.gitignore

@@ -3,7 +3,6 @@ jupyter notebook
 .ipynb_checkpoints
 .DS_Store
 .idea
-.pytest_cache/
 notebooks
 *.egg-info
 __pycache__
@@ -12,8 +11,10 @@ Pipfile.lock
 results
 .mypy_cache
 *.csv
+*.txt
 simulations/.ipynb_checkpoints
 simulations/validation/config3.py
+dist/*.gz
 cadCAD.egg-info
 
 build

AUTHORS.txt

@@ -1,29 +0,0 @@
-Authors
-=======
-
-cadCAD was originally implemented by Joshua E. Jodesty and designed by Michael Zargham, Markus B. Koch, and
-Matthew V. Barlin from 2018 to 2019.
-
-
-Project Maintainers:
-- Joshua E. Jodesty <joshua@block.science, joshua.jodesty@gmail.com>
-- Markus B. Koch <markus@block.science>
-
-
-Contributors:
-- Joshua E. Jodesty
-- Markus B. Koch
-- Matthew V. Barlin
-- Michael Zargham
-- Zixuan Zhang
-- Charles Rice
-
-
-We’d also like to thank:
-- Andrew Clark
-- Nikhil Jamdade
-- Nick Hirannet
-- Jonathan Gabler
-- Chris Frazier
-- Harry Goodnight
-- Charlie Hoppes

CONTRIBUTING.md

@@ -1,21 +0,0 @@
-# Contributing to cadCAD (Draft)
-
-:+1::tada: First off, thanks for taking the time to contribute! :tada::+1:
-
-The following is a set of guidelines for contributing to cadCAD. These are mostly guidelines, not rules. 
-Use your best judgment, and feel free to propose changes to this document in a pull request.
-
-### Pull Requests:
-
-Pull Request (PR) presented as "->".
-
-General Template:
-fork/branch -> BlockScience/staging
-
-Contributing a new feature:
-fork/feature -> BlockScience/staging
-
-Contributing to an existing feature:
-fork/feature -> BlockScience/feature
-
-Thanks! :heart:

LICENSE.txt

@@ -1,21 +0,0 @@
-MIT License
-
-Copyright (c) 2018-2019 BlockScience
-
-Permission is hereby granted, free of charge, to any person obtaining a copy
-of this software and associated documentation files (the "Software"), to deal
-in the Software without restriction, including without limitation the rights
-to use, copy, modify, merge, publish, distribute, sublicense, and/or sell
-copies of the Software, and to permit persons to whom the Software is
-furnished to do so, subject to the following conditions:
-
-The above copyright notice and this permission notice shall be included in all
-copies or substantial portions of the Software.
-
-THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
-IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
-FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
-AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
-LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
-OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE
-SOFTWARE.

README.md

@@ -5,46 +5,162 @@
 / /__/ /_/ / /_/ / /___/ ___ |/ /_/ / 
 \___/\__,_/\__,_/\____/_/  |_/_____/  
 by BlockScience
-======================================
-       Complex Adaptive Dynamics       
-       o       i        e
-       m       d        s
-       p       e        i
-       u       d        g
-       t                n
-       e
-       r
 ```
-***cadCAD*** is a Python package that assists in the processes of designing, testing and validating complex systems through simulation, with support for Monte Carlo methods, A/B testing and parameter sweeping. 
 
-# Getting Started
-## 1. Installation: 
-Requires [Python 3](https://www.python.org/downloads/) 
+**Introduction:**
 
-**Option A: Install Using [pip](https://pypi.org/project/cadCAD/)** 
+***cadCAD*** is a Python library that assists in the processes of designing, testing and validating complex systems through 
+simulation. At its core, cadCAD is a differential games engine that supports parameter sweeping and Monte Carlo analyses 
+and can be easily integrated with other scientific computing Python modules and data science workflows.  
+
+**Description:**
+
+cadCAD (complex adaptive systems computer-aided design) is a python based, unified modeling framework for stochastic 
+dynamical systems and differential games for research, validation, and Computer Aided Design of economic systems created 
+by BlockScience. It is capable of modeling systems at all levels of abstraction from Agent Based Modeling (ABM) to 
+System Dynamics (SD), and enabling smooth integration of computational social science simulations with empirical data 
+science workflows.
+
+
+An economic system is treated as a state-based model and defined through a set of endogenous and exogenous state 
+variables which are updated through mechanisms and environmental processes, respectively. Behavioral models, which may 
+be deterministic or stochastic, provide the evolution of the system within the action space of the mechanisms. 
+Mathematical formulations of these economic games treat agent utility as derived from the state rather than direct from 
+an action, creating a rich, dynamic modeling framework. Simulations may be run with a range of initial conditions and 
+parameters for states, behaviors, mechanisms, and environmental processes to understand and visualize network behavior 
+under various conditions. Support for A/B testing policies, Monte Carlo analysis, and other common numerical methods is 
+provided.
+
+
+In essence, cadCAD tool allows us to represent a company’s or community’s current business model along with a desired 
+future state and helps make informed, rigorously tested decisions on how to get from today’s stage to the future state. 
+It allows us to use code to solidify our conceptualized ideas and see if the outcome meets our expectations. We can 
+iteratively refine our work until we have constructed a model that closely reflects reality at the start of the model, 
+and see how it evolves. We can then use these results to inform business decisions.
+
+#### Documentation:
+* ##### [System Model Configuration](link)
+* ##### [System Simulation Execution](link)
+* ##### [Tutorials](link)
+
+
+#### 0. Installation:
+
+**Option A:** Proprietary Build Access
+
+***IMPORTANT NOTE:*** Tokens are issued to those with access to proprietary builds of cadCAD and BlockScience employees **ONLY**. 
+Replace \<TOKEN\> with an issued token in the script below.
 ```bash
-pip3 install cadCAD
+pip3 install cadCAD --extra-index-url https://<TOKEN>@repo.fury.io/blockscience/
 ```
 
 **Option B:** Build From Source
-```
+```bash
 pip3 install -r requirements.txt
 python3 setup.py sdist bdist_wheel
 pip3 install dist/*.whl
 ```
 
