
+ " \"filename\": \"custom_image\",\n",
+ " \"height\": 600,\n",
+ " \"width\": 1200,\n",
+ " \"scale\": (210 / 25.4) / (1900 / 300),\n",
+ " }\n",
+ "}\n",
+ "\n",
+ "\n",
+ "def generate_ranking_plot(df, input_col, options, scoring):\n",
+ " input_col_score = pd.Series(index=options)\n",
+ " for i in range(1, 7):\n",
+ " input_col_counts = df[f\"{input_col}[{i}]\"].value_counts()\n",
+ " scores = input_col_counts.multiply(scoring[i])\n",
+ " input_col_score = input_col_score.add(scores, fill_value=0)\n",
+ " input_col_score = input_col_score.sort_values(ascending=False)\n",
+ " if i == 1:\n",
+ " ranked_first = df[f\"{input_col}[1]\"].value_counts()\n",
+ " ranked_first_clean = pd.DataFrame(\n",
+ " {\n",
+ " \"institution\": ranked_first.index,\n",
+ " \"Number of times
the institution was
ranked first\": ranked_first.values,\n",
+ " }\n",
+ " )\n",
+ " input_col_df = pd.DataFrame(\n",
+ " {\n",
+ " \"institution\": input_col_score.index,\n",
+ " \"score\": input_col_score.values,\n",
+ " }\n",
+ " )\n",
+ " input_col_df = input_col_df.merge(\n",
+ " ranked_first_clean, on=\"institution\", how=\"left\"\n",
+ " ).fillna(0)\n",
+ " input_col_df = input_col_df.sort_values(\n",
+ " [\"score\", \"Number of times
the institution was
ranked first\"]\n",
+ " )\n",
+ " fig = px.bar(\n",
+ " input_col_df.sort_values(by=\"score\", ascending=True),\n",
+ " y=\"institution\",\n",
+ " text=\"Number of times
the institution was
ranked first\",\n",
+ " x=\"score\",\n",
+ " color=\"Number of times
the institution was
ranked first\",\n",
+ " color_continuous_scale=\"viridis\",\n",
+ " orientation=\"h\",\n",
+ " labels={\"institution\": \"\"},\n",
+ " )\n",
+ " return fig\n",
+ "\n",
+ "\n",
+ "scoring = {1: 6, 2: 5, 3: 4, 4: 3, 5: 2, 6: 1}\n",
+ "bodies = [\n",
+ " \"Parliamentary oversight bodies\",\n",
+ " \"Judicial oversight bodies\",\n",
+ " \"Independent expert bodies\",\n",
+ " \"Data protection authorities\",\n",
+ " \"Audit courts\",\n",
+ " \"CSOs | The media\",\n",
+ "]\n",
+ "\n",
+ "config = {\n",
+ " \"toImageButtonOptions\": {\n",
+ " \"format\": \"png\", # one of png, svg, jpeg, webp\n",
+ " \"filename\": \"custom_image\",\n",
+ " \"height\": 800,\n",
+ " \"width\": 1200,\n",
+ " \"scale\": (210 / 25.4) / (1900 / 300),\n",
+ " }\n",
+ "}\n",
+ "\n",
+ "fig = generate_ranking_plot(df, \"attitude4\", bodies, scoring)\n",
+ "\n",
+ "fig.update_traces(\n",
+ " textposition=\"auto\",\n",
+ ")\n",
+ "fig.update_layout(\n",
+ " autosize=False,\n",
+ " height=600,\n",
+ " width=1200,\n",
+ " title_font_size=30,\n",
+ " margin=dict(l=0, r=0, b=0, t=0),\n",
+ " legend_title_text=\"\",\n",
+ " font={\"size\": 22, \"family\": \"Fira Sans\", \"color\": \"#000000\"},\n",
+ " legend={\n",
+ " \"font\": {\"color\": \"#000000\", \"size\": 22},\n",
+ " \"bgcolor\": \"#fff\",\n",
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+ " \"y\": 0.983,\n",
+ " },\n",
+ ")\n",
