{ "cells": [ { "cell_type": "code", "execution_count": 10, "id": "e7efc998-7598-47cc-a7e1-abe549bd578d", "metadata": {}, "outputs": [], "source": [ "import pandas as pd\n", "import plotly.express as px\n", "df = pd.read_csv('C:/Users/Admin/Downloads/World Countries with capital.csv', encoding = 'cp1251', sep = ',')" ] }, { "cell_type": "code", "execution_count": 38, "id": "002357bf-de48-46a8-820e-e6660583fbaa", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "C:\\Users\\Admin\\AppData\\Local\\Temp\\ipykernel_4112\\2779457886.py:1: DeprecationWarning:\n", "\n", "The library used by the *country names* `locationmode` option is changing in an upcoming version. Country names in existing plots may not work in the new version. To ensure consistent behavior, consider setting `locationmode` to *ISO-3*.\n", "\n" ] }, { "data": { "application/vnd.plotly.v1+json": { "config": { "plotlyServerURL": "https://plot.ly" }, "data": [ { "geo": "geo", "hovertemplate": "pop=%{marker.size}
country=%{location}", "legendgroup": "", "locationmode": "country names", "locations": [ "Afghanistan", "Albania", "Algeria", "Angola", "Argentina", "Australia", "Austria", "Bahrain", "Bangladesh", "Belgium", "Benin", "Bolivia", "Bosnia and Herzegovina", "Botswana", "Brazil", "Bulgaria", "Burkina Faso", "Burundi", "Cambodia", "Cameroon", "Canada", "Central African Republic", "Chad", "Chile", "China", "Colombia", "Comoros", "Congo, Dem. Rep.", "Congo, Rep.", "Costa Rica", "Cote d'Ivoire", "Croatia", "Cuba", "Czech Republic", "Denmark", "Djibouti", "Dominican Republic", "Ecuador", "Egypt", "El Salvador", "Equatorial Guinea", "Eritrea", "Ethiopia", "Finland", "France", "Gabon", "Gambia", "Germany", "Ghana", "Greece", "Guatemala", "Guinea", "Guinea-Bissau", "Haiti", "Honduras", "Hong Kong, China", "Hungary", "Iceland", "India", "Indonesia", "Iran", "Iraq", "Ireland", "Israel", "Italy", "Jamaica", "Japan", "Jordan", "Kenya", "Korea, Dem. Rep.", "Korea, Rep.", "Kuwait", "Lebanon", "Lesotho", "Liberia", "Libya", "Madagascar", "Malawi", "Malaysia", "Mali", "Mauritania", "Mauritius", "Mexico", "Mongolia", "Montenegro", "Morocco", "Mozambique", "Myanmar", "Namibia", "Nepal", "Netherlands", "New Zealand", "Nicaragua", "Niger", "Nigeria", "Norway", "Oman", "Pakistan", "Panama", "Paraguay", "Peru", "Philippines", "Poland", "Portugal", "Puerto Rico", "Reunion", "Romania", "Rwanda", "Sao Tome and Principe", "Saudi Arabia", "Senegal", "Serbia", "Sierra Leone", "Singapore", "Slovak Republic", "Slovenia", "Somalia", "South Africa", "Spain", "Sri Lanka", "Sudan", "Swaziland", "Sweden", "Switzerland", "Syria", "Taiwan", "Tanzania", "Thailand", "Togo", "Trinidad and Tobago", "Tunisia", "Turkey", "Uganda", "United Kingdom", "United States", "Uruguay", "Venezuela", "Vietnam", "West Bank and Gaza", "Yemen, Rep.", "Zambia", "Zimbabwe" ], "marker": { "color": "#636efa", "size": { "bdata": "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", "dtype": "i4" }, "sizemode": "area", "sizeref": 824176.935, "symbol": "circle" }, "mode": "markers", "name": "", "showlegend": false, "type": "scattergeo" } ], "layout": { "geo": { "center": {}, "domain": { "x": [ 0, 1 ], "y": [ 0, 1 ] } }, "height": 800, "legend": { "itemsizing": "constant", "tracegroupgap": 0 }, "margin": { "t": 60 }, "template": { "data": { "bar": [ { "error_x": { "color": "#2a3f5f" }, "error_y": { "color": "#2a3f5f" }, "marker": { "line": { "color": "#E5ECF6", "width": 0.5 }, "pattern": { "fillmode": "overlay", "size": 10, "solidity": 0.2 } }, "type": "bar" } ], "barpolar": [ { "marker": { "line": { "color": "#E5ECF6", "width": 0.5 }, "pattern": { "fillmode": "overlay", "size": 10, "solidity": 0.2 } }, "type": "barpolar" } ], "carpet": [ { "aaxis": { "endlinecolor": "#2a3f5f", "gridcolor": "white", "linecolor": "white", "minorgridcolor": "white", "startlinecolor": "#2a3f5f" }, "baxis": { "endlinecolor": "#2a3f5f", "gridcolor": "white", "linecolor": "white", "minorgridcolor": "white", "startlinecolor": "#2a3f5f" }, "type": "carpet" } ], "choropleth": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "type": "choropleth" } ], "contour": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ], "type": "contour" } ], "contourcarpet": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "type": "contourcarpet" } ], "heatmap": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ], "type": "heatmap" } ], "histogram": [ { "marker": { "pattern": { "fillmode": "overlay", "size": 10, "solidity": 0.2 } }, "type": "histogram" } ], "histogram2d": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ], "type": "histogram2d" } ], "histogram2dcontour": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ], "type": "histogram2dcontour" } ], "mesh3d": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "type": "mesh3d" } ], "parcoords": [ { "line": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "parcoords" } ], "pie": [ { "automargin": true, "type": "pie" } ], "scatter": [ { "fillpattern": { "fillmode": "overlay", "size": 10, "solidity": 0.2 }, "type": "scatter" } ], "scatter3d": [ { "line": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatter3d" } ], "scattercarpet": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scattercarpet" } ], "scattergeo": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scattergeo" } ], "scattergl": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scattergl" } ], "scattermap": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scattermap" } ], "scattermapbox": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scattermapbox" } ], "scatterpolar": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatterpolar" } ], "scatterpolargl": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatterpolargl" } ], "scatterternary": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatterternary" } ], "surface": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ], "type": "surface" } ], "table": [ { "cells": { "fill": { "color": "#EBF0F8" }, "line": { "color": "white" } }, "header": { "fill": { "color": "#C8D4E3" }, "line": { "color": "white" } }, "type": "table" } ] }, "layout": { "annotationdefaults": { "arrowcolor": "#2a3f5f", "arrowhead": 0, "arrowwidth": 1 }, "autotypenumbers": "strict", "coloraxis": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "colorscale": { "diverging": [ [ 0, "#8e0152" ], [ 0.1, "#c51b7d" ], [ 0.2, "#de77ae" ], [ 0.3, "#f1b6da" ], [ 0.4, "#fde0ef" ], [ 0.5, "#f7f7f7" ], [ 0.6, "#e6f5d0" ], [ 0.7, "#b8e186" ], [ 0.8, "#7fbc41" ], [ 0.9, "#4d9221" ], [ 1, "#276419" ] ], "sequential": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ], "sequentialminus": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ] }, "colorway": [ "#636efa", "#EF553B", "#00cc96", "#ab63fa", "#FFA15A", "#19d3f3", "#FF6692", "#B6E880", "#FF97FF", "#FECB52" ], "font": { "color": "#2a3f5f" }, "geo": { "bgcolor": "white", "lakecolor": "white", "landcolor": "#E5ECF6", "showlakes": true, "showland": true, "subunitcolor": "white" }, "hoverlabel": { "align": "left" }, "hovermode": "closest", "mapbox": { "style": "light" }, "paper_bgcolor": "white", "plot_bgcolor": "#E5ECF6", "polar": { "angularaxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" }, "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", "gridwidth": 2, "linecolor": "white", "showbackground": true, "ticks": "", "zerolinecolor": "white" }, "zaxis": { "backgroundcolor": "#E5ECF6", "gridcolor": "white", "gridwidth": 2, "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": { "automargin": true, "gridcolor": "white", "linecolor": "white", "ticks": "", "title": { "standoff": 15 }, "zerolinecolor": "white", "zerolinewidth": 2 } } }, "width": 1000 } }, "image/png": "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" }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = px.scatter_geo(df, locations = 'country', size = 'pop', locationmode = 'country names', width=1000, height=800, size_max=40)\n", "fig.show()" ] }, { "cell_type": "code", "execution_count": 39, "id": "3406b967-2c22-450a-9a83-7be1a139bdc3", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "['country', 'continent', 'year', 'lifeExp', 'pop', 'gdpPercap', 'iso_alpha', 'iso_num']\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "C:\\Users\\Admin\\AppData\\Local\\Temp\\ipykernel_4112\\897180456.py:4: DeprecationWarning:\n", "\n", "The library used by the *country names* `locationmode` option is changing in an upcoming version. Country names in existing plots may not work in the new version. To ensure consistent behavior, consider setting `locationmode` to *ISO-3*.\n", "\n" ] }, { "data": { "application/vnd.plotly.v1+json": { "config": { "plotlyServerURL": "https://plot.ly" }, "data": [ { "geo": "geo", "hovertemplate": "%{hovertext}

pop=%{marker.size}
country=%{location}
lifeExp=%{marker.color}", "hovertext": [ "Afghanistan", "Albania", "Algeria", "Angola", "Argentina", "Australia", "Austria", "Bahrain", "Bangladesh", "Belgium", "Benin", "Bolivia", "Bosnia and Herzegovina", "Botswana", "Brazil", "Bulgaria", "Burkina Faso", "Burundi", "Cambodia", "Cameroon", "Canada", "Central African Republic", "Chad", "Chile", "China", "Colombia", "Comoros", "Congo, Dem. Rep.", "Congo, Rep.", "Costa Rica", "Cote d'Ivoire", "Croatia", "Cuba", "Czech Republic", "Denmark", "Djibouti", "Dominican Republic", "Ecuador", "Egypt", "El Salvador", "Equatorial Guinea", "Eritrea", "Ethiopia", "Finland", "France", "Gabon", "Gambia", "Germany", "Ghana", "Greece", "Guatemala", "Guinea", "Guinea-Bissau", "Haiti", "Honduras", "Hong Kong, China", "Hungary", "Iceland", "India", "Indonesia", "Iran", "Iraq", "Ireland", "Israel", "Italy", "Jamaica", "Japan", "Jordan", "Kenya", "Korea, Dem. Rep.", "Korea, Rep.", "Kuwait", "Lebanon", "Lesotho", "Liberia", "Libya", "Madagascar", "Malawi", "Malaysia", "Mali", "Mauritania", "Mauritius", "Mexico", "Mongolia", "Montenegro", "Morocco", "Mozambique", "Myanmar", "Namibia", "Nepal", "Netherlands", "New Zealand", "Nicaragua", "Niger", "Nigeria", "Norway", "Oman", "Pakistan", "Panama", "Paraguay", "Peru", "Philippines", "Poland", "Portugal", "Puerto Rico", "Reunion", "Romania", "Rwanda", "Sao Tome and Principe", "Saudi Arabia", "Senegal", "Serbia", "Sierra Leone", "Singapore", "Slovak Republic", "Slovenia", "Somalia", "South Africa", "Spain", "Sri Lanka", "Sudan", "Swaziland", "Sweden", "Switzerland", "Syria", "Taiwan", "Tanzania", "Thailand", "Togo", "Trinidad and Tobago", "Tunisia", "Turkey", "Uganda", "United Kingdom", "United States", "Uruguay", "Venezuela", "Vietnam", "West