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Posted to commits@zeppelin.apache.org by bz...@apache.org on 2016/06/23 13:22:34 UTC

zeppelin git commit: ZEPPELIN-1048: Pandas support for python interpreter

Repository: zeppelin
Updated Branches:
  refs/heads/master ff4973d43 -> 230d89014


ZEPPELIN-1048: Pandas support for python interpreter

### What is this PR for?
Display Pandas DataFrame using Zeppelin's Table Display system.

### What type of PR is it?
Feature

### Todos
* [x] fix NPE in logs on empty paragraph execution
* [x] matplotlib: refactor `zeppelin_show(plt)` -> `z.show(plt)`
* [x] pandas: support `z.show(df)`
* [x] update docs

### What is the Jira issue?
[ZEPPELIN-1048](https://issues.apache.org/jira/browse/ZEPPELIN-1048)

### How should this be tested?
"Zeppelin Tutorial: Python - matplotlib basic" should work, and

```python
import pandas as pd
rates = pd.read_csv("bank.csv", sep=";")
z.show(rates)
```
### Screenshots (if appropriate)
![screen shot 2016-06-23 at 10 29 00](https://cloud.githubusercontent.com/assets/5582506/16289133/85f0ddbc-392d-11e6-86a3-28d10e73f68d.png)

### Questions:
* Does the licenses files need update? No
* Is there breaking changes for older versions? No
* Does this needs documentation? Yes

Author: Alexander Bezzubov <bz...@apache.org>

Closes #1067 from bzz/python/pandas-support and squashes the following commits:

3b1ad36 [Alexander Bezzubov] Python: update docs to reffer new API
ee6668b [Alexander Bezzubov] Python: update docs, add Pandas integration
71be418 [Alexander Bezzubov] Python: limit 1000 for table display system on DataFrame
52e787d [Alexander Bezzubov] Python: pandas DataFrame using Table display system
bc91b86 [Alexander Bezzubov] Python: skip interpreting empty paragraphs
a7248cd [Alexander Bezzubov] Python: draft of pandas support
15646a1 [Alexander Bezzubov] Python: refactoring to z.show()


Project: http://git-wip-us.apache.org/repos/asf/zeppelin/repo
Commit: http://git-wip-us.apache.org/repos/asf/zeppelin/commit/230d8901
Tree: http://git-wip-us.apache.org/repos/asf/zeppelin/tree/230d8901
Diff: http://git-wip-us.apache.org/repos/asf/zeppelin/diff/230d8901

Branch: refs/heads/master
Commit: 230d890142f2346c48a32ad6b98a4598fdfce1b7
Parents: ff4973d
Author: Alexander Bezzubov <bz...@apache.org>
Authored: Thu Jun 23 10:25:49 2016 +0900
Committer: Alexander Bezzubov <bz...@apache.org>
Committed: Thu Jun 23 22:22:19 2016 +0900

----------------------------------------------------------------------
 docs/interpreter/python.md                      | 23 +++--
 notebook/2BQA35CJZ/note.json                    | 68 +++++++-------
 .../zeppelin/python/PythonInterpreter.java      |  7 +-
 python/src/main/resources/__init__.py           |  0
 python/src/main/resources/bootstrap.py          | 99 +++++++++++++++-----
 python/src/main/resources/bootstrap_input.py    | 21 +++--
 6 files changed, 147 insertions(+), 71 deletions(-)
----------------------------------------------------------------------


http://git-wip-us.apache.org/repos/asf/zeppelin/blob/230d8901/docs/interpreter/python.md
----------------------------------------------------------------------
diff --git a/docs/interpreter/python.md b/docs/interpreter/python.md
index 34134a1..822488f 100644
--- a/docs/interpreter/python.md
+++ b/docs/interpreter/python.md
@@ -44,7 +44,7 @@ To access the help, type **help()**
 ## Python modules
 The interpreter can use all modules already installed (with pip, easy_install...)
 
-## Apply Zeppelin Dynamic Forms
+## Use Zeppelin Dynamic Forms
 You can leverage [Zeppelin Dynamic Form]({{BASE_PATH}}/manual/dynamicform.html) inside your Python code.
 
 **Zeppelin Dynamic Form can only be used if py4j Python library is installed in your system. If not, you can install it with `pip install py4j`.**
@@ -65,7 +65,6 @@ print("".join(z.checkbox("f3", [("o1","1"), ("o2","2")],["1"])))
 
 
 
-
 ## Zeppelin features not fully supported by the Python Interpreter
 
 * Interrupt a paragraph execution (`cancel()` method) is currently only supported in Linux and MacOs. If interpreter runs in another operating system (for instance MS Windows) , interrupt a paragraph will close the whole interpreter. A JIRA ticket ([ZEPPELIN-893](https://issues.apache.org/jira/browse/ZEPPELIN-893)) is opened to implement this feature in a next release of the interpreter.
@@ -73,7 +72,7 @@ print("".join(z.checkbox("f3", [("o1","1"), ("o2","2")],["1"])))
 * Code-completion is currently not implemented.
 
 ## Matplotlib integration
- The python interpreter can display matplotlib graph with the function `zeppelin_show()`.
+ The python interpreter can display matplotlib graph with the function `z.show()`.
  You need to have matplotlib module installed and a XServer running to use this functionality !
  