+ "fig.show(config=config)"
+ ]
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+ "zerolinecolor": "white",
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+ "font": {
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",
+ "text/html": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "def generate_stacked_bar_chart(data):\n",
+ " fig = go.Figure(data=data)\n",
+ " return fig\n",
+ "\n",
+ "\n",
+ "protectops3_options = [\n",
+ " \"Encrypted Email\",\n",
+ " \"VPN\",\n",
+ " \"Tor\",\n",
+ " \"E2E Messengers\",\n",
+ " \"Encrpyted hardware\",\n",
+ " \"Two-Factor authentication\",\n",
+ " \"Other\",\n",
+ "]\n",
+ "\n",
+ "protectops3_very_important = []\n",
+ "protectops3_somewhat_important = []\n",
+ "protectops3_important = []\n",
+ "protectops3_slightly_important = []\n",
+ "protectops3_not_important = []\n",
+ "for importance in [\n",
+ " \"Very important\",\n",
+ " \"Somewhat important\",\n",
+ " \"Important\",\n",
+ " \"Slightly important\",\n",
+ " \"Not important at all\",\n",
+ "]:\n",
+ " for label in [\n",
+ " \"encrypted_email\",\n",
+ " \"vpn\",\n",
+ " \"tor\",\n",
+ " \"e2e_chat\",\n",
+ " \"encrypted_hardware\",\n",
+ " \"2fa\",\n",
+ " \"other\",\n",
+ " ]:\n",
+ " try:\n",
+ " count = df[(df.country == \"United Kingdom\")][\n",
+ " f\"protectops3[{label}]\"\n",
+ " ].value_counts()[importance]\n",
+ " except KeyError:\n",
+ " count = 0\n",
+ " if importance == \"Very important\":\n",
+ " protectops3_very_important.append(count)\n",
+ " elif importance == \"Somewhat important\":\n",
+ " protectops3_somewhat_important.append(count)\n",
+ " elif importance == \"Important\":\n",
+ " protectops3_important.append(count)\n",
+ " elif importance == \"Slightly important\":\n",
+ " protectops3_slightly_important.append(count)\n",
+ " elif importance == \"Not important at all\":\n",
+ " protectops3_not_important.append(count)\n",
+ " else:\n",
+ " continue\n",
+ "\n",
+ "fig = generate_stacked_bar_chart(\n",
+ " data=[\n",
+ " go.Bar(\n",
+ " name=\"Very important\",\n",
+ " x=protectops3_options,\n",
+ " y=protectops3_very_important,\n",
+ " text=protectops3_very_important,\n",
+ " marker_color=\"#581845\",\n",
+ " ),\n",
+ " go.Bar(\n",
+ " name=\"Somewhat important\",\n",
+ " x=protectops3_options,\n",
+ " y=protectops3_somewhat_important,\n",
+ " text=protectops3_somewhat_important,\n",
+ " marker_color=\"#900C3F\",\n",
+ " ),\n",
+ " go.Bar(\n",
+ " name=\"Important\",\n",
+ " x=protectops3_options,\n",
+ " y=protectops3_important,\n",
+ " text=protectops3_important,\n",
+ " marker_color=\"#C70039\",\n",
+ " ),\n",
+ " go.Bar(\n",
+ " name=\"Slightly important\",\n",
+ " x=protectops3_options,\n",
+ " y=protectops3_slightly_important,\n",
+ " text=protectops3_slightly_important,\n",
+ " marker_color=\"#FF5733\",\n",
+ " ),\n",
+ " go.Bar(\n",
+ " name=\"Not important at all\",\n",
+ " x=protectops3_options,\n",
+ " y=protectops3_not_important,\n",