 
-## 2. Learn the basics
-**Tutorials:** available both as [Jupyter Notebooks](tutorials) 
-and [videos](https://www.youtube.com/watch?v=uJEiYHRWA9g&list=PLmWm8ksQq4YKtdRV-SoinhV6LbQMgX1we) 
+#### 1. [Configure System Model](link)
 
-Familiarize yourself with some system modelling concepts and cadCAD terminology.
+#### 2. [Execute Simulations:](link)
 
-## 3. Documentation:
-* [System Model Configuration](documentation)
-* [System Simulation Execution](documentation/Simulation_Execution.md)
-* [Policy Aggregation](documentation/Policy_Aggregation.md)
-* [System Model Parameter Sweep](documentation/System_Model_Parameter_Sweep.md)
+##### Single Process Execution:
+Example [System Model Configurations](link): 
+* [System Model A](link): `/documentation/examples/sys_model_A.py`
+* [System Model B](link): `/documentation/examples/sys_model_B.py`
+Example Simulation Executions:
+* [System Model A](link): `/documentation/examples/sys_model_A_exec.py`
+* [System Model B](link): `/documentation/examples/sys_model_B_exec.py`
+```python
+import pandas as pd
+from tabulate import tabulate
+from cadCAD.engine import ExecutionMode, ExecutionContext, Executor
+from documentation.examples import sys_model_A
+from cadCAD import configs
 
-## 4. Connect
-Find other cadCAD users at our [Discourse](https://community.cadcad.org/). We are a small but rapidly growing community.
+exec_mode = ExecutionMode()
+
+# Single Process Execution using a Single System Model Configuration:
+# sys_model_A
+sys_model_A = [configs[0]] # sys_model_A
+single_proc_ctx = ExecutionContext(context=exec_mode.single_proc)
+sys_model_A_simulation = Executor(exec_context=single_proc_ctx, configs=sys_model_A)
+
+sys_model_A_raw_result, sys_model_A_tensor_field = sys_model_A_simulation.execute()
+sys_model_A_result = pd.DataFrame(sys_model_A_raw_result)
+print()
+print("Tensor Field: sys_model_A")
+print(tabulate(sys_model_A_tensor_field, headers='keys', tablefmt='psql'))
+print("Result: System Events DataFrame")
+print(tabulate(sys_model_A_result, headers='keys', tablefmt='psql'))
+print()
+```
+
+### Multiple Simulations (Concurrent):
+##### Multiple Simulation Execution (Multi Process Execution)
+Documentation: [Simulation Execution](link) 
+Example [System Model Configurations](link): 
+* [System Model A](link): `/documentation/examples/sys_model_A.py`
+* [System Model B](link): `/documentation/examples/sys_model_B.py`
+[Example Simulation Executions::](link) `/documentation/examples/sys_model_AB_exec.py`
+```python
+import pandas as pd
+from tabulate import tabulate
+from cadCAD.engine import ExecutionMode, ExecutionContext, Executor
+from documentation.examples import sys_model_A, sys_model_B
+from cadCAD import configs
+
+exec_mode = ExecutionMode()
+
+# # Multiple Processes Execution using Multiple System Model Configurations:
+# # sys_model_A & sys_model_B
+multi_proc_ctx = ExecutionContext(context=exec_mode.multi_proc)
+sys_model_AB_simulation = Executor(exec_context=multi_proc_ctx, configs=configs)
+
+i = 0
+config_names = ['sys_model_A', 'sys_model_B']
+for sys_model_AB_raw_result, sys_model_AB_tensor_field in sys_model_AB_simulation.execute():
+    sys_model_AB_result = pd.DataFrame(sys_model_AB_raw_result)
+    print()
+    print(f"Tensor Field: {config_names[i]}")
+    print(tabulate(sys_model_AB_tensor_field, headers='keys', tablefmt='psql'))
+    print("Result: System Events DataFrame:")
+    print(tabulate(sys_model_AB_result, headers='keys', tablefmt='psql'))
+    print()
+    i += 1
+```
+
+### Parameter Sweep Simulation (Concurrent):
+Documentation: [System Model Parameter Sweep](link) 
+[Example:](link) `/documentation/examples/param_sweep.py`
+```python
+import pandas as pd
+from tabulate import tabulate
+# The following imports NEED to be in the exact order
+from cadCAD.engine import ExecutionMode, ExecutionContext, Executor
+from documentation.examples import param_sweep
+from cadCAD import configs
+
+exec_mode = ExecutionMode()
+multi_proc_ctx = ExecutionContext(context=exec_mode.multi_proc)
+run = Executor(exec_context=multi_proc_ctx, configs=configs)
+
+for raw_result, tensor_field in run.execute():
+    result = pd.DataFrame(raw_result)
+    print()
+    print("Tensor Field:")
+    print(tabulate(tensor_field, headers='keys', tablefmt='psql'))
+    print("Output:")
+    print(tabulate(result, headers='keys', tablefmt='psql'))
+    print()
+```
+
+### Tests:
+```python
+python -m unittest testing/tests/param_sweep.py
+python -m unittest testing/tests/policy_aggregation.py
+python -m unittest testing/tests/historical_state_access.py
+python -m unittest testing/tests/external_dataset.py
+```