  ```python
@@ -81,20 +80,32 @@ print("".join(z.checkbox("f3", [("o1","1"), ("o2","2")],["1"])))
 import matplotlib.pyplot as plt
 plt.figure()
 (.. ..)
-zeppelin_show(plt)
+z.show(plt)
 plt.close()
 ```
 zeppelin_show function can take optional parameters to adapt graph width and height
 
  ```python
 %python
-zeppelin_show(plt,width='50px')
-zeppelin_show(plt,height='150px')
+z.show(plt, width='50px')
+z.show(plt, height='150px')
 ```
 
 [![pythonmatplotlib](../interpreter/screenshots/pythonMatplotlib.png)](/docs/interpreter/screenshots/pythonMatplotlib.png)
 
 
+## Pandas integration
+[Zeppelin Display System]({{BASE_PATH}}/displaysystem/basicdisplaysystem.html#table) provides simple API to visualize data in Pandas DataFrames, same as in Matplotlib.
+
+Example:
+
+```python
+import pandas as pd
+rates = pd.read_csv("bank.csv", sep=";")
+z.show(rates)
+```
+
+
 ## Technical description
 
 For in-depth technical details on current implementation plese reffer [python/README.md](https://github.com/apache/zeppelin/blob/master/python/README.md)

http://git-wip-us.apache.org/repos/asf/zeppelin/blob/230d8901/notebook/2BQA35CJZ/note.json
----------------------------------------------------------------------
diff --git a/notebook/2BQA35CJZ/note.json b/notebook/2BQA35CJZ/note.json
index 2eeb40c..d9ffc9b 100644
--- a/notebook/2BQA35CJZ/note.json
+++ b/notebook/2BQA35CJZ/note.json
@@ -1,8 +1,8 @@
 {
   "paragraphs": [
     {
-      "text": "%md\n\n### Pre-requests\nnumpy, matplotlib are installed\n\n### os x\nmake sure locale is set, to avoid `ValueError: unknown locale: UTF-8`\n\n### virtualenv\nIn case you want to use virtualenv:\n - configure python interpreter property -\u003e `absolute/path/to/venv/bin/python`\n - see *Working with Matplotlib in Virtual environments* in the [Matplotlib FAQ](http://matplotlib.org/faq/virtualenv_faq.html)",
-      "dateUpdated": "Jun 17, 2016 2:23:28 PM",
+      "text": "%md\n\n### Pre-requests\nnumpy, matplotlib are installed \n\n### os x\nmake sure locale is set, to avoid `ValueError: unknown locale: UTF-8`\n\n### virtualenv\nIn case you want to use virtualenv:\n - configure python interpreter property -\u003e `absolute/path/to/venv/bin/python`\n - see *Working with Matplotlib in Virtual environments* in the [Matplotlib FAQ](http://matplotlib.org/faq/virtualenv_faq.html)",
+      "dateUpdated": "Jun 22, 2016 5:31:34 PM",
       "config": {
         "colWidth": 12.0,
         "graph": {
@@ -31,14 +31,14 @@
         "msg": "\u003ch3\u003ePre-requests\u003c/h3\u003e\n\u003cp\u003enumpy, matplotlib are installed\u003c/p\u003e\n\u003ch3\u003eos x\u003c/h3\u003e\n\u003cp\u003emake sure locale is set, to avoid \u003ccode\u003eValueError: unknown locale: UTF-8\u003c/code\u003e\u003c/p\u003e\n\u003ch3\u003evirtualenv\u003c/h3\u003e\n\u003cp\u003eIn case you want to use virtualenv:\u003c/p\u003e\n\u003cul\u003e\n\u003cli\u003econfigure python interpreter property -\u003e \u003ccode\u003eabsolute/path/to/venv/bin/python\u003c/code\u003e\u003c/li\u003e\n\u003cli\u003esee \u003cem\u003eWorking with Matplotlib in Virtual environments\u003c/em\u003e in the \u003ca href\u003d\"http://matplotlib.org/faq/virtualenv_faq.html\"\u003eMatplotlib FAQ\u003c/a\u003e\u003c/li\u003e\n\u003c/ul\u003e\n"
       },
       "dateCreated": "Jun 14, 2016 5:46:57 PM",
-      "dateStarted": "Jun 17, 2016 2:23:26 PM",
-      "dateFinished": "Jun 17, 2016 2:23:26 PM",
+      "dateStarted": "Jun 22, 2016 5:31:34 PM",
+      "dateFinished": "Jun 22, 2016 5:31:34 PM",
       "status": "FINISHED",
       "progressUpdateIntervalMs": 500
     },
     {
       "text": "%python\nimport numpy as np\nimport matplotlib.pyplot as plt",
-      "dateUpdated": "Jun 17, 2016 2:11:24 PM",
+      "dateUpdated": "Jun 22, 2016 5:31:34 PM",
       "config": {
         "colWidth": 12.0,
         "graph": {
@@ -65,14 +65,14 @@
         "msg": ""
       },
       "dateCreated": "Jun 17, 2016 12:21:31 AM",
-      "dateStarted": "Jun 17, 2016 2:11:24 PM",
-      "dateFinished": "Jun 17, 2016 2:11:24 PM",
+      "dateStarted": "Jun 22, 2016 5:31:34 PM",
+      "dateFinished": "Jun 22, 2016 5:31:35 PM",
       "status": "FINISHED",
       "progressUpdateIntervalMs": 500
     },
     {
       "text": "%python\ndef f(x):\n  return np.cos(1/x)\n\nx \u003d np.linspace(-2, 2, 1000)",
-      "dateUpdated": "Jun 17, 2016 2:29:52 PM",
+      "dateUpdated": "Jun 22, 2016 5:31:34 PM",
       "config": {
         "colWidth": 12.0,
         "graph": {
@@ -101,14 +101,14 @@
         "msg": ""
       },
       "dateCreated": "Jun 14, 2016 5:44:21 PM",
-      "dateStarted": "Jun 17, 2016 2:29:52 PM",
-      "dateFinished": "Jun 17, 2016 2:29:52 PM",
+      "dateStarted": "Jun 22, 2016 5:31:35 PM",
+      "dateFinished": "Jun 22, 2016 5:31:35 PM",