+ " text=protectops3_not_important,\n",
+ " marker_color=\"#FFC300\",\n",
+ " ),\n",
+ " ],\n",
+ ")\n",
+ "\n",
+ "fig.update_traces(\n",
+ " textposition=\"auto\",\n",
+ ")\n",
+ "\n",
+ "config = {\n",
+ " \"toImageButtonOptions\": {\n",
+ " \"format\": \"png\", # one of png, svg, jpeg, webp\n",
+ " \"filename\": \"custom_image\",\n",
+ " \"height\": 800,\n",
+ " \"width\": 1200,\n",
+ " \"scale\": (210 / 25.4) / (1900 / 300),\n",
+ " }\n",
+ "}\n",
+ "\n",
+ "fig.update_yaxes(range=[0, 23])\n",
+ "\n",
+ "fig.update_layout(\n",
+ " autosize=False,\n",
+ " height=800,\n",
+ " width=1200,\n",
+ " title={\"text\": \"United Kingdom\", \"y\": 0.970, \"x\": 0.032},\n",
+ " title_font_size=92,\n",
+ " title_font_color=\"#000000\",\n",
+ " margin=dict(l=0, r=0, b=0, t=0),\n",
+ " legend_title_text=\"\",\n",
+ " font={\"size\": 24, \"family\": \"Fira Sans\", \"color\": \"#000000\"},\n",
+ " legend={\n",
+ " \"font\": {\"color\": \"#000000\", \"size\": 22},\n",
+ " \"bgcolor\": \"#fff\",\n",
+ " \"x\": 0.767,\n",
+ " \"y\": 0.983,\n",
+ " },\n",
+ ")\n",
+ "\n",
+ "fig.show(config=config)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 11,
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",
+ "text/html": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "# Now, generate some graph\n",
+ "import plotly.express as px\n",
+ "from plotly.subplots import make_subplots\n",
+ "\n",
+ "config = {\n",
+ " \"toImageButtonOptions\": {\n",
+ " \"format\": \"png\", # one of png, svg, jpeg, webp\n",
+ " \"filename\": \"custom_image\",\n",
+ " \"height\": 1320,\n",
+ " \"width\": 1000,\n",
+ " \"scale\": (210 / 25.4) / (1900 / 300),\n",
+ " }\n",
+ "}\n",
+ "\n",
+ "answer_colors = [green, yellow, orange, red, purple, grey, \"#808080\"]\n",
+ "\n",
+ "values_all = df[\"protectops4\"].value_counts().to_frame().sort_index()\n",
+ "values_de = (\n",
+ " df[(df.country == \"Germany\")][\"protectops4\"].value_counts().to_frame().sort_index()\n",
+ ")\n",
+ "values_fr = (\n",
+ " df[(df.country == \"France\")][\"protectops4\"].value_counts().to_frame().sort_index()\n",
+ ")\n",
+ "values_uk = (\n",
+ " df[(df.country == \"United Kingdom\")][\"protectops4\"]\n",
+ " .value_counts()\n",
+ " .to_frame()\n",
+ " .sort_index()\n",
+ ")\n",
+ "\n",
+ "fig = make_subplots(\n",
+ " rows=2,\n",
+ " cols=3,\n",
+ " subplot_titles=(\"All \", \"Germany\", \"France\", \"United Kingdom\"),\n",
+ " vertical_spacing=0.02,\n",
+ " specs=[\n",
+ " [None, {\"type\": \"pie\", \"colspan\": 2}, None],\n",
+ " [{\"type\": \"pie\"}, {\"type\": \"pie\"}, {\"type\": \"pie\"}],\n",
+ " ],\n",
+ ")\n",
+ "fig.add_trace(\n",
+ " go.Pie(\n",
+ " labels=values_all.index,\n",
+ " values=values_all[\"protectops4\"],\n",
+ " scalegroup=\"one\",\n",
+ " name=\"All\",\n",
+ " marker_colors=answer_colors,\n",
+ " sort=False,\n",
+ " ),\n",
+ " 1,\n",
+ " 2,\n",
+ ")\n",
+ "fig.add_trace(\n",
+ " go.Pie(\n",
