Commit 723f0069 authored by sp2668's avatar sp2668

add more explanations and remarks

parent d09d7f7b
......@@ -922,7 +922,7 @@
},
{
"cell_type": "code",
"execution_count": 44,
"execution_count": 69,
"metadata": {
"slideshow": {
"slide_type": "subslide"
......@@ -932,16 +932,16 @@
{
"data": {
"text/plain": [
"<matplotlib.legend.Legend at 0x7f0818325ba8>"
"<matplotlib.legend.Legend at 0x7f08180a2828>"
]
},
"execution_count": 44,
"execution_count": 69,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
......@@ -951,11 +951,48 @@
}
],
"source": [
"de['wind'].sort_values(ascending=False).reset_index(drop=True).plot()\n",
"de['solar'].sort_values(ascending=False).reset_index(drop=True).plot()\n",
"de['wind'].sort_values(ascending=False).reset_index(drop=True).plot().grid()\n",
"de['solar'].sort_values(ascending=False).reset_index(drop=True).plot().grid()\n",
"l = de['load']\n",
"l /= l.max() # normalize load\n",
"l.sort_values(ascending=False).reset_index(drop=True).plot()\n",
"l.sort_values(ascending=False).reset_index(drop=True).plot().grid()\n",
"plt.legend()"
]
},
{
"cell_type": "code",
"execution_count": 68,
"metadata": {
"slideshow": {
"slide_type": "subslide"
}
},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.legend.Legend at 0x7f080294cef0>"
]
},
"execution_count": 68,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"wind['DE'].sort_values(ascending=False).reset_index(drop=True).plot().grid()\n",
"wind['GB'].sort_values(ascending=False).reset_index(drop=True).plot().grid()\n",
"wind['EU'].sort_values(ascending=False).reset_index(drop=True).plot().grid()\n",
"plt.legend()"
]
},
......@@ -1561,7 +1598,6 @@
}
],
"metadata": {
"celltoolbar": "Slideshow",
"kernelspec": {
"display_name": "Python 3",
"language": "python",
......
......@@ -100,6 +100,17 @@
"## Functions"
]
},
{
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"source": [
"> **Remark:** The `lambda` operator is a way to create small anonymous functions, i.e. functions without a name, in Python. "
]
},
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......
......@@ -72,6 +72,13 @@
"## Functions"
]
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"> **Remark:** The `lambda` operator is a way to create small anonymous functions, i.e. functions without a name, in Python. "
]
},
{
"cell_type": "code",
"execution_count": 4,
......
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