       "status": "FINISHED",
       "progressUpdateIntervalMs": 500
     },
     {
-      "text": "%python\n\nplt.figure()\nplt.plot(x, f(x), lw\u003d2)\nzeppelin_show(plt, width\u003d\u0027500px\u0027)\nplt.close()",
-      "dateUpdated": "Jun 17, 2016 2:30:03 PM",
+      "text": "%python\n\nplt.figure()\nplt.plot(x, f(x), lw\u003d2)\nz.show(plt, width\u003d\u0027500px\u0027)\nplt.close()",
+      "dateUpdated": "Jun 22, 2016 5:31:34 PM",
       "config": {
         "colWidth": 12.0,
         "graph": {
@@ -124,7 +124,9 @@
         "editorMode": "ace/mode/scala"
       },
       "settings": {
-        "params": {},
+        "params": {
+          "f1": "defaultValue"
+        },
         "forms": {}
       },
       "jobName": "paragraph_1466088587936_-914466845",
@@ -132,22 +134,22 @@
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 \r      \u003c/g\u003e\n\r     \u003c/g\u003e\n\r     \u003cg id\u003d\"text_9\"\u003e\n\r      \u003c!-- 2.0 --\u003e\n\r      \u003cg transform\u003d\"translate(508.858125 401.918125)scale(0.12 -0.12)\"\u003e\n\r       \u003cuse xlink:href\u003d\"#BitstreamVeraSans-Roman-32\"/\u003e\n\r       \u003cuse x\u003d\"63.623046875\" xlink:href\u003d\"#BitstreamVeraSans-Roman-2e\"/\u003e\n\r       \u003cuse x\u003d\"95.41015625\" xlink:href\u003d\"#BitstreamVeraSans-Roman-30\"/\u003e\n\r      \u003c/g\u003e\n\r     \u003c/g\u003e\n\r    \u003c/g\u003e\n\r   \u003c/g\u003e\n\r   \u003cg id\u003d\"matplotlib.axis_2\"\u003e\n\r    \u003cg id\u003d\"ytick_1\"\u003e\n\r     \u003cg id\u003d\"line2d_20\"\u003e\n\r      \u003cdefs\u003e\n\r       \u003cpath d\u003d\"M 0 0 \n\rL 4 0 \n\r\" id\u003d\"m92b2122708\" style\u003d\"stroke:#000000;stroke-width:0.5;\"/\u003e\n\r      \u003c/defs\u003e\n\r      \u003cg\u003e\n\r       \u003cuse style\u003d\"stroke:#000000;stroke-width:0.5;\" x\u003d\"72.0
 \" xlink:href\u003d\"#m92b2122708\" y\u003d\"388.8\"/\u003e\n\r      \u003c/g\u003e\n\r     \u003c/g\u003e\n\r     \u003cg id\u003d\"line2d_21\"\u003e\n\r      \u003cdefs\u003e\n\r       \u003cpath d\u003d\"M 0 0 \n\rL -4 0 \n\r\" id\u003d\"m7b4a0d6ec9\" style\u003d\"stroke:#000000;stroke-width:0.5;\"/\u003e\n\r      \u003c/defs\u003e\n\r      \u003cg\u003e\n\r       \u003cuse style\u003d\"stroke:#000000;stroke-width:0.5;\" x\u003d\"518.4\" xlink:href\u003d\"#m7b4a0d6ec9\" y\u003d\"388.8\"/\u003e\n\r      \u003c/g\u003e\n\r     \u003c/g\u003e\n\r     \u003cg id\u003d\"text_10\"\u003e\n\r      \u003c!-- \u22121.0 --\u003e\n\r      \u003cg transform\u003d\"translate(38.860625 392.11125)scale(0.12 -0.12)\"\u003e\n\r       \u003cuse xlink:href\u003d\"#BitstreamVeraSans-Roman-2212\"/\u003e\n\r       \u003cuse x\u003d\"83.7890625\" xlink:href\u003d\"#BitstreamVeraSans-Roman-31\"/\u003e\n\r       \u003cuse x\u003d\"147.412109375\" xlink:href\u003d\"#BitstreamVeraSans-Roman-2e\"/\u003e\n\r    
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     \u003cg id\u003d\"text_14\"\u003e\n\r      \u003c!-- 1.0 --\u003e\n\r      \u003cg transform\u003d\"translate(48.91625 46.51125)scale(0.12 -0.12)\"\u003e\n\r       \u003cuse xlink:href\u003d\"#BitstreamVeraSans-Roman-31\"/\u003e\n\r       \u003cuse x\u003d\"63.623046875\" xlink:href\u003d\"#BitstreamVeraSans-Roman-2e\"/\u003e\n\r       \u003cuse x\u003d\"95.41015625\" xlink:href\u003d\"#BitstreamVeraSans-Roman-30\"/\u003e\n\r      \u003c/g\u003e\n\r     \u003c/g\u003e\n\r    \u003c/g\u003e\n\r   \u003c/g\u003e\n\r  \u003c/g\u003e\n\r \u003c/g\u003e\n\r \u003cdefs\u003e\n\r  \u003cclipPath id\u003d\"p29ea61f8b5\"\u003e\n\r   \u003crect height\u003d\"345.6\" width\u003d\"446.4\" x\u003d\"72.0\" y\u003d\"43.2\"/\u003e\n\r  \u003c/clipPath\u003e\n\r \u003c/defs\u003e\n\r\u003c/svg\u003e\n\r\u003cdiv\u003e"
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       \u003cg transform\u003d\"translate(397.258125 401.918125)scale(0.12 -0.12)\"\u003e\n\r       \u003cuse xlink:href\u003d\"#BitstreamVeraSans-Roman-31\"/\u003e\n\r       \u003cuse x\u003d\"63.623046875\" xlink:href\u003d\"#BitstreamVeraSans-Roman-2e\"/\u003e\n\r       \u003cuse x\u003d\"95.41015625\" xlink:href\u003d\"#BitstreamVeraSans-Roman-30\"/\u003e\n\r      \u003c/g\u003e\n\r     \u003c/g\u003e\n\r    \u003c/g\u003e\n\r    \u003cg id\u003d\"xtick_8\"\u003e\n\r     \u003cg id\u003d\"line2d_16\"\u003e\n\r      \u003cg\u003e\n\r       \u003cuse style\u003d\"stroke:#000000;stroke-width:0.5;\" x\u003d\"462.6\" xlink:href\u003d\"#m1b33711152\" y\u003d\"388.8\"/\u003e\n\r      \u003c/g\u003e\n\r     \u003c/g\u003e\n\r     \u003cg id\u003d\"line2d_17\"\u003e\n\r      \u003cg\u003e\n\r       \u003cuse style\u003d\"stroke:#000000;stroke-width:0.5;\" x\u003d\"462.6\" xlink:href\u003d\"#m5ced6e031b\" y\u003d\"43.2\"/\u003e\n\r      \u003c/g\u003e\n\r     \u003c/g\u003e\n\r     \u003cg