Bank and Gaza", "Yemen, Rep.", "Zambia", "Zimbabwe" ], "legendgroup": "", "locationmode": "country names", "locations": [ "Afghanistan", "Albania", "Algeria", "Angola", "Argentina", "Australia", "Austria", "Bahrain", "Bangladesh", "Belgium", "Benin", "Bolivia", "Bosnia and Herzegovina", "Botswana", "Brazil", "Bulgaria", "Burkina Faso", "Burundi", "Cambodia", "Cameroon", "Canada", "Central African Republic", "Chad", "Chile", "China", "Colombia", "Comoros", "Congo, Dem. Rep.", "Congo, Rep.", "Costa Rica", "Cote d'Ivoire", "Croatia", "Cuba", "Czech Republic", "Denmark", "Djibouti", "Dominican Republic", "Ecuador", "Egypt", "El Salvador", "Equatorial Guinea", "Eritrea", "Ethiopia", "Finland", "France", "Gabon", "Gambia", "Germany", "Ghana", "Greece", "Guatemala", "Guinea", "Guinea-Bissau", "Haiti", "Honduras", "Hong Kong, China", "Hungary", "Iceland", "India", "Indonesia", "Iran", "Iraq", "Ireland", "Israel", "Italy", "Jamaica", "Japan", "Jordan", "Kenya", "Korea, Dem. Rep.", "Korea, Rep.", "Kuwait", "Lebanon", "Lesotho", "Liberia", "Libya", "Madagascar", "Malawi", "Malaysia", "Mali", "Mauritania", "Mauritius", "Mexico", "Mongolia", "Montenegro", "Morocco", "Mozambique", "Myanmar", "Namibia", "Nepal", "Netherlands", "New Zealand", "Nicaragua", "Niger", "Nigeria", "Norway", "Oman", "Pakistan", "Panama", "Paraguay", "Peru", "Philippines", "Poland", "Portugal", "Puerto Rico", "Reunion", "Romania", "Rwanda", "Sao Tome and Principe", "Saudi Arabia", "Senegal", "Serbia", "Sierra Leone", "Singapore", "Slovak Republic", "Slovenia", "Somalia", "South Africa", "Spain", "Sri Lanka", "Sudan", "Swaziland", "Sweden", "Switzerland", "Syria", "Taiwan", "Tanzania", "Thailand", "Togo", "Trinidad and Tobago", "Tunisia", "Turkey", "Uganda", "United Kingdom", "United States", "Uruguay", "Venezuela", "Vietnam", "West Bank and Gaza", "Yemen, Rep.", "Zambia", "Zimbabwe" ], "marker": { "color": { "bdata": "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", "dtype": "f8" }, "coloraxis": "coloraxis", "size": { "bdata": "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", "dtype": "i4" }, "sizemode": "area", "sizeref": 824176.935, "symbol": "circle" }, "mode": "markers", "name": "", "showlegend": false, "type": "scattergeo" } ], "layout": { "coloraxis": { "colorbar": { "title": { "text": "lifeExp" } }, "colorscale": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ] }, "geo": { "center": {}, "domain": { "x": [ 0, 1 ], "y": [ 0, 1 ] } }, "height": 800, "legend": { "itemsizing": "constant", "tracegroupgap": 0 }, "template": { "data": { "bar": [ { "error_x": { "color": "#2a3f5f" }, "error_y": { "color": "#2a3f5f" }, "marker": { "line": { "color": "#E5ECF6", "width": 0.5 }, "pattern": { "fillmode": "overlay", "size": 10, "solidity": 0.2 } }, "type": "bar" } ], "barpolar": [ { "marker": { "line": { "color": "#E5ECF6", "width": 0.5 }, "pattern": { "fillmode": "overlay", "size": 10, "solidity": 0.2 } }, "type": "barpolar" } ], "carpet": [ { "aaxis": { "endlinecolor": "#2a3f5f", "gridcolor": "white", "linecolor": "white", "minorgridcolor": "white", "startlinecolor": "#2a3f5f" }, "baxis": { "endlinecolor": "#2a3f5f", "gridcolor": "white", "linecolor": "white", "minorgridcolor": "white", "startlinecolor": "#2a3f5f" }, "type": "carpet" } ], "choropleth": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "type": "choropleth" } ], "contour": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ], "type": "contour" } ], "contourcarpet": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "type": "contourcarpet" } ], "heatmap": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ], "type": "heatmap" } ], "histogram": [ { "marker": { "pattern": { "fillmode": "overlay", "size": 10, "solidity": 0.2 } }, "type": "histogram" } ], "histogram2d": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ], "type": "histogram2d" } ], "histogram2dcontour": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ], "type": "histogram2dcontour" } ], "mesh3d": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "type": "mesh3d" } ], "parcoords": [ { "line": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "parcoords" } ], "pie": [ { "automargin": true, "type": "pie" } ], "scatter": [ { "fillpattern": { "fillmode": "overlay", "size": 10, "solidity": 0.2 }, "type": "scatter" } ], "scatter3d": [ { "line": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatter3d" } ], "scattercarpet": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scattercarpet" } ], "scattergeo": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scattergeo" } ], "scattergl": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scattergl" } ], "scattermap": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scattermap" } ], "scattermapbox": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scattermapbox" } ], "scatterpolar": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatterpolar" } ], "scatterpolargl": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatterpolargl" } ], "scatterternary": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatterternary" } ], "surface": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ], "type": "surface" } ], "table": [ { "cells": { "fill": { "color": "#EBF0F8" }, "line": { "color": "white" } }, "header": { "fill": { "color": "#C8D4E3" }, "line": { "color": "white" } }, "type": "table" } ] }, "layout": { "annotationdefaults": { "arrowcolor": "#2a3f5f", "arrowhead": 0, "arrowwidth": 1 }, "autotypenumbers": "strict", "coloraxis": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "colorscale": { "diverging": [ [ 0, "#8e0152" ], [ 0.1, "#c51b7d" ], [ 0.2, "#de77ae" ], [ 0.3, "#f1b6da" ], [ 0.4, "#fde0ef" ], [ 0.5, "#f7f7f7" ], [ 0.6, "#e6f5d0" ], [ 0.7, "#b8e186" ], [ 0.8, "#7fbc41" ], [ 0.9, "#4d9221" ], [ 1, "#276419" ] ], "sequential": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ], "sequentialminus": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ] }, "colorway": [ "#636efa", "#EF553B", "#00cc96", "#ab63fa", "#FFA15A", "#19d3f3", "#FF6692", "#B6E880", "#FF97FF", "#FECB52" ], "font": { "color": "#2a3f5f" }, "geo": { "bgcolor": "white", "lakecolor": "white", "landcolor": "#E5ECF6", "showlakes": true, "showland": true, "subunitcolor": "white" }, "hoverlabel": { "align": "left" }, "hovermode": "closest", "mapbox": { "style": "light" }, "paper_bgcolor": "white", "plot_bgcolor": "#E5ECF6", "polar": { "angularaxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" }, "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", "gridwidth": 2, "linecolor": "white", "showbackground": true, "ticks": "", "zerolinecolor": "white" }, "zaxis": { "backgroundcolor": "#E5ECF6", "gridcolor": "white", "gridwidth": 2, "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": { "automargin": true, "gridcolor": "white", "linecolor": "white", "ticks": "", "title": { "standoff": 15 }, "zerolinecolor": "white", "zerolinewidth": 2 } } }, "title": { "text": "Страны по населению и продолжительности жизни" }, "width": 1000 } }, "image/png": "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" }, "metadata": {}, "output_type": "display_data" } ], "source": [ "df = px.data.gapminder().query(\"year == 2007\")\n", "print(df.columns.tolist())\n", "\n", "fig = px.scatter_geo(df, locations = 'country', size = 'pop', locationmode = 'country names', color = 'lifeExp', hover_name = 'country', title='Страны по населению и продолжительности жизни', width=1000, height=800, size_max=40)\n", "fig.show()" ] }, { "cell_type": "code", "execution_count": 40, "id": "e39b6707-0005-4b79-812d-bcd9be4cc11f", "metadata": {}, "outputs": [ { "data": { "application/vnd.plotly.v1+json": { "config": { "plotlyServerURL": "https://plot.ly" }, "data": [ { "hovertemplate": "%{hovertext}

continent=Asia
gdpPercap=%{x}
lifeExp=%{y}
pop=%{marker.size}", "hovertext": [ "Afghanistan", "Bahrain", "Bangladesh", "Cambodia", "China", "Hong Kong, China", "India", "Indonesia", "Iran", "Iraq", "Israel", "Japan", "Jordan", "Korea, Dem. Rep.", "Korea, Rep.", "Kuwait", "Lebanon", "Malaysia", "Mongolia", "Myanmar", "Nepal", "Oman", "Pakistan", "Philippines", "Saudi Arabia", "Singapore", "Sri Lanka", "Syria", "Taiwan", "Thailand", "Vietnam", "West Bank and Gaza", "Yemen, Rep." ], "legendgroup": "Asia", "marker": { "color": "#636efa", "size": { "bdata": "A5rmAd3PCgDTqPcIkqLXANiBmU48g2oAq00vQngOUw0CxyMEdpyjATcQYgDEAZkHSV1cAF2OYwE2XewCVzsmAH7VOwAmvnoBD9srADzK2AKeAbkBIecwAFndFgqnum0FjiilATF5RQB/8jYBO7gmAZacYQF13OADFAAVBZxQPQCf7FIB", "dtype": "i4" }, "sizemode": "area", "sizeref": 3296707.74, "symbol": "circle" }, "mode": "markers", "name": "Asia", "orientation": "v", "showlegend": true, "type": "scatter", "x": { "bdata": "54R1iKR0jkDGpwAYAxndQPLPDOIDvZVAat/cXx3HmkDRXRJnHV+zQHK/Q1GfZeNAs193umsoo0CA7suZTamrQKmHaHTbqsZAbVUS2Q93sUBuowG80ezYQItUGFsE6t5A3XpND3ansUArajANQ+SYQBMZVvEIzdZASBtHrF8Z50B3hNOCh27EQFwgQfHTUchATsEaZ4svqEAAAAAAAICNQEjfpGlwDZFAmGn7VwzL1UCwrDQp5VukQLWpukf27KhAD0WBPrUl1UCiYpy/5QTnQJ6xL9kwBK9ATIqPT4xYsECOHr+3kQvcQIOvr3VlIr1AkdJsHicTo0BqNLkYs6KnQP2FHjGK0aFA", "dtype": "f8" }, "xaxis": "x", "y": { "bdata": "RIts5/vpRUBxPQrXo+hSQIcW2c73A1BABoGVQ4vcTUAv3SQGgT1SQFpkO99PjVRA6iYxCKwsUECamZmZmalRQARWDi2yvVFA9ihcj8LFTUBI4XoUri9UQDvfT42XplRACtejcD0iUkBeukkMAtNQQB1aZDvfp1NAFIPAyqFlU0BkO99Pjf9RQIGVQ4tsj1JACKwcWmSzUEBGtvP91AhPQBSuR+F65E9AKVyPwvXoUkD0/dR46V5QQHnpJjEI7FFAfT81XroxUkCR7Xw/Nf5TQNNNYhBYGVJA/tR46SaJUkCamZmZmZlTQIGVQ4tsp1FADi2yne+PUkBeukkMAltSQNNNYhBYWU9A", "dtype": "f8" }, "yaxis": "y" }, { "hovertemplate": "%{hovertext}

continent=Europe
gdpPercap=%{x}
lifeExp=%{y}
pop=%{marker.size}", "hovertext": [ "Albania", "Austria", "Belgium", "Bosnia and Herzegovina", "Bulgaria", "Croatia", "Czech Republic", "Denmark", "Finland", "France", "Germany", "Greece", "Hungary", "Iceland", "Ireland", "Italy", "Montenegro", "Netherlands", "Norway", "Poland", "Portugal", "Romania", "Serbia", "Slovak Republic", "Slovenia", "Spain", "Sweden", "Switzerland", "Turkey", "United Kingdom" ], "legendgroup": "Europe", "marker": { "color": "#EF553B", "size": { "bdata": "i/A2AGcefQCikp4ABnZFAOq8bwAAkEQACBScANhvUwC87k8ADBGkA+RW6QRyXaMADOuXAGubBAAesz4AlUN3A8ByCgD12PwA1p1GAOG9SwKUZaIA2OdTAXnhmgBOH1MAnageAL8waQKwzYkAZUZzAHfLPQQuX58D", "dtype": "i4" }, "sizemode": "area", "sizeref": 3296707.74, "symbol": "circle" }, "mode": "markers", "name": "Europe", "orientation": "v", "showlegend": true, "type": "scatter", "x": { "bdata": "YBQEjwcxt0BYyjLEz6PhQG+70FyTc+BA8nhafkwWvUDPMSB7ZdzEQBTGFoKcjcxAH7qgvlNM1kCxbVFmzTnhQPmgZ7PiNuBAduCcEYHB3UC+TX/2l2rfQHjuPVya5NpAQni0cTyW0UALYwtBmarhQCxlGeJ/3ONAvJaQD27m20BL58Oz8hLCQJbnwd299+FAVmXfFaYZ6ECjC+pb9g7OQFVNEHVpB9RA09nJ4DwcxUBbI4JxRB3DQGB2Tx6UPdJAcsRafBAq2UAwKqkTRCXcQP+ye/J3iOBAGH0FaU1Q4kCSCI1gI4XAQOPfZ1xoNuBA", "dtype": "f8" }, "xaxis": "x", "y": { "bdata": "UI2XbhIbU0CTGARWDvVTQE5iEFg53FNASgwCK4e2UkC4HoXrUUBSQB1aZDvf71JAyXa+nxofU0Boke18P5VTQHnpJjEI1FNANV66SQwqVEBEi2zn+9lTQPT91Hjp3lNAFIPAyqFVUkCcxCCwcnBUQHE9CtejuFNAbef7qfEiVECYbhKDwKJSQFTjpZvE8FNABoGVQ4sMVEB56SYxCORSQIPAyqFFhlNAWDm0yHYeUkDjpZvEIIBSQN9PjZduqlJAJQaBlUN7U0BOYhBYOTxUQH9qvHSTOFRAwJ8aL91sVEB9PzVeuvFRQDMzMzMz21NA", "dtype": "f8" }, "yaxis": "y" }, { "hovertemplate": "%{hovertext}

