The challenge here is getting the ESRI-provided version of Python and associated module s to work with non-ESRI provided modules that you gain via Anaconda. Generally speaking, when you download and install Anaconda, you will get newer versions of Python-related material (including standard modules like numpy) than what is in your ArcGIS "Python Stack," which will not work. You therefore must configure Anaconda to be compatible with the version of ArcGIS "Python stack" (10.1, 10.2, 10.3, Pro) that you have installed. The instructions here describe how to install older versions of modules into Anaconda that will work with ArcGIS.
Related topic: Calling arcpy from an external virtual Python environment
Anaconda is an open-source Python distribution that makes is possible to easily install and manage many pre-packaged third party Python modules. It is a competing fully open-source alternative to the Enthought Python Distribution (EPD).
It has some big advantages over using the Python Esri provides with ArcGIS:
The general workflow to make this happen is to:
At this point, you will have full Anaconda version of the python environment that's spiffy and new and totally useless with ArcMap.
The following workflow will demonstrate how set up a custom Python environment within Anaconda that is similar to that of ArcGIS Python, with the "pandas" module added. Pandas is great for a whole variety of data processing tasks (just google "python pandas"). If you get this far, you can adapt this workflow to include other modules you may want.
The following example is for ArcGIS 10.2.2.
A. Find the versions of numpy and matplotlib ArcGIS is using.
Open ArcMap and its Python window, and enter these commands:
>>> import sys, numpy, matplotlib
>>> print(sys.version, numpy.__version__, matplotlib.__version__)
'2.7.5 (default, May 15 2013, 22:43:36) [MSC v.1500 32 bit (Intel)]', '1.7.1', '1.3.0')
B. Create a custom Anaconda environment (including pandas) that is compatible with ArcGIS 10.2.2.
Rather than modifying the basic Anaconda installation, you can create a custom environment within Anaconda and specify the version of Pandas you want there. To do this:
C. Test the virtual environment
Since this new custom environment is not the Anaconda default, you need to let it know that's what you want to use. Then, you'll ask it to tell you what's installed. So, at the Get to the Anaconda Command Prompt, type:
Activating environment "arc1022"...
[arc1022] D:\Users\cprice>conda list
# packages in environment at D:\Users\cprice\Anaconda\envs\arc1022:
dateutil 2.4.1 py27_0
np17py27_0numpy 1.7.1 py27_3
pandas 0.13.0 np17py27_0
Python 2.7.5 |Continuum Analytics, Inc.| (default, Jul 1 2013, 12:41:55) [MSC v.1500 32 bit (Intel)] on win32
Type "help", "copyright", "credits" or "license" for more information.
D. More packages
You can add more packages using conda install, but make sure you specify version numbers for these that won't change the environment's version of python or numpy (or ArcGIS will not be able to use that environment anymore). For example, if we didn't add pandas in the beginning, we could add it using this command. Specifying python and numpy versions makes sure we get a compatible version will work seamlessly with arcpy/ArcGIS.
conda install -n arc1022 python=2.7.5 numpy=1.7.1 pandas
You're not limited to adding only packages to which conda has access to your new environment. Here's an example on how to install a commonly desired GIS-related package (shapely) into a conda virtual environment using the python pip utility:
Here is some general information on the conda utility.
This can easily be done with this Python startup script: usercustomize.py.txt
If you get an error message when you try to import, the most common cause I've seen is that the version of the module is still too new. In the pandas example, version 0.10.1 also appears to use the same 1.6.1 version of numpy but for some mysterious ESRI-specific reason that we could not get support to solve or really talk about, pandas 0.10.1 does not work. The solution was to modify the Anaconda "esri" environment to hold 0.10.0 pandas and all worked. To do change this:
How to do a separate Python installation with ArcGIS? (GIS Stack Exchange)
Using ArcPy with Anaconda (PyMorton)