[pyngl-talk] Problems with plotting in Jupyter notebook cells

Karin Meier-Fleischer meier-fleischer at dkrz.de
Tue Jul 9 12:56:22 MDT 2019


I'm not able to reproduce the error, I was able to rerun it without 
restarting the kernel. Maybe it would be a good idea to delete those 
lines which are not needed like import of modules you are not using. 
Start with a short clean script and use more code cells. If you want to 
display the plot inline you can produce a PNG file, see attached notebook.

-Karin

Am 09.07.19 um 19:18 schrieb Mark England:
> Hi Karin,
>
> Attached. It is very simple and doesn’t need any data (just map 
> plotting).
> If you run it once, it should work, however if you rerun the plotting 
> cell (perhaps try to change the latitude or something) it will give 
> you that error.
>
> Mark
>
>
>> On 9 Jul 2019, at 10:02, Karin Meier-Fleischer 
>> <meier-fleischer at dkrz.de <mailto:meier-fleischer at dkrz.de>> wrote:
>>
>> Hi Mark,
>>
>> sometimes I have similar problems using notebook and PyNGL running 
>> with the same preconditions and have to restart the kernel. I don’t 
>> know if it is caused by PyNGL because I get other error messages. Is 
>> it possible to send the .ipynb file with test data to try to 
>> reproduce your errors?
>>
>> -Karin
>>
>>> Am 09.07.2019 um 18:52 schrieb Mark England via pyngl-talk 
>>> <pyngl-talk at ucar.edu <mailto:pyngl-talk at ucar.edu>>:
>>>
>>> Hi there,
>>>
>>> I am trying to transition to using PyNGL (using Jupiter Notebook, 
>>> Python v3.7.3) on my Mac (Mojave 10.14.5).
>>> I am just trying to create simple plots (code below, mostly taken 
>>> from the examples online. When I run the script first, it works fine 
>>> and the pdf is created exactly as advertised. All the relevant 
>>> modules are loaded.
>>> However if I re-run the plotting section of code in the Notebook, I 
>>> get this error:
>>>
>>> fatal:["Error.c":406]:ErrorInitialize:Only one instance of 
>>> ErrorClass is supported
>>> fatal:Unable to initialize layer-Can't Create
>>> fatal:Error Creating ErrorClass object
>>> fatal:Unable to initialize layer-Can't Create
>>> fatal:Unable to initialize layer-Can't Create
>>> fatal:_NhlCreate:Unable to access "default" App object
>>> fatal:_NhlCreate:Invalid Parent id #-4
>>> fatal:NhlGetValues:PID #-4 is invalid
>>> fatal:PID #-4 can't be found in NhlSetValues
>>> warning:maximize_plots: Invalid workstation. No plot maximization 
>>> can take place.
>>> fatal:NhlDraw: Invalid Layer Id: -4
>>> fatal:Unable to update Workstation with PID#-4
>>> fatal:Unable to clear Workstation with PID#-4
>>> fatal:NhlDraw: Invalid Layer Id: -4
>>> fatal:Unable to update Workstation with PID#-4
>>> fatal:Unable to clear Workstation with PID#-4
>>> fatal:Unable to Destroy (Bad PID#0)
>>>
>>> I can only get the figure again, if, in the Kernel menu, I ‘restart 
>>> and run all’. It seems to be a problem with the graphics? I have 
>>> xQuartz installed. From a similar topic I found online, 
>>> they removed Ngl.end() at the end, however that doesn’t work for me.
>>>
>>> Thanks,
>>>
>>> Mark
>>> _______________________________________________
>>> pyngl-talk mailing list
>>> List instructions, subscriber options, unsubscribe:
>>> http://mailman.ucar.edu/mailman/listinfo/pyngl-talk
>>
>>
>
> Mark England, PhD.
> Columbia University,
> /Bakhmeteff Research Fellow in Fluid Mechanics, /
> Email: mre2126 at columbia.edu <mailto:mre2126 at columba.edu>, 
> markengland20 at gmail.com <mailto:markengland20 at gmail.com>
> Website: markrossengland.com <http://markrossengland.com>
>

-- 
Dipl. Geophys. Karin Meier-Fleischer
Visualization, NCL, CDO, PyNGL
Application Support

Deutsches Klimarechenzentrum GmbH (DKRZ)
Bundesstrasse 45a - D20146 Hamburg - Germany

Phone:    +49 (0)40 460094 126
Fax:      +49 (0)40 460094 270
E-Mail:   meier-fleischer at dkrz.de
URL:      www.dkrz.de

Geschäftsführer: Prof. Dr. Thomas Ludwig
Sitz der Gesellschaft: Hamburg
Amtsgericht Hamburg HRB 39784

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{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import os\n",
    "import Nio, Ngl"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "#-- open workstation\n",
    "wks_type = \"png\"\n",
    "wks = Ngl.open_wks(wks_type,\"plot_2\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "#-- which projection do we want to plot\n",
    "projections = [\"CylindricalEquidistant\",\"Mollweide\",\"Robinson\",\"Orthographic\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "#-- resource settings\n",
    "res = Ngl.Resources() \n",
    "res.nglDraw    = False                        # don't draw\n",
    "res.nglFrame   = False                        # don't advance frame\n",
    "\n",
    "res.vpWidthF   = 0.60                         # make map bigger\n",
    "res.vpHeightF  = 0.80\n",
    "\n",
    "res.mpDataBaseVersion     = \"MediumRes\"       # better map outlines\n",
    "res.pmTickMarkDisplayMode = \"Always\"          # better map tickmarks\n",
    "res.mpProjection = \"LambertConformal\"\n",
    "res.nglMaskLambertConformal = True\n",
    "res.mpLimitMode = \"LatLon\"                    #-- limit map via lat/lon\n",
    "res.mpMaxLatF  = 70                           # select subregion\n",
    "res.mpMinLatF  = 33 \n",
    "res.mpMinLonF  = -80\n",
    "res.mpMaxLonF  = 0\n",
    "res.mpFillOn   = False\n",
    "res.mpOceanFillColor = \"Transparent\"\n",
    "res.mpLandFillColor = \"Gray90\"\n",
    "res.mpInlandWaterFillColor = \"Gray90\"\n",
    "\n",
    "res.tiMainString = \"Example of a trajectory plot\"  # title"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "map2 = Ngl.map(wks,res)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "Ngl.draw(map2)\n",
    "Ngl.frame(wks)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "Ngl.delete_wks(wks)    #-- this need to be done to close the graphics output file\n",
    "Ngl.end()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
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\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from IPython.display import Image\n",
    "Image(filename='plot_2.png')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "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": "3.7.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}


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