  id\u003d\"text_8\"\u003e\n\r      \u003c!-- 1.5 --\u003e\n\r      \u003cg transform\u003d\"translate(453.058125 401.918125)scale(0.12 -0.12)\"\u003e\n\r       \u003cuse xlink:href\u003d\"#BitstreamVeraSans-Roman-31\"/\u003e\n\r       \u003cuse x\u003d\"63.623046875\" xlink:href\u003d\"#BitstreamVeraSans-Roman-2e\"/\u003e\n\r       \u003cuse x\u003d\"95.41015625\" xlink:href\u003d\"#BitstreamVeraSans-Roman-35\"/\u003e\n\r      \u003c/g\u003e\n\r     \u003c/g\u003e\n\r    \u003c/g\u003e\n\r    \u003cg id\u003d\"xtick_9\"\u003e\n\r     \u003cg id\u003d\"line2d_18\"\u003e\n\r      \u003cg\u003e\n\r       \u003cuse style\u003d\"stroke:#000000;stroke-width:0.5;\" x\u003d\"518.4\" xlink:href\u003d\"#m1b33711152\" y\u003d\"388.8\"/\u003e\n\r      \u003c/g\u003e\n\r     \u003c/g\u003e\n\r     \u003cg id\u003d\"line2d_19\"\u003e\n\r      \u003cg\u003e\n\r       \u003cuse style\u003d\"stroke:#000000;stroke-width:0.5;\" x\u003d\"518.4\" xlink:href\u003d\"#m5ced6e031b\" y\u003d\"43.2\"/\u003e\n
 \r      \u003c/g\u003e\n\r     \u003c/g\u003e\n\r     \u003cg id\u003d\"text_9\"\u003e\n\r      \u003c!-- 2.0 --\u003e\n\r      \u003cg transform\u003d\"translate(508.858125 401.918125)scale(0.12 -0.12)\"\u003e\n\r       \u003cuse xlink:href\u003d\"#BitstreamVeraSans-Roman-32\"/\u003e\n\r       \u003cuse x\u003d\"63.623046875\" xlink:href\u003d\"#BitstreamVeraSans-Roman-2e\"/\u003e\n\r       \u003cuse x\u003d\"95.41015625\" xlink:href\u003d\"#BitstreamVeraSans-Roman-30\"/\u003e\n\r      \u003c/g\u003e\n\r     \u003c/g\u003e\n\r    \u003c/g\u003e\n\r   \u003c/g\u003e\n\r   \u003cg id\u003d\"matplotlib.axis_2\"\u003e\n\r    \u003cg id\u003d\"ytick_1\"\u003e\n\r     \u003cg id\u003d\"line2d_20\"\u003e\n\r      \u003cdefs\u003e\n\r       \u003cpath d\u003d\"M 0 0 \n\rL 4 0 \n\r\" id\u003d\"m3c39fe74d7\" style\u003d\"stroke:#000000;stroke-width:0.5;\"/\u003e\n\r      \u003c/defs\u003e\n\r      \u003cg\u003e\n\r       \u003cuse style\u003d\"stroke:#000000;stroke-width:0.5;\" x\u003d\"72.0
 \" xlink:href\u003d\"#m3c39fe74d7\" y\u003d\"388.8\"/\u003e\n\r      \u003c/g\u003e\n\r     \u003c/g\u003e\n\r     \u003cg id\u003d\"line2d_21\"\u003e\n\r      \u003cdefs\u003e\n\r       \u003cpath d\u003d\"M 0 0 \n\rL -4 0 \n\r\" id\u003d\"m4564b9459b\" style\u003d\"stroke:#000000;stroke-width:0.5;\"/\u003e\n\r      \u003c/defs\u003e\n\r      \u003cg\u003e\n\r       \u003cuse style\u003d\"stroke:#000000;stroke-width:0.5;\" x\u003d\"518.4\" xlink:href\u003d\"#m4564b9459b\" y\u003d\"388.8\"/\u003e\n\r      \u003c/g\u003e\n\r     \u003c/g\u003e\n\r     \u003cg id\u003d\"text_10\"\u003e\n\r      \u003c!-- \u22121.0 --\u003e\n\r      \u003cg transform\u003d\"translate(38.860625 392.11125)scale(0.12 -0.12)\"\u003e\n\r       \u003cuse xlink:href\u003d\"#BitstreamVeraSans-Roman-2212\"/\u003e\n\r       \u003cuse x\u003d\"83.7890625\" xlink:href\u003d\"#BitstreamVeraSans-Roman-31\"/\u003e\n\r       \u003cuse x\u003d\"147.412109375\" xlink:href\u003d\"#BitstreamVeraSans-Roman-2e\"/\u003e\n\r    
    \u003cuse x\u003d\"179.19921875\" xlink:href\u003d\"#BitstreamVeraSans-Roman-30\"/\u003e\n\r      \u003c/g\u003e\n\r     \u003c/g\u003e\n\r    \u003c/g\u003e\n\r    \u003cg id\u003d\"ytick_2\"\u003e\n\r     \u003cg id\u003d\"line2d_22\"\u003e\n\r      \u003cg\u003e\n\r       \u003cuse style\u003d\"stroke:#000000;stroke-width:0.5;\" x\u003d\"72.0\" xlink:href\u003d\"#m3c39fe74d7\" y\u003d\"302.4\"/\u003e\n\r      \u003c/g\u003e\n\r     \u003c/g\u003e\n\r     \u003cg id\u003d\"line2d_23\"\u003e\n\r      \u003cg\u003e\n\r       \u003cuse style\u003d\"stroke:#000000;stroke-width:0.5;\" x\u003d\"518.4\" xlink:href\u003d\"#m4564b9459b\" y\u003d\"302.4\"/\u003e\n\r      \u003c/g\u003e\n\r     \u003c/g\u003e\n\r     \u003cg id\u003d\"text_11\"\u003e\n\r      \u003c!-- \u22120.5 --\u003e\n\r      \u003cg transform\u003d\"translate(38.860625 305.71125)scale(0.12 -0.12)\"\u003e\n\r       \u003cuse xlink:href\u003d\"#BitstreamVeraSans-Roman-2212\"/\u003e\n\r       \u003cuse x\u003d\"83.7890625\
 " xlink:href\u003d\"#BitstreamVeraSans-Roman-30\"/\u003e\n\r       \u003cuse x\u003d\"147.412109375\" xlink:href\u003d\"#BitstreamVeraSans-Roman-2e\"/\u003e\n\r       \u003cuse x\u003d\"179.19921875\" xlink:href\u003d\"#BitstreamVeraSans-Roman-35\"/\u003e\n\r      \u003c/g\u003e\n\r     \u003c/g\u003e\n\r    \u003c/g\u003e\n\r    \u003cg id\u003d\"ytick_3\"\u003e\n\r     \u003cg id\u003d\"line2d_24\"\u003e\n\r      \u003cg\u003e\n\r       \u003cuse style\u003d\"stroke:#000000;stroke-width:0.5;\" x\u003d\"72.0\" xlink:href\u003d\"#m3c39fe74d7\" y\u003d\"216.0\"/\u003e\n\r      \u003c/g\u003e\n\r     \u003c/g\u003e\n\r     \u003cg id\u003d\"line2d_25\"\u003e\n\r      \u003cg\u003e\n\r       \u003cuse style\u003d\"stroke:#000000;stroke-width:0.5;\" x\u003d\"518.4\" xlink:href\u003d\"#m4564b9459b\" y\u003d\"216.0\"/\u003e\n\r      \u003c/g\u003e\n\r     \u003c/g\u003e\n\r     \u003cg id\u003d\"text_12\"\u003e\n\r      \u003c!-- 0.0 --\u003e\n\r      \u003cg transform\u003d\"translate(48