ascii_art.txt

@@ -1,15 +0,0 @@
-Complex Adaptive Dynamics
-o       i        e
-m       d        s
-p       e        i
-u       d        g
-t                n
-e
-r
-
-                    __________   ____
-  ________ __ _____/ ____/   |  / __ \
- / ___/ __` / __  / /   / /| | / / / /
-/ /__/ /_/ / /_/ / /___/ ___ |/ /_/ /
-\___/\__,_/\__,_/\____/_/  |_/_____/
-by BlockScience

cadCAD/configuration/__init__.py

@@ -47,8 +47,6 @@ def append_configs(sim_configs={}, initial_state={}, seeds={}, raw_exogenous_sta
             partial_state_update_blocks=partial_state_update_blocks,
             policy_ops=policy_ops
         )
-        print(sim_configs)
-        #for each sim config create new config
         configs.append(config)
 
 

cadCAD/engine/__init__.py

@@ -70,22 +70,11 @@ class Executor:
         config_proc = Processor()
         create_tensor_field = TensorFieldReport(config_proc).create_tensor_field
 
-
-        print(r'''
-                            __________   ____ 
-          ________ __ _____/ ____/   |  / __ \
-         / ___/ __` / __  / /   / /| | / / / /
-        / /__/ /_/ / /_/ / /___/ ___ |/ /_/ / 
-        \___/\__,_/\__,_/\____/_/  |_/_____/  
-        by BlockScience
-        ''')
-        print(f'Execution Mode: {self.exec_context + ": " + str(self.configs)}')
-        print(f'Configurations: {self.configs}')
-
+        print(self.exec_context+": "+str(self.configs))
         var_dict_list, states_lists, Ts, Ns, eps, configs_structs, env_processes_list, partial_state_updates, simulation_execs = \
             [], [], [], [], [], [], [], [], []
         config_idx = 0
-
+        print(self.configs)
         for x in self.configs:
 
             Ts.append(x.sim_config['T'])

cadCAD/engine/simulation.py

@@ -1,3 +1,4 @@
+from pprint import pprint
 from typing import Any, Callable, Dict, List, Tuple
 from pathos.pools import ThreadPool as TPool
 from copy import deepcopy
@@ -169,6 +170,9 @@ class Executor:
 
         time_step += 1
 
+        pprint(states_list)
+        print()
+
         return states_list
 
     # state_update_pipeline
@@ -222,13 +226,10 @@ class Executor:
 
             return first_timestep_per_run
 
-        tp = TPool(runs)
         pipe_run: List[List[Dict[str, Any]]] = flatten(
-            tp.map(
+            TPool().map(
                 lambda run: execute_run(sweep_dict, states_list, configs, env_processes, time_seq, run),
                 list(range(runs))
             )
         )
-
-        tp.clear()
         return pipe_run

documentation/Historically_State_Access.md

@@ -50,10 +50,10 @@ def nonexistent(_params, substep, sH, s, _input):
     return 'nonexistent', access_block(sH, "nonexistent", 0, exclusion_list)
 ```
 
-#### [Example Simulation:](examples/historical_state_access.py)
+#### Example Simulation
+link
 
-
-#### Example Output:
+#### Example Output
 ###### State History
 ```
 +----+-------+-----------+------------+-----+

documentation/Simulation_Configuration.md

@@ -70,7 +70,7 @@ in the simulation. In other words, for how long do they want to simulate the sys
 
 cadCAD facilitates running multiple simulations of the same system sequentially, reporting the results of all those 
 runs in a single dataset. This is especially helpful for running 
-[Monte Carlo Simulations](../tutorials/robot-marbles-part-4/robot-marbles-part-4.ipynb).
+[Monte Carlo Simulations](https://github.com/BlockScience/cadCAD-Tutorials/blob/master/01%20Tutorials/robot-marbles-part-4/robot-marbles-part-4.ipynb).
 
