diff --git a/.github/workflows/workflow.yaml b/.github/workflows/workflow.yaml
new file mode 100644
index 00000000..14bfc48d
--- /dev/null
+++ b/.github/workflows/workflow.yaml
@@ -0,0 +1,100 @@
+name: TAC sanity checks and tests
+
+on:
+  push:
+    branches:
+      - develop
+      - master
+  pull_request:
+
+jobs:
+  common_checks:
+    runs-on: ubuntu-latest
+
+    timeout-minutes: 30
+
+    steps:
+      - uses: actions/checkout@master
+      - uses: actions/setup-python@master
+        with:
+          python-version: 3.7
+      - name: Install dependencies (ubuntu-latest)
+        run: |
+          sudo apt-get update --fix-missing
+          sudo apt-get autoremove
+          sudo apt-get autoclean
+          pip install pipenv
+          pip install tox
+      - name: Code style check
+        run: |
+          tox -e black-check
+          tox -e flake8
+      - name: Static type check
+        run: tox -e mypy
+
+  integration_checks:
+    runs-on: ubuntu-latest
+
+    timeout-minutes: 30
+
+    steps:
+      - uses: actions/checkout@master
+      - uses: actions/setup-python@master
+        with:
+          python-version: 3.7
+      - name: Install dependencies (ubuntu-latest)
+        run: |
+          sudo apt-get update --fix-missing
+          sudo apt-get autoremove
+          sudo apt-get autoclean
+          pip install pipenv
+          pip install tox
+          sudo apt-get install -y protobuf-compiler
+
+      - name: Unit tests
+        run: |
+          tox -e py3.7 -- -m 'integration'
+
+  platform_checks:
+    runs-on: ${{ matrix.os }}
+
+    strategy:
+      matrix:
+        os: [ubuntu-latest, macos-latest, windows-latest]
+        python-version: [3.6, 3.7, 3.8]
+
+    timeout-minutes: 30
+
+    steps:
+    - uses: actions/checkout@master
+    - uses: actions/setup-python@master
+      with:
+        python-version: ${{ matrix.python-version }}
+    - if: matrix.os == 'ubuntu-latest'
+      name: Install dependencies (ubuntu-latest)
+      run: |
+        sudo apt-get update --fix-missing
+        sudo apt-get autoremove
+        sudo apt-get autoclean
+        pip install pipenv
+        pip install tox
+        sudo apt-get install -y protobuf-compiler
+    # use sudo rm /var/lib/apt/lists/lock above in line above update if dependency install failures persist
+    # use sudo apt-get dist-upgrade above in line below update if dependency install failures persist
+    - if: matrix.os == 'macos-latest'
+      name: Install dependencies (macos-latest)
+      run: |
+        pip install pipenv
+        pip install tox
+        brew install protobuf
+    - if: matrix.os == 'windows-latest'
+      name: Install dependencies (windows-latest)
+      run: |
+        pip install pipenv
+        pip install tox
+        echo "::add-path::C:\Program Files (x86)\Windows Kits\10\bin\10.0.18362.0\x64"
+        choco install protoc
+      # python scripts/update_symlinks_cross_platform.py
+    - name: Unit tests
+      run: |
+        tox -e py${{ matrix.python-version }} -- -m 'not integration'
diff --git a/.gitignore b/.gitignore
index 2395e550..a1351f33 100644
--- a/.gitignore
+++ b/.gitignore
@@ -114,16 +114,12 @@ tac/gui/static/tmp/*
 !tac/gui/static/tmp/.gitkeep
 
 *.sqlite3
-data/*
-!data/oef-logs
+!data/oef-logs/.gitkeep
 data/oef-logs/*
-!data/.gitkeep
-!data/shared
-data/shared/*
 !data/shared/.gitkeep
+data/shared/*
 scripts/data/*
 
-
 notebooks/.ipynb_checkpoints
 
 .DS_Store
diff --git a/AUTHORS.md b/AUTHORS.md
new file mode 100644
index 00000000..5bd0861b
--- /dev/null
+++ b/AUTHORS.md
@@ -0,0 +1,8 @@
+# Authors
+
+This is the official list of Fetch.AI authors for copyright purposes.
+
+* Marco Favorito <marco.favorito@fetch.ai> [MarcoFavorito](https://github.com/MarcoFavorito)
+* David Minarsch <david.minarsch@fetch.ai> [DavidMinarsch](https://github.com/DavidMinarsch)
+* Diarmid Campbell <diarmid.campbell@fetch.ai> [dishmop](https://github.com/dishmop)
+* Aristotelis Triantafyllidis <aristotelis.triantafyllidis@fetch.ai> [Totoual](https://github.com/Totoual)
diff --git a/AUTHORS.rst b/AUTHORS.rst
deleted file mode 100644
index d6d743f4..00000000
--- a/AUTHORS.rst
+++ /dev/null
@@ -1,7 +0,0 @@
-Authors
-=======
-
-This is the official list of Fetch.AI authors for copyright purposes.
-
-* Marco Favorito <marco.favorito@fetch.ai> `@MarcoFavorito <https://github.com/MarcoFavorito>`_
-* David Minarsch <david.minarsch@fetch.ai> `@DavidMinarsch <https://github.com/DavidMinarsch>`_
diff --git a/CODE_OF_CONDUCT.md b/CODE_OF_CONDUCT.md
new file mode 100644
index 00000000..68fd0f6a
--- /dev/null
+++ b/CODE_OF_CONDUCT.md
@@ -0,0 +1,76 @@
+# Contributor Covenant Code of Conduct
+
+## Our Pledge
+
+In the interest of fostering an open and welcoming environment, we as
+contributors and maintainers pledge to making participation in our project and
+our community a harassment-free experience for everyone, regardless of age, body
+size, disability, ethnicity, sex characteristics, gender identity and expression,
+level of experience, education, socio-economic status, nationality, personal
+appearance, race, religion, or sexual identity and orientation.
+
+## Our Standards
+
+Examples of behavior that contributes to creating a positive environment
+include:
+
+* Using welcoming and inclusive language
+* Being respectful of differing viewpoints and experiences
+* Gracefully accepting constructive criticism
+* Focusing on what is best for the community
+* Showing empathy towards other community members
+
+Examples of unacceptable behavior by participants include:
+
+* The use of sexualized language or imagery and unwelcome sexual attention or
+ advances
+* Trolling, insulting/derogatory comments, and personal or political attacks
+* Public or private harassment
+* Publishing others' private information, such as a physical or electronic
+ address, without explicit permission
+* Other conduct which could reasonably be considered inappropriate in a
+ professional setting
+
+## Our Responsibilities
+
+Project maintainers are responsible for clarifying the standards of acceptable
+behavior and are expected to take appropriate and fair corrective action in
+response to any instances of unacceptable behavior.
+
+Project maintainers have the right and responsibility to remove, edit, or
+reject comments, commits, code, wiki edits, issues, and other contributions
+that are not aligned to this Code of Conduct, or to ban temporarily or
+permanently any contributor for other behaviors that they deem inappropriate,
+threatening, offensive, or harmful.
+
+## Scope
+
+This Code of Conduct applies both within project spaces and in public spaces
+when an individual is representing the project or its community. Examples of
+representing a project or community include using an official project e-mail
+address, posting via an official social media account, or acting as an appointed
+representative at an online or offline event. Representation of a project may be
+further defined and clarified by project maintainers.
+
+## Enforcement
+
+Instances of abusive, harassing, or otherwise unacceptable behavior may be
+reported by contacting the project team at developer@fetch.ai. All
+complaints will be reviewed and investigated and will result in a response that
+is deemed necessary and appropriate to the circumstances. The project team is
+obligated to maintain confidentiality with regard to the reporter of an incident.
+Further details of specific enforcement policies may be posted separately.
+
+Project maintainers who do not follow or enforce the Code of Conduct in good
+faith may face temporary or permanent repercussions as determined by other
+members of the project's leadership.
+
+## Attribution
+
+This Code of Conduct is adapted from the [Contributor Covenant][homepage], version 1.4,
+available at https://www.contributor-covenant.org/version/1/4/code-of-conduct.html
+
+[homepage]: https://www.contributor-covenant.org
+
+For answers to common questions about this code of conduct, see
+https://www.contributor-covenant.org/faq
diff --git a/CONTRIBUTING.rst b/CONTRIBUTING.md
similarity index 54%
rename from CONTRIBUTING.rst
rename to CONTRIBUTING.md
index 8e570a9d..e388cb1d 100644
--- a/CONTRIBUTING.rst
+++ b/CONTRIBUTING.md
@@ -1,15 +1,10 @@
-.. _contributing:
-
-Contributing
-============
+# Contributing
 
 Contributions are welcome, and they are greatly appreciated! Every little bit helps, and credit will always be given.
 
 If you need support, want to report/fix a bug, ask for/implement features, you can check the
-`Issues page <https://github.com/fetchai/agents-tac/issues>`_,
-or `submit a Pull request <https://github.com/fetchai/agents-tac/pulls>`_.
+[Issues page](https://github.com/fetchai/agents-tac/issues)
+or [submit a Pull request](https://github.com/fetchai/agents-tac/pulls)
 
 For other kinds of feedback, you can contact one of the
-`authors`_ by email.
-
-.. _authors: AUTHORS.rst
\ No newline at end of file
+[authors](https://github.com/fetchai/agents-tac/blob/master/AUTHORS.md) by email.
diff --git a/HISTORY.rst b/HISTORY.md
similarity index 68%
rename from HISTORY.rst
rename to HISTORY.md
index 790d4c61..9c06c014 100644
--- a/HISTORY.rst
+++ b/HISTORY.md
@@ -1,54 +1,52 @@
-Release History
-===============
+# Release History
 
-0.1.0 (2018-07-02)
--------------------
+## 0.1.8 (2020-05-09)
 
-- Initial release of the package.
+- Fixes simulation
+- Adds simulation data from experiments
+- Improves static code analysis (adds black code formatter)
+- Adds miscelaneous repo info
 
-0.1.1 (2019-07-04)
--------------------
+## 0.1.7 (2019-10-02)
 
-- Minor updates, many bug fixes, breaking changes.
+- Improves launcher gui
+- Multiple small fixes 
 
-0.1.2 (2019-07-08)
--------------------
+## 0.1.6 (2019-09-23)
 
-- Minor updates, many bug fixes, no breaking changes.
+- Updates docs to latest code base
+- Bumps to latest aea version 0.1.4
+- Adds versioning to TAC via `version_id`
+- Ports `tac` protocol from aea repo
+- Multiple small fixes
 
-0.1.3 (2019-08-09)
--------------------
+## 0.1.5 (2019-09-16)
 
-- Updated to OEF SDK version 0.6
-- Improved documentation by adding detailed guides
-- Added more tools/features to support the developer (e.g. the launcher app)
+- Bump to latest oef image 0.7
+- Bump to latest aea version 0.1.2
+- Static type checking with Mypy
+- Test/bug fixes
 
-0.1.4 (2019-09-05)
--------------------
+## 0.1.4 (2019-09-05)
 
 - Updated to OEF SDK version 0.6.7
 - Transition to AEA architecture and extraction of AEA framework.
 - Updated to AEA version 0.1.1
 
-0.1.5 (2019-09-16)
--------------------
+## 0.1.3 (2019-08-09)
 
-- Bump to latest oef image 0.7
-- Bump to latest aea version 0.1.2
-- Static type checking with Mypy
-- Test/bug fixes
+- Updated to OEF SDK version 0.6
+- Improved documentation by adding detailed guides
+- Added more tools/features to support the developer (e.g. the launcher app)
 
-0.1.6 (2019-09-23)
--------------------
+## 0.1.2 (2019-07-08)
 
-- Updates docs to latest code base
-- Bumps to latest aea version 0.1.4
-- Adds versioning to TAC via `version_id`
-- Ports `tac` protocol from aea repo
-- Multiple small fixes
+- Minor updates, many bug fixes, no breaking changes.
 
-0.1.7 (2019-10-02)
--------------------
+## 0.1.1 (2019-07-04)
 
-- Improves launcher gui
-- Multiple small fixes 
+- Minor updates, many bug fixes, breaking changes.
+
+## 0.1.0 (2018-07-02)
+
+- Initial release of the package.
diff --git a/Jenkinsfile b/Jenkinsfile
deleted file mode 100644
index 5f7ffa86..00000000
--- a/Jenkinsfile
+++ /dev/null
@@ -1,47 +0,0 @@
-
-pipeline {
-
-    agent {
-        docker 'gcr.io/organic-storm-201412/docker-tac-develop:latest'
-    }
-
-    stages {
-
-        stage('Unit Tests & Code Style Check') {
-
-            parallel {
-
-                stage('Code Style Check') {
-
-                    steps {
-                        sh 'pip3 install tox'
-                        sh 'tox -e flake8'
-                    }
-
-                } // code style check
-
-                stage('Static Type Check') {
-
-                    steps {
-                        sh 'pip3 install tox'
-                        sh 'tox -e mypy'
-                    }
-
-                } // static type check
-
-                stage('Unit Tests') {
-
-                    steps {
-                        sh 'pip3 install tox'
-                        sh 'tox -e py37 -- --no-oef'
-                    }
-
-                } // unit tests
-
-            } // stages
-
-        }  // unit tests & code style check
-
-    } // stages
-
-} // pipeline
diff --git a/MANIFEST.in b/MANIFEST.in
index 47eb1645..0ab2a4f8 100644
--- a/MANIFEST.in
+++ b/MANIFEST.in
@@ -1,11 +1,9 @@
-include README.md LICENSE Pipfile Pipfile.lock
+include README.md LICENSE HISTORY.md AUTHORS.md CODE_OF_CONDUCT.md Pipfile Pipfile.lock tox.ini pytest.ini mypy.ini
 
 recursive-include tac *
-recursive-include proto *
 recursive-include tests *
 recursive-include docs *
 recursive-include templates *
 recursive-include sandbox *
 recursive-include simulation *
 recursive-include scripts *
-recursive-include oef_search_pluto_scripts *
diff --git a/Makefile b/Makefile
index a3db06d5..64bb178e 100644
--- a/Makefile
+++ b/Makefile
@@ -24,7 +24,11 @@ clean-test:
 	find . -name 'log.*.txt' -exec rm -fr {} +
 
 lint:
-	flake8 tac tests
+	black sandbox scripts setup.py simulation/v1 tac templates tests
+	flake8 sandbox scripts setup.py simulation/v1 tac templates tests --exclude=tac/gui/static,tac/gui/templates,.md,tac/*_pb2.py,tac/gui/.visdom_env,tac/__init__.py,scripts/oef/launch.py --ignore=E501,E701,W503
+
+static:
+	mypy sandbox scripts setup.py simulation/v1 tac templates tests --config-file mypy.ini
 
 test-all:
 	tox
@@ -35,4 +39,20 @@ dist: clean
 	ls -l dist
 
 install: clean
-	python3 setup.py install
\ No newline at end of file
+	python3 setup.py install
+
+.PHONY: new_env
+new_env: clean
+	if [ "$v" == "" ];\
+	then\
+		pipenv --rm;\
+		pipenv --python 3.7;\
+		echo "Enter clean virtual environment now: 'pipenv shell'.";\
+	else\
+		echo "In a virtual environment! Exit first: 'exit'.";\
+	fi
+
+.PHONY: install_env
+install_env:
+	pipenv install --dev
+	pip install -e .
diff --git a/Pipfile b/Pipfile
index 80c71f14..47ea1e10 100644
--- a/Pipfile
+++ b/Pipfile
@@ -9,36 +9,40 @@ verify_ssl = true
 name = "test-pypi"
 