+ " labels=values_de.index,\n",
+ " values=values_de[\"protectops4\"],\n",
+ " scalegroup=\"one\",\n",
+ " name=\"Germany\",\n",
+ " marker_colors=[green, yellow, orange, purple],\n",
+ " sort=False,\n",
+ " ),\n",
+ " 2,\n",
+ " 1,\n",
+ ")\n",
+ "fig.add_trace(\n",
+ " go.Pie(\n",
+ " labels=values_fr.index,\n",
+ " values=values_fr[\"protectops4\"],\n",
+ " scalegroup=\"one\",\n",
+ " name=\"France\",\n",
+ " marker_colors=[yellow, orange, red, grey],\n",
+ " sort=False,\n",
+ " ),\n",
+ " 2,\n",
+ " 2,\n",
+ ")\n",
+ "fig.add_trace(\n",
+ " go.Pie(\n",
+ " labels=values_uk.index,\n",
+ " values=values_uk[\"protectops4\"],\n",
+ " scalegroup=\"one\",\n",
+ " name=\"United Kingdom\",\n",
+ " marker_colors=[yellow, orange, red, grey, \"#808080\"],\n",
+ " sort=False,\n",
+ " ),\n",
+ " 2,\n",
+ " 3,\n",
+ ")\n",
+ "\n",
+ "fig.update_traces(texttemplate=\"%{percent}
%{value}\")\n",
+ "\n",
+ "fig.update_annotations(font_size=28)\n",
+ "\n",
+ "fig.update_layout(\n",
+ " autosize=False,\n",
+ " height=1320,\n",
+ " width=1000,\n",
+ " title_font_size=40,\n",
+ " margin=dict(l=85, r=0, b=0, t=50),\n",
+ " font={\"size\": 18, \"family\": \"Fira Sans\", \"color\": \"#000000\"},\n",
+ " legend={\n",
+ " \"font\": {\"color\": \"#000000\", \"size\": 14},\n",
+ " \"bgcolor\": \"#efefef\",\n",
+ " \"x\": 0.01,\n",
+ " \"y\": 1.03,\n",
+ " },\n",
+ ")\n",
+ "\n",
+ "\n",
+ "fig.show(config=config)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 12,
+ "id": "367b780f-9019-4e3b-bac8-b3cdfeae1bdb",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "application/vnd.plotly.v1+json": {
+ "config": {
+ "plotlyServerURL": "https://plot.ly",
+ "toImageButtonOptions": {
+ "filename": "custom_image",
+ "format": "png",
+ "height": 700,
+ "scale": 1.3054289266473273,
+ "width": 1200
+ }
+ },
+ "data": [
+ {
+ "domain": {
+ "x": [
+ 0,
+ 0.2888888888888889
+ ],
+ "y": [
+ 0,
+ 1
+ ]
+ },
+ "labels": [
+ "A1: Expert knowledge",
+ "A2: Advanced knowledge",
+ "A3: Some knowledge",
+ "A4: Basic knowledge",
+ "A5: No knowledge"
+ ],
+ "marker": {
+ "colors": [
+ "rgb(111, 64, 112)",
+ "rgb(148, 52, 110)",
+ "rgb(204, 80, 62)",
+ "rgb(225, 124, 5)",
+ "rgb(237, 173, 8)",
+ "rgb(102, 102, 102)",
+ "#808080"
+ ]
+ },
+ "name": "Legal",
+ "scalegroup": "one",
+ "sort": false,
+ "texttemplate": "%{percent}
%{value}",
+ "type": "pie",
+ "values": [
+ 9,
+ 26,
+ 19,
+ 14,
+ 2
+ ]
+ },
+ {
+ "domain": {
+ "x": [
+ 0.35555555555555557,
+ 0.6444444444444445
+ ],
+ "y": [
+ 0,
+ 1
+ ]
+ },
+ "labels": [
+ "A1: Expert knowledge",
+ "A2: Advanced knowledge",
+ "A3: Some knowledge",
+ "A4: Basic knowledge",
+ "A5: No knowledge"
+ ],
+ "marker": {
+ "colors": [
+ "rgb(111, 64, 112)",
+ "rgb(148, 52, 110)",
+ "rgb(204, 80, 62)",
+ "rgb(225, 124, 5)",
+ "rgb(237, 173, 8)",
+ "rgb(102, 102, 102)",
+ "#808080"
+ ]
+ },
+ "name": "Political",
+ "scalegroup": "one",
+ "sort": false,
