diff --git a/.gitignore b/.gitignore
index 543e3dd..757fee3 100644
--- a/.gitignore
+++ b/.gitignore
@@ -1,25 +1 @@
-.idea
-venv
-.ipynb_checkpoints
-/datasets/__pycache__/__init__.cpython-34.pyc
-/__pycache__/test.cpython-34.pyc
-/tests/__pycache__/test_estimators.cpython-34.pyc
-/tests/__pycache__/test_model.cpython-34.pyc
-/tests/__pycache__/test_utils.cpython-34.pyc
-/transitionMatrix/estimators/cohort_estimator.pyc
-/transitionMatrix/estimators/__init__.pyc
-/transitionMatrix/estimators/__pycache__/aalen_johansen_estimator.cpython-34.pyc
-/transitionMatrix/estimators/__pycache__/cohort_estimator.cpython-34.pyc
-/transitionMatrix/estimators/__pycache__/__init__.cpython-34.pyc
-/transitionMatrix/estimators/__pycache__/kaplan_meier_estimator.cpython-34.pyc
-/transitionMatrix/estimators/__pycache__/simple_estimator.cpython-34.pyc
-/transitionMatrix/__init__.pyc
-/transitionMatrix/model.pyc
-/transitionMatrix/__pycache__/__init__.cpython-34.pyc
-/transitionMatrix/__pycache__/model.cpython-34.pyc
-/transitionMatrix/utils/dataset_generators.pyc
-/transitionMatrix/utils/__init__.pyc
-/transitionMatrix/utils/preprocessing.pyc
-/transitionMatrix/utils/__pycache__/dataset_generators.cpython-34.pyc
-/transitionMatrix/utils/__pycache__/__init__.cpython-34.pyc
-/transitionMatrix/utils/__pycache__/preprocessing.cpython-34.pyc
+/.idea
\ No newline at end of file
diff --git a/CHANGELOG.rst b/CHANGELOG.rst
index a41f741..2c3cbf0 100644
--- a/CHANGELOG.rst
+++ b/CHANGELOG.rst
@@ -3,6 +3,13 @@ ChangeLog
 
 PLEASE NOTE THAT THE API IS STILL UNSTABLE AS MORE USE CASES / FEATURES ARE ADDED REGULARLY
 
+v0.4.6 (05-22-2019)
+-------------------
+
+* Feature: Update of CQS Mappings, addition of new rating scales
+* Documentation: Documentation of rating scale structure and mappings
+* Training: Example of mapping portfolio data to CQS
+
 v0.4.5 (04-21-2019)
 -------------------
 
@@ -11,8 +18,6 @@ v0.4.5 (04-21-2019)
 * Feature: print_matrix function for generic matrix pretty printing
 * Feature: matrix_exponent function for obtaining arbitrary integral matrices from a given generator
 
-
-
 v0.4.4 (03-04-2019)
 -------------------
 
@@ -21,13 +26,11 @@ v0.4.4 (03-04-2019)
 * Feature: CreditCurve class for holding credit curves
 
 
-
 v0.4.3 (29-03-2019)
 -------------------
 
 * Significant rearrangement of code (the threshold models package moved to portfolioAnalytics for more consistent structure of the code base / functionality)
 
-
 v0.4.2 (29-01-2019)
 -------------------
 
diff --git a/README.md b/README.md
index 1077d9e..e9613a3 100644
--- a/README.md
+++ b/README.md
@@ -1,3 +1,6 @@
+[![Gitter](https://badges.gitter.im/open-risk/transitionMatrix.svg)](https://gitter.im/open-risk/transitionMatrix?utm_source=badge&utm_medium=badge&utm_campaign=pr-badge)
+[![Documentation Status](https://readthedocs.org/projects/transitionMatrix/badge/?version=latest)](https://transitionmatrix.readthedocs.io/en/latest/?badge=latest)
+
 Intro
 =========================
 transitionMatrix is a Python powered library for the statistical analysis and visualization of state transition 
@@ -11,6 +14,7 @@ You can use transitionMatrix to
 - Manipulate transition matrices (generators, comparisons etc.)
 - Provide standardized data sets for testing
 - Model transitions using threshold processes
+- Map credit ratings using mapping tables between popularly used rating systems 
 