 ### M - Parameters of the System
 
@@ -137,7 +137,7 @@ cadCAD relies on in order to run the simulation according to the specifications.
 ### Policy Functions
 A Policy Function computes one or more signals to be passed to [State Update Functions](#State-Update-Functions) 
 (via the _\_input_ parameter). Read 
-[this article](../tutorials/robot-marbles-part-2/robot-marbles-part-2.ipynb) 
+[this article](https://github.com/BlockScience/cadCAD-Tutorials/blob/master/01%20Tutorials/robot-marbles-part-2/robot-marbles-part-2.ipynb) 
 for details on why and when to use policy functions.
 
 <!-- We would then expand the tutorials with these kind of concepts
@@ -218,7 +218,6 @@ append_configs(
     partial_state_update_blocks = PSUBs,
     ...
 )
-
 ```
 
 #### Substep
@@ -238,4 +237,4 @@ Update Blocks)
 
 Therefore, the total number of records in the resulting dataset is `N` x `T` x `len(partial_state_update_blocks)`
 
-#### [System Simulation Execution](Simulation_Execution.md)
+#### [System Simulation Execution](https://github.com/BlockScience/cadCAD-Tutorials/blob/master/documentation/Simulation_Execution.md)

documentation/Simulation_Execution.md

@@ -68,12 +68,12 @@ simulation_result = pd.DataFrame(raw_system_events)
 
 ### Execution Examples:
 ##### Single Simulation Execution (Single Process Execution)
-Example System Model Configurations: 
-* [System Model A](examples/sys_model_A.py): `/documentation/examples/sys_model_A.py`
-* [System Model B](examples/sys_model_B.py): `/documentation/examples/sys_model_B.py`
+Example [System Model Configurations](link): 
+* [System Model A](link): `/documentation/examples/sys_model_A.py`
+* [System Model B](link): `/documentation/examples/sys_model_B.py`
 Example Simulation Executions:
-* [System Model A](examples/sys_model_A_exec.py): `/documentation/examples/sys_model_A_exec.py`
-* [System Model B](examples/sys_model_B_exec.py): `/documentation/examples/sys_model_B_exec.py`
+* [System Model A](link): `/documentation/examples/sys_model_A_exec.py`
+* [System Model B](link): `/documentation/examples/sys_model_B_exec.py`
 ```python
 import pandas as pd
 from tabulate import tabulate
@@ -102,11 +102,11 @@ print()
 ##### Multiple Simulation Execution
 
 * ##### *Multi Process Execution*
-Documentation: Simulation Execution 
-[Example Simulation Executions::](examples/sys_model_AB_exec.py) `/documentation/examples/sys_model_AB_exec.py`
-Example System Model Configurations: 
-* [System Model A](examples/sys_model_A.py): `/documentation/examples/sys_model_A.py`
-* [System Model B](examples/sys_model_B.py): `/documentation/examples/sys_model_B.py`
+Documentation: [Simulation Execution](link) 
+[Example Simulation Executions::](link) `/documentation/examples/sys_model_AB_exec.py`
+Example [System Model Configurations](link): 
+* [System Model A](link): `/documentation/examples/sys_model_A.py`
+* [System Model B](link): `/documentation/examples/sys_model_B.py`
 ```python
 import pandas as pd
 from tabulate import tabulate
@@ -134,9 +134,9 @@ for sys_model_AB_raw_result, sys_model_AB_tensor_field in sys_model_AB_simulatio
     i += 1
 ```
 
-* ##### [*System Model Parameter Sweep*](System_Model_Parameter_Sweep.md) 
-
-[Example:](examples/param_sweep.py) `/documentation/examples/param_sweep.py`
+* ##### *Parameter Sweep*
+Documentation: [System Model Parameter Sweep](link) 
+[Example:](link) `/documentation/examples/param_sweep.py`
 ```python
 import pandas as pd
 from tabulate import tabulate

documentation/System_Model_Parameter_Sweep.md

@@ -69,4 +69,5 @@ sim_config = config_sim(
 )
 ```
 #### Example
-##### * [System Model Configuration](examples/param_sweep.py)
+##### * [System Model Configuration](https://github.com/BlockScience/cadCAD-Tutorials/blob/master/Documentation/examples/param_sweep.py)
+##### * Simulation Results:

licenses/AGREEMENT.txt

@@ -0,0 +1,150 @@
+SOFTWARE LICENSE AGREEMENT
+
+This Software License Agreement (the “Agreement”) is entered into as of December __ 2018, (the “Effective Date”) between
+Dapper Labs, Inc., a Canadian corporation having its principal place of business at 980-350 Howe Street,
+Vancouver, BC V6Z 1N9 (“DLI”) and BlockScience, Inc., a California corporation with an address at 471 McAuley Street,
+Oakland, CA 94609 (“BlockScience”). This Agreement includes the attached Exhibit A.
+
+WHEREAS, DLI and BlockScience are parties to that certain Professional Services Agreement dated March 23, 2018 (the
+“PSA”), pursuant to which BlockScience performed and is currently performing professional services and other development
+work for DLI;
+
+WHEREAS, as part of BlockScience’s performance under the PSA, BlockScience developed certain “behaviour archetypes” and
+“configuration of the Null Model”, which the parties agree are “Work Product” under the PSA;
+
+WHEREAS, the parties agree that BlockScience’s proprietary SimCAD software tool is considered “Contractor Technology”
+under the PSA; and
+
+WHEREAS, the parties wish to enter into this Agreement to clarify DLI’s rights to use the SimCAD software tool on a
+going-forward basis.
+
+NOW, THEREFORE, for good and valuable consideration, the receipt and sufficiency of which is hereby acknowledged, DLI
+and BlockScience agree as follows:
+
+1. DEFINITIONS
+
+(a) “Affiliate” means any entity that, directly or indirectly through one or more intermediaries, controls, is
+controlled by, or is under common control with, DLI.
+
+(b) “Documentation” means any manuals, documentation and other supporting materials related to the Software.
+Documentation is considered part of the related Software.
+
+(c) “Intellectual Property Rights” means patent rights (including patent applications and disclosures), copyrights,
+trade marks, trade secrets, know-how and any other intellectual property rights recognized in any country or
+jurisdiction in the world.
+
+(d) “Software” means the object and source code versions of BlockScience’s proprietary SimCAD software product more
+fully described in Exhibit A. Software includes the applicable Documentation, as well as any Updates.
+
+(e) “Update” means any bug fix, error correction, patch, modification, enhancement, update, upgrade, replacement,
+successor product, new version, new release, or derivative work of or to the Software.
+
+(f) “Zeus” means the decentralized synchronous computational network developed by DLI, as such name or reference may be
+changed from time to time at DLI’s sole discretion.
+
+2. SOFTWARE LICENSE
+
+(a) License Grant. BlockScience hereby grants to DLI and its Affiliates a worldwide, non-exclusive, royalty-free,
+irrevocable, perpetual license to (i) download, install, use, execute, access, copy, perform, and modify, the Software
+in connection with the Zeus project; (ii) distribute and display the Software internally amongst DLI and its Affiliates,
+its and their employees, contractors, and agents, subject to the use of reasonable efforts to maintain the confidential
+status of the non-public aspects of the Software display; and (iii) create derivative works of the Software in
+connection with the Zeus project, provided that any such derivative works may only be used in connection with the Zeus
+project. For the sake of clarity, nothing in this Agreement (including, without limitation, this Section 2) will create
+any liability to DLI for or restrict DLI’s ability to externally distribute python scripts containing the “input”
+configuration files specific to the Zeus project, as well as the notebooks with the resulting “output” data from the
+Software, all of which may be distributed, displayed, and shared publicly at DLI’s discretion.
+
+(b) Ownership; Limited Rights. As between the parties, BlockScience owns and retains all right, title and interest in
+and to the Software, and all Intellectual Property Rights therein. DLI’s rights in the Software are limited to those
+expressly granted in Section 2(a) and in the PSA. BlockScience reserves all rights and licenses in the Software not
+expressly granted to DLI herein and in the PSA.
+
+(c) Delivery. BlockScience will deliver a copy of the Software and Documentation to DLI on the Effective Date. The
+delivery may be made in electronic form, or via hardcopy medium (e.g., a CD).
+
+(d) Updates. BlockScience will deliver Updates to DLI as and when such Updates become available. The obligation to
+deliver Updates will continue for as long as the PSA remains in force; upon termination or expiration of the PSA,
+BlockScience’s obligation to provide Updates will automatically terminate.
+
+(e) Support. BlockScience will provide reasonable technical support for the Software, to help DLI manage any support
+issues that arise. The obligation to provide support will continue for as long as the PSA remains in force; upon
+termination or expiration of the PSA, BlockScience’s obligation to provide support will automatically terminate.
+
+3. NO FEES.
+
+There are no fees owed by DLI for the license granted or the Updates or support provided by BlockScience
+pursuant to this Agreement. Each party will bear its own costs and expenses arising out of or relating to its
+obligations, efforts and performance under this Agreement.
+
+4. LIMITED WARRANTY; DISCLAIMER
+
+(a) Limited Warranty. BlockScience represents and warrants as follows: (i) that it has the right to enter into this
+Agreement, and to perform its obligations hereunder, without violating the terms of any other agreement; (ii) that the
+Software, and any Updates, do not and will not infringe, violate, or misappropriate the Intellectual Property Rights of
+any third party; (iii) that the Software and any Updates do not and will not contain any virus, malware, spyware, trojan
+horse, or other malicious code; and (iv) that the Software and each Update will substantially conform to its
+Documentation.
+
+(b) Disclaimer. EXCEPT AS OTHERWISE SET FORTH IN THIS AGREEMENT, BLOCKSCIENCE DISCLAIMS ALL OTHER WARRANTIES, EXPRESS OR
+IMPLIED, RELATED TO THE SOFTWARE, INCLUDING ANY IMPLIED WARRANTIES OF MERCHANTABILITY OR FITNESS FOR A PARTICULAR
+PURPOSE.
+
+5. TERM & TERMINATION
+
+(a) Term. This Agreement begins on the Effective Date, and will continue in effect until one of us terminates it in
+accordance with Section 5(b).
+
+(b) Termination for Breach. Either party may terminate this Agreement if the other party breaches any material term or
+condition of this Agreement, and the breaching party fails to cure the breach within thirty (30) days of receiving
+written notice of it.
+
+(c) Survival. Sections 2 through 7 will survive termination or expiration of this Agreement.
+
+6. INDEMNIFICATION.
+
+BlockScience will defend, indemnify, and hold DLI harmless from and against any claim, damage, loss,
+liability, expense and cost (including, without limitation, reasonable attorneys’ fees) incurred by or brought against
+DLI arising out of or related to: (i) any claim that the Software infringes or misappropriates the Intellectual Property
+Rights of that third party; or (ii) BlockScience’s breach of its limited warranties in Section 4(a).
+
+7. GENERAL TERMS
+
+(a) Entire Agreement; Waiver. This Agreement is the entire understanding of the parties, and supersedes any and all
+prior agreements or understandings between the parties as to its subject matter. It may be amended or modified, or
+provisions waived, only in a writing signed by both parties. The waiver of a breach of any provision of this Agreement
+will not operate or be interpreted as a waiver of any other or subsequent breach.
+
+(b) Acknowledgement. BlockScience acknowledges and agrees that the “behaviour archetypes” and “configuration of the Null
+Model” referenced in the PSA are considered “Work Product” under the PSA.
+
+(c) Governing Law. This Agreement will be construed, interpreted and applies in accordance with the internal laws of
+British Columbia, Canada (excluding its body of law controlling conflicts of law). Any legal action or proceeding
+arising under or related to this Agreement will be brought exclusively in the federal or provincial courts located in
+Vancouver, British Columbia, and the parties irrevocably consent to personal jurisdiction and venue there.
+
+(d) Severability. If any provision of this Agreement is held to be invalid or unenforceable for any reason, that
+provision will be enforced to the maximum extent permitted by law, and the remaining provisions will continue in full
+force and effect.
+
+(e) Miscellaneous. This Agreement may be executed in one or more counterparts, with the same effect as if the parties
+had signed the same document. Each counterpart so executed will be deemed to be an original, and all such counterparts
+will be construed together and will constitute one Agreement. The prevailing party in any action or legal proceeding
+arising out of this Agreement will be entitled to recover from the other party all reasonable costs and expenses
+incurred in connection with such action or proceeding, including reasonable attorneys’ fees and court costs. In the
+event of a direct conflict between the terms of this Agreement and the PSA with respect to the DLI’s rights in and to
+the Software, the terms of this Agreement will control.
+
+EXHIBIT A
+
+SOFTWARE
+
+Software Name: SimCAD tool
+
+Software Description: SimCAD is a Monte-Carlo based simulation software package for research, validation, and
+Computer Aided Design of economic systems. An economic system is treated as a state based model and defined
+through a set of endogenous and exogenous state variables which are updated through mechanisms and
+environmental processes, respectively. Behavioral models, which may be deterministic or stochastic, provide the
+evolution of the system within the action space of the mechanisms. Simulations can be run with a range of initial
+conditions and parameters for states, behaviors, mechanisms, and environmental processes to understand and
+visualize network behavior under various conditions.