 [dev-packages]
+black = "==19.10b0"
 flake8 = "*"
+flake8-docstrings = "*"
 ipython = "*"
 jupyter = "*"
+mypy = "*"
+pygments = "*"
 pytest = "*"
+pytest-cov = "*"
 tox = "==3.7.0"
 tox-pipenv = "==1.9.0"
-pytest-cov = "*"
-flake8-docstrings = "*"
-pygments = "*"
-mypy = "*"
 
 [packages]
-fetchai-ledger-api = {git = "https://github.com/fetchai/ledger-api-py.git"}
+aea = {index = "pypi",version = "==0.1.4"}
 base58 = "*"
+colorlog = "*"
 cryptography = "*"
+docker = "*"
+docker-compose = "*"
+fetchai-ledger-api = {git = "https://github.com/fetchai/ledger-api-py.git"}
 flask-restful = "*"
 nbsphinx = "*"
 numpy = "*"
 matplotlib = "*"
 oef = {index = "test-pypi",version = "==0.6.10"}
+pandas = "*"
 python-dateutil = "*"
+scipy = "*"
+seaborn = "*"
 sphinxcontrib-mermaid = "*"
 sphinxcontrib-apidoc = "*"
 sphinx = "==2.1.2"
-wtforms = "*"
 visdom = "*"
-aea = {index = "pypi",version = "==0.1.4"}
-colorlog = "*"
-docker = "*"
-docker-compose = "*"
+wtforms = "*"
 