 Key Information
 ================
@@ -20,6 +24,8 @@ Key Information
 * Code Documentation: [Read The Docs](https://transitionmatrix.readthedocs.io/en/latest/index.html)
 * Mathematical Documentation: [Open Risk Manual](https://www.openriskmanual.org/wiki/Transition_Matrix)
 * Development website: [Github](https://github.com/open-risk/transitionMatrix)
+* General Discussions: [Gitter Lobby](https://gitter.im/open-risk/Lobby)
+* Package Specific Chat: [Gitter Project](https://gitter.im/open-risk/transitionMatrix)
 
 **NB: transitionMatrix is still in active development. If you encounter issues please raise them in our
 github repository**
@@ -31,8 +37,6 @@ Support and Training
     * [Analysis of Credit Migration using Python TransitionMatrix](https://www.openriskacademy.com/course/view.php?id=38)
 * Commercial Support for transitionMatrix is provided as part of OpenCPM
 
-</pre>
-
 
 Examples
 ========
@@ -73,3 +77,7 @@ Computation and Visualization of Credit Curves
 
 ![image](examples/credit_curves.png)
 
+Working with credit states
+
+![image](examples/scale_conversions.png)
+
diff --git a/datasets/synthetic_data9.csv b/datasets/synthetic_data9.csv
index 035245e..14d5550 100644
--- a/datasets/synthetic_data9.csv
+++ b/datasets/synthetic_data9.csv
@@ -1,1289 +1,1311 @@
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-1,2006-12-06,2,1
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-889,2007-01-02,6,7
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-21,2007-03-08,6,7
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-49,2007-05-07,5,4
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-35,2007-05-14,2,3
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-65,2007-06-07,6,7
-63,2007-06-08,6,7
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-90,2007-06-26,6,5
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-15,2007-08-21,4,5
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-47,2007-09-03,5,4
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-787,2007-10-06,6,7
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-97,2007-11-02,3,4
-81,2007-11-03,4,5
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-85,2008-02-03,6,7
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-31,2008-02-16,6,7
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-343,2008-04-07,6,7
-576,2008-04-08,6,7
-915,2008-04-14,5,7
-116,2008-04-18,1,2
-22,2008-04-19,3,5
-261,2008-04-19,0,1
-931,2008-04-22,6,7
-294,2008-04-23,6,7
-414,2008-04-27,1,2
-224,2008-05-06,1,0
-166,2008-05-17,4,6
-835,2008-05-18,6,5
-4,2008-05-24,2,3
-959,2008-05-31,3,7
-112,2008-06-08,2,4
-703,2008-06-24,5,7
-729,2008-06-30,6,7
-706,2008-07-01,5,7
-876,2008-07-02,6,5
-513,2008-07-11,6,7
-804,2008-07-19,3,2
-769,2008-07-30,2,3
-927,2008-07-30,4,7
-452,2008-07-30,5,6
-811,2008-08-06,4,3
-177,2008-08-08,5,4
-114,2008-08-09,6,7
-664,2008-08-15,0,1
-739,2008-08-19,4,7
-171,2008-08-22,3,4
-356,2008-08-23,2,3
-257,2008-08-30,4,5
-79,2008-08-30,6,7
-412,2008-08-31,5,4
-322,2008-09-02,4,5
-133,2008-09-07,0,1
