fix problem with graph not being shown

issue was using :results output rather than :results value for graph
producing code.

2022-03-replication/org/eg.org

@@ -1,7 +1,7 @@
 #+title: Example research paper written with org mode
 #+author: James Brusey
 #+options: toc:nil
-#+property: header-args:jupyter-python :session eg-sess :results output raw drawer :exports results
+#+property: header-args:ipython :session eg-sess :results output raw drawer :exports results
 #+latex_class: IEEEtran
 #+latex_header: \input{header}
 #+begin_abstract
@@ -37,17 +37,7 @@ While you can manually enter tables in org-mode, such as in autoref:table1.
 
 A similar table can be produced using code, as in autoref:table2.
 
-#+begin_src shell :results raw drawer
-echo "hello"
-#+end_src
-
-#+RESULTS:
-:results:
-hello
-:end:
-
-
-#+BEGIN_SRC jupyter-python :results raw drawer
+#+BEGIN_SRC ipython :results output raw drawer
 import pandas as pd
 import numpy as np
 import tabulate
@@ -64,17 +54,18 @@ print(
 #+END_SRC
 
 #+RESULTS:
-:
-: #+caption: This table was produced from the all.csv data-set. label:table2
-: #+attr_latex: :align lSS
-: | Class   |   \protect{mean} |   \protect{std} |
-: |---------+------------------+-----------------|
-: | a       |         4.3      |         3.16394 |
-: | b       |        -0.114247 |         1.00812 |
-: | c       |         4.72661  |         3.85745 |
+:results:
 
+#+caption: This table was produced from the all.csv data-set. label:table2
+#+attr_latex: :align lSS
+| Class   |   \protect{mean} |   \protect{std} |
+|---------+------------------+-----------------|
+| a       |         4.3      |         3.16394 |
+| b       |        -0.114247 |         1.00812 |
+| c       |         4.72661  |         3.85745 |
+:end:
 
-#+BEGIN_SRC jupyter-python
+#+BEGIN_SRC ipython :results value
 %matplotlib inline
 import pandas as pd
 import numpy as np
@@ -86,7 +77,10 @@ plt.show()
 #+END_SRC
 
 #+RESULTS:
-[[file:./.ob-jupyter/2b10c27d7fec897b3ebf8364b6da6e8b674ac4e0.png]]
+:results:
+# Out[11]:
+[[file:./obipy-resources/kgRnMn.png]]
+:end:
 
 
 * Conclusions