+ "texttemplate": "%{percent}
%{value}",
+ "type": "pie",
+ "values": [
+ 12,
+ 28,
+ 22,
+ 7,
+ 1
+ ]
+ },
+ {
+ "domain": {
+ "x": [
+ 0.7111111111111111,
+ 1
+ ],
+ "y": [
+ 0,
+ 1
+ ]
+ },
+ "labels": [
+ "A1: Expert knowledge",
+ "A2: Advanced knowledge",
+ "A3: Some knowledge",
+ "A4: Basic knowledge",
+ "A5: No knowledge"
+ ],
+ "marker": {
+ "colors": [
+ "rgb(111, 64, 112)",
+ "rgb(148, 52, 110)",
+ "rgb(204, 80, 62)",
+ "rgb(225, 124, 5)",
+ "rgb(237, 173, 8)",
+ "rgb(102, 102, 102)",
+ "#808080"
+ ]
+ },
+ "name": "Technical",
+ "scalegroup": "one",
+ "sort": false,
+ "texttemplate": "%{percent}
%{value}",
+ "type": "pie",
+ "values": [
+ 4,
+ 16,
+ 32,
+ 16,
+ 2
+ ]
+ }
+ ],
+ "layout": {
+ "annotations": [
+ {
+ "font": {
+ "size": 28
+ },
+ "showarrow": false,
+ "text": "Legal",
+ "x": 0.14444444444444446,
+ "xanchor": "center",
+ "xref": "paper",
+ "y": 1,
+ "yanchor": "bottom",
+ "yref": "paper"
+ },
+ {
+ "font": {
+ "size": 28
+ },
+ "showarrow": false,
+ "text": "Political",
+ "x": 0.5,
+ "xanchor": "center",
+ "xref": "paper",
+ "y": 1,
+ "yanchor": "bottom",
+ "yref": "paper"
+ },
+ {
+ "font": {
+ "size": 28
+ },
+ "showarrow": false,
+ "text": "Technical",
+ "x": 0.8555555555555556,
+ "xanchor": "center",
+ "xref": "paper",
+ "y": 1,
+ "yanchor": "bottom",
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",
+ "text/html": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "# Now, generate some graph\n",
+ "\n",
+ "import plotly.express as px\n",
+ "from plotly.subplots import make_subplots\n",
+ "\n",
+ "config = {\n",
+ " \"toImageButtonOptions\": {\n",
+ " \"format\": \"png\", # one of png, svg, jpeg, webp\n",
+ " \"filename\": \"custom_image\",\n",
+ " \"height\": 700,\n",
+ " \"width\": 1200,\n",
+ " \"scale\": (210 / 25.4) / (1900 / 300),\n",
+ " }\n",
+ "}\n",
+ "\n",
+ "answer_colors = [violet, purple, red, orange, yellow, grey, \"#808080\"]\n",
+ "\n",
+ "values_legal = df[\"expertise2\"].value_counts().to_frame().sort_index()\n",
+ "values_political = df[\"expertise3\"].value_counts().to_frame().sort_index()\n",
+ "values_technical = df[\"expertise4\"].value_counts().to_frame().sort_index()\n",
+ "\n",
+ "fig = make_subplots(\n",
+ " rows=1,\n",
+ " cols=3,\n",
+ " subplot_titles=(\"Legal\", \"Political\", \"Technical\"),\n",
+ " vertical_spacing=0,\n",
+ " specs=[\n",
+ " [{\"type\": \"pie\"}, {\"type\": \"pie\"}, {\"type\": \"pie\"}],\n",
+ " ],\n",
+ ")\n",
+ "fig.add_trace(\n",
+ " go.Pie(\n",
+ " labels=values_legal.index,\n",
+ " values=values_legal[\"expertise2\"],\n",
+ " scalegroup=\"one\",\n",
+ " name=\"Legal\",\n",
+ " marker_colors=answer_colors,\n",
+ " sort=False,\n",
+ " ),\n",
+ " 1,\n",
+ " 1,\n",
+ ")\n",
+ "fig.add_trace(\n",
+ " go.Pie(\n",
+ " labels=values_political.index,\n",
+ " values=values_political[\"expertise3\"],\n",
+ " scalegroup=\"one\",\n",
+ " name=\"Political\",\n",
+ " marker_colors=answer_colors,\n",