-252,2008-09-11,4,6
-727,2008-09-12,4,2
-940,2008-09-16,0,1
-847,2008-10-04,2,3
-840,2008-10-08,2,3
-823,2008-10-10,2,3
-253,2008-10-16,2,3
-97,2008-10-17,4,0
-540,2008-10-24,3,5
-924,2008-10-26,2,3
-279,2008-11-05,4,5
-653,2008-11-09,5,6
-427,2008-11-12,1,2
-428,2008-11-15,0,1
-325,2008-11-16,5,7
-501,2008-11-17,5,7
-236,2008-11-18,3,1
-443,2008-11-20,6,7
-789,2008-11-22,5,6
-857,2008-11-23,6,7
-310,2008-11-24,5,3
-518,2008-11-26,6,7
-759,2008-11-29,4,5
-557,2008-12-01,2,3
-753,2008-12-02,5,3
-605,2008-12-03,1,2
-601,2008-12-07,4,2
-935,2008-12-10,6,5
-957,2008-12-11,4,3
-677,2008-12-14,0,1
-634,2008-12-15,2,3
-143,2008-12-22,5,7
-245,2008-12-29,1,2
-89,2009-01-20,5,7
-9,2009-01-21,5,4
-982,2009-01-28,3,4
-178,2009-02-06,6,5
-308,2009-02-12,5,4
-862,2009-02-13,3,2
-864,2009-02-20,5,4
-416,2009-02-24,5,7
-826,2009-02-26,5,4
-867,2009-02-26,2,3
-140,2009-03-07,4,5
-607,2009-03-07,4,3
-689,2009-03-07,1,3
-8,2009-03-09,2,3
-799,2009-03-10,1,3
-348,2009-03-15,4,5
-602,2009-03-16,0,1
-946,2009-03-21,5,4
-40,2009-03-22,6,7
-216,2009-03-26,5,3
-910,2009-03-27,3,4
-98,2009-03-28,3,2
-523,2009-03-29,3,2
-195,2009-03-29,4,5
-341,2009-04-03,0,1
-571,2009-04-04,6,7
-952,2009-04-11,6,5
-97,2009-04-22,0,1
-173,2009-04-22,5,4
-153,2009-04-22,0,1
-603,2009-05-05,4,5
-213,2009-05-09,4,3
-437,2009-05-10,3,2
-50,2009-05-15,2,1
-543,2009-05-16,6,5
-252,2009-05-18,6,7
-798,2009-05-21,4,3
-453,2009-05-31,6,7
-14,2009-06-12,4,5
-818,2009-06-15,5,7
-896,2009-06-27,3,2
-544,2009-06-27,5,6
-809,2009-07-01,4,5
-277,2009-07-07,4,5
-595,2009-07-07,5,4
-337,2009-07-14,5,6
-18,2009-07-18,1,2
-944,2009-07-21,6,7
-594,2009-07-22,2,1
-605,2009-07-24,2,3
-533,2009-07-24,1,5
-174,2009-07-27,4,5
-125,2009-07-31,1,2
-865,2009-08-06,3,4
-62,2009-08-12,4,6
-921,2009-08-13,1,2
-68,2009-08-14,1,2
-638,2009-08-20,3,4
-374,2009-08-22,2,3
-759,2009-08-23,5,3
-264,2009-08-23,4,3
-753,2009-08-31,3,4
-311,2009-09-03,6,5
-328,2009-09-12,5,4
-562,2009-09-16,5,7
-276,2009-09-17,4,3
-537,2009-09-18,6,7
-278,2009-09-19,5,6
-222,2009-09-22,2,3
-639,2009-09-30,4,6
-732,2009-10-02,6,7
-730,2009-10-03,3,2
-611,2009-10-06,4,5
-516,2009-10-12,1,2
-916,2009-11-01,2,1
-647,2009-11-03,1,2
-260,2009-11-04,3,4
-377,2009-11-06,5,6
-100,2009-11-11,6,7
-567,2009-11-13,5,7
-922,2009-11-15,3,2
-975,2009-11-15,0,1
-249,2009-11-21,4,2
-774,2009-11-22,3,2
-364,2009-11-27,4,3
-192,2009-12-07,5,6
-541,2009-12-10,4,2
-82,2009-12-15,3,5
-988,2009-12-15,5,4
-322,2009-12-16,5,6
-816,2009-12-17,5,6
-468,2009-12-27,6,7
-795,2010-01-02,4,6
-337,2010-01-17,6,7
-37,2010-01-18,2,3
-192,2010-01-22,6,7
-315,2010-01-22,0,1
-66,2010-01-30,6,7
-611,2010-02-02,5,6
-30,2010-02-05,2,3
-841,2010-02-06,3,7
-90,2010-02-14,5,4
-584,2010-02-27,1,2
-58,2010-03-03,3,4
-166,2010-03-03,6,7
-250,2010-03-04,4,5
-136,2010-03-08,2,3
-238,2010-03-09,4,5
-500,2010-03-13,4,3
-483,2010-03-16,6,7
-406,2010-03-17,3,4
-560,2010-03-29,1,4
-308,2010-04-02,4,3
-811,2010-04-03,3,4
-225,2010-04-05,5,7
-222,2010-04-07,3,4
-835,2010-04-09,5,7
-657,2010-04-17,5,6
-816,2010-04-20,6,7