continent=Africa
gdpPercap=%{x}
lifeExp=%{y}
pop=%{marker.size}", "hovertext": [ "Algeria", "Angola", "Benin", "Botswana", "Burkina Faso", "Burundi", "Cameroon", "Central African Republic", "Chad", "Comoros", "Congo, Dem. Rep.", "Congo, Rep.", "Cote d'Ivoire", "Djibouti", "Egypt", "Equatorial Guinea", "Eritrea", "Ethiopia", "Gabon", "Gambia", "Ghana", "Guinea", "Guinea-Bissau", "Kenya", "Lesotho", "Liberia", "Libya", "Madagascar", "Malawi", "Mali", "Mauritania", "Mauritius", "Morocco", "Mozambique", "Namibia", "Niger", "Nigeria", "Reunion", "Rwanda", "Sao Tome and Principe", "Senegal", "Sierra Leone", "Somalia", "South Africa", "Sudan", "Swaziland", "Tanzania", "Togo", "Tunisia", "Uganda", "Zambia", "Zimbabwe" ], "legendgroup": "Africa", "marker": { "color": "#00cc96", "size": { "bdata": "4J/8AXyFvQDqQ3sA2wIZALuZ2gBpB4AAJQYOAY6qQgBXO5wAMNkKACfS2QMi/jkA4dwSAfaSBwBfvcgEIWkIAFneSgCPeo8EEzMWACfDGQD6BF0BpsqXACl2FgBBXh8C6bUeAFa8MACyHVwApnkkAedaywAzl7cAseUxAEIWEwD3FwMCKHAwAahbHwCRwsQAfGkMCI4tDACsM4cAmwsDAOUvuwAywl0ANSSLAIRanwLBVoUCCkoRAPj2RQLL/1YAPs2cAN4avQHzOrMAZ9q7AA==", "dtype": "i4" }, "sizemode": "area", "sizeref": 3296707.74, "symbol": "circle" }, "mode": "markers", "name": "Africa", "orientation": "v", "showlegend": true, "type": "scatter", "x": { "bdata": "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", "dtype": "f8" }, "xaxis": "x", "y": { "bdata": "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", "dtype": "f8" }, "yaxis": "y" }, { "hovertemplate": "%{hovertext}

continent=Americas
gdpPercap=%{x}
lifeExp=%{y}
pop=%{marker.size}", "hovertext": [ "Argentina", "Bolivia", "Brazil", "Canada", "Chile", "Colombia", "Costa Rica", "Cuba", "Dominican Republic", "Ecuador", "El Salvador", "Guatemala", "Haiti", "Honduras", "Jamaica", "Mexico", "Nicaragua", "Panama", "Paraguay", "Peru", "Puerto Rico", "Trinidad and Tobago", "United States", "Uruguay", "Venezuela" ], "legendgroup": "Americas", "marker": { "color": "#ab63fa", "size": { "bdata": "Z/VmArAliwAXVVMLPX79AUV8+ADe26IC/BM/AJs1rgDGNI4AIOXRACjkaQAA2b8AHr6BAHMxcgDkayoA26R6BlyZVgC9eDEAi7tlAMWKtQFbKDwAYB8QAOsH8xHImjQANgWOAQ==", "dtype": "i4" }, "sizemode": "area", "sizeref": 3296707.74, "symbol": "circle" }, "mode": "markers", "name": "Americas", "orientation": "v", "showlegend": true, "type": "scatter", "x": { "bdata": "ICQLmLD1yECcwd8vRtytQGkAb4HmtMFAB7Ezhee74UCGONbF0bnJQPruVpaUXrtAqU2c3IfWwkCBs5QsDXrBQB5Av+9fibdA5fbLJ0PZukCuvOR/WmC2QLQh/8wMQrRAECIZcozGkkAInKVkqbirQOu12VjhmLxAQQ5KmMlkx0BSRIZVpHqlQHui68KXKMNA4KKTpdZMsECIf9jS5/C8QKJ6a2At4NJAdF5jlyCW0UDr/xzm9PjkQDCeQUO7ucRAW5TZIOdLxkA=", "dtype": "f8" }, "xaxis": "x", "y": { "bdata": "FK5H4XrUUkD6fmq8dGNQQClcj8L1GFJAbxKDwMopVEAIrBxaZKNTQDeJQWDlOFJANV66SQyyU0C28/3UeJFTQNejcD0KD1JAVg4tsp2/UkDVeOkmMfhRQH9qvHSTkFFAaJHtfD91TkDqJjEIrIxRQD81XrpJJFJAFK5H4XoMU0Coxks3iTlSQOx8PzVe4lJA46WbxCDwUUBt5/up8dpRQDu0yHa+r1NAI9v5fmp0UUBzaJHtfI9TQH9qvHSTGFNAK4cW2c5vUkA=", "dtype": "f8" }, "yaxis": "y" }, { "hovertemplate": "%{hovertext}

continent=Oceania
gdpPercap=%{x}
lifeExp=%{y}
pop=%{marker.size}", "hovertext": [ "Australia", "New Zealand" ], "legendgroup": "Oceania", "marker": { "color": "#FFA15A", "size": { "bdata": "AM03ATvNPgA=", "dtype": "i4" }, "sizemode": "area", "sizeref": 3296707.74, "symbol": "circle" }, "mode": "markers", "name": "Oceania", "orientation": "v", "showlegend": true, "type": "scatter", "x": { "bdata": "54cRwmvQ4EAEHEKVQJjYQA==", "dtype": "f8" }, "xaxis": "x", "y": { "bdata": "16NwPQpPVECTGARWDg1UQA==", "dtype": "f8" }, "yaxis": "y" } ], "layout": { "legend": { "itemsizing": "constant", "title": { "text": "continent" }, "tracegroupgap": 0 }, "template": { "data": { "bar": [ { "error_x": { "color": "#2a3f5f" }, "error_y": { "color": "#2a3f5f" }, "marker": { "line": { "color": "#E5ECF6", "width": 0.5 }, "pattern": { "fillmode": "overlay", "size": 10, "solidity": 0.2 } }, "type": "bar" } ], "barpolar": [ { "marker": { "line": { "color": "#E5ECF6", "width": 0.5 }, "pattern": { "fillmode": "overlay", "size": 10, "solidity": 0.2 } }, "type": "barpolar" } ], "carpet": [ { "aaxis": { "endlinecolor": "#2a3f5f", "gridcolor": "white", "linecolor": "white", "minorgridcolor": "white", "startlinecolor": "#2a3f5f" }, "baxis": { "endlinecolor": "#2a3f5f", "gridcolor": "white", "linecolor": "white", "minorgridcolor": "white", "startlinecolor": "#2a3f5f" }, "type": "carpet" } ], "choropleth": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "type": "choropleth" } ], "contour": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ], "type": "contour" } ], "contourcarpet": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "type": "contourcarpet" } ], "heatmap": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ], "type": "heatmap" } ], "histogram": [ { "marker": { "pattern": { "fillmode": "overlay", "size": 10, "solidity": 0.2 } }, "type": "histogram" } ], "histogram2d": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ], "type": "histogram2d" } ], "histogram2dcontour": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ], "type": "histogram2dcontour" } ], "mesh3d": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "type": "mesh3d" } ], "parcoords": [ { "line": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "parcoords" } ], "pie": [ { "automargin": true, "type": "pie" } ], "scatter": [ { "fillpattern": { "fillmode": "overlay", "size": 10, "solidity": 0.2 }, "type": "scatter" } ], "scatter3d": [ { "line": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatter3d" } ], "scattercarpet": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scattercarpet" } ], "scattergeo": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scattergeo" } ], "scattergl": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scattergl" } ], "scattermap": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scattermap" } ], "scattermapbox": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scattermapbox" } ], "scatterpolar": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatterpolar" } ], "scatterpolargl": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatterpolargl" } ], "scatterternary": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatterternary" } ], "surface": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ], "type": "surface" } ], "table": [ { "cells": { "fill": { "color": "#EBF0F8" }, "line": { "color": "white" } }, "header": { "fill": { "color": "#C8D4E3" }, "line": { "color": "white" } }, "type": "table" } ] }, "layout": { "annotationdefaults": { "arrowcolor": "#2a3f5f", "arrowhead": 0, "arrowwidth": 1 }, "autotypenumbers": "strict", "coloraxis": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "colorscale": { "diverging": [ [ 0, "#8e0152" ], [ 0.1, "#c51b7d" ], [ 0.2, "#de77ae" ], [ 0.3, "#f1b6da" ], [ 0.4, "#fde0ef" ], [ 0.5, "#f7f7f7" ], [ 0.6, "#e6f5d0" ], [ 0.7, "#b8e186" ], [ 0.8, "#7fbc41" ], [ 0.9, "#4d9221" ], [ 1, "#276419" ] ], "sequential": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ], "sequentialminus": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ] }, "colorway": [ "#636efa", "#EF553B", "#00cc96", "#ab63fa", "#FFA15A", "#19d3f3", "#FF6692", "#B6E880", "#FF97FF", "#FECB52" ], "font": { "color": "#2a3f5f" }, "geo": { "bgcolor": "white", "lakecolor": "white", "landcolor": "#E5ECF6", "showlakes": true, "showland": true, "subunitcolor": "white" }, "hoverlabel": { "align": "left" }, "hovermode": "closest", "mapbox": { "style": "light" }, "paper_bgcolor": "white", "plot_bgcolor": "#E5ECF6", "polar": { "angularaxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" }, "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", "gridwidth": 2, "linecolor": "white", "showbackground": true, "ticks": "", "zerolinecolor": "white" }, "zaxis": { "backgroundcolor": "#E5ECF6", "gridcolor": "white", "gridwidth": 2, "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": { "automargin": true, "gridcolor": "white", "linecolor": "white", "ticks": "", "title": { "standoff": 15 }, "zerolinecolor": "white", "zerolinewidth": 2 } } }, "title": { "text": "Ожидаемая продолжительность жизни vs ВВП на душу населения" }, "xaxis": { "anchor": "y", "domain": [ 0, 1 ], "title": { "text": "gdpPercap" }, "type": "log" }, "yaxis": { "anchor": "x", "domain": [ 0, 1 ], "title": { "text": "lifeExp" } } } }, "image/png": "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" }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig1 = px.scatter(df, \n", " x='gdpPercap', \n", " y='lifeExp',\n", " size='pop',\n", " color='continent',\n", " hover_name='country',\n", " log_x=True,\n", " title='Ожидаемая продолжительность жизни vs ВВП на душу населения')\n", "fig1.show()" ] }, { "cell_type": "code", "execution_count": 52, "id": "1e3b10d7-c09a-4c78-855a-97d7a100a236", "metadata": {}, "outputs": [ { "data": { "application/vnd.plotly.v1+json": { "config": { "plotlyServerURL": "https://plot.ly" }, "data": [ { "hovertemplate": "Континент=%{x}
Население (чел)=%{text}", "legendgroup": "", "marker": { "color": "#636efa", "pattern": { "shape": "" } }, "name": "", "orientation": "v", "showlegend": false, "text": { "bdata": "AAAANtOzy0EAAADI18nKQQAAYJS5ZuxBAACAsJN3wUEAAACwo2l3QQ==", "dtype": "f8" }, "textposition": "auto", "type": "bar", "x": [ "Africa", "Americas", "Asia", "Europe", "Oceania" ], "xaxis": "x", "y": [ 929539692, 898871184, 3811953827, 586098529, 24549947 ], "yaxis": "y" } ], "layout": { "barmode": "relative", "legend": { "tracegroupgap": 0 }, "template": { "data": { "bar": [ { "error_x": { "color": "#2a3f5f" }, "error_y": { "color": "#2a3f5f" }, "marker": { "line": { "color": "#E5ECF6", "width": 0.5 }, "pattern": { "fillmode": "overlay", "size": 10, "solidity": 0.2 } }, "type": "bar" } ], "barpolar": [ { "marker": { "line": { "color": "#E5ECF6", "width": 0.5 }, "pattern": { "fillmode": "overlay", "size": 10, "solidity": 0.2 } }, "type": "barpolar" } ], "carpet": [ { "aaxis": { "endlinecolor": "#2a3f5f", "gridcolor": "white", "linecolor": "white", "minorgridcolor": "white", "startlinecolor": "#2a3f5f" }, "baxis": { "endlinecolor": "#2a3f5f", "gridcolor": "white", "linecolor": "white", "minorgridcolor": "white", "startlinecolor": "#2a3f5f" }, "type": "carpet" } ], "choropleth": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "type": "choropleth" } ], "contour": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ], "type": "contour" } ], "contourcarpet": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "type": "contourcarpet" } ], "heatmap": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ], "type": "heatmap" } ], "histogram": [ { "marker": { "pattern": { "fillmode": "overlay", "size": 10, "solidity": 0.2 } }, "type": "histogram" } ], "histogram2d": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ], "type": "histogram2d" } ], "histogram2dcontour": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ], "type": "histogram2dcontour" } ], "mesh3d": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "type": "mesh3d" } ], "parcoords": [ { "line": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "parcoords" } ], "pie": [ { "automargin": true, "type": "pie" } ], "scatter": [ { "fillpattern": { "fillmode": "overlay", "size": 10, "solidity": 0.2 }, "type": "scatter" } ], "scatter3d": [ { "line": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatter3d" } ], "scattercarpet": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scattercarpet" } ], "scattergeo": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scattergeo" } ], "scattergl": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scattergl" } ], "scattermap": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scattermap" } ], "scattermapbox": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scattermapbox" } ], "scatterpolar": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatterpolar" } ], "scatterpolargl": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatterpolargl" } ], "scatterternary": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatterternary" } ], "surface": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ], "type": "surface" } ], "table": [ { "cells": { "fill": { "color": "#EBF0F8" }, "line": { "color": "white" } }, "header": { "fill": { "color": "#C8D4E3" }, "line": { "color": "white" } }, "type": "table" } ] }, "layout": { "annotationdefaults": { "arrowcolor": "#2a3f5f", "arrowhead": 0, "arrowwidth": 1 }, "autotypenumbers": "strict", "coloraxis": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "colorscale": { "diverging": [ [ 0, "#8e0152" ], [ 0.1, "#c51b7d" ], [ 0.2, "#de77ae" ], [ 0.3, "#f1b6da" ], [ 0.4, "#fde0ef" ], [ 0.5, "#f7f7f7" ], [ 0.6, "#e6f5d0" ], [ 0.7, "#b8e186" ], [ 0.8, "#7fbc41" ], [ 0.9, "#4d9221" ], [ 1, "#276419" ] ], "sequential": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ], "sequentialminus": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ] }, "colorway": [ "#636efa", "#EF553B", "#00cc96", "#ab63fa", "#FFA15A", "#19d3f3", "#FF6692", "#B6E880", "#FF97FF", "#FECB52" ], "font": { "color": "#2a3f5f" }, "geo": { "bgcolor": "white", "lakecolor": "white", "landcolor": "#E5ECF6", "showlakes": true, "showland": true, "subunitcolor": "white" }, "hoverlabel": { "align": "left" }, "hovermode": "closest", "mapbox": { "style": "light" }, "paper_bgcolor": "white", "plot_bgcolor": "#E5ECF6", "polar": { "angularaxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" }, "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", "gridwidth": 2, "linecolor": "white", "showbackground": true, "ticks": "", "zerolinecolor": "white" }, "zaxis": { "backgroundcolor": "#E5ECF6", "gridcolor": "white", "gridwidth": 2, "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": { "automargin": true, "gridcolor": "white", "linecolor": "white", "ticks": "", "title": { "standoff": 15 }, "zerolinecolor": "white", "zerolinewidth": 2 } } }, "title": { "text": "Население по континентам" }, "xaxis": { "anchor": "y", "domain": [ 0, 1 ], "title": { "text": "Континент" } }, "yaxis": { "anchor": "x", "domain": [ 0, 1 ], "title": { "text": "Население (чел)" } } } }, "image/png": "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" }, "metadata": {}, "output_type": "display_data" } ], "source": [ "pop_by_continent = df.groupby('continent')['pop'].sum().reset_index()\n", "\n", "fig2 = px.bar(pop_by_continent,\n", " x='continent',\n", " y='pop',\n", " title='Население по континентам',\n", " labels={'pop': 'Население', 'continent': 'Континент'},\n", " text='pop')\n", "fig2.show()\n" ] }, { "cell_type": "code", "execution_count": 50, "id": "c3a0b788-5cff-426c-8c6d-dc4c9e3c67a8", "metadata": {}, "outputs": [ { "data": { "application/vnd.plotly.v1+json": { "config": { "plotlyServerURL": "https://plot.ly" }, "data": [ { "hovertemplate": "continent=%{x}
