diff --git a/doc/Notebooks/examples/UK_Precipitation.ipynb b/doc/Notebooks/examples/UK_Precipitation.ipynb index 08b011c..a4fc383 100644 --- a/doc/Notebooks/examples/UK_Precipitation.ipynb +++ b/doc/Notebooks/examples/UK_Precipitation.ipynb @@ -1133,24 +1133,6 @@ "execution_count": 1, "metadata": {}, "outputs": [ - { - "data": { - "text/html": [ - "'C:/Users/Timo/OneDrive - Loughborough University/GitHub/UNSEEN-open'" - ], - "text/latex": [ - "'C:/Users/Timo/OneDrive - Loughborough University/GitHub/UNSEEN-open'" - ], - "text/markdown": [ - "'C:/Users/Timo/OneDrive - Loughborough University/GitHub/UNSEEN-open'" - ], - "text/plain": [ - "[1] \"C:/Users/Timo/OneDrive - Loughborough University/GitHub/UNSEEN-open\"" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, { "name": "stdout", "output_type": "stream", @@ -1243,7 +1225,7 @@ "outputs": [ { "data": { - "image/png": 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9rFiNr13zBwB5H6I5si9Xydm98h6Q+iyKOhHhlrhEjdkdGu3cBX8xaU/hh6RBoq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\nBCAAIgEIgEgAAiASgACIBCAAIgEI8H/PUsF8UdYJBQAAAABJRU5ErkJggg==", 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zbMYd/UZDLl5OTk5+fX19d7e3t37do1LCzMYd+9vTEYDNnZ2cXFxQ0NDX5+flFR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\nI3YhRERE5mL27NkbNmwYMmRIjvvYTZ06tUKFC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"text/plain": [ "plot without title" ] @@ -1252,6 +1234,10 @@ "image/png": { "height": 420, "width": 420 + }, + "text/plain": { + "height": 420, + "width": 420 } }, "output_type": "display_data" @@ -1276,25 +1262,19 @@ "metadata": {}, "outputs": [ { - "data": { - "image/png": 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- "text/plain": [ - "plot without title" - ] - }, - "metadata": { - "image/png": { - "height": 420, - "width": 420 - } - }, - "output_type": "display_data" + "ename": "ERROR", + "evalue": "Error in ggsave(timeseries, height = 5, width = 6, filename = \"graphs/UK_timeseries.png\"): could not find function \"ggsave\"\n", + "output_type": "error", + "traceback": [ + "Error in ggsave(timeseries, height = 5, width = 6, filename = \"graphs/UK_timeseries.png\"): could not find function \"ggsave\"\nTraceback:\n" + ] } ], "source": [ - "unseen_timeseries(ensemble = SEAS5_UK_weighted_df,\n", + "timeseries <- unseen_timeseries(ensemble = SEAS5_UK_weighted_df,\n", " obs = EOBS_UK_weighted_df_hindcast,\n", - " ylab = 'UK February precipitation (mm/d)')\n" + " ylab = 'UK February precipitation (mm/d)')\n", + "ggsave(timeseries, height = 5, width = 6, filename = \"graphs/UK_timeseries.png\")" ] }, { diff --git a/graphs/UK_timeseries.png b/graphs/UK_timeseries.png new file mode 100644 index 0000000..5644874 Binary files /dev/null and b/graphs/UK_timeseries.png differ