 [requires]
 python_version = "3.7"
diff --git a/Pipfile.lock b/Pipfile.lock
index bb08ea94..a9d32f4e 100644
--- a/Pipfile.lock
+++ b/Pipfile.lock
@@ -1,7 +1,7 @@
 {
     "_meta": {
         "hash": {
-            "sha256": "d264235742b0942c0e469a2069d0cc64caf12e496d87b2cda425e9f61b575e5a"
+            "sha256": "86c9c6c6faa6629385cb54949f57ffa06ac195ace38f7f41756d8c1080623ede"
         },
         "pipfile-spec": 6,
         "requires": {
@@ -43,28 +43,27 @@
             ],
             "version": "==8.0.0"
         },
-        "asn1crypto": {
+        "attrs": {
             "hashes": [
-                "sha256:2f1adbb7546ed199e3c90ef23ec95c5cf3585bac7d11fb7eb562a3fe89c64e87",
-                "sha256:9d5c20441baf0cb60a4ac34cc447c6c189024b6b4c6cd7877034f4965c464e49"
+                "sha256:08a96c641c3a74e44eb59afb61a24f2cb9f4d7188748e76ba4bb5edfa3cb7d1c",
+                "sha256:f7b7ce16570fe9965acd6d30101a28f62fb4a7f9e926b3bbc9b61f8b04247e72"
             ],
-            "version": "==0.24.0"
+            "version": "==19.3.0"
         },
         "babel": {
             "hashes": [
-                "sha256:af92e6106cb7c55286b25b38ad7695f8b4efb36a90ba483d7f7a6628c46158ab",
-                "sha256:e86135ae101e31e2c8ec20a4e0c5220f4eed12487d5cf3f78be7e98d3a57fc28"
+                "sha256:1aac2ae2d0d8ea368fa90906567f5c08463d98ade155c0c4bfedd6a0f7160e38",
+                "sha256:d670ea0b10f8b723672d3a6abeb87b565b244da220d76b4dba1b66269ec152d4"
             ],
-            "version": "==2.7.0"
+            "version": "==2.8.0"
         },
         "base58": {
             "hashes": [
-                "sha256:1e42993c0628ed4f898c03b522b26af78fb05115732549b21a028bc4633d19ab",
-                "sha256:6aa0553e477478993588303c54659d15e3c17ae062508c854a8b752d07c716bd",
-                "sha256:9a793c599979c497800eb414c852b80866f28daaed5494703fc129592cc83e60"
+                "sha256:4c7f5687da771b519cf86b3236250e7c3543368c576404c9fe2d992a287666e0",
+                "sha256:c83584a8b917dc52dd634307137f2ad2721a9efb4f1de32fc7eaaaf87844177e"
             ],
             "index": "pypi",
-            "version": "==1.0.3"
+            "version": "==2.0.0"
         },
         "bcrypt": {
             "hashes": [
@@ -72,6 +71,7 @@
                 "sha256:0b0069c752ec14172c5f78208f1863d7ad6755a6fae6fe76ec2c80d13be41e42",
                 "sha256:19a4b72a6ae5bb467fea018b825f0a7d917789bcfe893e53f15c92805d187294",
                 "sha256:5432dd7b34107ae8ed6c10a71b4397f1c853bd39a4d6ffa7e35f40584cffd161",
+                "sha256:6305557019906466fc42dbc53b46da004e72fd7a551c044a827e572c82191752",
                 "sha256:69361315039878c0680be456640f8705d76cb4a3a3fe1e057e0f261b74be4b31",
                 "sha256:6fe49a60b25b584e2f4ef175b29d3a83ba63b3a4df1b4c0605b826668d1b6be5",
                 "sha256:74a015102e877d0ccd02cdeaa18b32aa7273746914a6c5d0456dd442cb65b99c",
@@ -82,6 +82,7 @@
                 "sha256:a595c12c618119255c90deb4b046e1ca3bcfad64667c43d1166f2b04bc72db09",
                 "sha256:c9457fa5c121e94a58d6505cadca8bed1c64444b83b3204928a866ca2e599105",
                 "sha256:cb93f6b2ab0f6853550b74e051d297c27a638719753eb9ff66d1e4072be67133",
+                "sha256:ce4e4f0deb51d38b1611a27f330426154f2980e66582dc5f438aad38b5f24fc1",
                 "sha256:d7bdc26475679dd073ba0ed2766445bb5b20ca4793ca0db32b399dccc6bc84b7",
                 "sha256:ff032765bb8716d9387fd5376d987a937254b0619eff0972779515b5c98820bc"
             ],
@@ -89,10 +90,10 @@
         },
         "bleach": {
             "hashes": [
-                "sha256:213336e49e102af26d9cde77dd2d0397afabc5a6bf2fed985dc35b5d1e285a16",
-                "sha256:3fdf7f77adcf649c9911387df51254b813185e32b2c6619f690b593a617e19fa"
+                "sha256:2bce3d8fab545a6528c8fa5d9f9ae8ebc85a56da365c7f85180bfe96a35ef22f",
+                "sha256:3c4c520fdb9db59ef139915a5db79f8b51bc2a7257ea0389f30c846883430a4b"
             ],
-            "version": "==3.1.0"
+            "version": "==3.1.5"
         },
         "cached-property": {
             "hashes": [
@@ -103,43 +104,43 @@
         },
         "certifi": {
             "hashes": [
-                "sha256:e4f3620cfea4f83eedc95b24abd9cd56f3c4b146dd0177e83a21b4eb49e21e50",
-                "sha256:fd7c7c74727ddcf00e9acd26bba8da604ffec95bf1c2144e67aff7a8b50e6cef"
+                "sha256:1d987a998c75633c40847cc966fcf5904906c920a7f17ef374f5aa4282abd304",
+                "sha256:51fcb31174be6e6664c5f69e3e1691a2d72a1a12e90f872cbdb1567eb47b6519"
             ],
-            "version": "==2019.9.11"
+            "version": "==2020.4.5.1"
         },
         "cffi": {
             "hashes": [
-                "sha256:041c81822e9f84b1d9c401182e174996f0bae9991f33725d059b771744290774",
-                "sha256:046ef9a22f5d3eed06334d01b1e836977eeef500d9b78e9ef693f9380ad0b83d",
-                "sha256:066bc4c7895c91812eff46f4b1c285220947d4aa46fa0a2651ff85f2afae9c90",
-                "sha256:066c7ff148ae33040c01058662d6752fd73fbc8e64787229ea8498c7d7f4041b",
-                "sha256:2444d0c61f03dcd26dbf7600cf64354376ee579acad77aef459e34efcb438c63",
-                "sha256:300832850b8f7967e278870c5d51e3819b9aad8f0a2c8dbe39ab11f119237f45",
-                "sha256:34c77afe85b6b9e967bd8154e3855e847b70ca42043db6ad17f26899a3df1b25",
-                "sha256:46de5fa00f7ac09f020729148ff632819649b3e05a007d286242c4882f7b1dc3",
-                "sha256:4aa8ee7ba27c472d429b980c51e714a24f47ca296d53f4d7868075b175866f4b",
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-                "sha256:5662ad4e4e84f1eaa8efce5da695c5d2e229c563f9d5ce5b0113f71321bcf753",
-                "sha256:59b4dc008f98fc6ee2bb4fd7fc786a8d70000d058c2bbe2698275bc53a8d3fa7",
-                "sha256:73e1ffefe05e4ccd7bcea61af76f36077b914f92b76f95ccf00b0c1b9186f3f9",
-                "sha256:a1f0fd46eba2d71ce1589f7e50a9e2ffaeb739fb2c11e8192aa2b45d5f6cc41f",
-                "sha256:a2e85dc204556657661051ff4bab75a84e968669765c8a2cd425918699c3d0e8",
-                "sha256:a5457d47dfff24882a21492e5815f891c0ca35fefae8aa742c6c263dac16ef1f",
-                "sha256:a8dccd61d52a8dae4a825cdbb7735da530179fea472903eb871a5513b5abbfdc",
-                "sha256:ae61af521ed676cf16ae94f30fe202781a38d7178b6b4ab622e4eec8cefaff42",
-                "sha256:b012a5edb48288f77a63dba0840c92d0504aa215612da4541b7b42d849bc83a3",
-                "sha256:d2c5cfa536227f57f97c92ac30c8109688ace8fa4ac086d19d0af47d134e2909",
-                "sha256:d42b5796e20aacc9d15e66befb7a345454eef794fdb0737d1af593447c6c8f45",
-                "sha256:dee54f5d30d775f525894d67b1495625dd9322945e7fee00731952e0368ff42d",
-                "sha256:e070535507bd6aa07124258171be2ee8dfc19119c28ca94c9dfb7efd23564512",
-                "sha256:e1ff2748c84d97b065cc95429814cdba39bcbd77c9c85c89344b317dc0d9cbff",
-                "sha256:ed851c75d1e0e043cbf5ca9a8e1b13c4c90f3fbd863dacb01c0808e2b5204201"
-            ],
-            "version": "==1.12.3"
+                "sha256:001bf3242a1bb04d985d63e138230802c6c8d4db3668fb545fb5005ddf5bb5ff",
+                "sha256:00789914be39dffba161cfc5be31b55775de5ba2235fe49aa28c148236c4e06b",
+                "sha256:028a579fc9aed3af38f4892bdcc7390508adabc30c6af4a6e4f611b0c680e6ac",
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+                "sha256:2d384f4a127a15ba701207f7639d94106693b6cd64173d6c8988e2c25f3ac2b6",
+                "sha256:337d448e5a725bba2d8293c48d9353fc68d0e9e4088d62a9571def317797522b",
+                "sha256:399aed636c7d3749bbed55bc907c3288cb43c65c4389964ad5ff849b6370603e",
+                "sha256:3b911c2dbd4f423b4c4fcca138cadde747abdb20d196c4a48708b8a2d32b16dd",
+                "sha256:3d311bcc4a41408cf5854f06ef2c5cab88f9fded37a3b95936c9879c1640d4c2",
+                "sha256:62ae9af2d069ea2698bf536dcfe1e4eed9090211dbaafeeedf5cb6c41b352f66",
+                "sha256:66e41db66b47d0d8672d8ed2708ba91b2f2524ece3dee48b5dfb36be8c2f21dc",
+                "sha256:675686925a9fb403edba0114db74e741d8181683dcf216be697d208857e04ca8",
+                "sha256:7e63cbcf2429a8dbfe48dcc2322d5f2220b77b2e17b7ba023d6166d84655da55",
+                "sha256:8a6c688fefb4e1cd56feb6c511984a6c4f7ec7d2a1ff31a10254f3c817054ae4",
+                "sha256:8c0ffc886aea5df6a1762d0019e9cb05f825d0eec1f520c51be9d198701daee5",
+                "sha256:95cd16d3dee553f882540c1ffe331d085c9e629499ceadfbda4d4fde635f4b7d",
+                "sha256:99f748a7e71ff382613b4e1acc0ac83bf7ad167fb3802e35e90d9763daba4d78",
+                "sha256:b8c78301cefcf5fd914aad35d3c04c2b21ce8629b5e4f4e45ae6812e461910fa",
+                "sha256:c420917b188a5582a56d8b93bdd8e0f6eca08c84ff623a4c16e809152cd35793",
+                "sha256:c43866529f2f06fe0edc6246eb4faa34f03fe88b64a0a9a942561c8e22f4b71f",
+                "sha256:cab50b8c2250b46fe738c77dbd25ce017d5e6fb35d3407606e7a4180656a5a6a",
+                "sha256:cef128cb4d5e0b3493f058f10ce32365972c554572ff821e175dbc6f8ff6924f",
+                "sha256:cf16e3cf6c0a5fdd9bc10c21687e19d29ad1fe863372b5543deaec1039581a30",
+                "sha256:e56c744aa6ff427a607763346e4170629caf7e48ead6921745986db3692f987f",
+                "sha256:e577934fc5f8779c554639376beeaa5657d54349096ef24abe8c74c5d9c117c3",
+                "sha256:f2b0fa0c01d8a0c7483afd9f31d7ecf2d71760ca24499c8697aeb5ca37dc090c"
+            ],
+            "version": "==1.14.0"
         },
         "chardet": {
             "hashes": [
@@ -150,40 +151,43 @@
         },
         "click": {
             "hashes": [
-                "sha256:2335065e6395b9e67ca716de5f7526736bfa6ceead690adf616d925bdc622b13",
-                "sha256:5b94b49521f6456670fdb30cd82a4eca9412788a93fa6dd6df72c94d5a8ff2d7"
+                "sha256:d2b5255c7c6349bc1bd1e59e08cd12acbbd63ce649f2588755783aa94dfb6b1a",
+                "sha256:dacca89f4bfadd5de3d7489b7c8a566eee0d3676333fbb50030263894c38c0dc"
             ],
-            "version": "==7.0"
+            "version": "==7.1.2"
         },
         "colorlog": {
             "hashes": [
-                "sha256:3cf31b25cbc8f86ec01fef582ef3b840950dea414084ed19ab922c8b493f9b42",
-                "sha256:450f52ea2a2b6ebb308f034ea9a9b15cea51e65650593dca1da3eb792e4e4981"
+                "sha256:30aaef5ab2a1873dec5da38fd6ba568fa761c9fa10b40241027fa3edea47f3d2",
+                "sha256:732c191ebbe9a353ec160d043d02c64ddef9028de8caae4cfa8bd49b6afed53e"
             ],
             "index": "pypi",
-            "version": "==4.0.2"
+            "version": "==4.1.0"
         },
         "cryptography": {
             "hashes": [
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-                "sha256:25dd1581a183e9e7a806fe0543f485103232f940fcfc301db65e630512cce643",
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-                "sha256:5751d8a11b956fbfa314f6553d186b94aa70fdb03d8a4d4f1c82dcacf0cbe28a",
-                "sha256:5f61c7d749048fa6e3322258b4263463bfccefecb0dd731b6561cb617a1d9bb9",
-                "sha256:72e24c521fa2106f19623a3851e9f89ddfdeb9ac63871c7643790f872a305dfc",
-                "sha256:7b97ae6ef5cba2e3bb14256625423413d5ce8d1abb91d4f29b6d1a081da765f8",
-                "sha256:961e886d8a3590fd2c723cf07be14e2a91cf53c25f02435c04d39e90780e3b53",
-                "sha256:96d8473848e984184b6728e2c9d391482008646276c3ff084a1bd89e15ff53a1",
-                "sha256:ae536da50c7ad1e002c3eee101871d93abdc90d9c5f651818450a0d3af718609",
-                "sha256:b0db0cecf396033abb4a93c95d1602f268b3a68bb0a9cc06a7cff587bb9a7292",
-                "sha256:cfee9164954c186b191b91d4193989ca994703b2fff406f71cf454a2d3c7327e",
-                "sha256:e6347742ac8f35ded4a46ff835c60e68c22a536a8ae5c4422966d06946b6d4c6",
-                "sha256:f27d93f0139a3c056172ebb5d4f9056e770fdf0206c2f422ff2ebbad142e09ed",
-                "sha256:f57b76e46a58b63d1c6375017f4564a28f19a5ca912691fd2e4261b3414b618d"
+                "sha256:091d31c42f444c6f519485ed528d8b451d1a0c7bf30e8ca583a0cac44b8a0df6",
+                "sha256:18452582a3c85b96014b45686af264563e3e5d99d226589f057ace56196ec78b",
+                "sha256:1dfa985f62b137909496e7fc182dac687206d8d089dd03eaeb28ae16eec8e7d5",
+                "sha256:1e4014639d3d73fbc5ceff206049c5a9a849cefd106a49fa7aaaa25cc0ce35cf",
+                "sha256:22e91636a51170df0ae4dcbd250d318fd28c9f491c4e50b625a49964b24fe46e",
+                "sha256:3b3eba865ea2754738616f87292b7f29448aec342a7c720956f8083d252bf28b",
+                "sha256:651448cd2e3a6bc2bb76c3663785133c40d5e1a8c1a9c5429e4354201c6024ae",
+                "sha256:726086c17f94747cedbee6efa77e99ae170caebeb1116353c6cf0ab67ea6829b",
+                "sha256:844a76bc04472e5135b909da6aed84360f522ff5dfa47f93e3dd2a0b84a89fa0",
+                "sha256:88c881dd5a147e08d1bdcf2315c04972381d026cdb803325c03fe2b4a8ed858b",
+                "sha256:96c080ae7118c10fcbe6229ab43eb8b090fccd31a09ef55f83f690d1ef619a1d",
+                "sha256:a0c30272fb4ddda5f5ffc1089d7405b7a71b0b0f51993cb4e5dbb4590b2fc229",
+                "sha256:bb1f0281887d89617b4c68e8db9a2c42b9efebf2702a3c5bf70599421a8623e3",
+                "sha256:c447cf087cf2dbddc1add6987bbe2f767ed5317adb2d08af940db517dd704365",
+                "sha256:c4fd17d92e9d55b84707f4fd09992081ba872d1a0c610c109c18e062e06a2e55",
+                "sha256:d0d5aeaedd29be304848f1c5059074a740fa9f6f26b84c5b63e8b29e73dfc270",
+                "sha256:daf54a4b07d67ad437ff239c8a4080cfd1cc7213df57d33c97de7b4738048d5e",
+                "sha256:e993468c859d084d5579e2ebee101de8f5a27ce8e2159959b6673b418fd8c785",
+                "sha256:f118a95c7480f5be0df8afeb9a11bd199aa20afab7a96bcf20409b411a3a85f0"
             ],
             "index": "pypi",
-            "version": "==2.7"
+            "version": "==2.9.2"
         },
         "cycler": {
             "hashes": [
@@ -194,10 +198,10 @@
         },
         "decorator": {
             "hashes": [
-                "sha256:86156361c50488b84a3f148056ea716ca587df2f0de1d34750d35c21312725de",
-                "sha256:f069f3a01830ca754ba5258fde2278454a0b5b79e0d7f5c13b3b97e57d4acff6"
+                "sha256:41fa54c2a0cc4ba648be4fd43cff00aedf5b9465c9bf18d64325bc225f08f760",
+                "sha256:e3a62f0520172440ca0dcc823749319382e377f37f140a0b99ef45fecb84bfe7"
             ],
-            "version": "==4.4.0"
+            "version": "==4.4.2"
         },
         "defusedxml": {
             "hashes": [
@@ -211,26 +215,19 @@
                 "ssh"
             ],
             "hashes": [
-                "sha256:2434b396e616a5ef682fbf80e04839a59e8b81880ece5662c33dff34b8863519",
-                "sha256:a062a9f82dff025f79c2097c46f49f143f8898274db7e66041f78cafee66b962"
+                "sha256:1c2ddb7a047b2599d1faec00889561316c674f7099427b9c51e8cb804114b553",
+                "sha256:ddae66620ab5f4bce769f64bcd7934f880c8abe6aa50986298db56735d0f722e"
             ],
             "index": "pypi",
-            "version": "==3.7.3"
+            "version": "==4.2.0"
         },
         "docker-compose": {
             "hashes": [
-                "sha256:59babecccf76c3c9d796f69b463f3ad5410d03d69e074b299bf3bf4b222aaf5c",
-                "sha256:a5d58e974fd717e24b0dda6669a46bc03548d9023ef38d965acdc32d4d5fa753"
+                "sha256:7a2eb6d8173fdf408e505e6f7d497ac0b777388719542be9e49a0efd477a50c6",
+                "sha256:9d33520ae976f524968a64226516ec631dce09fba0974ce5366ad403e203eb5d"
             ],
             "index": "pypi",
-            "version": "==1.24.1"
-        },
-        "docker-pycreds": {
-            "hashes": [
-                "sha256:6ce3270bcaf404cc4c3e27e4b6c70d3521deae82fb508767870fdbf772d584d4",
-                "sha256:7266112468627868005106ec19cd0d722702d2b7d5912a28e19b826c3d37af49"
-            ],
-            "version": "==0.4.0"
+            "version": "==1.25.5"
         },
         "dockerpty": {
             "hashes": [
@@ -247,11 +244,10 @@
         },
         "docutils": {
             "hashes": [
-                "sha256:6c4f696463b79f1fb8ba0c594b63840ebd41f059e92b31957c46b74a4599b6d0",
-                "sha256:9e4d7ecfc600058e07ba661411a2b7de2fd0fafa17d1a7f7361cd47b1175c827",
-                "sha256:a2aeea129088da402665e92e0b25b04b073c04b2dce4ab65caaa38b7ce2e1a99"
+                "sha256:0c5b78adfbf7762415433f5515cd5c9e762339e23369dbe8000d84a4bf4ab3af",
+                "sha256:c2de3a60e9e7d07be26b7f2b00ca0309c207e06c100f9cc2a94931fc75a478fc"
             ],
-            "version": "==0.15.2"
+            "version": "==0.16"
         },
         "entrypoints": {
             "hashes": [
@@ -262,43 +258,51 @@
         },
         "fetchai-ledger-api": {
             "git": "https://github.com/fetchai/ledger-api-py.git",
-            "ref": "1c57c2efc5bacd506cc35e94cc9b520e15ad038a"
+            "ref": "83bcae0bbe140b05e9413f4a5240b4a9b1cd6dc3"
         },
         "flask": {
             "hashes": [
-                "sha256:13f9f196f330c7c2c5d7a5cf91af894110ca0215ac051b5844701f2bfd934d52",
-                "sha256:45eb5a6fd193d6cf7e0cf5d8a5b31f83d5faae0293695626f539a823e93b13f6"
+                "sha256:4efa1ae2d7c9865af48986de8aeb8504bf32c7f3d6fdc9353d34b21f4b127060",
+                "sha256:8a4fdd8936eba2512e9c85df320a37e694c93945b33ef33c89946a340a238557"
             ],
-            "version": "==1.1.1"
+            "version": "==1.1.2"
         },
         "flask-restful": {
             "hashes": [
-                "sha256:ecd620c5cc29f663627f99e04f17d1f16d095c83dc1d618426e2ad68b03092f8",
-                "sha256:f8240ec12349afe8df1db168ea7c336c4e5b0271a36982bff7394f93275f2ca9"
+                "sha256:5ea9a5991abf2cb69b4aac19793faac6c032300505b325687d7c305ffaa76915",