gdpPercap=%{y}", "legendgroup": "", "marker": { "color": "#636efa", "pattern": { "shape": "" } }, "name": "", "orientation": "v", "showlegend": false, "textposition": "auto", "type": "bar", "x": [ "Africa", "Americas", "Asia", "Europe", "Oceania" ], "xaxis": "x", "y": { "bdata": "QWqRsRAiqEB2v0wMhH3FQPQDe3CDXMhAkIUf05532EDplbIMjBzdQA==", "dtype": "f8" }, "yaxis": "y" } ], "layout": { "barmode": "relative", "legend": { "tracegroupgap": 0 }, "template": { "data": { "bar": [ { "error_x": { "color": "#2a3f5f" }, "error_y": { "color": "#2a3f5f" }, "marker": { "line": { "color": "#E5ECF6", "width": 0.5 }, "pattern": { "fillmode": "overlay", "size": 10, "solidity": 0.2 } }, "type": "bar" } ], "barpolar": [ { "marker": { "line": { "color": "#E5ECF6", "width": 0.5 }, "pattern": { "fillmode": "overlay", "size": 10, "solidity": 0.2 } }, "type": "barpolar" } ], "carpet": [ { "aaxis": { "endlinecolor": "#2a3f5f", "gridcolor": "white", "linecolor": "white", "minorgridcolor": "white", "startlinecolor": "#2a3f5f" }, "baxis": { "endlinecolor": "#2a3f5f", "gridcolor": "white", "linecolor": "white", "minorgridcolor": "white", "startlinecolor": "#2a3f5f" }, "type": "carpet" } ], "choropleth": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "type": "choropleth" } ], "contour": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ], "type": "contour" } ], "contourcarpet": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "type": "contourcarpet" } ], "heatmap": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ], "type": "heatmap" } ], "histogram": [ { "marker": { "pattern": { "fillmode": "overlay", "size": 10, "solidity": 0.2 } }, "type": "histogram" } ], "histogram2d": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ], "type": "histogram2d" } ], "histogram2dcontour": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ], "type": "histogram2dcontour" } ], "mesh3d": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "type": "mesh3d" } ], "parcoords": [ { "line": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "parcoords" } ], "pie": [ { "automargin": true, "type": "pie" } ], "scatter": [ { "fillpattern": { "fillmode": "overlay", "size": 10, "solidity": 0.2 }, "type": "scatter" } ], "scatter3d": [ { "line": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatter3d" } ], "scattercarpet": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scattercarpet" } ], "scattergeo": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scattergeo" } ], "scattergl": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scattergl" } ], "scattermap": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scattermap" } ], "scattermapbox": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scattermapbox" } ], "scatterpolar": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatterpolar" } ], "scatterpolargl": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatterpolargl" } ], "scatterternary": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatterternary" } ], "surface": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ], "type": "surface" } ], "table": [ { "cells": { "fill": { "color": "#EBF0F8" }, "line": { "color": "white" } }, "header": { "fill": { "color": "#C8D4E3" }, "line": { "color": "white" } }, "type": "table" } ] }, "layout": { "annotationdefaults": { "arrowcolor": "#2a3f5f", "arrowhead": 0, "arrowwidth": 1 }, "autotypenumbers": "strict", "coloraxis": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "colorscale": { "diverging": [ [ 0, "#8e0152" ], [ 0.1, "#c51b7d" ], [ 0.2, "#de77ae" ], [ 0.3, "#f1b6da" ], [ 0.4, "#fde0ef" ], [ 0.5, "#f7f7f7" ], [ 0.6, "#e6f5d0" ], [ 0.7, "#b8e186" ], [ 0.8, "#7fbc41" ], [ 0.9, "#4d9221" ], [ 1, "#276419" ] ], "sequential": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ], "sequentialminus": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ] }, "colorway": [ "#636efa", "#EF553B", "#00cc96", "#ab63fa", "#FFA15A", "#19d3f3", "#FF6692", "#B6E880", "#FF97FF", "#FECB52" ], "font": { "color": "#2a3f5f" }, "geo": { "bgcolor": "white", "lakecolor": "white", "landcolor": "#E5ECF6", "showlakes": true, "showland": true, "subunitcolor": "white" }, "hoverlabel": { "align": "left" }, "hovermode": "closest", "mapbox": { "style": "light" }, "paper_bgcolor": "white", "plot_bgcolor": "#E5ECF6", "polar": { "angularaxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" }, "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", "gridwidth": 2, "linecolor": "white", "showbackground": true, "ticks": "", "zerolinecolor": "white" }, "zaxis": { "backgroundcolor": "#E5ECF6", "gridcolor": "white", "gridwidth": 2, "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": { "automargin": true, "gridcolor": "white", "linecolor": "white", "ticks": "", "title": { "standoff": 15 }, "zerolinecolor": "white", "zerolinewidth": 2 } } }, "title": { "text": "Средний ВВП на душу населения по континентам" }, "xaxis": { "anchor": "y", "domain": [ 0, 1 ], "title": { "text": "continent" } }, "yaxis": { "anchor": "x", "domain": [ 0, 1 ], "title": { "text": "gdpPercap" } } } }, "image/png": "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" }, "metadata": {}, "output_type": "display_data" } ], "source": [ "avg_gdp_continent = df_latest.groupby('continent')['gdpPercap'].mean().reset_index()\n", "\n", "fig3 = px.bar(avg_gdp_continent,\n", " x='continent',\n", " y='gdpPercap',\n", " title='Средний ВВП на душу населения по континентам')\n", "fig3.show()" ] }, { "cell_type": "code", "execution_count": null, "id": "b74875eb-9fcc-4cd5-95ed-9ceddc71c99f", "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": "3.13.9" } }, "nbformat": 4, "nbformat_minor": 5 }