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nicolaskruchten/pythonplot.ipynb

Created September 15, 2020 20:29
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pythonplot.ipynb
{
"cells": [
{
"cell_type": "code",
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"metadata": {},
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"source": [
"import pandas as pd\n",
"import numpy as np\n",
"import plotly.express as px\n",
"\n",
"mpg = pd.read_csv('https://raw.githubusercontent.com/tidyverse/ggplot2/master/data-raw/mpg.csv')\n",
"diamonds = pd.read_csv('https://raw.githubusercontent.com/tidyverse/ggplot2/master/data-raw/diamonds.csv')\n",
"\n",
"ts = (pd\n",
" .Series(np.random.randn(1000), \n",
" index=pd.date_range('1/1/2000', periods=1000))\n",
" .cumsum()\n",
" .to_frame()\n",
" .reset_index()\n",
" )\n",
"ts.columns = ['date', 'value']"
]
},
{
"cell_type": "code",
"execution_count": 43,
"metadata": {},
"outputs": [],
"source": [
"import plotly.io as pio\n",
"pio.renderers.default=\"svg\"\n",
"pio.renderers[\"svg\"].width=900\n",
"pio.renderers[\"svg\"].height=900\n"
]
},
{
"cell_type": "code",
"execution_count": 44,
"metadata": {},
"outputs": [
{
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],
"source": [
"px.histogram(mpg, y=\"manufacturer\", title='Number of Cars by Make')"
]
},
{
"cell_type": "code",
"execution_count": 45,
"metadata": {},
"outputs": [
{
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]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"px.histogram(mpg, x=\"cty\")"
]
},
{
"cell_type": "code",
"execution_count": 46,
"metadata": {},
"outputs": [
{
"data": {
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}
],
"source": [
"px.scatter(mpg, x=\"displ\", y=\"hwy\", title='Engine Displacement in Liters vs Highway MPG',\n",
" labels=dict(displ='Engine Displacement in Liters', hwy='Highway MPG'))"
]
},
{
"cell_type": "code",
"execution_count": 47,
"metadata": {},
"outputs": [
{
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font-size: 12px; fill: rgb(42, 63, 95); fill-opacity: 1; white-space: pre;\">0</text></g><g class=\"ytick\"><text text-anchor=\"end\" x=\"79\" y=\"4.199999999999999\" transform=\"translate(0,437.09)\" style=\"font-family: 'Open Sans', verdana, arial, sans-serif; font-size: 12px; fill: rgb(42, 63, 95); fill-opacity: 1; white-space: pre;\">5</text></g><g class=\"ytick\"><text text-anchor=\"end\" x=\"79\" y=\"4.199999999999999\" transform=\"translate(0,345.81)\" style=\"font-family: 'Open Sans', verdana, arial, sans-serif; font-size: 12px; fill: rgb(42, 63, 95); fill-opacity: 1; white-space: pre;\">10</text></g><g class=\"ytick\"><text text-anchor=\"end\" x=\"79\" y=\"4.199999999999999\" transform=\"translate(0,254.53)\" style=\"font-family: 'Open Sans', verdana, arial, sans-serif; font-size: 12px; fill: rgb(42, 63, 95); fill-opacity: 1; white-space: pre;\">15</text></g><g class=\"ytick\"><text text-anchor=\"end\" x=\"79\" y=\"4.199999999999999\" transform=\"translate(0,163.25)\" style=\"font-family: 'Open Sans', verdana, arial, sans-serif; font-size: 12px; fill: rgb(42, 63, 95); fill-opacity: 1; white-space: pre;\">20</text></g><g class=\"ytick\"><text text-anchor=\"end\" x=\"79\" y=\"4.199999999999999\" transform=\"translate(0,71.97)\" style=\"font-family: 'Open Sans', verdana, arial, sans-serif; font-size: 12px; fill: rgb(42, 63, 95); fill-opacity: 1; white-space: pre;\">25</text></g></g><g class=\"overaxes-above\"/></g></g><g class=\"polarlayer\"/><g class=\"ternarylayer\"/><g class=\"geolayer\"/><g class=\"funnelarealayer\"/><g class=\"pielayer\"/><g class=\"treemaplayer\"/><g