+ " sort=False,\n",
+ " ),\n",
+ " 1,\n",
+ " 2,\n",
+ ")\n",
+ "fig.add_trace(\n",
+ " go.Pie(\n",
+ " labels=values_technical.index,\n",
+ " values=values_technical[\"expertise4\"],\n",
+ " scalegroup=\"one\",\n",
+ " name=\"Technical\",\n",
+ " marker_colors=answer_colors,\n",
+ " sort=False,\n",
+ " ),\n",
+ " 1,\n",
+ " 3,\n",
+ ")\n",
+ "\n",
+ "fig.update_traces(texttemplate=\"%{percent}
%{value}\")\n",
+ "\n",
+ "fig.update_annotations(font_size=28)\n",
+ "\n",
+ "fig.update_layout(\n",
+ " autosize=False,\n",
+ " height=700,\n",
+ " width=1200,\n",
+ " title_font_size=40,\n",
+ " margin=dict(l=0, r=0, b=0, t=0),\n",
+ " font={\"size\": 18, \"family\": \"Fira Sans\", \"color\": \"#000000\"},\n",
+ " legend={\n",
+ " \"font\": {\"color\": \"#000000\", \"size\": 14},\n",
+ " \"bgcolor\": \"#efefef\",\n",
+ " \"x\": 0.13,\n",
+ " \"y\": 1.23,\n",
+ " \"orientation\": \"h\",\n",
+ " },\n",
+ ")\n",
+ "\n",
+ "\n",
+ "fig.show(config=config)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 36,
+ "id": "1523876f-0eb7-4560-9820-63f82cd74386",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "application/vnd.plotly.v1+json": {
+ "config": {
+ "plotlyServerURL": "https://plot.ly",
+ "toImageButtonOptions": {
+ "filename": "custom_image",
+ "format": "png",
+ "height": 1000,
+ "scale": 1.3054289266473273,
+ "width": 1000
+ }
+ },
+ "data": [
+ {
+ "domain": {
+ "x": [
+ 0.35555555555555557,
+ 1
+ ],
+ "y": [
+ 0.55,
+ 1
+ ]
+ },
+ "labels": [
+ "A1: A great deal of funding",
+ "A2: Sufficient funding",
+ "A3: Some funding",
+ "A4: Little funding",
+ "A5: No funding",
+ "A6: I don't know",
+ "A7: I prefer not to say"
+ ],
+ "marker": {
+ "colors": [
+ "rgb(15, 133, 84)",
+ "rgb(115, 175, 72)",
+ "rgb(225, 124, 5)",
+ "rgb(204, 80, 62)",
+ "rgb(148, 52, 110)",
+ "rgb(102, 102, 102)",
+ "#808080"
+ ]
+ },
+ "name": "All",
+ "scalegroup": "one",
+ "sort": false,
+ "texttemplate": "%{percent}
%{value}",
+ "type": "pie",
+ "values": [
+ 4,
+ 16,
+ 17,
+ 13,
+ 9,
+ 5,
+ 3
+ ]
+ },
+ {
+ "domain": {
+ "x": [
+ 0,
+ 0.2888888888888889
+ ],
+ "y": [
+ 0,
+ 0.45
+ ]
+ },
+ "labels": [
+ "A1: A great deal of funding",
+ "A2: Sufficient funding",
+ "A3: Some funding",
+ "A4: Little funding",
+ "A5: No funding",
+ "A7: I prefer not to say"
+ ],
+ "marker": {
+ "colors": [
+ "rgb(15, 133, 84)",
+ "rgb(115, 175, 72)",
+ "rgb(225, 124, 5)",
+ "rgb(204, 80, 62)",
+ "rgb(148, 52, 110)",
+ "#808080"
+ ]
+ },
+ "name": "Germany",
+ "scalegroup": "one",
+ "sort": false,
+ "texttemplate": "%{percent}
%{value}",
+ "type": "pie",
+ "values": [
+ 3,
+ 9,
+ 10,
+ 5,
+ 6,
+ 3
+ ]
+ },
+ {
+ "domain": {
+ "x": [
+ 0.35555555555555557,
+ 0.6444444444444445
+ ],
+ "y": [
+ 0,
+ 0.45
+ ]
+ },
+ "labels": [
+ "A1: A great deal of funding",
+ "A2: Sufficient funding",
+ "A3: Some funding",
+ "A4: Little funding",
+ "A5: No funding",
+ "A6: I don't know"
+ ],
+ "marker": {
+ "colors": [
