summaryrefslogtreecommitdiff
path: root/grid_frequency_spectra.ipynb
diff options
context:
space:
mode:
Diffstat (limited to 'grid_frequency_spectra.ipynb')
-rw-r--r--grid_frequency_spectra.ipynb11
1 files changed, 6 insertions, 5 deletions
diff --git a/grid_frequency_spectra.ipynb b/grid_frequency_spectra.ipynb
index c861490..dc3bdee 100644
--- a/grid_frequency_spectra.ipynb
+++ b/grid_frequency_spectra.ipynb
@@ -821,7 +821,7 @@
{
"data": {
"text/html": [
- "<img src=\"data:image/png;base64,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\" width=\"640\">"
+ "<img src=\"data:image/png;base64,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\" width=\"640\">"
],
"text/plain": [
"<IPython.core.display.HTML object>"
@@ -833,7 +833,7 @@
{
"data": {
"text/plain": [
- "[<matplotlib.lines.Line2D at 0x79510ce19a90>]"
+ "[<matplotlib.lines.Line2D at 0x758311f22cd0>]"
]
},
"execution_count": 4,
@@ -3337,7 +3337,7 @@
},
{
"cell_type": "code",
- "execution_count": 9,
+ "execution_count": 12,
"metadata": {},
"outputs": [
{
@@ -4131,7 +4131,7 @@
{
"data": {
"text/html": [
- "<img src=\"data:image/png;base64,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\" width=\"640\">"
+ "<img src=\"data:image/png;base64,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\" width=\"900\">"
],
"text/plain": [
"<IPython.core.display.HTML object>"
@@ -4154,9 +4154,10 @@
"\n",
"#xs = np.linspace(len(data)/2, 1, len(data)/2)\n",
"\n",
- "fig, ax = plt.subplots()\n",
+ "fig, ax = plt.subplots(figsize=(9,5))\n",
"ax.loglog(xs[s//2:-s//2+1], ys)\n",
"ax.xaxis.set_major_formatter(plt.FuncFormatter(lambda x, _pos: 1/x))\n",
+ "ax.grid()\n",
"plt.show()"
]
},