licenses/LICENSE

@@ -0,0 +1,119 @@
+TRIAL LICENSE AGREEMENT
+
+BACKGROUND
+
+Company has developed and intends to market and license a certain software product and service called ”SimCAD” which,
+among other things, is a scientific engineering simulation tool (“Software”). Company wishes to provide access, on a
+trial basis, to users of a “beta” version of the Software to test and provide feedback to Company. Licensee wishes to
+participate in Company’s beta trial of the Software and to provide feedback to Company with respect to Licensee’s use
+thereof.
+
+Accordingly, the parties hereby agree as follows:
+
+1. BETA PRODUCT.
+
+This Agreement applies to any pre­release version of the Software and any updates and changes thereto during the Term
+(collectively, “Beta Product”). As an essential condition of this Agreement, Licensee understands and acknowledges that:
+(a) Licensee is participating in a beta test of the Beta Product; (b) the Beta Product has not been field tested or
+trialed; and (c) the Beta Product may not operate properly or be error free and may not perform all functions for
+which it is intended or represented.
+
+2. FEEDBACK.
+
+As a condition of this Agreement, during the Term of this Agreement, Licensee agrees to provide Company with comments,
+feedback, criticisms, and suggestions for changes to the Beta Product (“Feedback”), and to help Company identify errors
+or malfunctions, and performance issues, in the operation of the Beta Product, as Company may reasonably request. All
+rights to any Feedback or other intellectual property derived from Licensee’s use of or relating to the Beta Product,
+as well any data collected from the use of the Beta Product, belong solely to Company and Licensee hereby irrevocably
+assigns all such rights to Company. Company reserves the right to use all Feedback and data collected as a result of the
+use of the Beta Product to advertise and promote the Company and the Software.
+
+3. LICENSE AND RESERVATION OF RIGHTS.
+
+3.1 Subject to the terms and conditions set forth in this Agreement, Company hereby grants Licensee, and Licensee
+accepts, during the Term, a non­exclusive, royalty­free, revocable, non­transferable, limited license to access and use
+the Beta Product for its internal, non­commercial use for evaluation purposes only, and to give permission to employees
+of Licensee and employees of Licensee’s subsidiaries (“Permitted Users”) to use the Beta Product in accordance with the
+foregoing.
+
+3.2 The Beta Product and the Software comprise the intellectual property of Company. All right, title and interest in
+and to the Beta Product (and, more generally, in and to the Software), and to all Feedback and data arising from its
+use, in whole or in part, and all patent, copyright, trade­marks, trade secret and all other intellectual and industrial
+property rights therein and the structure, sequence and organization of same, and the media on which such material is
+contained belong exclusively to Company. Licensee and its Permitted Users will not, directly or indirectly: reverse
+engineer, decompile, disassemble or otherwise attempt to discover the source code, object code or underlying structure,
+ideas, know­how or algorithms relevant to the Beta Product; modify, adapt, alter, edit, correct, translate, publish,
+sell, transfer, assign, convey, rent, lease, loan, pledge, sublicense, distribute, export, enhance or create derivative
+works based on the Beta Product; or remove, alter, cover or otherwise obscure any proprietary notices or labels
+displayed on or within the Beta Product any documentation relating thereto.
+
+4. DISCLAIMER.
+
+4.1 COMPANY MAKES NO WARRANTIES, WHETHER EXPRESS, IMPLIED, STATUTORY OR OTHERWISE, WITH RESPECT TO THE BETA PRODUCT,
+INCLUDING, BUT NOT LIMITED TO, THE AVAILABILITY, QUALITY OR PERFORMANCE OF THE BETA PRODUCT. COMPANY SPECIFICALLY
+DISCLAIMS ALL EXPRESS, STATUTORY AND IMPLIED WARRANTIES AND CONDITIONS, INCLUDING, WITHOUT LIMITATION (A) THE IMPLIED
+WARRANTIES OF MERCHANTABILITY, FITNESS FOR A PARTICULAR PURPOSE AND NON­INFRINGEMENT, (B) ANY WARRANTIES AGAINST HIDDEN
+OR LATENT DEFECTS, (C) AND ANY WARRANTIES AND CONDITIONS ARISING OUT OF COURSE OF DEALING OR USAGE OF TRADE AND (D) ANY
+WARRANTY OR REPRESENTATION THAT THE BETA PRODUCT IS ERROR­FREE, VIRUS­FREE, SECURE, UNINTERRUPTED, OR FREE FROM
+UNAUTHORIZED ACCESS (INCLUDING, BUT NOT LIMITED TO, THIRD PARTY HACKERS OR DENIAL OF SERVICE ATTACKS). THE BETA PRODUCT
+IS SUPPLIED ON AN “AS IS”, “AS AVAILABLE” BASIS WITHOUT WARRANTY.
+
+4.2 NEITHER PARTY SHALL BE LIABLE FOR SPECIAL, INCIDENTAL, PUNITIVE, CONSEQUENTIAL OR INDIRECT DAMAGES OR LOSS
+(INCLUDING DEATH AND PERSONAL INJURY), IRRESPECTIVE OF THEIR CAUSE, NOTWITHSTANDING THAT A PARTY HAS BEEN ADVISED OF THE
+POSSIBILITY OF SUCH LOSS OR DAMAGE, NOR FOR ANY CLAIMS FOR SUCH LOSS OR DAMAGE INSTITUTED AGAINST A PARTY OR ITS