 .91625 219.31125)scale(0.12 -0.12)\"\u003e\n\r       \u003cuse xlink:href\u003d\"#BitstreamVeraSans-Roman-30\"/\u003e\n\r       \u003cuse x\u003d\"63.623046875\" xlink:href\u003d\"#BitstreamVeraSans-Roman-2e\"/\u003e\n\r       \u003cuse x\u003d\"95.41015625\" xlink:href\u003d\"#BitstreamVeraSans-Roman-30\"/\u003e\n\r      \u003c/g\u003e\n\r     \u003c/g\u003e\n\r    \u003c/g\u003e\n\r    \u003cg id\u003d\"ytick_4\"\u003e\n\r     \u003cg id\u003d\"line2d_26\"\u003e\n\r      \u003cg\u003e\n\r       \u003cuse style\u003d\"stroke:#000000;stroke-width:0.5;\" x\u003d\"72.0\" xlink:href\u003d\"#m3c39fe74d7\" y\u003d\"129.6\"/\u003e\n\r      \u003c/g\u003e\n\r     \u003c/g\u003e\n\r     \u003cg id\u003d\"line2d_27\"\u003e\n\r      \u003cg\u003e\n\r       \u003cuse style\u003d\"stroke:#000000;stroke-width:0.5;\" x\u003d\"518.4\" xlink:href\u003d\"#m4564b9459b\" y\u003d\"129.6\"/\u003e\n\r      \u003c/g\u003e\n\r     \u003c/g\u003e\n\r     \u003cg id\u003d\"text_13\"\u003e\n\r      \u003c!-- 
 0.5 --\u003e\n\r      \u003cg transform\u003d\"translate(48.91625 132.91125)scale(0.12 -0.12)\"\u003e\n\r       \u003cuse xlink:href\u003d\"#BitstreamVeraSans-Roman-30\"/\u003e\n\r       \u003cuse x\u003d\"63.623046875\" xlink:href\u003d\"#BitstreamVeraSans-Roman-2e\"/\u003e\n\r       \u003cuse x\u003d\"95.41015625\" xlink:href\u003d\"#BitstreamVeraSans-Roman-35\"/\u003e\n\r      \u003c/g\u003e\n\r     \u003c/g\u003e\n\r    \u003c/g\u003e\n\r    \u003cg id\u003d\"ytick_5\"\u003e\n\r     \u003cg id\u003d\"line2d_28\"\u003e\n\r      \u003cg\u003e\n\r       \u003cuse style\u003d\"stroke:#000000;stroke-width:0.5;\" x\u003d\"72.0\" xlink:href\u003d\"#m3c39fe74d7\" y\u003d\"43.2\"/\u003e\n\r      \u003c/g\u003e\n\r     \u003c/g\u003e\n\r     \u003cg id\u003d\"line2d_29\"\u003e\n\r      \u003cg\u003e\n\r       \u003cuse style\u003d\"stroke:#000000;stroke-width:0.5;\" x\u003d\"518.4\" xlink:href\u003d\"#m4564b9459b\" y\u003d\"43.2\"/\u003e\n\r      \u003c/g\u003e\n\r     \u003c/g\u003e\n\r 
     \u003cg id\u003d\"text_14\"\u003e\n\r      \u003c!-- 1.0 --\u003e\n\r      \u003cg transform\u003d\"translate(48.91625 46.51125)scale(0.12 -0.12)\"\u003e\n\r       \u003cuse xlink:href\u003d\"#BitstreamVeraSans-Roman-31\"/\u003e\n\r       \u003cuse x\u003d\"63.623046875\" xlink:href\u003d\"#BitstreamVeraSans-Roman-2e\"/\u003e\n\r       \u003cuse x\u003d\"95.41015625\" xlink:href\u003d\"#BitstreamVeraSans-Roman-30\"/\u003e\n\r      \u003c/g\u003e\n\r     \u003c/g\u003e\n\r    \u003c/g\u003e\n\r   \u003c/g\u003e\n\r  \u003c/g\u003e\n\r \u003c/g\u003e\n\r \u003cdefs\u003e\n\r  \u003cclipPath id\u003d\"p8d9001317b\"\u003e\n\r   \u003crect height\u003d\"345.6\" width\u003d\"446.4\" x\u003d\"72.0\" y\u003d\"43.2\"/\u003e\n\r  \u003c/clipPath\u003e\n\r \u003c/defs\u003e\n\r\u003c/svg\u003e\n\r\u003cdiv\u003e"
       },
       "dateCreated": "Jun 16, 2016 11:49:47 PM",
-      "dateStarted": "Jun 17, 2016 2:30:03 PM",
-      "dateFinished": "Jun 17, 2016 2:30:03 PM",
+      "dateStarted": "Jun 22, 2016 5:31:36 PM",
+      "dateFinished": "Jun 22, 2016 5:31:36 PM",
       "status": "FINISHED",
       "progressUpdateIntervalMs": 500
     },
     {
-      "text": "%python\n\n#something",
-      "dateUpdated": "Jun 17, 2016 2:26:41 PM",
+      "text": "%python\n\n# something else",
+      "dateUpdated": "Jun 22, 2016 5:50:47 PM",
       "config": {
         "colWidth": 12.0,
         "graph": {
           "mode": "table",
-          "height": 300.0,
+          "height": 394.0,
           "optionOpen": false,
           "keys": [],
           "values": [],
@@ -169,15 +171,15 @@
         "msg": ""
       },
       "dateCreated": "Jun 17, 2016 2:04:39 PM",
-      "dateStarted": "Jun 17, 2016 2:26:28 PM",
-      "dateFinished": "Jun 17, 2016 2:26:28 PM",
+      "dateStarted": "Jun 22, 2016 5:50:47 PM",
+      "dateFinished": "Jun 22, 2016 5:50:47 PM",
       "status": "FINISHED",
       "progressUpdateIntervalMs": 500
     },
     {
       "title": "Further help using build-in command",
       "text": "help()",
-      "dateUpdated": "Jun 17, 2016 1:58:05 PM",
+      "dateUpdated": "Jun 22, 2016 5:31:35 PM",
       "config": {
         "colWidth": 12.0,
         "graph": {
@@ -203,17 +205,17 @@
       "result": {
         "code": "SUCCESS",
         "type": "HTML",