-599,2010-04-25,3,2
-913,2010-04-28,6,7
-409,2010-05-01,4,5
-689,2010-05-03,3,2
-982,2010-05-14,4,6
-662,2010-05-17,5,7
-715,2010-05-24,3,4
-854,2010-05-27,5,7
-436,2010-05-28,5,7
-626,2010-06-05,3,5
-757,2010-06-10,6,7
-344,2010-06-12,4,5
-540,2010-06-12,5,4
-772,2010-06-15,5,7
-613,2010-06-17,0,1
-559,2010-06-19,5,7
-39,2010-06-21,0,1
-25,2010-07-03,5,4
-418,2010-07-11,2,3
-486,2010-07-15,1,2
-952,2010-07-21,5,7
-34,2010-07-27,0,1
-54,2010-07-30,0,1
-985,2010-08-01,4,5
-591,2010-08-02,4,7
-47,2010-08-08,4,5
-377,2010-08-13,6,7
-577,2010-08-14,4,3
-502,2010-08-21,2,5
-147,2010-08-22,6,7
-38,2010-08-25,3,4
-441,2010-08-25,4,5
-389,2010-08-27,5,4
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-957,2010-08-30,3,2
-998,2010-08-31,5,6
-858,2010-09-05,4,3
-850,2010-09-05,5,6
-604,2010-09-06,5,6
-671,2010-09-12,3,4
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-8,2010-10-03,3,5
-848,2010-10-07,2,1
-744,2010-10-16,1,2
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-125,2010-10-20,2,3
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-928,2010-10-28,0,1
-168,2010-11-01,3,2
-369,2010-11-09,4,3
-384,2010-11-12,6,7
-259,2010-11-15,4,7
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-465,2010-11-26,1,2
-165,2010-12-02,0,1
-49,2010-12-09,4,5
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-139,2010-12-19,2,3
-879,2010-12-26,5,6
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-823,2010-12-31,3,2
-290,2011-01-02,1,2
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-767,2011-01-09,5,4
-153,2011-01-11,1,2
-452,2011-01-16,6,5
-654,2011-01-25,2,3
-588,2011-01-28,4,5
-278,2011-02-04,6,5
-482,2011-02-06,4,5
-156,2011-02-08,3,4
-238,2011-02-10,5,3
-4,2011-02-11,3,5
-705,2011-02-11,2,3
-29,2011-02-15,2,3
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-998,2011-02-26,6,7
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-375,2011-03-08,4,5
-881,2011-03-23,5,4
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-46,2011-04-01,5,4
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-169,2011-04-25,1,2
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-58,2011-05-23,4,5
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-119,2011-12-24,2,1
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-56,2012-03-03,2,7
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-14,2012-04-05,5,6
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-32,2013-03-20,5,7
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-91,2013-04-07,6,5
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+907,2006-01-01,1,1
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diff --git a/description.rst b/description.rst
index 82b8ea0..5b68647 100644
--- a/description.rst
+++ b/description.rst
@@ -24,6 +24,7 @@ You can use transitionMatrix to
 - Manipulate transition matrices (derive generators, perform comparisons, stress transition rates etc.)
 - Access standardized datasets for testing
 - Extract and work with default curves
+- Map credit ratings using mapping tables
 