+ "rgb(15, 133, 84)",
+ "rgb(115, 175, 72)",
+ "rgb(225, 124, 5)",
+ "rgb(204, 80, 62)",
+ "rgb(148, 52, 110)",
+ "rgb(102, 102, 102)"
+ ]
+ },
+ "name": "France",
+ "scalegroup": "one",
+ "sort": false,
+ "texttemplate": "%{percent}
%{value}",
+ "type": "pie",
+ "values": [
+ 1,
+ 3,
+ 2,
+ 2,
+ 2,
+ 2
+ ]
+ },
+ {
+ "domain": {
+ "x": [
+ 0.7111111111111111,
+ 1
+ ],
+ "y": [
+ 0,
+ 0.45
+ ]
+ },
+ "labels": [
+ "A2: Sufficient funding",
+ "A3: Some funding",
+ "A4: Little funding",
+ "A5: No funding",
+ "A6: I don't know"
+ ],
+ "marker": {
+ "colors": [
+ "rgb(115, 175, 72)",
+ "rgb(225, 124, 5)",
+ "rgb(204, 80, 62)",
+ "rgb(148, 52, 110)",
+ "rgb(102, 102, 102)"
+ ]
+ },
+ "name": "United Kingdom",
+ "scalegroup": "one",
+ "sort": false,
+ "texttemplate": "%{percent}
%{value}",
+ "type": "pie",
+ "values": [
+ 4,
+ 5,
+ 6,
+ 1,
+ 3
+ ]
+ }
+ ],
+ "layout": {
+ "annotations": [
+ {
+ "font": {
+ "size": 28
+ },
+ "showarrow": false,
+ "text": "All",
+ "x": 0.6777777777777778,
+ "xanchor": "center",
+ "xref": "paper",
+ "y": 1,
+ "yanchor": "bottom",
+ "yref": "paper"
+ },
+ {
+ "font": {
+ "size": 28
+ },
+ "showarrow": false,
+ "text": "Germany",
+ "x": 0.14444444444444446,
+ "xanchor": "center",
+ "xref": "paper",
+ "y": 0.45,
+ "yanchor": "bottom",
+ "yref": "paper"
+ },
+ {
+ "font": {
+ "size": 28
+ },
+ "showarrow": false,
+ "text": "France",
+ "x": 0.5,
+ "xanchor": "center",
+ "xref": "paper",
+ "y": 0.45,
+ "yanchor": "bottom",
+ "yref": "paper"
+ },
+ {
+ "font": {
+ "size": 28
+ },
+ "showarrow": false,
+ "text": "United Kingdom",
+ "x": 0.8555555555555556,
+ "xanchor": "center",
+ "xref": "paper",
+ "y": 0.45,
+ "yanchor": "bottom",
+ "yref": "paper"
+ }
+ ],
+ "autosize": false,
+ "font": {
+ "color": "#000000",
+ "family": "Fira Sans",
+ "size": 18
+ },
+ "height": 1000,
+ "legend": {
+ "bgcolor": "#efefef",
+ "font": {
+ "color": "#000000",
+ "size": 14
+ },
+ "x": 0.01,
+ "y": 1.03
+ },
+ "margin": {
+ "b": 0,
+ "l": 85,
+ "r": 0,
+ "t": 50
+ },
+ "template": {
+ "data": {
+ "bar": [
+ {
+ "error_x": {
+ "color": "#2a3f5f"
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",
+ "text/html": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "# Now, generate some graph\n",
+ "import plotly.express as px\n",
+ "from plotly.subplots import make_subplots\n",
+ "\n",
+ "config = {\n",
+ " \"toImageButtonOptions\": {\n",
+ " \"format\": \"png\", # one of png, svg, jpeg, webp\n",
+ " \"filename\": \"custom_image\",\n",
+ " \"height\": 1000,\n",
+ " \"width\": 1000,\n",
+ " \"scale\": (210 / 25.4) / (1900 / 300),\n",
+ " }\n",
+ "}\n",
+ "\n",
+ "answer_colors = [dark_green, green, orange, red, purple, grey, \"#808080\"]\n",
+ "\n",
+ "values_all = df[\"finance1\"].value_counts().to_frame().sort_index()\n",
+ "values_de = (\n",
+ " df[(df.country == \"Germany\")][\"finance1\"].value_counts().to_frame().sort_index()\n",
+ ")\n",
+ "values_fr = (\n",