class=\"sunburstlayer\"/><g class=\"glimages\"/><defs id=\"topdefs-758153\"><g class=\"clips\"/></defs><g class=\"layer-above\"><g class=\"imagelayer\"/><g class=\"shapelayer\"/></g><g class=\"infolayer\"><g class=\"g-gtitle\"/><g class=\"g-xtitle\"><text class=\"xtitle\" x=\"450\" y=\"861.3\" text-anchor=\"middle\" style=\"font-family: 'Open Sans', verdana, arial, sans-serif; font-size: 14px; fill: rgb(42, 63, 95); opacity: 1; font-weight: normal; white-space: pre;\">date</text></g><g class=\"g-ytitle\"><text class=\"ytitle\" transform=\"rotate(-90,33.60625,440)\" x=\"33.60625\" y=\"440\" text-anchor=\"middle\" style=\"font-family: 'Open Sans', verdana, arial, sans-serif; font-size: 14px; fill: rgb(42, 63, 95); opacity: 1; font-weight: normal; white-space: pre;\">value</text></g></g></svg>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"px.line(ts, x=\"date\", y=\"value\")"
]
},
{
"cell_type": "code",
"execution_count": 48,
"metadata": {},
"outputs": [
{
"data": {
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},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"px.scatter(mpg, x=\"displ\", y=\"hwy\", color=\"class\", title='Engine Displacement in Liters vs Highway MPG',\n",
" labels=dict(displ='Engine Displacement in Liters', hwy='Highway MPG'))"
]
},
{
"cell_type": "code",
"execution_count": 49,
"metadata": {},
"outputs": [
{
"data": {
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},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"px.scatter(mpg, x=\"cty\", y=\"hwy\", size=\"cyl\", size_max=10,\n",
" title='City MPG vs Highway MPG',\n",
" labels=dict(cty='City MPG', hwy='Highway MPG'))"
]
},
{
"cell_type": "code",
"execution_count": 50,
"metadata": {},
"outputs": [
{
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},
"metadata": {},
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}
],
"source": [
"px.scatter(mpg, x=\"displ\", y=\"hwy\", facet_col=\"class\", facet_col_wrap=4)"
]
},
{
"cell_type": "code",
"execution_count": 51,
"metadata": {},
"outputs": [
{
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d=\"M635,0h170.2\" style=\"stroke: rgb(255, 255, 255); stroke-opacity: 1; stroke-width: 1px;\"/></g></g><g class=\"zerolinelayer\"/><path class=\"xlines-below\"/><path class=\"ylines-below\"/><g class=\"overlines-below\"/><g class=\"xaxislayer-below\"/><g class=\"yaxislayer-below\"/><g class=\"overaxes-below\"/><g class=\"plot\" transform=\"translate(635, 60.00000000000017)\" clip-path=\"url('#clip4c44e9x12y12plot')\"><g class=\"scatterlayer mlayer\"><g class=\"trace scatter trace98b9c2\" style=\"stroke-miterlimit: 2; opacity: 1;\"><g class=\"fills\"/><g class=\"errorbars\"/><g class=\"lines\"/><g class=\"points\"><path class=\"point\" transform=\"translate(113.43,142.23)\" d=\"M3,0A3,3 0 1,1 0,-3A3,3 0 0,1 3,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(99, 110, 250); fill-opacity: 1;\"/></g><g class=\"text\"/></g></g></g><g class=\"overplot\"/><path class=\"xlines-above crisp\" d=\"M0,0\" style=\"fill: none;\"/><path class=\"ylines-above crisp\" d=\"M0,0\" style=\"fill: none;\"/><g class=\"overlines-above\"/><g class=\"xaxislayer-above\"/><g class=\"yaxislayer-above\"/><g class=\"overaxes-above\"/></g></g><g class=\"polarlayer\"/><g class=\"ternarylayer\"/><g class=\"geolayer\"/><g class=\"funnelarealayer\"/><g class=\"pielayer\"/><g class=\"treemaplayer\"/><g class=\"sunburstlayer\"/><g class=\"glimages\"/><defs id=\"topdefs-4c44e9\"><g class=\"clips\"/></defs><g class=\"layer-above\"><g class=\"imagelayer\"/><g class=\"shapelayer\"/></g><g class=\"infolayer\"><g class=\"g-gtitle\"/><g