-        "msg": "\r\u003ch2\u003ePython Interpreter help\u003c/h2\u003e\n\r\u003ch3\u003ePython 2 \u0026 3 comptability\u003c/h3\u003e\n\r\u003cp\u003eThe interpreter is compatible with Python 2 \u0026 3.\u003cbr/\u003e\n\rTo change Python version, \n\rchange in the interpreter configuration the python to the \n\rdesired version (example : python\u003d/usr/bin/python3)\u003c/p\u003e\n\r\u003ch3\u003ePython modules\u003c/h3\u003e\n\r\u003cp\u003eThe interpreter can use all modules already installed \n\r(with pip, easy_install, etc)\u003c/p\u003e\n\r\u003ch3\u003eForms\u003c/h3\u003e\n\rYou must install py4j in order to use the form feature (pip install py4j)\n\r\u003ch4\u003eInput form\u003c/h4\u003e\n\r\u003cpre\u003eprint (z.input(\"f1\",\"defaultValue\"))\u003c/pre\u003e\n\r\u003ch4\u003eSelection form\u003c/h4\u003e\n\r\u003cpre\u003eprint(z.select(\"f2\", [(\"o1\",\"1\"), (\"o2\",\"2\")],2))\u003c/pre\u003e\n\r\u003ch4\u003eCheckbox form\u003c/h4\u003e\n\r\u003cpre\u003e print(\"
 \".join(z.checkbox(\"f3\", [(\"o1\",\"1\"), (\"o2\",\"2\")],[\"1\"])))\u003c/pre\u003e\n\r\u003ch3\u003eMatplotlib graph\u003c/h3\u003e\n\r\u003cdiv\u003eThe interpreter can display matplotlib graph with \n\rthe function zeppelin_show()\u003c/div\u003e\n\r\u003cdiv\u003e You need to already have matplotlib module installed \n\rto use this functionality !\u003c/div\u003e\u003cbr/\u003e\n\r\u003cpre\u003eimport matplotlib.pyplot as plt\n\rplt.figure()\n\r(.. ..)\n\rzeppelin_show(plt)\n\rplt.close()\n\r\u003c/pre\u003e\n\r\u003cdiv\u003e\u003cbr/\u003e zeppelin_show function can take optional parameters \n\rto adapt graph width and height\u003c/div\u003e\n\r\u003cdiv\u003e\u003cb\u003eexample \u003c/b\u003e:\n\r\u003cpre\u003ezeppelin_show(plt,width\u003d\u002750px\u0027)\n\rzeppelin_show(plt,height\u003d\u0027150px\u0027) \u003c/pre\u003e\u003c/div\u003e"
+        "msg": "\r\u003ch2\u003ePython Interpreter help\u003c/h2\u003e\n\r\u003ch3\u003ePython 2 \u0026 3 comptability\u003c/h3\u003e\n\r\u003cp\u003eThe interpreter is compatible with Python 2 \u0026 3.\u003cbr/\u003e\n\rTo change Python version, \n\rchange in the interpreter configuration the python to the \n\rdesired version (example : python\u003d/usr/bin/python3)\u003c/p\u003e\n\r\u003ch3\u003ePython modules\u003c/h3\u003e\n\r\u003cp\u003eThe interpreter can use all modules already installed \n\r(with pip, easy_install, etc)\u003c/p\u003e\n\r\u003ch3\u003eForms\u003c/h3\u003e\n\rYou must install py4j in order to use the form feature (pip install py4j)\n\r\u003ch4\u003eInput form\u003c/h4\u003e\n\r\u003cpre\u003eprint (z.input(\"f1\",\"defaultValue\"))\u003c/pre\u003e\n\r\u003ch4\u003eSelection form\u003c/h4\u003e\n\r\u003cpre\u003eprint(z.select(\"f2\", [(\"o1\",\"1\"), (\"o2\",\"2\")],2))\u003c/pre\u003e\n\r\u003ch4\u003eCheckbox form\u003c/h4\u003e\n\r\u003cpre\u003e print(\"
 \".join(z.checkbox(\"f3\", [(\"o1\",\"1\"), (\"o2\",\"2\")],[\"1\"])))\u003c/pre\u003e\n\r\u003ch3\u003eMatplotlib graph\u003c/h3\u003e\n\r\u003cdiv\u003eThe interpreter can display matplotlib graph with \n\rthe function z.show()\u003c/div\u003e\n\r\u003cdiv\u003e You need to already have matplotlib module installed \n\rto use this functionality !\u003c/div\u003e\u003cbr/\u003e\n\r\u003cpre\u003eimport matplotlib.pyplot as plt\n\rplt.figure()\n\r(.. ..)\n\rz.show(plt)\n\rplt.close()\n\r\u003c/pre\u003e\n\r\u003cdiv\u003e\u003cbr/\u003e z.show function can take optional parameters \n\rto adapt graph width and height\u003c/div\u003e\n\r\u003cdiv\u003e\u003cb\u003eexample \u003c/b\u003e:\n\r\u003cpre\u003ez.show(plt,width\u003d\u002750px\u0027)\n\rz.show(plt,height\u003d\u0027150px\u0027) \u003c/pre\u003e\u003c/div\u003e"
       },
       "dateCreated": "Jun 14, 2016 5:45:31 PM",
-      "dateStarted": "Jun 17, 2016 1:58:07 PM",
-      "dateFinished": "Jun 17, 2016 1:58:07 PM",
+      "dateStarted": "Jun 22, 2016 5:31:36 PM",
+      "dateFinished": "Jun 22, 2016 5:31:36 PM",
       "status": "FINISHED",
       "progressUpdateIntervalMs": 500
     },
     {
       "text": "",
-      "dateUpdated": "Jun 17, 2016 1:58:05 PM",
+      "dateUpdated": "Jun 22, 2016 5:31:35 PM",
       "config": {
         "colWidth": 12.0,
         "graph": {
@@ -240,20 +242,20 @@
         "msg": ""
       },
       "dateCreated": "Jun 16, 2016 11:03:38 AM",
-      "dateStarted": "Jun 17, 2016 1:58:07 PM",
-      "dateFinished": "Jun 17, 2016 1:58:07 PM",
+      "dateStarted": "Jun 22, 2016 5:31:36 PM",
+      "dateFinished": "Jun 22, 2016 5:31:36 PM",
       "status": "FINISHED",
       "progressUpdateIntervalMs": 500
     }
   ],
   "name": "Zeppelin Tutorial: Python - matplotlib basic",
   "id": "2BQA35CJZ",
+  "lastReplName": {
+    "value": "python"
+  },
   "angularObjects": {
-    "2BF85N7NW:shared_process": [],
-    "2BGHU9722:shared_process": [],
-    "2BKHK8EY7:shared_process": [],
-    "2BF5T5XA9:shared_process": [],
-    "2BF44TSFC:shared_process": []
+    "2BMX349MY:shared_process": [],
+    "2BN9WB6KT:shared_process": []
   },
   "config": {
     "looknfeel": "default"