+                "sha256:d891118b951921f1cec80cabb4db98ea6058a35e6404788f9e70d5b243813ec2"
             ],
             "index": "pypi",
-            "version": "==0.3.7"
+            "version": "==0.3.8"
         },
         "graphviz": {
             "hashes": [
-                "sha256:dc08677f37c65a4a480f00df4bd0d19a0a103c06aad95f21a37f0b7fd440de81",
-                "sha256:df54c2e0d2c8df6aee3397eb44de186d94e2a0610f4052649bfbb26d03d56850"
+                "sha256:cb0e878f90378489f17aab140b68e64e44b79e4cb59a530c8863d84bf2e2e5f5",
+                "sha256:e104ba036c8aef84320ec80560e544cd3cad68c9f90394b4e2b87bc44ab09791"
             ],
-            "version": "==0.13"
+            "version": "==0.14"
         },
         "idna": {
             "hashes": [
-                "sha256:156a6814fb5ac1fc6850fb002e0852d56c0c8d2531923a51032d1b70760e186e",
-                "sha256:684a38a6f903c1d71d6d5fac066b58d7768af4de2b832e426ec79c30daa94a16"
+                "sha256:7588d1c14ae4c77d74036e8c22ff447b26d0fde8f007354fd48a7814db15b7cb",
+                "sha256:a068a21ceac8a4d63dbfd964670474107f541babbd2250d61922f029858365fa"
             ],
-            "version": "==2.7"
+            "version": "==2.9"
         },
         "imagesize": {
             "hashes": [
-                "sha256:3f349de3eb99145973fefb7dbe38554414e5c30abd0c8e4b970a7c9d09f3a1d8",
-                "sha256:f3832918bc3c66617f92e35f5d70729187676313caa60c187eb0f28b8fe5e3b5"
+                "sha256:6965f19a6a2039c7d48bca7dba2473069ff854c36ae6f19d2cde309d998228a1",
+                "sha256:b1f6b5a4eab1f73479a50fb79fcf729514a900c341d8503d62a62dbc4127a2b1"
             ],
-            "version": "==1.1.0"
+            "version": "==1.2.0"
+        },
+        "importlib-metadata": {
+            "hashes": [
+                "sha256:2a688cbaa90e0cc587f1df48bdc97a6eadccdcd9c35fb3f976a09e3b5016d90f",
+                "sha256:34513a8a0c4962bc66d35b359558fd8a5e10cd472d37aec5f66858addef32c1e"
+            ],
+            "markers": "python_version < '3.8'",
+            "version": "==1.6.0"
         },
         "ipython-genutils": {
             "hashes": [
@@ -310,23 +314,25 @@
         "itsdangerous": {
             "hashes": [
                 "sha256:321b033d07f2a4136d3ec762eac9f16a10ccd60f53c0c91af90217ace7ba1f19",
+                "sha256:72a1252c0b2cc2bcc351acf2cfe2ec0159d8578c54767d5c2aa67fd869346e55",
+                "sha256:ac4c9f590d59c36b7d2953f97fda415f2461280e5279650aafe1e593f129c4f7",
                 "sha256:b12271b2047cb23eeb98c8b5622e2e5c5e9abd9784a153e9d8ef9cb4dd09d749"
             ],
             "version": "==1.1.0"
         },
         "jinja2": {
             "hashes": [
-                "sha256:065c4f02ebe7f7cf559e49ee5a95fb800a9e4528727aec6f24402a5374c65013",
-                "sha256:14dd6caf1527abb21f08f86c784eac40853ba93edb79552aa1e4b8aef1b61c7b"
+                "sha256:89aab215427ef59c34ad58735269eb58b1a5808103067f7bb9d5836c651b3bb0",
+                "sha256:f0a4641d3cf955324a89c04f3d94663aa4d638abe8f733ecd3582848e1c37035"
             ],
-            "version": "==2.10.1"
+            "version": "==2.11.2"
         },
         "jsonpatch": {
             "hashes": [
-                "sha256:83f29a2978c13da29bfdf89da9d65542d62576479caf215df19632d7dc04c6e6",
-                "sha256:cbb72f8bf35260628aea6b508a107245f757d1ec839a19c34349985e2c05645a"
+                "sha256:cc3a7241010a1fd3f50145a3b33be2c03c1e679faa19934b628bb07d0f64819e",
+                "sha256:ddc0f7628b8bfdd62e3cbfbc24ca6671b0b6265b50d186c2cf3659dc0f78fd6a"
             ],
-            "version": "==1.24"
+            "version": "==1.25"
         },
         "jsonpointer": {
             "hashes": [
@@ -337,50 +343,38 @@
         },
         "jsonschema": {
             "hashes": [
-                "sha256:000e68abd33c972a5248544925a0cae7d1125f9bf6c58280d37546b946769a08",
-                "sha256:6ff5f3180870836cae40f06fa10419f557208175f13ad7bc26caa77beb1f6e02"
+                "sha256:4e5b3cf8216f577bee9ce139cbe72eca3ea4f292ec60928ff24758ce626cd163",
+                "sha256:c8a85b28d377cc7737e46e2d9f2b4f44ee3c0e1deac6bf46ddefc7187d30797a"
             ],
-            "version": "==2.6.0"
+            "version": "==3.2.0"
         },
         "jupyter-core": {
             "hashes": [
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-                "sha256:f4fa22d6cf25f34807c995f22d2923693575c70f02557bcbfbe59bd5ec8d8b84"
+                "sha256:394fd5dd787e7c8861741880bdf8a00ce39f95de5d18e579c74b882522219e7e",
+                "sha256:a4ee613c060fe5697d913416fc9d553599c05e4492d58fac1192c9a6844abb21"
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-            "version": "==4.5.0"
+            "version": "==4.6.3"
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         "kiwisolver": {
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-                "sha256:9733b7f64bd9f807832d673355f79703f81f0b3e52bfce420fc00d8cb28c6a6c",
-                "sha256:a02f6c3e229d0b7220bd74600e9351e18bc0c361b05f29adae0d10599ae0e326",
-                "sha256:a0c0a9f06872330d0dd31b45607197caab3c22777600e88031bfe66799e70bb0",
-                "sha256:acc4df99308111585121db217681f1ce0eecb48d3a828a2f9bbf9773f4937e9e",
-                "sha256:b64916959e4ae0ac78af7c3e8cef4becee0c0e9694ad477b4c6b3a536de6a544",
-                "sha256:d3fcf0819dc3fea58be1fd1ca390851bdb719a549850e708ed858503ff25d995",
-                "sha256:d52e3b1868a4e8fd18b5cb15055c76820df514e26aa84cc02f593d99fef6707f",
-                "sha256:db1a5d3cc4ae943d674718d6c47d2d82488ddd94b93b9e12d24aabdbfe48caee",
-                "sha256:e3a21a720791712ed721c7b95d433e036134de6f18c77dbe96119eaf7aa08004",
-                "sha256:e8bf074363ce2babeb4764d94f8e65efd22e6a7c74860a4f05a6947afc020ff2",
-                "sha256:f16814a4a96dc04bf1da7d53ee8d5b1d6decfc1a92a63349bb15d37b6a263dd9",
-                "sha256:f2b22153870ca5cf2ab9c940d7bc38e8e9089fa0f7e5856ea195e1cf4ff43d5a",
-                "sha256:f790f8b3dff3d53453de6a7b7ddd173d2e020fb160baff578d578065b108a05f"
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-            "version": "==1.1.0"
+                "sha256:03662cbd3e6729f341a97dd2690b271e51a67a68322affab12a5b011344b973c",
+                "sha256:18d749f3e56c0480dccd1714230da0f328e6e4accf188dd4e6884bdd06bf02dd",
+                "sha256:247800260cd38160c362d211dcaf4ed0f7816afb5efe56544748b21d6ad6d17f",
+                "sha256:443c2320520eda0a5b930b2725b26f6175ca4453c61f739fef7a5847bd262f74",
+                "sha256:4eadb361baf3069f278b055e3bb53fa189cea2fd02cb2c353b7a99ebb4477ef1",
+                "sha256:556da0a5f60f6486ec4969abbc1dd83cf9b5c2deadc8288508e55c0f5f87d29c",
+                "sha256:603162139684ee56bcd57acc74035fceed7dd8d732f38c0959c8bd157f913fec",
+                "sha256:60a78858580761fe611d22127868f3dc9f98871e6fdf0a15cc4203ed9ba6179b",
+                "sha256:7cc095a4661bdd8a5742aaf7c10ea9fac142d76ff1770a0f84394038126d8fc7",
+                "sha256:c31bc3c8e903d60a1ea31a754c72559398d91b5929fcb329b1c3a3d3f6e72113",
+                "sha256:c955791d80e464da3b471ab41eb65cf5a40c15ce9b001fdc5bbc241170de58ec",
+                "sha256:d069ef4b20b1e6b19f790d00097a5d5d2c50871b66d10075dab78938dc2ee2cf",
+                "sha256:d52b989dc23cdaa92582ceb4af8d5bcc94d74b2c3e64cd6785558ec6a879793e",
+                "sha256:e586b28354d7b6584d8973656a7954b1c69c93f708c0c07b77884f91640b7657",
+                "sha256:efcf3397ae1e3c3a4a0a0636542bcad5adad3b1dd3e8e629d0b6e201347176c8",
+                "sha256:fccefc0d36a38c57b7bd233a9b485e2f1eb71903ca7ad7adacad6c28a56d62d2"
+            ],
+            "version": "==1.2.0"
         },
         "markupsafe": {
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@@ -388,13 +382,17 @@
                 "sha256:09027a7803a62ca78792ad89403b1b7a73a01c8cb65909cd876f7fcebd79b161",
                 "sha256:09c4b7f37d6c648cb13f9230d847adf22f8171b1ccc4d5682398e77f40309235",
                 "sha256:1027c282dad077d0bae18be6794e6b6b8c91d58ed8a8d89a89d59693b9131db5",
+                "sha256:13d3144e1e340870b25e7b10b98d779608c02016d5184cfb9927a9f10c689f42",
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                 "sha256:29872e92839765e546828bb7754a68c418d927cd064fd4708fab9fe9c8bb116b",
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                 "sha256:43a55c2930bbc139570ac2452adf3d70cdbb3cfe5912c71cdce1c2c6bbd9c5d1",
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                 "sha256:500d4957e52ddc3351cabf489e79c91c17f6e0899158447047588650b5e69183",
                 "sha256:535f6fc4d397c1563d08b88e485c3496cf5784e927af890fb3c3aac7f933ec66",
+                "sha256:596510de112c685489095da617b5bcbbac7dd6384aeebeda4df6025d0256a81b",
                 "sha256:62fe6c95e3ec8a7fad637b7f3d372c15ec1caa01ab47926cfdf7a75b40e0eac1",
+                "sha256:6788b695d50a51edb699cb55e35487e430fa21f1ed838122d722e0ff0ac5ba15",
                 "sha256:6dd73240d2af64df90aa7c4e7481e23825ea70af4b4922f8ede5b9e35f78a3b1",
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                 "sha256:79855e1c5b8da654cf486b830bd42c06e8780cea587384cf6545b7d9ac013a0b",
@@ -411,24 +409,31 @@
                 "sha256:ba59edeaa2fc6114428f1637ffff42da1e311e29382d81b339c1817d37ec93c6",
                 "sha256:c8716a48d94b06bb3b2524c2b77e055fb313aeb4ea620c8dd03a105574ba704f",
                 "sha256:cd5df75523866410809ca100dc9681e301e3c27567cf498077e8551b6d20e42f",
-                "sha256:e249096428b3ae81b08327a63a485ad0878de3fb939049038579ac0ef61e17e7"
+                "sha256:cdb132fc825c38e1aeec2c8aa9338310d29d337bebbd7baa06889d09a60a1fa2",
+                "sha256:e249096428b3ae81b08327a63a485ad0878de3fb939049038579ac0ef61e17e7",
+                "sha256:e8313f01ba26fbbe36c7be1966a7b7424942f670f38e666995b88d012765b9be"
             ],
             "version": "==1.1.1"
         },
         "matplotlib": {
             "hashes": [
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-                "sha256:4442ce720907f67a79d45de9ada47be81ce17e6c2f448b3c64765af93f6829c9",
-                "sha256:796edbd1182cbffa7e1e7a97f1e141f875a8501ba8dd834269ae3cd45a8c976f",
-                "sha256:934e6243df7165aad097572abf5b6003c77c9b6c480c3c4de6f2ef1b5fdd4ec0",
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-                "sha256:ec6bd0a6a58df3628ff269978f4a4b924a0d371ad8ce1f8e2b635b99e482877a"
+                "sha256:2466d4dddeb0f5666fd1e6736cc5287a4f9f7ae6c1a9e0779deff798b28e1d35",
+                "sha256:282b3fc8023c4365bad924d1bb442ddc565c2d1635f210b700722776da466ca3",
+                "sha256:4bb50ee4755271a2017b070984bcb788d483a8ce3132fab68393d1555b62d4ba",
+                "sha256:56d3147714da5c7ac4bc452d041e70e0e0b07c763f604110bd4e2527f320b86d",
+                "sha256:7a9baefad265907c6f0b037c8c35a10cf437f7708c27415a5513cf09ac6d6ddd",
+                "sha256:aae7d107dc37b4bb72dcc45f70394e6df2e5e92ac4079761aacd0e2ad1d3b1f7",
+                "sha256:af14e77829c5b5d5be11858d042d6f2459878f8e296228c7ea13ec1fd308eb68",
+                "sha256:c1cf735970b7cd424502719b44288b21089863aaaab099f55e0283a721aaf781",
+                "sha256:ce378047902b7a05546b6485b14df77b2ff207a0054e60c10b5680132090c8ee",
+                "sha256:d35891a86a4388b6965c2d527b9a9f9e657d9e110b0575ca8a24ba0d4e34b8fc",
+                "sha256:e06304686209331f99640642dee08781a9d55c6e32abb45ed54f021f46ccae47",
+                "sha256:e20ba7fb37d4647ac38f3c6d8672dd8b62451ee16173a0711b37ba0ce42bf37d",
+                "sha256:f4412241e32d0f8d3713b68d3ca6430190a5e8a7c070f1c07d7833d8c5264398",
+                "sha256:ffe2f9cdcea1086fc414e82f42271ecf1976700b8edd16ca9d376189c6d93aee"
             ],
             "index": "pypi",
-            "version": "==3.1.1"
+            "version": "==3.2.1"
         },
         "mistune": {
             "hashes": [
@@ -439,47 +444,54 @@
         },
         "nbconvert": {
             "hashes": [
-                "sha256:427a468ec26e7d68a529b95f578d5cbf018cb4c1f889e897681c2b6d11897695",
-                "sha256:48d3c342057a2cf21e8df820d49ff27ab9f25fc72b8f15606bd47967333b2709"
+                "sha256:21fb48e700b43e82ba0e3142421a659d7739b65568cc832a13976a77be16b523",
+                "sha256:6fef0b8e40a614653cf39b361254f1ebe56708ccb0a47f7afd79bbb8e8bd1269",
+                "sha256:d1c2bbb5e4f551cbf2d1c87d33c2c8b42398b42a84aabed87cfaf958d6fbc403",
+                "sha256:f0d6ec03875f96df45aa13e21fd9b8450c42d7e1830418cccc008c0df725fcee"
             ],
-            "version": "==5.6.0"
+            "version": "==5.6.1"
         },
         "nbformat": {
             "hashes": [
-                "sha256:b9a0dbdbd45bb034f4f8893cafd6f652ea08c8c1674ba83f2dc55d3955743b0b",
-                "sha256:f7494ef0df60766b7cabe0a3651556345a963b74dbc16bc7c18479041170d402"
+                "sha256:049af048ed76b95c3c44043620c17e56bc001329e07f83fec4f177f0e3d7b757",
+                "sha256:276343c78a9660ab2a63c28cc33da5f7c58c092b3f3a40b6017ae2ce6689320d"
             ],
-            "version": "==4.4.0"
+            "version": "==5.0.6"
         },
         "nbsphinx": {
             "hashes": [
-                "sha256:b794219e465b3aab500b800884ff40fd152bb19d8b6f87580de1f3a07170aef8",
-                "sha256:c39176496b17e34c7a53b13350468ea7d5e076997efbeedd52352a340ade4d3b"
+                "sha256:64bca3150cd9689e640980caf6e576a218e650419ffeca4afc09d6e31920d099",
+                "sha256:77545508fff12fed427fffbd9eae932712fe3db7cc6729b0af5bbd122d7146cf"
             ],
             "index": "pypi",
-            "version": "==0.4.2"
+            "version": "==0.7.0"
         },
         "numpy": {
             "hashes": [
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-                "sha256:f4a4f6aba148858a5a5d546a99280f71f5ee6ec8182a7d195af1a914195b21a2"
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+                "sha256:02ec9582808c4e48be4e93cd629c855e644882faf704bc2bd6bbf58c08a2a897",
+                "sha256:0e6f72f7bb08f2f350ed4408bb7acdc0daba637e73bce9f5ea2b207039f3af88",
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+                "sha256:2466fbcf23711ebc5daa61d28ced319a6159b260a18839993d871096d66b93f7",
+                "sha256:2b573fcf6f9863ce746e4ad00ac18a948978bb3781cffa4305134d31801f3e26",
+                "sha256:3f0dae97e1126f529ebb66f3c63514a0f72a177b90d56e4bce8a0b5def34627a",
+                "sha256:50fb72bcbc2cf11e066579cb53c4ca8ac0227abb512b6cbc1faa02d1595a2a5d",
+                "sha256:57aea170fb23b1fd54fa537359d90d383d9bf5937ee54ae8045a723caa5e0961",
+                "sha256:709c2999b6bd36cdaf85cf888d8512da7433529f14a3689d6e37ab5242e7add5",
+                "sha256:7d59f21e43bbfd9a10953a7e26b35b6849d888fc5a331fa84a2d9c37bd9fe2a2",
+                "sha256:904b513ab8fbcbdb062bed1ce2f794ab20208a1b01ce9bd90776c6c7e7257032",
+                "sha256:96dd36f5cdde152fd6977d1bbc0f0561bccffecfde63cd397c8e6033eb66baba",
+                "sha256:9933b81fecbe935e6a7dc89cbd2b99fea1bf362f2790daf9422a7bb1dc3c3085",
+                "sha256:bbcc85aaf4cd84ba057decaead058f43191cc0e30d6bc5d44fe336dc3d3f4509",
+                "sha256:dccd380d8e025c867ddcb2f84b439722cf1f23f3a319381eac45fd077dee7170",
+                "sha256:e22cd0f72fc931d6abc69dc7764484ee20c6a60b0d0fee9ce0426029b1c1bdae",
+                "sha256:ed722aefb0ebffd10b32e67f48e8ac4c5c4cf5d3a785024fdf0e9eb17529cd9d",
+                "sha256:efb7ac5572c9a57159cf92c508aad9f856f1cb8e8302d7fdb99061dbe52d712c",
+                "sha256:efdba339fffb0e80fcc19524e4fdbda2e2b5772ea46720c44eaac28096d60720",
+                "sha256:f22273dd6a403ed870207b853a856ff6327d5cbce7a835dfa0645b3fc00273ec"
             ],
             "index": "pypi",
-            "version": "==1.17.2"
+            "version": "==1.18.4"
         },
         "oef": {
             "hashes": [
@@ -491,10 +503,32 @@
         },
         "packaging": {
             "hashes": [
-                "sha256:28b924174df7a2fa32c1953825ff29c61e2f5e082343165438812f00d3a7fc47",
-                "sha256:d9551545c6d761f3def1677baf08ab2a3ca17c56879e70fecba2fc4dde4ed108"
+                "sha256:3c292b474fda1671ec57d46d739d072bfd495a4f51ad01a055121d81e952b7a3",
+                "sha256:82f77b9bee21c1bafbf35a84905d604d5d1223801d639cf3ed140bd651c08752"
+            ],
+            "version": "==20.3"
+        },
+        "pandas": {
+            "hashes": [
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+                "sha256:0ebe327fb088df4d06145227a4aa0998e4f80a9e6aed4b61c1f303bdfdf7c722",
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-            "version": "==19.2"
+            "index": "pypi",
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@@ -504,83 +538,83 @@
         },
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             "hashes": [
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@@ -593,6 +627,7 @@
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@@ -601,6 +636,7 @@
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@@ -608,113 +644,138 @@
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-            "version": "==2.8.0"
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@@ -734,24 +795,24 @@
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@@ -762,37 +823,39 @@
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-            "version": "==0.4.2"
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@@ -803,29 +866,31 @@
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+                "sha256:5217e601700f24e966ddab689f90b7ea4bd91ff3357c3600fa1045e26d68e55d",
+                "sha256:5618f72e947533832cbc3dec54e1dffc1747a5cb17d1fd91577ed14fa0dc081b",