class=\"g-x3title\"><text class=\"x3title\" x=\"535.0999999999999\" y=\"861.3\" text-anchor=\"middle\" style=\"font-family: 'Open Sans', verdana, arial, sans-serif; font-size: 14px; fill: rgb(42, 63, 95); opacity: 1; font-weight: normal; white-space: pre;\">displ</text></g><g class=\"g-x4title\"><text class=\"x4title\" x=\"720.1\" y=\"861.3\" text-anchor=\"middle\" style=\"font-family: 'Open Sans', verdana, arial, sans-serif; font-size: 14px; fill: rgb(42, 63, 95); opacity: 1; font-weight: normal; white-space: pre;\">displ</text></g><g class=\"g-x5title\"/><g class=\"g-x7title\"/><g class=\"g-x8title\"/><g class=\"g-x9title\"/><g class=\"g-x10title\"/><g class=\"g-x11title\"/><g class=\"g-x12title\"/><g class=\"g-y3title\"/><g class=\"g-y4title\"/><g class=\"g-y5title\"><text class=\"y5title\" transform=\"rotate(-90,40.465625,440.0000000000001)\" x=\"40.465625\" y=\"440.0000000000001\" text-anchor=\"middle\" style=\"font-family: 'Open Sans', verdana, arial, sans-serif; font-size: 14px; fill: rgb(42, 63, 95); opacity: 1; font-weight: normal; white-space: pre;\">hwy</text></g><g class=\"g-y7title\"/><g class=\"g-y8title\"/><g class=\"g-y9title\"><text class=\"y9title\" transform=\"rotate(-90,40.465625,179.0666666666668)\" x=\"40.465625\" y=\"179.0666666666668\" text-anchor=\"middle\" style=\"font-family: 'Open Sans', verdana, arial, sans-serif; font-size: 14px; fill: rgb(42, 63, 95); opacity: 1; font-weight: normal; white-space: pre;\">hwy</text></g><g class=\"g-y10title\"/><g class=\"g-y11title\"/><g class=\"g-y12title\"/><g class=\"annotation\" data-index=\"0\" style=\"opacity: 1;\"><g class=\"annotation-text-g\" transform=\"rotate(0,165.1,49.50000000000017)\"><g class=\"cursor-pointer\" transform=\"translate(149, 39)\"><rect class=\"bg\" x=\"0.5\" y=\"0.5\" width=\"32\" height=\"20\" style=\"stroke-width: 1px; stroke: rgb(0, 0, 0); stroke-opacity: 0; fill: rgb(0, 0, 0); fill-opacity: 0;\"/><text class=\"annotation-text\" text-anchor=\"middle\" x=\"16.265625\" y=\"15\" style=\"font-family: 'Open Sans', verdana, arial, sans-serif; font-size: 12px; fill: rgb(42, 63, 95); fill-opacity: 1; white-space: pre;\">cyl=4</text></g></g></g><g class=\"annotation\" data-index=\"1\" style=\"opacity: 1;\"><g class=\"annotation-text-g\" transform=\"rotate(0,350.09999999999997,49.50000000000017)\"><g class=\"cursor-pointer\" transform=\"translate(334, 39)\"><rect class=\"bg\" x=\"0.5\" y=\"0.5\" width=\"32\" height=\"20\" style=\"stroke-width: 1px; stroke: rgb(0, 0, 0); stroke-opacity: 0; fill: rgb(0, 0, 0); fill-opacity: 0;\"/><text class=\"annotation-text\" text-anchor=\"middle\" x=\"16.265625\" y=\"15\" style=\"font-family: 'Open Sans', verdana, arial, sans-serif; font-size: 12px; fill: rgb(42, 63, 95); fill-opacity: 1; white-space: pre;\">cyl=5</text></g></g></g><g class=\"annotation\" data-index=\"2\" style=\"opacity: 1;\"><g class=\"annotation-text-g\" transform=\"rotate(0,535.0999999999999,49.50000000000017)\"><g class=\"cursor-pointer\" transform=\"translate(519, 39)\"><rect class=\"bg\" x=\"0.5\" y=\"0.5\" width=\"32\" height=\"20\" style=\"stroke-width: 1px; stroke: rgb(0, 0, 0); stroke-opacity: 0; fill: rgb(0, 0, 0); fill-opacity: 0;\"/><text class=\"annotation-text\" text-anchor=\"middle\" x=\"16.265625\" y=\"15\" style=\"font-family: 'Open Sans', verdana, arial, sans-serif; font-size: 12px; fill: rgb(42, 63, 95); fill-opacity: 1; white-space: pre;\">cyl=6</text></g></g></g><g 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]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"px.scatter(mpg, x=\"displ\", y=\"hwy\", facet_col=\"cyl\", facet_row=\"drv\",\n",