+CUSTOMERS BY ANY THIRD PARTY.
+
+5. CONFIDENTIALITY
+
+5.1 All Confidential Information disclosed by either party shall be kept by the receiving party in strict confidence and
+shall not be disclosed to any third party without the disclosing party’s express written consent. For purposes of this
+Agreement, “Confidential Information” means all information regarding either party’s business which has been marked or
+is otherwise communicated as being “proprietary” or “confidential” or which reasonably should be known by the receiving
+party to be proprietary or confidential information. Without limiting the generality of the foregoing, Confidential
+Information of Company includes non­public information regarding features, functionality and performance of the Beta
+Product, including all Feedback and related data. Notwithstanding the foregoing, each party’s confidentiality
+obligations hereunder shall not apply to information that: (a) is already known to the receiving party without a
+pre­existing restriction as to disclosure; (b) is or becomes publicly available without fault of the receiving party;
+(c) is rightfully obtained by the receiving party from a third party without restriction as to disclosure, or is
+approved for release by written authorization of the disclosing party; (d) is developed independently by the receiving
+party without use of the disclosing party’s Confidential Information; or (e) is required to be disclosed by law or
+regulation, including, but not limited to, supplying such information or making such statements or disclosures relating
+to this Agreement before any competent court, governmental agency or authority in response to a lawful requirement or
+request from a court of governmental agency or authority, provided that the disclosing party shall give the other party
+prompt notice of such request, to the extent practicable, so that the other party may seek (at its sole cost and
+expense) an appropriate protective order or similar relief.
+
+5.2 In the event of a breach of Sections 2, 3 or this Section 5, the non­breaching party shall be entitled to seek
+equitable relief to protect its interests, including, but not limited to, injunctive relief. In the event of expiration
+or earlier termination of this Agreement, each party shall immediately return to the other party such other party’s
+Confidential Information, or at such other party’s option, destroy any remaining Confidential Information and certify
+that such destruction has taken place.
+
+6. FEES; EXPENSES.
+
+Neither party shall be entitled to any compensation in connection with this Agreement or its use or provision of the
+Beta Product. Each party shall bear its own costs and expenses arising from this Agreement and its use or provision of
+the Beta Product, as the case may be.
+
+7. TERM OF AGREEMENT.
+
+This Agreement shall begin on the Effective Date and shall continue until it has been terminated (such period, the
+“Term”). Either party shall have the right to terminate this Agreement at any time on one (1) month written notice to
+the other party, or in the case of a breach of this Agreement by Licensee or its Permitted Users, Company may terminate
+this Agreement immediately on written notice to Licensee. Upon termination of this Agreement, all rights granted to
+Licensee (and any Permitted User) under this Agreement will immediately terminate and Licensee (and all Permitted Users)
+must immediately cease all use of the Beta Product at such time. Notwithstanding any termination of this Agreement,
+Sections 2, 3.2, 4, 5, 6, this Section 7 and Section 8 shall survive and remain binding on the parties.
+
+8. MISCELLANEOUS.
+
+This Agreement shall be governed by and construed in accordance with the laws of the State of New York. All disputes
+relating to this Agreement shall be resolved in the federal and state courts of New York County, New York and the
+parties submit to the jurisdiction of such courts. This Agreement does not create any agency, partnership, or joint
+venture relationship between Licensee and Company. This Agreement is the entire understanding of the parties with
+respect to the subject matter hereof and supersedes any previous or contemporaneous communications, representations,
+warranties, discussions, arrangements or commitments, whether oral or written with respect to such subject matter. This
+Agreement cannot be amended except by a written amendment that expressly refers to this Agreement and is signed by an
+authorized representative of each party. This Agreement may be executed in one or more counterparts, including via
+facsimile or email (or any other electronic means such as “.pdf” or “.tiff” files), each of which shall be deemed an
+original, and all of which shall constitute one and the same Agreement.