+ " df[(df.country == \"France\")][\"finance1\"].value_counts().to_frame().sort_index()\n",
+ ")\n",
+ "values_uk = (\n",
+ " df[(df.country == \"United Kingdom\")][\"finance1\"]\n",
+ " .value_counts()\n",
+ " .to_frame()\n",
+ " .sort_index()\n",
+ ")\n",
+ "\n",
+ "fig = make_subplots(\n",
+ " rows=2,\n",
+ " cols=3,\n",
+ " subplot_titles=(\"All\", \"Germany\", \"France\", \"United Kingdom\"),\n",
+ " vertical_spacing=0.1,\n",
+ " specs=[\n",
+ " [None, {\"type\": \"pie\", \"colspan\": 2}, None],\n",
+ " [{\"type\": \"pie\"}, {\"type\": \"pie\"}, {\"type\": \"pie\"}],\n",
+ " ],\n",
+ ")\n",
+ "fig.add_trace(\n",
+ " go.Pie(\n",
+ " labels=values_all.index,\n",
+ " values=values_all[\"finance1\"],\n",
+ " scalegroup=\"one\",\n",
+ " name=\"All\",\n",
+ " marker_colors=answer_colors,\n",
+ " sort=False,\n",
+ " ),\n",
+ " 1,\n",
+ " 2,\n",
+ ")\n",
+ "fig.add_trace(\n",
+ " go.Pie(\n",
+ " labels=values_de.index,\n",
+ " values=values_de[\"finance1\"],\n",
+ " scalegroup=\"one\",\n",
+ " name=\"Germany\",\n",
+ " marker_colors=[dark_green, green, orange, red, purple, \"#808080\"],\n",
+ " sort=False,\n",
+ " ),\n",
+ " 2,\n",
+ " 1,\n",
+ ")\n",
+ "fig.add_trace(\n",
+ " go.Pie(\n",
+ " labels=values_fr.index,\n",
+ " values=values_fr[\"finance1\"],\n",
+ " scalegroup=\"one\",\n",
+ " name=\"France\",\n",
+ " marker_colors=[dark_green, green, orange, red, purple, grey],\n",
+ " sort=False,\n",
+ " ),\n",
+ " 2,\n",
+ " 2,\n",
+ ")\n",
+ "fig.add_trace(\n",
+ " go.Pie(\n",
+ " labels=values_uk.index,\n",
+ " values=values_uk[\"finance1\"],\n",
+ " scalegroup=\"one\",\n",
+ " name=\"United Kingdom\",\n",
+ " marker_colors=[green, orange, red, purple, grey],\n",
+ " sort=False,\n",
+ " ),\n",
+ " 2,\n",
+ " 3,\n",
+ ")\n",
+ "\n",
+ "fig.update_traces(texttemplate=\"%{percent}
%{value}\")\n",
+ "\n",
+ "fig.update_annotations(font_size=28)\n",
+ "\n",
+ "fig.update_layout(\n",
+ " autosize=False,\n",
+ " height=1000,\n",
+ " width=1000,\n",
+ " title_font_size=40,\n",
+ " margin=dict(l=85, r=0, b=0, t=50),\n",
+ " font={\"size\": 18, \"family\": \"Fira Sans\", \"color\": \"#000000\"},\n",
+ " legend={\n",
+ " \"font\": {\"color\": \"#000000\", \"size\": 14},\n",
+ " \"bgcolor\": \"#efefef\",\n",
+ " \"x\": 0.01,\n",
+ " \"y\": 1.03,\n",
+ " },\n",
+ ")\n",
+ "\n",
+ "fig.show(config=config)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "032b060a-207a-43cf-9233-e260b2928360",
+ "metadata": {},
+ "outputs": [],
+ "source": []
+ }
+ ],
+ "metadata": {
+ "kernelspec": {
+ "display_name": "Python 3 (ipykernel)",
+ "language": "python",
+ "name": "python3"
+ },
+ "language_info": {
+ "codemirror_mode": {
+ "name": "ipython",
+ "version": 3
+ },
+ "file_extension": ".py",
+ "mimetype": "text/x-python",
+ "name": "python",
+ "nbconvert_exporter": "python",
+ "pygments_lexer": "ipython3",
+ "version": "3.9.7"
+ }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}