 **NB: transitionMatrix is still in active development. If you encounter issues please raise them in our
 github repository**
diff --git a/docs/source/conf.py b/docs/source/conf.py
index 920cef8..09e99bb 100644
--- a/docs/source/conf.py
+++ b/docs/source/conf.py
@@ -17,12 +17,12 @@
 
 sys.path.insert(0, os.path.abspath('../../'))
 
-__version__ = '0.4.2'
+__version__ = '0.4.6'
 
 # -- Project information -----------------------------------------------------
 
 project = 'transitionMatrix'
-copyright = '2018, Open Risk'
+copyright = '2017-2019, Open Risk'
 author = 'Open Risk'
 
 # The short X.Y version
diff --git a/docs/source/examples.rst b/docs/source/examples.rst
index 0b60518..debaed7 100644
--- a/docs/source/examples.rst
+++ b/docs/source/examples.rst
@@ -6,8 +6,7 @@ The examples directory includes python scripts and jupyter notebooks to help you
 - Generating transition matrices from data
 - Manipulating transition matrices
 - Computing and visualizing credit curves corresponding to a set of transition matrices
-- Estimating thresholds given a multi-period transition matrix set
-- Generating loss distributions analytically
+- Mapping rating states between different rating systems
 
 Python Scripts
 -------------------------------------------
@@ -116,6 +115,15 @@ Plot of estimated transition probabilities
 .. image:: ../../examples/transition_probabilities.png
 
 
+Map credit ratings between systems
+^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
+
+* state_space_operations.py
+
+Example workflows for converting data from one credit rating system to another using an established mapping
+table
+
+
 Generate Visuals
 ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
 
@@ -159,8 +167,11 @@ Visualize a transition matrix using Hinton-style visual
 
 .. image:: ../../examples/TransitionMatrix.png
 
+Example 7
+""""""""""""""""""""""""""""
+Convert labels between credit rating scales
 
-
+.. image:: ../../examples/scale_conversions.png
 
 
 Jupyter Notebooks
@@ -168,4 +179,4 @@ Jupyter Notebooks
 
 * Adjust_NotRated_State.ipynb
 * Matrix_Operations.ipynb
-* Portfolio_Examples.ipynb
+* Monthly_from_Annual.ipynb
diff --git a/docs/source/index.rst b/docs/source/index.rst
index 77efb60..46dff75 100644
--- a/docs/source/index.rst
+++ b/docs/source/index.rst
@@ -1,7 +1,5 @@
 .. transitionMatrix documentation master file, created by
    sphinx-quickstart on Thu May  3 17:51:16 2018.
-   You can adapt this file completely to your liking, but it should at least
-   contain the root `toctree` directive.
 
 transitionMatrix Documentation
 ==============================
diff --git a/docs/source/predefined_rating_scales.rst b/docs/source/predefined_rating_scales.rst
new file mode 100644
index 0000000..24ba6fa
--- /dev/null
+++ b/docs/source/predefined_rating_scales.rst
@@ -0,0 +1,39 @@
+Predefined Rating Scales
+========================
+
+The transitionMatrix package supports a variety of credit rating scales. The key ones are described here in more detail.
+
+
+The Rating Agency State Spaces and mappings are obtained from the latest (20 May 2019) Regulatory Reference:
+JC 2018 11, FINAL REPORT: REVISED DRAFT ITS ON THE MAPPING OF ECAIS’ CREDIT ASSESSMENTS UNDER CRR
+
+DISCLAIMER: Consult the original documents from definitive mappings available at the `EBA Website <https://eba.europa.eu/regulation-and-policy/external-credit-assessment-institutions-ecai/draft-implementing-technical-standards-on-the-mapping-of-ecais-credit-assessments>`_
+
+
+Rating Scales currently covered
+--------------------------------
+
+The focus of the current selection is long-term issuer ratings scales
+
+* AM Best Europe-Rating Services Ltd.
+* ARC Ratings S.A.
+* Cerved Rating Agency S.p.A.
+* Creditreform Rating AG
+* DBRS Ratings Limited
+* Fitch Ratings
+* Moody’s Investors Service
+* Scope Ratings AG
+* Standard & Poor’s Ratings Services
+
+
+Data per Scale
+-------------------------------------------
+
+Each rating scale is a StateSpace (see :ref:`state_space_doc`) and thus inherits the attributes and methods
+of that object, namely:
+
+* The entity defining the scale (originator)
+* The full name of the scale (as most originators of rating scales offer multiple scales with different meaning an/or use)
+* The definition of the scale (as a list of tuples in the form [('0', 'X1'), ... , ('N-1', 'XN)] where X are the symbols used to denote the credit state
+* The CQS (credit quality score) mapping of the scale as defined by regulatory authorities (see above reference)
+
diff --git a/docs/source/transitionMatrix.rst b/docs/source/transitionMatrix.rst
index 89272b8..245b8e7 100644
--- a/docs/source/transitionMatrix.rst
+++ b/docs/source/transitionMatrix.rst
@@ -35,6 +35,8 @@ TransitionMatrixSet
    .. automethod:: __mul__
 