+                "sha256:5f6a07e62e799be5d2330e68d808c8ac41d4a259b9cea61da4101b83cb5dc673",
+                "sha256:c58d56003daf1b616336781b26d184023ea4af13ae143d9dda65e31e534940b9",
+                "sha256:c952975c8ba74f546ae6de2e226ab3cc3cc11ae47baf607459a6728585bb542a",
+                "sha256:c98232a3ac391f5faea6821b53db8db461157baa788f5d6222a193e9456e1740"
             ],
-            "version": "==6.0.3"
+            "version": "==6.0.4"
         },
         "traitlets": {
             "hashes": [
-                "sha256:9c4bd2d267b7153df9152698efb1050a5d84982d3384a37b2c1f7723ba3e7835",
-                "sha256:c6cb5e6f57c5a9bdaa40fa71ce7b4af30298fbab9ece9815b5d995ab6217c7d9"
+                "sha256:70b4c6a1d9019d7b4f6846832288f86998aa3b9207c6821f3578a6a6a467fe44",
+                "sha256:d023ee369ddd2763310e4c3eae1ff649689440d4ae59d7485eb4cfbbe3e359f7"
             ],
-            "version": "==4.3.2"
+            "version": "==4.3.3"
         },
         "urllib3": {
             "hashes": [
-                "sha256:2393a695cd12afedd0dcb26fe5d50d0cf248e5a66f75dbd89a3d4eb333a61af4",
-                "sha256:a637e5fae88995b256e3409dc4d52c2e2e0ba32c42a6365fee8bbd2238de3cfb"
+                "sha256:3018294ebefce6572a474f0604c2021e33b3fd8006ecd11d62107a5d2a963527",
+                "sha256:88206b0eb87e6d677d424843ac5209e3fb9d0190d0ee169599165ec25e9d9115"
             ],
-            "version": "==1.24.3"
+            "version": "==1.25.9"
         },
         "visdom": {
             "hashes": [
@@ -843,28 +908,42 @@
         },
         "websocket-client": {
             "hashes": [
-                "sha256:1151d5fb3a62dc129164292e1227655e4bbc5dd5340a5165dfae61128ec50aa9",
-                "sha256:1fd5520878b68b84b5748bb30e592b10d0a91529d5383f74f4964e72b297fd3a"
+                "sha256:0fc45c961324d79c781bab301359d5a1b00b13ad1b10415a4780229ef71a5549",
+                "sha256:d735b91d6d1692a6a181f2a8c9e0238e5f6373356f561bb9dc4c7af36f452010"
             ],
-            "version": "==0.56.0"
+            "version": "==0.57.0"
         },
         "werkzeug": {
             "hashes": [
-                "sha256:7280924747b5733b246fe23972186c6b348f9ae29724135a6dfc1e53cea433e7",
-                "sha256:e5f4a1f98b52b18a93da705a7458e55afb26f32bff83ff5d19189f92462d65c4"
+                "sha256:2de2a5db0baeae7b2d2664949077c2ac63fbd16d98da0ff71837f7d1dea3fd43",
+                "sha256:6c80b1e5ad3665290ea39320b91e1be1e0d5f60652b964a3070216de83d2e47c"
             ],
-            "version": "==0.16.0"
+            "version": "==1.0.1"
         },
         "wtforms": {
             "hashes": [
-                "sha256:0cdbac3e7f6878086c334aa25dc5a33869a3954e9d1e015130d65a69309b3b61",
-                "sha256:e3ee092c827582c50877cdbd49e9ce6d2c5c1f6561f849b3b068c1b8029626f1"
+                "sha256:6ff8635f4caeed9f38641d48cfe019d0d3896f41910ab04494143fc027866e1b",
+                "sha256:861a13b3ae521d6700dac3b2771970bd354a63ba7043ecc3a82b5288596a1972"
             ],
             "index": "pypi",
-            "version": "==2.2.1"
+            "version": "==2.3.1"
+        },
+        "zipp": {
+            "hashes": [
+                "sha256:aa36550ff0c0b7ef7fa639055d797116ee891440eac1a56f378e2d3179e0320b",
+                "sha256:c599e4d75c98f6798c509911d08a22e6c021d074469042177c8c86fb92eefd96"
+            ],
+            "version": "==3.1.0"
         }
     },
     "develop": {
+        "appdirs": {
+            "hashes": [
+                "sha256:9e5896d1372858f8dd3344faf4e5014d21849c756c8d5701f78f8a103b372d92",
+                "sha256:d8b24664561d0d34ddfaec54636d502d7cea6e29c3eaf68f3df6180863e2166e"
+            ],
+            "version": "==1.4.3"
+        },
         "appnope": {
             "hashes": [
                 "sha256:5b26757dc6f79a3b7dc9fab95359328d5747fcb2409d331ea66d0272b90ab2a0",
@@ -873,19 +952,12 @@
             "markers": "sys_platform == 'darwin'",
             "version": "==0.1.0"
         },
-        "atomicwrites": {
-            "hashes": [
-                "sha256:03472c30eb2c5d1ba9227e4c2ca66ab8287fbfbbda3888aa93dc2e28fc6811b4",
-                "sha256:75a9445bac02d8d058d5e1fe689654ba5a6556a1dfd8ce6ec55a0ed79866cfa6"
-            ],
-            "version": "==1.3.0"
-        },
         "attrs": {
             "hashes": [
-                "sha256:69c0dbf2ed392de1cb5ec704444b08a5ef81680a61cb899dc08127123af36a79",
-                "sha256:f0b870f674851ecbfbbbd364d6b5cbdff9dcedbc7f3f5e18a6891057f21fe399"
+                "sha256:08a96c641c3a74e44eb59afb61a24f2cb9f4d7188748e76ba4bb5edfa3cb7d1c",
+                "sha256:f7b7ce16570fe9965acd6d30101a28f62fb4a7f9e926b3bbc9b61f8b04247e72"
             ],
-            "version": "==19.1.0"
+            "version": "==19.3.0"
         },
         "backcall": {
             "hashes": [
@@ -894,63 +966,77 @@
             ],
             "version": "==0.1.0"
         },
+        "black": {
+            "hashes": [
+                "sha256:1b30e59be925fafc1ee4565e5e08abef6b03fe455102883820fe5ee2e4734e0b",
+                "sha256:c2edb73a08e9e0e6f65a0e6af18b059b8b1cdd5bef997d7a0b181df93dc81539"
+            ],
+            "index": "pypi",
+            "version": "==19.10b0"
+        },
         "bleach": {
             "hashes": [
-                "sha256:213336e49e102af26d9cde77dd2d0397afabc5a6bf2fed985dc35b5d1e285a16",
-                "sha256:3fdf7f77adcf649c9911387df51254b813185e32b2c6619f690b593a617e19fa"
+                "sha256:2bce3d8fab545a6528c8fa5d9f9ae8ebc85a56da365c7f85180bfe96a35ef22f",
+                "sha256:3c4c520fdb9db59ef139915a5db79f8b51bc2a7257ea0389f30c846883430a4b"
             ],
-            "version": "==3.1.0"
+            "version": "==3.1.5"
         },
         "certifi": {
             "hashes": [
-                "sha256:e4f3620cfea4f83eedc95b24abd9cd56f3c4b146dd0177e83a21b4eb49e21e50",
-                "sha256:fd7c7c74727ddcf00e9acd26bba8da604ffec95bf1c2144e67aff7a8b50e6cef"
+                "sha256:1d987a998c75633c40847cc966fcf5904906c920a7f17ef374f5aa4282abd304",
+                "sha256:51fcb31174be6e6664c5f69e3e1691a2d72a1a12e90f872cbdb1567eb47b6519"
             ],
-            "version": "==2019.9.11"
+            "version": "==2020.4.5.1"
+        },
+        "click": {
+            "hashes": [
+                "sha256:d2b5255c7c6349bc1bd1e59e08cd12acbbd63ce649f2588755783aa94dfb6b1a",
+                "sha256:dacca89f4bfadd5de3d7489b7c8a566eee0d3676333fbb50030263894c38c0dc"
+            ],
+            "version": "==7.1.2"
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         "coverage": {
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+                "sha256:dead2ddede4c7ba6cb3a721870f5141c97dc7d85a079edb4bd8d88c3ad5b20c7",
+                "sha256:dec5202bfe6f672d4511086e125db035a52b00f1648d6407cc8e526912c0353a",
+                "sha256:e1ea316102ea1e1770724db01998d1603ed921c54a86a2efcb03428d5417e489",
+                "sha256:f90bfc4ad18450c80b024036eaf91e4a246ae287701aaa88eaebebf150868052"
+            ],
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         },
         "decorator": {
             "hashes": [
-                "sha256:86156361c50488b84a3f148056ea716ca587df2f0de1d34750d35c21312725de",
-                "sha256:f069f3a01830ca754ba5258fde2278454a0b5b79e0d7f5c13b3b97e57d4acff6"
+                "sha256:41fa54c2a0cc4ba648be4fd43cff00aedf5b9465c9bf18d64325bc225f08f760",
+                "sha256:e3a62f0520172440ca0dcc823749319382e377f37f140a0b99ef45fecb84bfe7"
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-            "version": "==4.4.0"
+            "version": "==4.4.2"
         },
         "defusedxml": {
             "hashes": [
@@ -959,6 +1045,12 @@
             ],
             "version": "==0.6.0"
         },
+        "distlib": {
+            "hashes": [
+                "sha256:2e166e231a26b36d6dfe35a48c4464346620f8645ed0ace01ee31822b288de21"
+            ],
+            "version": "==0.3.0"
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                 "sha256:589f874b313739ad35be6e0cd7efde2a4e9b6fea91edcc34e58ecbb8dbe56d19",
@@ -976,42 +1068,42 @@
         },
         "flake8": {
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-                "sha256:19241c1cbc971b9962473e4438a2ca19749a7dd002dd1a946eaba171b4114548",
-                "sha256:8e9dfa3cecb2400b3738a42c54c3043e821682b9c840b0448c0503f781130696"
+                "sha256:45681a117ecc81e870cbf1262835ae4af5e7a8b08e40b944a8a6e6b895914cfb",
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             ],
             "index": "pypi",
-            "version": "==3.7.8"
+            "version": "==3.7.9"
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         "flake8-docstrings": {
             "hashes": [
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-                "sha256:9c0db5a79a1affd70fdf53b8765c8a26bf968e59e0252d7f2fc546b41c0cda06"
+                "sha256:3d5a31c7ec6b7367ea6506a87ec293b94a0a46c0bce2bb4975b7f1d09b6f3717",
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             ],
             "index": "pypi",
-            "version": "==1.4.0"
+            "version": "==1.5.0"
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         "importlib-metadata": {
             "hashes": [
-                "sha256:aa18d7378b00b40847790e7c27e11673d7fed219354109d0e7b9e5b25dc3ad26",
-                "sha256:d5f18a79777f3aa179c145737780282e27b508fc8fd688cb17c7a813e8bd39af"
+                "sha256:2a688cbaa90e0cc587f1df48bdc97a6eadccdcd9c35fb3f976a09e3b5016d90f",
+                "sha256:34513a8a0c4962bc66d35b359558fd8a5e10cd472d37aec5f66858addef32c1e"
             ],
             "markers": "python_version < '3.8'",
-            "version": "==0.23"
+            "version": "==1.6.0"
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         "ipykernel": {
             "hashes": [
-                "sha256:167c3ef08450f5e060b76c749905acb0e0fbef9365899377a4a1eae728864383",
-                "sha256:b503913e0b4cce7ed2de965457dfb2edd633e8234161a60e23f2fe2161345d12"
+                "sha256:003c9c1ab6ff87d11f531fee2b9ca59affab19676fc6b2c21da329aef6e73499",
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-            "version": "==5.1.2"
+            "version": "==5.2.1"
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         "ipython": {
             "hashes": [
-                "sha256:c4ab005921641e40a68e405e286e7a1fcc464497e14d81b6914b4fd95e5dee9b",
-                "sha256:dd76831f065f17bddd7eaa5c781f5ea32de5ef217592cf019e34043b56895aa1"
+                "sha256:5b241b84bbf0eb085d43ae9d46adf38a13b45929ca7774a740990c2c242534bb",
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             "index": "pypi",
-            "version": "==7.8.0"
+            "version": "==7.14.0"
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         "ipython-genutils": {
             "hashes": [
@@ -1029,24 +1121,24 @@
         },
         "jedi": {
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+            "version": "==2.11.2"
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@@ -1059,24 +1151,24 @@
         },
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@@ -1084,13 +1176,17 @@
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                 "sha256:535f6fc4d397c1563d08b88e485c3496cf5784e927af890fb3c3aac7f933ec66",
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                 "sha256:62fe6c95e3ec8a7fad637b7f3d372c15ec1caa01ab47926cfdf7a75b40e0eac1",
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@@ -1107,7 +1203,9 @@
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@@ -1127,62 +1225,67 @@
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-            "version": "==0.720"
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-                "sha256:b0a290f5cc7792d50a21bec62b3c221dd820bf00efa916ce9aeec4b5354bde20"
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@@ -1192,18 +1295,25 @@
         },
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-            "version": "==0.5.1"
+            "version": "==0.7.0"
+        },
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+                "sha256:da45173eb3a6f2a5a487efba21f050af2b41948be6ab52b6a1e3ff22bb8b7061"
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-                "sha256:9e2c1fd0e6ee3a49b28f95d4b33bc389c89b20af6a1255906e90ff1262ce62eb"
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             "markers": "sys_platform != 'win32'",
-            "version": "==4.7.0"
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@@ -1222,10 +1332,10 @@
         },
         "pluggy": {
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@@ -1235,11 +1345,10 @@
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@@ -1251,10 +1360,10 @@
         },
         "py": {
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-                "sha256:dc639b046a6e2cff5bbe40194ad65936d6ba360b52b3c3fe1d08a82dd50b5e53"
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@@ -1265,10 +1374,10 @@
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@@ -1279,84 +1388,120 @@
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         "pygments": {
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@@ -1367,31 +1512,33 @@
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@@ -1402,15 +1549,17 @@
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@@ -1430,59 +1579,65 @@
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+                "sha256:715ff2f2df46121071622063fc7543d9b1fd19ebfc4f5c8895af64a77a8c852c",
+                "sha256:73d785a950fc82dd2a25897d525d003f6378d1cb23ab305578394694202a58c3",
+                "sha256:8c8aaad94455178e3187ab22c8b01a3837f8ee50e09cf31f1ba129eb293ec30b",
+                "sha256:8ce678dbaf790dbdb3eba24056d5364fb45944f33553dd5869b7580cdbb83614",
+                "sha256:aaee9905aee35ba5905cfb3c62f3e83b3bec7b39413f0a7f19be4e547ea01ebb",
+                "sha256:bcd3b13b56ea479b3650b82cabd6b5343a625b0ced5429e4ccad28a8973f301b",
+                "sha256:c9e348e02e4d2b4a8b2eedb48210430658df6951fa484e59de33ff773fbd4b41",
+                "sha256:d205b1b46085271b4e15f670058ce182bd1199e56b317bf2ec004b6a44f911f6",
+                "sha256:d43943ef777f9a1c42bf4e552ba23ac77a6351de620aa9acf64ad54933ad4d34",
+                "sha256:d5d33e9e7af3b34a40dc05f498939f0ebf187f07c385fd58d591c533ad8562fe",
+                "sha256:fc0fea399acb12edbf8a628ba8d2312f583bdbdb3335635db062fa98cf71fca4",
+                "sha256:fe460b922ec15dd205595c9b5b99e2f056fd98ae8f9f56b888e7a17dc2b757e7"
+            ],
+            "version": "==1.4.1"
         },
         "typing-extensions": {
             "hashes": [
-                "sha256:2ed632b30bb54fc3941c382decfd0ee4148f5c591651c9272473fea2c6397d95",
-                "sha256:b1edbbf0652660e32ae780ac9433f4231e7339c7f9a8057d0f042fcbcea49b87",
-                "sha256:d8179012ec2c620d3791ca6fe2bf7979d979acdbef1fca0bc56b37411db682ed"
+                "sha256:6e95524d8a547a91e08f404ae485bbb71962de46967e1b71a0cb89af24e761c5",
+                "sha256:79ee589a3caca649a9bfd2a8de4709837400dfa00b6cc81962a1e6a1815969ae",
+                "sha256:f8d2bd89d25bc39dabe7d23df520442fa1d8969b82544370e03d88b5a591c392"
             ],
-            "version": "==3.7.4"
+            "version": "==3.7.4.2"
         },
         "virtualenv": {
             "hashes": [
-                "sha256:680af46846662bb38c5504b78bad9ed9e4f3ba2d54f54ba42494fdf94337fe30",
-                "sha256:f78d81b62d3147396ac33fc9d77579ddc42cc2a98dd9ea38886f616b33bc7fb2"
+                "sha256:b4c14d4d73a0c23db267095383c4276ef60e161f94fde0427f2f21a0132dde74",
+                "sha256:fd0e54dec8ac96c1c7c87daba85f0a59a7c37fe38748e154306ca21c73244637"
             ],
-            "version": "==16.7.5"
+            "version": "==20.0.20"
         },
         "virtualenv-clone": {
             "hashes": [
-                "sha256:532f789a5c88adf339506e3ca03326f20ee82fd08ee5586b44dc859b5b4468c5",
-                "sha256:c88ae171a11b087ea2513f260cdac9232461d8e9369bcd1dc143fc399d220557"
+                "sha256:07e74418b7cc64f4fda987bf5bc71ebd59af27a7bc9e8a8ee9fd54b1f2390a27",
+                "sha256:665e48dd54c84b98b71a657acb49104c54e7652bce9c1c4f6c6976ed4c827a29"
             ],
-            "version": "==0.5.3"
+            "version": "==0.5.4"
         },
         "wcwidth": {
             "hashes": [
-                "sha256:3df37372226d6e63e1b1e1eda15c594bca98a22d33a23832a90998faa96bc65e",
-                "sha256:f4ebe71925af7b40a864553f761ed559b43544f8f71746c2d756c7fe788ade7c"
+                "sha256:cafe2186b3c009a04067022ce1dcd79cb38d8d65ee4f4791b8888d6599d1bbe1",
+                "sha256:ee73862862a156bf77ff92b09034fc4825dd3af9cf81bc5b360668d425f3c5f1"
             ],
-            "version": "==0.1.7"
+            "version": "==0.1.9"
         },
         "webencodings": {
             "hashes": [
@@ -1500,10 +1655,10 @@
         },
         "zipp": {
             "hashes": [
-                "sha256:3718b1cbcd963c7d4c5511a8240812904164b7f381b647143a89d3b98f9bcd8e",
-                "sha256:f06903e9f1f43b12d371004b4ac7b06ab39a44adc747266928ae6debfa7b3335"
+                "sha256:aa36550ff0c0b7ef7fa639055d797116ee891440eac1a56f378e2d3179e0320b",
+                "sha256:c599e4d75c98f6798c509911d08a22e6c021d074469042177c8c86fb92eefd96"
             ],
-            "version": "==0.6.0"
+            "version": "==3.1.0"
         }
     }
 }
diff --git a/README.md b/README.md
index 45b09243..707bb15b 100644
--- a/README.md
+++ b/README.md
@@ -1,12 +1,14 @@
 # agents-tac
 