http://git-wip-us.apache.org/repos/asf/zeppelin/blob/230d8901/python/src/main/java/org/apache/zeppelin/python/PythonInterpreter.java
----------------------------------------------------------------------
diff --git a/python/src/main/java/org/apache/zeppelin/python/PythonInterpreter.java b/python/src/main/java/org/apache/zeppelin/python/PythonInterpreter.java
index 9dd4ed7..08bb944 100644
--- a/python/src/main/java/org/apache/zeppelin/python/PythonInterpreter.java
+++ b/python/src/main/java/org/apache/zeppelin/python/PythonInterpreter.java
@@ -123,7 +123,9 @@ public class PythonInterpreter extends Interpreter {
   @Override
   public InterpreterResult interpret(String cmd, InterpreterContext contextInterpreter) {
     this.context = contextInterpreter;
-
+    if (cmd == null || cmd.isEmpty()) {
+      return new InterpreterResult(Code.SUCCESS, "");
+    }
     String output = sendCommandToPython(cmd);
     return new InterpreterResult(Code.SUCCESS, output.replaceAll(">>>", "")
         .replaceAll("\\.\\.\\.", "").trim());
@@ -182,12 +184,13 @@ public class PythonInterpreter extends Interpreter {
 
   private String sendCommandToPython(String cmd) {
     String output = "";
-    logger.info("Sending : \n" + (cmd.length() > 200 ? cmd.substring(0, 120) + "..." : cmd));
+    logger.info("Sending : \n" + (cmd.length() > 200 ? cmd.substring(0, 200) + "..." : cmd));
     try {
       output = process.sendAndGetResult(cmd);
     } catch (IOException e) {
       logger.error("Error when sending commands to python process", e);
     }
+    //logger.info("Got : \n" + output);
     return output;
   }
 