 
+.. _state_space_doc:
+
 StateSpace
 ~~~~~~~~~~~~~~~~~~~
 
diff --git a/docs/source/usage.rst b/docs/source/usage.rst
index 47a28cb..5c8de10 100644
--- a/docs/source/usage.rst
+++ b/docs/source/usage.rst
@@ -8,4 +8,5 @@ getting started
    :maxdepth: 4
 
    examples
-   data_formats
\ No newline at end of file
+   data_formats
+   predefined_rating_scales
\ No newline at end of file
diff --git a/examples/python/state_space_operations.py b/examples/python/state_space_operations.py
index 1f46eba..678ec6d 100644
--- a/examples/python/state_space_operations.py
+++ b/examples/python/state_space_operations.py
@@ -18,22 +18,40 @@
 
 """
 
-import numpy as np
-
-
 import transitionMatrix as tm
 from transitionMatrix import SnP_Fitch2Moodys, Moodys2DBRS
-from transitionMatrix.predefined import JLT
-from transitionMatrix import dataset_path
+from transitionMatrix.utils import dataset_generators as dg
 
+print("Some Basics")
+print(80*"=")
+# Lets load a credit rating scale
 myState = tm.SnP_SS
-print(myState.get_states())
-print(myState.get_state_labels())
-print(myState.definition)
-
-# Convert SnP rating to Moody's and DBRS
+# Print the states
+print("The States of our starting scale: ", myState.get_states())
+# Print the state labels
+print("The State Labels: ", myState.get_state_labels())
+# Print the complete definition
+print("The Full Description: ", myState.definition)
+
+# Convert SnP ratings to Moody's and DBRS
 # Escape R (regulatory default) and SD (selective default)
+print("")
+print("Convert labels to other rating scales scales")
+print(80*"=")
 for state in myState.get_state_labels():
     if state not in ['R', 'SD/D']:
         print(state, ' ----> (', SnP_Fitch2Moodys[state], Moodys2DBRS[SnP_Fitch2Moodys[state]],')')
 
+print("")
+print("Convert data to other scales")
+print(80*"=")
+print("Input S&P Labels: ")
+# Generate some portfolio data and map to CQS
+portfolio = dg.portfolio_labels(myState, 100)
+print(portfolio)
+print("")
+print("Output CQS Labels: ")
+mapped_portfolio = []
+for label in portfolio:
+    mapped_portfolio.append(myState.cqs_map(label))
+print(mapped_portfolio)
\ No newline at end of file
diff --git a/examples/scale_conversions.png b/examples/scale_conversions.png
new file mode 100644
index 0000000..39c1717
Binary files /dev/null and b/examples/scale_conversions.png differ
diff --git a/setup.py b/setup.py
index 8648707..e9ebfe8 100644
--- a/setup.py
+++ b/setup.py
@@ -17,7 +17,7 @@
 
 from setuptools import setup
 
-__version__ = '0.4.5'
+__version__ = '0.4.6'
 
 ver = __version__
 
diff --git a/transitionMatrix/__init__.py b/transitionMatrix/__init__.py
index 5157825..96c0e36 100644
--- a/transitionMatrix/__init__.py
+++ b/transitionMatrix/__init__.py
@@ -13,13 +13,18 @@
 # limitations under the License.
 
 
-""" transitionMatrix - Python package for statistical analysis and visualization of state space transition events """
+""" transitionMatrix - Python package for statistical analysis and visualization of state space transition events
+
+
+
+
+"""
 
 from .model import *
 from .estimators import *
 from .utils import *
 
-__version__ = '0.4.5'
+__version__ = '0.4.6'
 
 package_name = 'transitionMatrix'
 module_path = os.path.dirname(__file__)
@@ -30,25 +35,17 @@
 # PREDEFINED STATE SPACES
 #
 
-#
-# Rating Agency State Spaces
-#
-
-# S&P Basic
-definition = [('0', "AAA"), ('1', "AA"), ('2', "A"), ('3', "BBB"), ('4', "BB"), ('5', "B"), ('6', "CCC"), ('7', "D")]
