Add BER simulations

author: jaseg <git@jaseg.net> 2020-02-06 23:14:55 +0100
committer: jaseg <git@jaseg.net> 2020-02-06 23:14:55 +0100
commit: ff366e3377b21a330d9dbb7d5f38d8ccdf31700a (patch)
tree: 52f99459936a884033887ad7e4585542c77b4a84 /grid_frequency_spectra.ipynb
parent: 7740868444967584d2b98fcb21c92587fb55f0a9 (diff)
download: master-thesis-ff366e3377b21a330d9dbb7d5f38d8ccdf31700a.tar.gz
master-thesis-ff366e3377b21a330d9dbb7d5f38d8ccdf31700a.tar.bz2
master-thesis-ff366e3377b21a330d9dbb7d5f38d8ccdf31700a.zip
1 files changed, 3 insertions, 3 deletions
diff --git a/grid_frequency_spectra.ipynb b/grid_frequency_spectra.ipynb
index dc3bdee..706bd88 100644
--- a/grid_frequency_spectra.ipynb
+++ b/grid_frequency_spectra.ipynb
@@ -833,7 +833,7 @@
     {
      "data": {
       "text/plain": [
-       "[<matplotlib.lines.Line2D at 0x758311f22cd0>]"
+       "[<matplotlib.lines.Line2D at 0x7608496bfed0>]"
       ]
      },
      "execution_count": 4,
@@ -3337,7 +3337,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 12,
+   "execution_count": 9,
    "metadata": {},
    "outputs": [
     {
@@ -4131,7 +4131,7 @@
     {
      "data": {
       "text/html": [
-       "<img src=\"data:image/png;base64,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\" width=\"900\">"
+       "<img src=\"data:image/png;base64,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\" width=\"900\">"
       ],
       "text/plain": [
        "<IPython.core.display.HTML object>"
author	jaseg <git@jaseg.net>	2020-02-06 23:14:55 +0100
committer	jaseg <git@jaseg.net>	2020-02-06 23:14:55 +0100
commit	ff366e3377b21a330d9dbb7d5f38d8ccdf31700a (patch)
tree	52f99459936a884033887ad7e4585542c77b4a84 /grid_frequency_spectra.ipynb
parent	7740868444967584d2b98fcb21c92587fb55f0a9 (diff)
download	master-thesis-ff366e3377b21a330d9dbb7d5f38d8ccdf31700a.tar.gz master-thesis-ff366e3377b21a330d9dbb7d5f38d8ccdf31700a.tar.bz2 master-thesis-ff366e3377b21a330d9dbb7d5f38d8ccdf31700a.zip