setup.py

@@ -1,38 +1,23 @@
 from setuptools import setup, find_packages
 
-long_description = """
-cadCAD (complex adaptive systems computer-aided design) is a python based, unified modeling framework for stochastic 
-dynamical systems and differential games for research, validation, and Computer Aided Design of economic systems created 
-by BlockScience. It is capable of modeling systems at all levels of abstraction from Agent Based Modeling (ABM) to 
-System Dynamics (SD), and enabling smooth integration of computational social science simulations with empirical data 
-science workflows.
-
-An economic system is treated as a state-based model and defined through a set of endogenous and exogenous state 
-variables which are updated through mechanisms and environmental processes, respectively. Behavioral models, which may 
-be deterministic or stochastic, provide the evolution of the system within the action space of the mechanisms. 
-Mathematical formulations of these economic games treat agent utility as derived from the state rather than direct from 
-an action, creating a rich, dynamic modeling framework. Simulations may be run with a range of initial conditions and 
-parameters for states, behaviors, mechanisms, and environmental processes to understand and visualize network behavior 
-under various conditions. Support for A/B testing policies, Monte Carlo analysis, and other common numerical methods is 
-provided.
-"""
+long_description = "cadCAD is a differential games based simulation software package for research, validation, and \
+    Computer Aided Design of economic systems. An economic system is treated as a state based model and defined through \
+    a set of endogenous and exogenous state variables which are updated through mechanisms and environmental processes, \
+    respectively. Behavioral models, which may be deterministic or stochastic, provide the evolution of the system \
+    within the action space of the mechanisms. Mathematical formulations of these economic games treat agent utility as \
+    derived from state rather than direct from action, creating a rich dynamic modeling framework. Simulations may be \
+    run with a range of initial conditions and parameters for states, behaviors, mechanisms, and environmental \
+    processes to understand and visualize network behavior under various conditions. Support for A/B testing policies, \
+    monte carlo analysis and other common numerical methods is provided."
 
 setup(name='cadCAD',
-      version='0.3.1',
+      version='0.3.0',
       description="cadCAD: a differential games based simulation software package for research, validation, and \
         Computer Aided Design of economic systems",
       long_description=long_description,
-      url='https://github.com/BlockScience/cadCAD',
+      url='https://github.com/BlockScience/DiffyQ-SimCAD',
       author='Joshua E. Jodesty',
-      author_email='joshua@block.science, joshua.jodesty@gmail.com',
-      license='LICENSE.txt',
-      packages=find_packages(),
-      install_requires=[
-            "pandas",
-            "wheel",
-            "pathos",
-            "fn",
-            "tabulate",
-            "funcy"
-      ]
+      author_email='joshua@block.science',
+      # license='LICENSE',
+      packages=find_packages()
 )

tutorials/README.md

@@ -6,6 +6,5 @@ In this series, we introduce basic concepts of cadCAD and system modelling in ge
 [Part 3](robot-marbles-part-3/robot-marbles-part-3.ipynb) - From Synchronous to Asynchronous Time  
 [Part 4](robot-marbles-part-4/robot-marbles-part-4.ipynb) - Uncertainty and Stochastic Processes  
 [Part 5](robot-marbles-part-5/robot-marbles-part-5.ipynb) - Using class objects as state variables  
-[Part 6](robot-marbles-part-6/robot-marbles-part-6.ipynb) - A/B testing  
 
 Check out the [videos](videos) folder for detailed walkthroughs of each one of the tutorials.