-
-SnP_Simple_SS = StateSpace(definition=definition)
 
 # AM Best Europe-Rating Services Ltd.
 originator = 'AM Best Europe-Rating Services Ltd.'
-full_name = 'Long-term issuer credit ratings scale'
+full_name = 'Long-term issuer ratings scale'
 definition = [('0', "aaa"), ('1', "aa+"), ('2', "aa"), ('3', "aa-"),
               ('4', "a+"), ('5', "a"), ('6', "a-"),
               ('7', "bbb+"), ('8', "bbb"), ('9', "bbb-"),
               ('10', "bb+"), ('11', "bb"), ('12', "bb-"),
               ('13', "b+"), ('14', "b"), ('15', "b-"),
               ('16', "ccc+"), ('17', "ccc"), ('18', "ccc-"),
-              ('19', "cc"), ('20', "c"), ('21', "rs")]
+              ('19', "cc"), ('20', "c"), ('21', "d"), ('22', "s")]
 cqs_mapping = {'0': '1',
                '1': '1',
                '2': '1',
@@ -70,11 +67,35 @@
                '18': '6',
                '19': '6',
                '20': '6',
-               '21': '6'
+               '21': '6',
+               '22': '6'
                }
 
 AM_Best_SS = StateSpace(definition=definition, originator=originator, full_name=full_name, cqs_mapping=cqs_mapping)
 
+# ARC Ratings S.A.
+originator = 'Standard & Poor’s Ratings Services'
+full_name = 'Medium- and long-term issuer rating scale'
+definition = [('0', "AAA"), ('1', "AA"),
+              ('2', "A"),
+              ('3', "BBB"),
+              ('4', "BB"),
+              ('5', "B"),
+              ('6', "CCC"), ('7', "CC"), ('8', "C"), ('9', "D")]
+cqs_mapping = {'0': '1',
+               '1': '1',
+               '2': '2',
+               '3': '3',
+               '4': '4',
+               '5': '5',
+               '6': '6',
+               '7': '6',
+               '8': '6',
+               '9': '6'
+               }
+
+ARC_SS = StateSpace(definition=definition, originator=originator, full_name=full_name, cqs_mapping=cqs_mapping)
+
 # Cerved Rating Agency S.p.A.
 originator = 'AM Best Europe-Rating Services Ltd.'
 full_name = 'Corporate long-term rating scale'
@@ -95,12 +116,33 @@
                '8': '4',
                '9': '4',
                '10': '5',
-               '11': '4',
-               '12': '4'
+               '11': '6',
+               '12': '6'
                }
 
 Cerved_SS = StateSpace(definition=definition, originator=originator, full_name=full_name, cqs_mapping=cqs_mapping)
 
+# Creditreform Rating AG
+originator = 'Creditreform Rating AG'
+full_name = 'Long-term issuer rating scale'
+definition = [('0', "AAA"), ('1', "AA"),
+              ('2', "A"),
+              ('3', "BBB"),
+              ('4', "BB"),
+              ('5', "B"), ('6', "C"), ('7', "SD"), ('8', "D")]
+cqs_mapping = {'0': '1',
+               '1': '1',
+               '2': '2',
+               '3': '4',
+               '4': '5',
+               '5': '6',
+               '6': '6',
+               '7': '6',
+               '8': '6'
+               }
+
+CRR_SS = StateSpace(definition=definition, originator=originator, full_name=full_name, cqs_mapping=cqs_mapping)
+
 # DBRS Ratings Limited
 originator = 'DBRS Ratings Limited'
 full_name = 'Long-term obligations rating scale'
@@ -126,7 +168,7 @@
 
 # Fitch Ratings
 originator = 'Fitch Ratings'
-full_name = 'Long-term issuer credit ratings scale'
+full_name = 'Long-term issuer default rating scale'
 definition = [('0', "AAA"), ('1', "AA"),
               ('2', "A"),
               ('3', "BBB"),