http://git-wip-us.apache.org/repos/asf/zeppelin/blob/230d8901/python/src/main/resources/__init__.py
----------------------------------------------------------------------
diff --git a/python/src/main/resources/__init__.py b/python/src/main/resources/__init__.py
new file mode 100644
index 0000000..e69de29

http://git-wip-us.apache.org/repos/asf/zeppelin/blob/230d8901/python/src/main/resources/bootstrap.py
----------------------------------------------------------------------
diff --git a/python/src/main/resources/bootstrap.py b/python/src/main/resources/bootstrap.py
index 04a5f53..73658b3 100644
--- a/python/src/main/resources/bootstrap.py
+++ b/python/src/main/resources/bootstrap.py
@@ -33,6 +33,7 @@ def intHandler(signum, frame):  # Set the signal handler
 
 signal.signal(signal.SIGINT, intHandler)
 
+
 def help():
     print ('%html')
     print ('<h2>Python Interpreter help</h2>')
@@ -56,47 +57,101 @@ def help():
            '("o2","2")],["1"])))</pre>')
     print ('<h3>Matplotlib graph</h3>')
     print ('<div>The interpreter can display matplotlib graph with ')
-    print ('the function zeppelin_show()</div>')
+    print ('the function z.show()</div>')
     print ('<div> You need to already have matplotlib module installed ')
     print ('to use this functionality !</div><br/>')
     print ('''<pre>import matplotlib.pyplot as plt
 plt.figure()
 (.. ..)
-zeppelin_show(plt)
+z.show(plt)
 plt.close()
 </pre>''')
-    print ('<div><br/> zeppelin_show function can take optional parameters ')
+    print ('<div><br/> z.show function can take optional parameters ')
     print ('to adapt graph width and height</div>')
     print ("<div><b>example </b>:")
-    print('''<pre>zeppelin_show(plt,width='50px')
-zeppelin_show(plt,height='150px') </pre></div>''')
-
-# Matplotlib show function
-def zeppelin_show(p, width="0", height="0"):
-    img = io.StringIO()
-    p.savefig(img, format='svg')
-    img.seek(0)
-    style = ""
-    if(width != "0"):
-        style += 'width:'+width
-    if(height != "0"):
-        if(len(style) != 0):
-            style += ","
-            style += 'height:'+height
-    print("%html <div style='" + style + "'>" + img.read() + "<div>")
+    print ('''<pre>z.show(plt,width='50px')
+z.show(plt,height='150px') </pre></div>''')
+    print ('<h3>Pandas DataFrame</h3>')
+    print """
+<div>The interpreter can visualize Pandas DataFrame
+with the function z.show()
+<pre>
+import pandas as pd
+df = pd.read_csv("bank.csv", sep=";")
+z.show(df)
+</pre></div>
+"""
 
-# If py4j is detected, these class will be override
-# with the implementation in bootstrap_input.py
-class PyZeppelinContext():
+class PyZeppelinContext(object):
+    """ If py4j is detected, these class will be override
+        with the implementation in bootstrap_input.py
+    """
     errorMsg = "You must install py4j Python module " \
                "(pip install py4j) to use Zeppelin dynamic forms features"
+    
     def __init__(self, zc):
         self.z = zc
+        self.max_result = 1000
+    
     def input(self, name, defaultValue=""):
         print (self.errorMsg)
+    
     def select(self, name, options, defaultValue=""):
         print (self.errorMsg)
+    
     def checkbox(self, name, options, defaultChecked=[]):
         print (self.errorMsg)
+    
+    def show(self, p, **kwargs):
+        if hasattr(p, '__name__') and p.__name__ == "matplotlib.pyplot":
+            self.show_matplotlib(p, **kwargs)
+        elif type(p).__name__ == "DataFrame": # does not play well with sub-classes
+            # `isinstance(p, DataFrame)` would req `import pandas.core.frame.DataFrame`
+            # and so a dependency on pandas
+            self.show_dataframe(p, **kwargs)
+    
+    def show_dataframe(self, df, **kwargs):
+        """Pretty prints DF using Table Display System
+        """
+        limit = len(df) > self.max_result
+        header_buf = io.StringIO("")
+        header_buf.write(df.columns[0])
+        for col in df.columns[1:]:
+            header_buf.write("\t")
+            header_buf.write(col)
+        header_buf.write("\n")
+        
+        body_buf = io.StringIO("")
+        rows = df.head(self.max_result).values if limit else df.values
+        for row in rows:
+            body_buf.write(row[0])
+            for cell in row[1:]:
+                body_buf.write("\t")
+                body_buf.write(cell)
+            body_buf.write("\n")
+        body_buf.seek(0); header_buf.seek(0)
+        #TODO(bzz): fix it, so it shows red notice, as in Spark
+        print("%table " + header_buf.read() + body_buf.read()) # +
+        #      ("\n<font color=red>Results are limited by {}.</font>" \
+        #          .format(self.max_result) if limit else "")
+        #)
+        body_buf.close(); header_buf.close()
+    
+    def show_matplotlib(self, p, width="0", height="0", **kwargs):
+        """Matplotlib show function
+        """
+        img = io.StringIO()
+        p.savefig(img, format='svg')
+        img.seek(0)
+        style = ""
+        if (width != "0"):
+            style += 'width:' + width
+        if (height != "0"):
+            if (len(style) != 0):
+                style += ","
+                style += 'height:' + height
+        print("%html <div style='" + style + "'>" + img.read() + "<div>")
+        img.close()
+
 
 z = PyZeppelinContext("")

http://git-wip-us.apache.org/repos/asf/zeppelin/blob/230d8901/python/src/main/resources/bootstrap_input.py
----------------------------------------------------------------------
diff --git a/python/src/main/resources/bootstrap_input.py b/python/src/main/resources/bootstrap_input.py
index 402df7e..d15b93a 100644
--- a/python/src/main/resources/bootstrap_input.py
+++ b/python/src/main/resources/bootstrap_input.py
@@ -16,20 +16,24 @@
 from py4j.java_gateway import JavaGateway
 from py4j.java_gateway import java_import, JavaGateway, GatewayClient
 
+
 client = GatewayClient(port=%PORT%)
 gateway = JavaGateway(client)
 java_import(gateway.jvm, "org.apache.zeppelin.display.Input")
 
-class PyZeppelinContext():
-    paramOption = gateway.jvm.org.apache.zeppelin.display.Input.ParamOption
-    javaList = gateway.jvm.java.util.ArrayList
 
+class Py4jZeppelinContext(PyZeppelinContext):
+    """A context impl that uses Py4j to communicate to JVM
+    """
     def __init__(self, zc):
-        self.z = zc
-
+        super(Py4jZeppelinContext, self).__init__(zc)
+        self.paramOption = gateway.jvm.org.apache.zeppelin.display.Input.ParamOption
+        self.javaList = gateway.jvm.java.util.ArrayList
+        self.max_result = 1000 #TODO(bzz): read `zeppelin.python.maxResult` from JVM
+    
     def input(self, name, defaultValue=""):
         return self.z.getGui().input(name, defaultValue)
-
+    
     def select(self, name, options, defaultValue=""):
         javaOptions = gateway.new_array(self.paramOption, len(options))
         i = 0
@@ -37,7 +41,7 @@ class PyZeppelinContext():
             javaOptions[i] = self.paramOption(tuple[0], tuple[1])
             i += 1
         return self.z.getGui().select(name, defaultValue, javaOptions)
-
+    
     def checkbox(self, name, options, defaultChecked=[]):
         javaOptions = gateway.new_array(self.paramOption, len(options))
         i = 0
@@ -49,4 +53,5 @@ class PyZeppelinContext():
             javaDefaultCheck.append(check)
         return self.z.getGui().checkbox(name, javaDefaultCheck, javaOptions)
 
-z = PyZeppelinContext(gateway.entry_point)
+
+z = Py4jZeppelinContext(gateway.entry_point)