" category_orders=dict(cyl=[4,5,6,8]))"
]
},
{
"cell_type": "code",
"execution_count": 52,
"metadata": {},
"outputs": [
{
"data": {
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},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"px.scatter(mpg, x=\"displ\", y=\"hwy\", trendline=\"ols\",\n",
" title='Engine Displacement in Liters vs Highway MPG',\n",
" labels=dict(displ='Engine Displacement in Liters', hwy='Highway MPG'))"
]
},
{
"cell_type": "code",
"execution_count": 55,
"metadata": {},
"outputs": [
{
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font-size: 12px; fill: rgb(42, 63, 95); fill-opacity: 1; white-space: pre;\">Fair</text></g><g class=\"xtick\"><text text-anchor=\"middle\" x=\"0\" y=\"833\" transform=\"translate(296.3,0)\" style=\"font-family: 'Open Sans', verdana, arial, sans-serif; font-size: 12px; fill: rgb(42, 63, 95); fill-opacity: 1; white-space: pre;\">Good</text></g><g class=\"xtick\"><text text-anchor=\"middle\" x=\"0\" y=\"833\" transform=\"translate(440.5,0)\" style=\"font-family: 'Open Sans', verdana, arial, sans-serif; font-size: 12px; fill: rgb(42, 63, 95); fill-opacity: 1; white-space: pre;\">Very Good</text></g><g class=\"xtick\"><text text-anchor=\"middle\" x=\"0\" y=\"833\" transform=\"translate(584.7,0)\" style=\"font-family: 'Open Sans', verdana, arial, sans-serif; font-size: 12px; fill: rgb(42, 63, 95); fill-opacity: 1; white-space: pre;\">Premium</text></g><g class=\"xtick\"><text text-anchor=\"middle\" x=\"0\" y=\"833\" transform=\"translate(728.9,0)\" style=\"font-family: 'Open Sans', verdana, arial, sans-serif; font-size: 12px; fill: rgb(42, 63, 95); fill-opacity: 1; white-space: pre;\">Ideal</text></g></g><g class=\"yaxislayer-above\"><g class=\"ytick\"><text text-anchor=\"end\" x=\"79\" y=\"4.199999999999999\" transform=\"translate(0,820)\" style=\"font-family: 'Open Sans', verdana, arial, sans-serif; font-size: 12px; fill: rgb(42, 63, 95); fill-opacity: 1; white-space: pre;\">0</text></g><g class=\"ytick\"><text text-anchor=\"end\" x=\"79\" y=\"4.199999999999999\" transform=\"translate(0,652.49)\" style=\"font-family: 'Open Sans', verdana, arial, sans-serif; font-size: 12px; fill: rgb(42, 63, 95); fill-opacity: 1; white-space: pre;\">5k</text></g><g class=\"ytick\"><text text-anchor=\"end\" x=\"79\" y=\"4.199999999999999\" transform=\"translate(0,484.98)\" style=\"font-family: 'Open Sans', verdana, arial, sans-serif; font-size: 12px; fill: rgb(42, 63, 95); fill-opacity: 1; white-space: pre;\">10k</text></g><g class=\"ytick\"><text text-anchor=\"end\" x=\"79\" y=\"4.199999999999999\" transform=\"translate(0,317.47)\" style=\"font-family: 'Open Sans', verdana, arial, sans-serif; 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fill: rgb(0, 0, 0); fill-opacity: 0;\"/></g></g><g class=\"groups\" transform=\"translate(0, 0)\"><g class=\"traces\" transform=\"translate(0, 68.1)\" style=\"opacity: 1;\"><text class=\"legendtext user-select-none\" text-anchor=\"start\" x=\"40\" y=\"4.680000000000001\" style=\"font-family: 'Open Sans', verdana, arial, sans-serif; font-size: 12px; fill: rgb(42, 63, 95); fill-opacity: 1; white-space: pre;\">VS1</text><g class=\"layers\" style=\"opacity: 1;\"><g class=\"legendfill\"/><g class=\"legendlines\"/><g class=\"legendsymbols\"><g class=\"legendpoints\"><path class=\"legendundefined\" d=\"M6,6H-6V-6H6Z\" transform=\"translate(20,0)\" style=\"stroke-width: 0px; fill: rgb(0, 204, 150); fill-opacity: 1;\"/></g></g></g><rect class=\"legendtoggle\" pointer-events=\"all\" x=\"0\" y=\"-9.5\" width=\"67.734375\" height=\"19\" style=\"cursor: pointer; fill: rgb(0, 0, 0); fill-opacity: 0;\"/></g></g><g class=\"groups\" transform=\"translate(0, 0)\"><g class=\"traces\" transform=\"translate(0, 87.1)\" style=\"opacity: 1;\"><text class=\"legendtext user-select-none\" text-anchor=\"start\" x=\"40\" y=\"4.680000000000001\" style=\"font-family: 'Open Sans', verdana, arial, sans-serif; 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fill: rgb(0, 0, 0); fill-opacity: 0;\"/></g></g><g class=\"groups\" transform=\"translate(0, 0)\"><g class=\"traces\" transform=\"translate(0, 144.1)\" style=\"opacity: 1;\"><text class=\"legendtext user-select-none\" text-anchor=\"start\" x=\"40\" y=\"4.680000000000001\" style=\"font-family: 'Open Sans', verdana, arial, sans-serif; font-size: 12px; fill: rgb(42, 63, 95); fill-opacity: 1; white-space: pre;\">I1</text><g class=\"layers\" style=\"opacity: 1;\"><g class=\"legendfill\"/><g class=\"legendlines\"/><g class=\"legendsymbols\"><g class=\"legendpoints\"><path class=\"legendundefined\" d=\"M6,6H-6V-6H6Z\" transform=\"translate(20,0)\" style=\"stroke-width: 0px; fill: rgb(255, 102, 146); fill-opacity: 1;\"/></g></g></g><rect class=\"legendtoggle\" pointer-events=\"all\" x=\"0\" y=\"-9.5\" width=\"67.734375\" height=\"19\" style=\"cursor: pointer; fill: rgb(0, 0, 0); fill-opacity: 0;\"/></g></g><g class=\"groups\" transform=\"translate(0, 0)\"><g class=\"traces\" transform=\"translate(0, 163.1)\" style=\"opacity: 1;\"><text class=\"legendtext user-select-none\" text-anchor=\"start\" x=\"40\" y=\"4.680000000000001\" style=\"font-family: 'Open Sans', verdana, arial, sans-serif; font-size: 12px; fill: rgb(42, 63, 95); fill-opacity: 1; white-space: pre;\">IF</text><g class=\"layers\" style=\"opacity: 1;\"><g class=\"legendfill\"/><g class=\"legendlines\"/><g class=\"legendsymbols\"><g class=\"legendpoints\"><path class=\"legendundefined\" d=\"M6,6H-6V-6H6Z\" transform=\"translate(20,0)\" style=\"stroke-width: 0px; fill: rgb(182, 232, 128); fill-opacity: 1;\"/></g></g></g><rect class=\"legendtoggle\" pointer-events=\"all\" x=\"0\" y=\"-9.5\" width=\"67.734375\" height=\"19\" style=\"cursor: pointer; fill: rgb(0, 0, 0); fill-opacity: 0;\"/></g></g></g><rect class=\"scrollbar\" rx=\"20\" ry=\"3\" width=\"0\" height=\"0\" x=\"0\" y=\"0\" style=\"fill: rgb(128, 139, 164); fill-opacity: 1;\"/></g><g class=\"g-gtitle\"/><g class=\"g-xtitle\"><text class=\"xtitle\" x=\"440.5\" y=\"861.3\" text-anchor=\"middle\" style=\"font-family: 'Open Sans', verdana, arial, sans-serif; font-size: 14px; fill: rgb(42, 63, 95); opacity: 1; font-weight: normal; white-space: pre;\">cut</text></g><g class=\"g-ytitle\"><text class=\"ytitle\" transform=\"rotate(-90,34.16875,440)\" x=\"34.16875\" y=\"440\" text-anchor=\"middle\" style=\"font-family: 'Open Sans', verdana, arial, sans-serif; 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]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"px.histogram(diamonds, x=\"cut\", color=\"clarity\",\n",
" category_orders=dict(cut=[\"Fair\", \"Good\", \"Very Good\", \"Premium\", \"Ideal\"]))"
]
},
{
"cell_type": "code",
"execution_count": 56,
"metadata": {},
"outputs": [
{
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]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"px.histogram(diamonds, x=\"cut\", color=\"clarity\", barmode=\"group\",\n",
" category_orders=dict(cut=[\"Fair\", \"Good\", \"Very Good\", \"Premium\", \"Ideal\"]))"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"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": "3.7.7"
}
},
"nbformat": 4,
"nbformat_minor": 4
}
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