+![TAC sanity checks and tests](https://github.com/fetchai/agents-tac/workflows/TAC%20sanity%20checks%20and%20tests/badge.svg)
+
 Competition and Agent Frameworks for the Trading Agents Competition
 
 ## Cloning
 
 This repository contains submodules. Clone with recursive strategy:
 
-	  git clone git@github.com:fetchai/agents-tac.git --recursive && cd agents-tac
+    git clone git@github.com:fetchai/agents-tac.git --recursive && cd agents-tac
 
 ## Option 1: Quick Start:
 
@@ -56,12 +58,20 @@ Once agent is connected and searching for the competition:
 </p>
 
 The controller GUI at http://localhost:8097 provides real time insights:
-![Controller GUI](../master/docs/controller_gui.png)
+<!--![Controller GUI](../master/docs/controller_gui.png)-->
+![Controller GUI](../master/docs/controller_gui.gif)
 
 - [x] Have a look at the documentation and start developing your first agent.
 
 ## Quick Links
 
+
+### 📝 📝 📝 Publications 📝 📝 📝 
+
+The following publication relates to this repository:
+
+- [Trading Agent Competition with Autonomous Economic Agents](http://ifaamas.org/Proceedings/aamas2020/pdfs/p2107.pdf)
+
 ### 📜 📜 📜 Documentation 📜 📜 📜
 
 The [package documentation](../master/docs) introduces the key components of the agent and competition frameworks and helps agent developers getting started. _This is **required** reading material if you want to build your own agent._
@@ -82,15 +92,20 @@ The [agent templates](../master/templates) provide starting points for agent dev
 
 The [competition sandbox](../master/sandbox) provides the code to build the docker image to run the competiton.
 
+### 🚀🚀🚀 AEA Framework 🚀🚀🚀
+
+This project has sparked the development of an Autonomous Economic Agent framework. The project is available [here](https://github.com/fetchai/agents-aea) and we recomment you check it out!
+
 ## Repository structure
 
 - `data`: default folder for storage of the simulation data.
+- `docker-agent-image`: Lightweight docker image for agent execution.
 - `docker-images`: submodule to the [docker-images](https://github.com/uvue-git/docker-images.git)
 - `docker-tac-develop`: Docker image for the development of TAC related stuff.  
 - `docs`: the docs for this project.
 - `notebooks`: contains jupyter notebooks with exploratory code.
-- `proto`: contains the protobuf schema.
-- `sandbox`: setup for using Docker compose.
+- `sandbox`: competition setup using Docker compose.
+- `scripts`: scripts to run.
 - `simulation`: contains scripts for simulation of the TAC.
 - `tac`: the main folder containing the Python package.
 - `templates`: template agents.
@@ -131,32 +146,45 @@ The following steps are only relevant if you intend to contribute to the reposit
 
 - Install development dependencies:
 
-	  pipenv install --dev
+      pipenv install --dev
 
 - Install package in (development mode):
 
-	  pip3 install -e .
+      pip install -e .
 
 - After changes to the protobuf schema run:
 
-	  python setup.py protoc
+      python setup.py protoc
 
 - To run tests (ensure no oef docker containers are running):
 
-	  tox -e py37
+      tox -e py37
 
 - To run linters (code style checks):
 
-    tox -e flake8
+      tox -e flake8
 
 - To run static type checks:
 
-    tox -e mypy
+      tox -e mypy
 
 - We recommend you use the latest OEF build:
 
-	  python scripts/oef/launch.py -c ./scripts/oef/launch_config.json
+      python scripts/oef/launch.py -c ./scripts/oef/launch_config.json
 