@@ -170,9 +212,32 @@
 
 Moodys_SS = StateSpace(definition=definition, originator=originator, full_name=full_name, cqs_mapping=cqs_mapping)
 
+# Scope Ratings AG
+originator = 'Scope Ratings AG'
+full_name = 'Long-term rating scale'
+definition = [('0', "AAA"), ('1', "AA"),
+              ('2', "A"),
+              ('3', "BBB"),
+              ('4', "BB"),
+              ('5', "B"),
+              ('6', "CCC"), ('7', "CC"), ('8', "C"), ('9', "D")]
+cqs_mapping = {'0': '1',
+               '1': '1',
+               '2': '2',
+               '3': '3',
+               '4': '4',
+               '5': '5',
+               '6': '6',
+               '7': '6',
+               '8': '6',
+               '9': '6'
+               }
+
+Scope_SS = StateSpace(definition=definition, originator=originator, full_name=full_name, cqs_mapping=cqs_mapping)
+
 # Standard & Poor’s Ratings Services
 originator = 'Standard & Poor’s Ratings Services'
-full_name = 'Long-term issuer credit ratings scale'
+full_name = 'Long-term issuer credit rating scale'
 definition = [('0', "AAA"), ('1', "AA"),
               ('2', "A"),
               ('3', "BBB"),
@@ -194,6 +259,15 @@
 
 SnP_SS = StateSpace(definition=definition, originator=originator, full_name=full_name, cqs_mapping=cqs_mapping)
 
+# S&P Coarse Scale
+definition = [('0', "AAA"), ('1', "AA"), ('2', "A"), ('3', "BBB"), ('4', "BB"), ('5', "B"), ('6', "CCC"), ('7', "D")]
+
+SnP_Simple_SS = StateSpace(definition=definition)
+
+#
+# Mappings between scales other than CQS
+#
+
 SnP_Fitch2Moodys = {
     'AAA': 'Aaa',
     'AA+': 'Aa1',
diff --git a/transitionMatrix/model.py b/transitionMatrix/model.py
index dddbc31..c80ed14 100644
--- a/transitionMatrix/model.py
+++ b/transitionMatrix/model.py
@@ -911,6 +911,20 @@ def describe(self):
         for state in self.definition:
             print("State Index/Label: ", state[0], " , ", state[1])
 
+    def cqs_map(self, label):
+        """
+        Produce a CQS for a given input label (the cqs_mapping dictionary must exist)
+
+        """
+        mapped = None
+        for x in self.definition:
+            if x[1] == label:
+                mapped = self.cqs_mapping[x[0]]
+        if mapped:
+            return mapped
+        else:
+            print("ERROR: Mapping failed")
+
 
 class EmpiricalTransitionMatrix(object):
     """  The EmpiricalTransitionMatrix object stores a continuously observed Transition Matrix. It stores matrices
diff --git a/transitionMatrix/utils/dataset_generators.py b/transitionMatrix/utils/dataset_generators.py
index cb29337..9c6b4e6 100644
--- a/transitionMatrix/utils/dataset_generators.py
+++ b/transitionMatrix/utils/dataset_generators.py
@@ -136,3 +136,20 @@ def long_format(statespace, transitionmatrix, n, timesteps):
             data.append((i, 0, states[from_state], states[from_state]))
 
     return pd.DataFrame(data, columns=['ID', 'Time', 'From', 'To'])
+
+
+def portfolio_labels(statespace, n):
+    """
+    Generate a collection of credit rating states emulating a snapshot of portfolio data
+    Suitable for mappings and transformations of credit rating states
+
+    :type statespace: The state space to use for the simulation
+    :param int n: The number of distinct entities to generate
+    :return: the collection
+    :rtype: list
+
+
+    """
+    labels = [x[1] for x in statespace.definition]
+    collection = np.random.choice(labels, n)
+    return collection