 ## Resources
 
 - Detailed documentation of the OEF Python SDK is available [here](https://fetchai.github.io/oef-sdk-python/oef.html).
+
+## Cite
+
+If you are using our software in a publication, please 
+consider to cite it with the following BibTex entry:
+
+```
+@misc{agents-aea,
+  Author = {Marco Favorito and David Minarsch and Diarmid Campbell},
+  Title = {Trading Agent Competition with Autonomous Economic Agents},
+  Year = {2019},
+}
+```
diff --git a/data/experiments/EX_1/game_00/game.json b/data/experiments/EX_1/game_00/game.json
new file mode 100644
index 00000000..91d2e147
--- /dev/null
+++ b/data/experiments/EX_1/game_00/game.json
@@ -0,0 +1 @@
+{"configuration": {"version_id": "game_00", "nb_agents": 10, "nb_goods": 10, "tx_fee": 0.1, "agent_pbk_to_name": {"3MFxaNGFMYukhcASG3JL1eeKDYKwiKYje1Uhj3kyhc2A3oBLu5xe919Ts42Xgmiewf271F4QQFGJZyMP4foxwb2XugxtKPKfXLmscdWGSf4bU4JQaZcfoXtArqiQjvVzNx7JYgXRLujktm2tdgktSLMpdv9KHNfqbeNLNLWwf2uqZbidWPzJ1xi4wriCBJzfDv9vGmBCrBAgDu8LZCv6uFG5tnc": "tac_agent_5", "3MFxaNGFMYukhcASG3JL1eeKDYKwiKYje1Uhj3kyhc2A4u4BxogH3LdJNxVLVBbpCmqjV9MiBYxQrttoMZxcaW4ruJbvNhxH8yRLkUTXsaMFDCW6vJZ7BVcT6CmCf9YJEzvADx2HemXxgE6RqDAR2k9AMgwrpuUrqFLDx1CKhW1jezne6HZmSNXEdyW8D1CGivDhiy2jAwcvk7af7mcau95mkar": "tac_agent_0", "3MFxaNGFMYukhcASG3JL1eeKDYKwiKYje1Uhj3kyhc2A2Esyg3GU5LQu9pmUCAwEg4RqHSPcbjYByYuit8QKfjJ9KweH6xGhUDfuX3tBQgvP9uQmYYQM5DS4uwkSQ7r2haJKTiuTzwpdrurJsuAdHTmBWqB9KRFxQMmrCtpJuYTQEWs21pgB3Rpo6X4s2JcH989yFQfoiRFG8JavH1kr75se8Tf": "tac_agent_2", "3MFxaNGFMYukhcASG3JL1eeKDYKwiKYje1Uhj3kyhc2A91QsggnKWBChQ1dpJGbE43az11QZpCtqDiAmMYiqvn2C67QffRLGVYZgeAAF7PmEkPYRxx3j47v5JjMaBEqcKbQqj6g9kWzbD5Nfk8PjCjh1c52SBGU5CgEDzWVgp83Z6dHMMKccvBZdbBvHBb3taH8vgnuQgaj3pmknDDuZNscuHrx": "tac_agent_3", "3MFxaNGFMYukhcASG3JL1eeKDYKwiKYje1Uhj3kyhc2A3tak8poRJEWufEnZUCX1uDPBkif37skwjDv6znNsaKo5k4qKKaYPoS8BzpCKEfFF9wEPoibdXj2vXw8bzQUWbZuzb9g8DtspZzCBLu32LUfS3ts1rkPnEWGNzE4US44YCBSG7err165CRo8vGgg6GYJNfZi4RcntbzMe6xiRfRuDHGK": "tac_agent_9", "3MFxaNGFMYukhcASG3JL1eeKDYKwiKYje1Uhj3kyhc2A9KgP7NVUtkngd3xomX52Giok8E8Y4EVmogg98Dp4EjHvmH6v12QqzgUkRhcV1nbJRHD7R8ieRjx9cuaus4Q2rQLCo2yj6ycK34xcvn1dBfJE6nGz7PSmAQ2CZuPr4McqGevJsBHKaUXC6fozSxB8hM9mtSMEfX3XkW82hemDe2iQgSf": "tac_agent_7", "3MFxaNGFMYukhcASG3JL1eeKDYKwiKYje1Uhj3kyhc2A5KSnNVD38E3A5LDs1rCoRnwFzRsmRF3bx3b9ajTER8LpTAH1HC6nV6vfLMwgGJYtuLFkVcsaRV1HHdeKHxcFp9UvYdKtjkyUTVpAfVFH1cmrFy3a9F2b3Uge9c5XhxndWtGvSPNYFE6YuEquBZi9mXUxv7Tayio9Rr47Cu61vujsuSU": "tac_agent_1", "3MFxaNGFMYukhcASG3JL1eeKDYKwiKYje1Uhj3kyhc2A7sP6CiBDcPaPWSfUoMWcqfyPvBU6Vmi115zgEbHbpyjtPyoJeiYcsVfnQFLREEgxG5H7rJMGW1TW3iQCThj2p5419dFbcwhFN89ojTiKz6ySqCi1ziCVkSwhpinnb4jY5QkJZr2Nq4etk3P2wsz7kythJKaoyNRYrbALQYKuRTGZyLK": "tac_agent_6", "3MFxaNGFMYukhcASG3JL1eeKDYKwiKYje1Uhj3kyhc2A7GdLpVz96fHQGmrQ2qZPMNzYrAc5wV53n6V8isEY4wTbBrGMvUynCHdYDTyobLwr7E1yEW7osy5352SbBLFeHEZEXmwNLUU73UtUbDDVcNLEEPaGNzam6n11K81uuDh1hKsassxDFf5E6n2HoC4jA3HaVin3iRhhY8MZJnrEQoYwmMs": "tac_agent_4", "3MFxaNGFMYukhcASG3JL1eeKDYKwiKYje1Uhj3kyhc2A2f7GGxvUzHQax5nUmZ5atLVJKNNMgXDVub67eo3EKYYp6wxpHCgeuQ28HsLTGgEtYFWq69zfAaQVyJdiax4MwmB9GgKWrfcFyYKN3RdUzD8tAB54JT8D3fLCpPSx7T3Hk9CYkXTqbNKrsyBfvtB3ETPhBX1KbVuPisMkZbc9wD1AUmm": "tac_agent_8"}, "good_pbk_to_name": {"tac_good_0_pbk": "tac_good_0", "tac_good_1_pbk": "tac_good_1", "tac_good_2_pbk": "tac_good_2", "tac_good_3_pbk": "tac_good_3", "tac_good_4_pbk": "tac_good_4", "tac_good_5_pbk": "tac_good_5", "tac_good_6_pbk": "tac_good_6", "tac_good_7_pbk": "tac_good_7", "tac_good_8_pbk": "tac_good_8", "tac_good_9_pbk": "tac_good_9"}}, "initialization": {"initial_money_amounts": [200.0, 200.0, 200.0, 200.0, 200.0, 200.0, 200.0, 200.0, 200.0, 200.0], "endowments": [[2, 2, 2, 2, 2, 2, 2, 2, 2, 2], [2, 2, 2, 2, 2, 2, 2, 2, 2, 2], [2, 2, 2, 2, 2, 2, 2, 2, 2, 2], [2, 2, 2, 2, 2, 2, 2, 2, 2, 2], [2, 2, 2, 2, 2, 2, 2, 2, 2, 2], [2, 2, 2, 2, 2, 2, 2, 2, 2, 2], [2, 2, 2, 2, 2, 2, 2, 2, 2, 2], [2, 2, 2, 2, 2, 2, 2, 2, 2, 2], [2, 2, 2, 2, 2, 2, 2, 2, 2, 2], [2, 2, 2, 2, 2, 2, 2, 2, 2, 2]], "utility_params": [[14.219999999999999, 13.750000000000002, 19.11, 8.62, 3.0300000000000002, 1.8599999999999999, 3.26, 18.18, 13.750000000000002, 4.22], [5.6899999999999995, 13.209999999999999, 8.66, 13.209999999999999, 5.92, 7.06, 8.43, 7.739999999999999, 20.5, 9.58], [14.45, 1.01, 16.3, 9.24, 12.1, 14.12, 14.96, 13.61, 1.18, 3.0300000000000002], [15.8, 3.82, 14.760000000000002, 15.8, 7.290000000000001, 0.52, 13.020000000000001, 14.06, 11.63, 3.3000000000000003], [10.42, 15.36, 3.1199999999999997, 10.94, 6.510000000000001, 0.52, 15.89, 20.830000000000002, 10.16, 6.25], [7.6499999999999995, 0.25, 6.67, 6.909999999999999, 21.98, 6.67, 5.43, 13.089999999999998, 10.86, 20.49], [1.4200000000000002, 20.05, 2.36, 8.49, 6.84, 23.11, 5.42, 13.209999999999999, 18.63, 0.47000000000000003], [13.36, 6.68, 4.6899999999999995, 9.39, 16.61, 13.54, 18.05, 3.25, 13.54, 0.89], [5.45, 17.05, 14.59, 10.9, 14.59, 1.23, 17.22, 16.34, 0.7000000000000001, 1.9300000000000002], [8.32, 6.1899999999999995, 17.21, 18.96, 7.35, 6.0, 2.9000000000000004, 7.739999999999999, 17.990000000000002, 7.340000000000001]], "eq_prices": [3.226, 3.2456666666666663, 3.582333333333333, 3.748666666666667, 3.4073333333333333, 2.487666666666667, 3.4859999999999998, 4.2683333333333335, 3.9646666666666666, 1.916666666666667], "eq_good_holdings": [[3.4079355238685674, 3.236417787819658, 4.33451195682516, 1.2994842610706026, -0.11074153785951857, -0.25231140292107745, -0.06483075157773954, 3.2592737212026552, 2.4681351942155714, 1.201739130434782], [0.7637941723496589, 3.0700421074252855, 1.4174188145528985, 2.523919615863418, 0.7374290745450989, 1.8380008039662328, 1.4182444061962136, 0.8133541585318234, 4.17067428955776, 3.9982608695652164], [3.4792312461252326, -0.6888158570401561, 3.5501070066064955, 1.4648764004979546, 2.551164155742516, 4.6760016079324656, 3.2914515203671835, 2.18859820382663, -0.7023709433327728, 0.5808695652173912], [3.897706137631743, 0.1769538872342611, 3.120219596166373, 3.2148319402454204, 1.1395030326746238, -0.790968779311269, 2.7349397590361453, 2.2940257711831316, 1.9334118042710613, 0.7217391304347824], [2.2300061996280225, 3.7324637978843587, -0.12905927235507586, 1.9183709763471453, 0.910585012717668, -0.790968779311269, 3.5582329317269084, 3.8801249511909415, 1.5626366235076512, 2.2608695652173907], [1.3713577185368875, -0.9229742220396426, 0.8619149530101424, 0.8433220700693578, 5.450792408530621, 1.6812273884496847, 0.5576592082616179, 2.066770792659117, 1.7391962333949889, 9.690434782608694], [-0.559826410415375, 5.177467392420665, -0.34121150088396757, 1.2648052640939, 1.007434944237918, 8.289829827147258, 0.5547905909351694, 2.094884810620851, 3.6990079031444427, -0.7547826086956522], [3.1413515189088654, 1.0581287871007499, 0.30920256815855574, 1.504890627778766, 3.8747798865192724, 4.442851400241189, 4.177854274239817, -0.23857868020304573, 2.4151673112493692, -0.5356521739130435], [0.6893986360818352, 4.253158056896376, 3.0727644924164883, 1.9077005157389295, 3.2819409117589515, -0.5055607664478092, 3.9397590361445785, 2.8281921124560716, -0.8234403901126618, 0.006956521739130306], [1.5790452572845632, 0.9071582622984493, 3.8041313855029317, 4.0577983282945045, 1.1571121111328506, 1.4118987002545889, -0.16810097532989088, 0.8133541585318234, 3.537581974104591, 2.829565217391304]], "eq_money_holdings": [200.0, 200.0, 200.0, 200.0, 200.0, 200.0, 200.0, 200.0, 200.0, 200.0]}, "transactions": 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\ No newline at end of file
diff --git a/data/experiments/EX_1/game_01/game.json b/data/experiments/EX_1/game_01/game.json
new file mode 100644
index 00000000..a6e1d3fb
--- /dev/null
+++ b/data/experiments/EX_1/game_01/game.json
@@ -0,0 +1 @@
+{"configuration": {"version_id": "game_01", "nb_agents": 10, "nb_goods": 10, "tx_fee": 0.1, "agent_pbk_to_name": {"3MFxaNGFMYukhcASG3JL1eeKDYKwiKYje1Uhj3kyhc2A2GLT8NX3Ku5LCz1VupAL9yLeHfw2nrSt9gaDvsUTU811iuNAWhn1HVKYpH1dUa6WChU2Xo79cHCY2odBxHSEG9nY51qd9t9V94EJ4LFkWk1dgvJzrZbUcxkDQ9mc4WuwbhvkmBpvUEmmhFR8Y3Ns6Qo3nPSYk1nAW4WpcD5bifVnipW": "tac_agent_0", "3MFxaNGFMYukhcASG3JL1eeKDYKwiKYje1Uhj3kyhc2A3bX8qhNHRV6SSpmJKfESZEz79RU1JGbLV47utyJVtTWAKt8QW6nY4ieGL1fx4Em9Yzrha5pwQ2Up2JkmnzjoUPhECs3PpxvyraGrzyNjf8co9H49e3BbFFdDXv7G2GpkwBueM51a3koLG6VPJkfug9WRuVneVdzseujbmWXKuaFCG1V": "tac_agent_7", "3MFxaNGFMYukhcASG3JL1eeKDYKwiKYje1Uhj3kyhc2A2mq2tLvMYVfy4zPFPVqrvwhZq6jVEmxjbDYusEjGhcLjTJanqukBJE7hccdbP7Leo6vhh5TBd4kiDn3wJ5ciWTpVkP68APZ3CRrQV2Y1CyGpkr9aFaNtrJU8qmhuxhkvHFGCoNSiNZjd9bPi8UQmjRbxJ1LR8NiqTyA4hBG4br2bsrn": "tac_agent_9", 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"tac_good_8_pbk": "tac_good_8", "tac_good_9_pbk": "tac_good_9"}}, "initialization": {"initial_money_amounts": [200.0, 200.0, 200.0, 200.0, 200.0, 200.0, 200.0, 200.0, 200.0, 200.0], "endowments": [[2, 2, 2, 2, 2, 2, 2, 2, 2, 2], [2, 2, 2, 2, 2, 2, 2, 2, 2, 2], [2, 2, 2, 2, 2, 2, 2, 2, 2, 2], [2, 2, 2, 2, 2, 2, 2, 2, 2, 2], [2, 2, 2, 2, 2, 2, 2, 2, 2, 2], [2, 2, 2, 2, 2, 2, 2, 2, 2, 2], [2, 2, 2, 2, 2, 2, 2, 2, 2, 2], [2, 2, 2, 2, 2, 2, 2, 2, 2, 2], [2, 2, 2, 2, 2, 2, 2, 2, 2, 2], [2, 2, 2, 2, 2, 2, 2, 2, 2, 2]], "utility_params": [[8.99, 12.959999999999999, 14.180000000000001, 8.84, 15.09, 7.62, 7.01, 6.710000000000001, 8.540000000000001, 10.059999999999999], [3.8899999999999997, 23.06, 4.92, 8.81, 20.21, 1.55, 7.249999999999999, 22.28, 5.4399999999999995, 2.59], [2.83, 16.96, 15.22, 3.4799999999999995, 4.569999999999999, 0.22, 1.7399999999999998, 21.52, 18.91, 14.549999999999999], [8.82, 11.06, 5.96, 12.42, 7.7, 12.55, 12.3, 6.34, 11.06, 11.790000000000001], [14.56, 9.65, 8.39, 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\ No newline at end of file
diff --git a/data/experiments/EX_1/game_02/game.json b/data/experiments/EX_1/game_02/game.json
new file mode 100644
index 00000000..7785483e
--- /dev/null
+++ b/data/experiments/EX_1/game_02/game.json
@@ -0,0 +1 @@
+{"configuration": {"version_id": "game_02", "nb_agents": 10, "nb_goods": 10, "tx_fee": 0.1, "agent_pbk_to_name": {"3MFxaNGFMYukhcASG3JL1eeKDYKwiKYje1Uhj3kyhc2A4uZijnuetEtDBADqSkALRWfbxLz5BgZPgTutPiSsVdjbLFa7Vr8rFnocmg2yWXqZSgMSr1ekSyHotvZhUXcnqgzzMfv96trE1KDYz9JnXmAsshpSugRavJ22ZDtd4EoTvafx1mBTHbuWgTWNTM2ERB6JbeeixfkqWPbCG3vBi8YHHTL": "tac_agent_4", "3MFxaNGFMYukhcASG3JL1eeKDYKwiKYje1Uhj3kyhc2A5LTjXZLks1TCfy4SD6g8Q84Z7fj5yBJ2nzy4mUde9sNaoATuhoJv2AdUB34CrtUkfeBCPhXSKNFC3W3Pmsw4hi6kMSp4Sxpea8tdgD9tCm3V1gDwp45CjqwRUhyV642fKUzKfCaa3Gm3Qt1P9rsyJK99S6ezMKEmQ6CdzeSV6vPQSRn": "tac_agent_0", "3MFxaNGFMYukhcASG3JL1eeKDYKwiKYje1Uhj3kyhc2A5qmhXuSWqHWV785X458G2phWeZ8hp9kez1uEiJs6juifPiWAnTj2prUapNJYHoUE1uV9CnYChpEwkD5XZ2MZNx4B5frNAvVcDiiprtqQhhMi5ycQAoPjueGkcspo4AZnTxjhZhPmK5tPnHTecjej4vGJVn55FwnTuKUe7eSY6wXrX68": "tac_agent_7", 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\ No newline at end of file
diff --git a/data/experiments/EX_1/game_03/game.json b/data/experiments/EX_1/game_03/game.json
new file mode 100644
index 00000000..f659c895
--- /dev/null
+++ b/data/experiments/EX_1/game_03/game.json
@@ -0,0 +1 @@
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\ No newline at end of file
diff --git a/data/experiments/EX_1/game_04/game.json b/data/experiments/EX_1/game_04/game.json
new file mode 100644
index 00000000..7d56eaa9
--- /dev/null
+++ b/data/experiments/EX_1/game_04/game.json
@@ -0,0 +1 @@
+{"configuration": {"version_id": "game_04", "nb_agents": 10, "nb_goods": 10, "tx_fee": 0.1, "agent_pbk_to_name": {"3MFxaNGFMYukhcASG3JL1eeKDYKwiKYje1Uhj3kyhc2A8iA6cHAWdPMj8VmmkpvPbmt9p15r68JqXerCYBXwQMdPMkrxPN688FCgCFMqvaDt4RyebCfNKnUUG3NFXFE3Vd1k7SFw3M9t5HnKa5n414ti9KHaTSc13SgRP5WSjKQx65k6cjkhyuF5Hw6tCVvqNvxHE6epcksMV7v5LNNqtZFjTBN": "tac_agent_0", "3MFxaNGFMYukhcASG3JL1eeKDYKwiKYje1Uhj3kyhc2A8vMhzv9VMXSaPttNTrLgEMfUqZVxyNotcn5RMUUNVQJxVxMTugipauAYVVngQH9XVULLiddGqsnmzWtUvaAzL8Pr7qr2bKxCk56NkDFmpYE8ygb5aa3kt3Y3sesAmY7C248SeM9a3XXkoFLhenGk6qC94dYWZjS8BHV7YEVnpBrguo1": "tac_agent_1", "3MFxaNGFMYukhcASG3JL1eeKDYKwiKYje1Uhj3kyhc2A9DxRDCBjsfukWMn3hV2xUbXLGQyYWjsiDNwVWEgxv6Rm1Gj7S5zP8xWmKdjSMANypdEtZ4nC4t6SQxx5QyGWWg4riE67sDWgaf7F8u1y8WUSCtrtHgQuwCd1UaTjrmwPQyMW4AmPuwJXRUbxUthFWz4qtJW4VWM1D5rVQ6TGnjDjRtQ": "tac_agent_6", 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\ No newline at end of file
diff --git a/data/experiments/EX_1/game_05/game.json b/data/experiments/EX_1/game_05/game.json
new file mode 100644
index 00000000..6c0cfd1f
--- /dev/null
+++ b/data/experiments/EX_1/game_05/game.json
@@ -0,0 +1 @@
+{"configuration": {"version_id": "game_05", "nb_agents": 10, "nb_goods": 10, "tx_fee": 0.1, "agent_pbk_to_name": {"3MFxaNGFMYukhcASG3JL1eeKDYKwiKYje1Uhj3kyhc2A41L3VvK1oSTptQt6YLQTJ6YCXg56bRmws2QRqjx2aF2MdchowWncTYUHowNpCijie1Tk4FyWwVgyQXiEY6tLQFTv7ra7gA8qrAqV6PmxJVVjCJqrBCgGcYgpLPmvki9GhJGpGxU2nTFMopgu7fLUzDyc5bTSj4AAZ4U8wiy9mVaRUYp": "tac_agent_7", "3MFxaNGFMYukhcASG3JL1eeKDYKwiKYje1Uhj3kyhc2A4v2RsWhaNjJUzgS6oZJaE7EYWNWZkfQDzHzYXM6Z5dkJG7EnktgPz6hrFZAcfer1dA5s1eReBsL3Arz1kjRtZ39Gc5VDv1RAHiDTqfdoUuGky45TkhHAecsYKKMF4BmpUr8zDTRso3pHb7UkprhvwonypuiuAdsribzurGqTUVeGNRd": "tac_agent_6", "3MFxaNGFMYukhcASG3JL1eeKDYKwiKYje1Uhj3kyhc2A6xoTFVRRa8nyGoLLqjZeBc8yfQ5P7qJaXY6GchrVu5TYfuRsuSaUJT3jDj7E4wqs2aagppYN7oeArfkUbz5RicaDCiBJsMkYXBoifTbL6ErJR89kWxFQexa7gEgRW2MubXKhDckT9VMw95Tgar4i5YEsYzAFJnTP2Nj9UykSGk2hVgq": "tac_agent_3", 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\ No newline at end of file
diff --git a/data/experiments/EX_1/game_06/game.json b/data/experiments/EX_1/game_06/game.json
new file mode 100644
index 00000000..9afbbaee
--- /dev/null
+++ b/data/experiments/EX_1/game_06/game.json
@@ -0,0 +1 @@
+{"configuration": {"version_id": "game_06", "nb_agents": 10, "nb_goods": 10, "tx_fee": 0.1, "agent_pbk_to_name": {"3MFxaNGFMYukhcASG3JL1eeKDYKwiKYje1Uhj3kyhc2A5wLLQhU2Y9fZ15dWwiZFWLuQ8TSo9SsoDjFpFZ1ejf8U126wVG4Aar4NC9cLV1aAJNCtCeMpifmUFHTUrsi9qU5nVSPJ2aUtKT1kJGB7kgJuJf6iWhY5eWU6hhiqMsMwD2jhaC7Hqj4kP2gQjeEjV1ckhMrPyBm4hCBS1xE2hopSDek": "tac_agent_2", "3MFxaNGFMYukhcASG3JL1eeKDYKwiKYje1Uhj3kyhc2A29Vwt3YiuWzeFr81WYpmGJ2nTfxPm1cx2Bby2EHS889w9WVVx7aqCE6v3iCVo8crhQ51jrr5T3jRjuN4bdFMJ8u46zRVVMa6d1N7afpZZDtRewN7SaeH544p42jtjeCGyrN51Bc2FLi1FdULnQPdtvkXhPeWsM9HRYE7yeEqz1dXpoj": "tac_agent_5", "3MFxaNGFMYukhcASG3JL1eeKDYKwiKYje1Uhj3kyhc2A7TfUrSJc31fTZsnVwwpzeuR8ViNyMYH7fdoWVpc4wn1Ys3met9CtkGEgP8LfrL1vPoYatadE8k5RSDBA5Svdaq4YAn6as55wuvcM2vYqiwxDESQEyUHJRh6dDFCFLMe6PKyEKNhFecKxbB62o6CExGGr348rtrnXMCdfVPi2VQcJRQm": "tac_agent_0", 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\ No newline at end of file
diff --git a/data/experiments/EX_1/game_07/game.json b/data/experiments/EX_1/game_07/game.json
new file mode 100644
index 00000000..1f1cf1ea
--- /dev/null
+++ b/data/experiments/EX_1/game_07/game.json
@@ -0,0 +1 @@
+{"configuration": {"version_id": "game_07", "nb_agents": 10, "nb_goods": 10, "tx_fee": 0.1, "agent_pbk_to_name": {"3MFxaNGFMYukhcASG3JL1eeKDYKwiKYje1Uhj3kyhc2A4p2Gi14FtHRx3qCHSvSvkbUnHxE7T53mML1uxgPnrczhFewZmBpDQVu96u5KQAGULSSXpkmxpXDZ5ouXKCZ1VKQV7F1xAYpSJabRLtt2ghQYTLXGrfRCmeermihcq5hsPUuZnqLAEJep9Ao1v2onda8GNPafV91u3QvNYvRogi7N2UG": "tac_agent_1", "3MFxaNGFMYukhcASG3JL1eeKDYKwiKYje1Uhj3kyhc2A465jcKZVpE7DLntsRuD6rzTqG27GPZvrhoc61pgcwqotftm1s1tGSA1VJGtT8U8ECu9VRZhYB6eay9tfAgNYbf7WcNMc72Kkn2xgMHiSU17HmrarRYzPLvC1Jr24oczkBHzWjy4ooF7zReppYV3t7ytxM1mc4ZazCuQRteYJv1KHUm8": "tac_agent_5", "3MFxaNGFMYukhcASG3JL1eeKDYKwiKYje1Uhj3kyhc2A9E2BhDMDyUXGcfL1vY4Jop91XFLc6jT6um9RsGvDm4sbKWDVyawe2g1DNE2EinrhznsmrSmG9CywPbWayuSERZxDiGWB76Zzjfoj8SDqjrDepmFKyEkRkG6WENwM3FxaUVWXCxasMcC7JgSeveFZzbLoJQRvE8S7vmbd8EHZY93dHo6": "tac_agent_2", 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"tac_good_8_pbk": "tac_good_8", "tac_good_9_pbk": "tac_good_9"}}, "initialization": {"initial_money_amounts": [200.0, 200.0, 200.0, 200.0, 200.0, 200.0, 200.0, 200.0, 200.0, 200.0], "endowments": [[2, 2, 2, 2, 2, 2, 2, 2, 2, 2], [2, 2, 2, 2, 2, 2, 2, 2, 2, 2], [2, 2, 2, 2, 2, 2, 2, 2, 2, 2], [2, 2, 2, 2, 2, 2, 2, 2, 2, 2], [2, 2, 2, 2, 2, 2, 2, 2, 2, 2], [2, 2, 2, 2, 2, 2, 2, 2, 2, 2], [2, 2, 2, 2, 2, 2, 2, 2, 2, 2], [2, 2, 2, 2, 2, 2, 2, 2, 2, 2], [2, 2, 2, 2, 2, 2, 2, 2, 2, 2], [2, 2, 2, 2, 2, 2, 2, 2, 2, 2]], "utility_params": [[0.7100000000000001, 2.3800000000000003, 19.48, 6.65, 19.24, 15.2, 20.43, 3.8, 5.7, 6.41], [10.17, 19.29, 14.11, 2.07, 12.86, 8.92, 16.8, 7.26, 2.07, 6.45], [11.64, 8.09, 3.94, 8.28, 9.27, 4.14, 15.379999999999999, 11.05, 10.65, 17.560000000000002], [8.12, 12.76, 3.25, 7.42, 20.880000000000003, 1.8599999999999999, 9.049999999999999, 20.419999999999998, 6.03, 10.209999999999999], [3.7199999999999998, 11.0, 16.02, 14.719999999999999, 13.11, 7.12, 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\ No newline at end of file
diff --git a/data/experiments/EX_1/game_08/game.json b/data/experiments/EX_1/game_08/game.json
new file mode 100644
index 00000000..198e5181
--- /dev/null
+++ b/data/experiments/EX_1/game_08/game.json
@@ -0,0 +1 @@
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\ No newline at end of file
diff --git a/data/experiments/EX_1/game_09/game.json b/data/experiments/EX_1/game_09/game.json
new file mode 100644
index 00000000..58aa3f58
--- /dev/null
+++ b/data/experiments/EX_1/game_09/game.json
@@ -0,0 +1 @@
+{"configuration": {"version_id": "game_09", "nb_agents": 10, "nb_goods": 10, "tx_fee": 0.1, "agent_pbk_to_name": {"3MFxaNGFMYukhcASG3JL1eeKDYKwiKYje1Uhj3kyhc2A9RfQVFx5woGoNjzissQRK3FBKCNYx5AmUHPo7AsRPjAnyYGgRigc5x2fgNAZMc5DMY2XDyZi6QYb8tGNsoP7uW88ehfai4qjTCmYw822rg1mmXNMZGyaMGP6eZY5rvGUcC61md2xW2K3KHBVaKLTvdyvHqo1DWFqg1baQrR7K1DBpTV": "tac_agent_4", "3MFxaNGFMYukhcASG3JL1eeKDYKwiKYje1Uhj3kyhc2A757GxfjhBpEVAfKn27Nv9TT3JhpPCGtRLRV6bhK49nLS4jzhKmrmLgzjVCq2hvG7kHmavReRRq51zAFzP6gixYvrTbq5Ey1hCoeAkrWeVxhRehyRXnAAaCmeBQcYz5fvYkDREwsUNi2WymSYcBAuW9Ts27BdTwLxNAuhZnurhSNdE81": "tac_agent_9", "3MFxaNGFMYukhcASG3JL1eeKDYKwiKYje1Uhj3kyhc2A3u6BA6o9UyjKRqhfHfAGWuLmD9mcvBFRTuYGDAqojCTcBxNLAYDYubnTR3BECLRCLKm3ivvzYeDfEv4bQE2ouvT8zrmYWp8hCadu9rA6YwnCmuRenog5A5hTCW1DyqCGPHCZ79avg65cvNYKMbV7wRM7uJLbsqayLM5YNaTPXHijQo2": "tac_agent_0", 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\ No newline at end of file
diff --git a/data/experiments/EX_1/game_10/game.json b/data/experiments/EX_1/game_10/game.json
new file mode 100644
index 00000000..7e651d51
--- /dev/null
+++ b/data/experiments/EX_1/game_10/game.json
@@ -0,0 +1 @@
+{"configuration": {"version_id": "game_10", "nb_agents": 10, "nb_goods": 10, "tx_fee": 0.1, "agent_pbk_to_name": {"3MFxaNGFMYukhcASG3JL1eeKDYKwiKYje1Uhj3kyhc2A7nrz9vXChALveUSLmGHdu49YtMEE4DwWpjoY2Ez9HWXAeB42ppmrjKmUNtrYi2yK93QUwkRyq5RaMzu72RhXqVBvrQGTSksGu1SvGsXgREEzaw5jMzjJ3touVZxyJvCRC9pXnBHxueNjP19a2VgpFkEqQ4eezF8vyNCcUMbHUwJL47c": "tac_agent_0", "3MFxaNGFMYukhcASG3JL1eeKDYKwiKYje1Uhj3kyhc2A911ptM2ATqbhjW6pa8ZtHuQc7Ht9K5mitFcwEk7FG75ibKqVgHEejGAMF9h6DMcrcmTN4FKPBUEKoqMevbqsxM8DEDWZMGuQ24Y64mKLqy1BLMaksB7Km9WTBsHFhztd6Ct7aALkwwKdU73UCrWE7BiiQ5PEiiHAY5EaMkHUsED8Nsq": "tac_agent_6", "3MFxaNGFMYukhcASG3JL1eeKDYKwiKYje1Uhj3kyhc2A69m7T8utCWEGC4eZyjCQ8HCThSbPws54EU48969eXMh9p3rhJie2Q8uz1k6EM9qrTodUtmxXKC5ofDx7gR4jyYwhEkKfHtLzhHsCSWSvazzEvndKc4u8pNQZi8ceR85rowKHrk6kbMK5C6XyCfvnt2mGvZtebZh2nCgmS6Q2exYxPeg": "tac_agent_2", 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\ No newline at end of file
diff --git a/data/experiments/EX_1/game_11/game.json b/data/experiments/EX_1/game_11/game.json
new file mode 100644
index 00000000..177258f6
--- /dev/null
+++ b/data/experiments/EX_1/game_11/game.json
@@ -0,0 +1 @@
+{"configuration": {"version_id": "game_11", "nb_agents": 10, "nb_goods": 10, "tx_fee": 0.1, "agent_pbk_to_name": {"3MFxaNGFMYukhcASG3JL1eeKDYKwiKYje1Uhj3kyhc2A2UAKmxMrHfbFWJ6CJYz3btsJ9Wqfjwnt1bU2NktL2gfST26gv2PLAEHDoiYU1gS29xvZvkYQLn41otn5HLMdpgGgyCCUb5TShSH3nzdzeEQLyzz2TiANDfvH63sB4939nR8beFvUd2ufUqXj74xBBqZHjKYF7sUFLEdRyoER7PXUQSN": "tac_agent_2", "3MFxaNGFMYukhcASG3JL1eeKDYKwiKYje1Uhj3kyhc2A7MgdGjxK5xe9AGLvAbo3XP2VRasdWGb3k5C1rjjD5pQ6PX4pu1mZ8n99MmtcxUAzyA1AyPHm2h2wohzB2F7iKZA7gJQXKByXQUFronRD9xWH2mx8ZvVSW5F8cSre4H7KzwDjebtwK9uEVFeyTahGNhH1BTqt6Twp8rSJhiskpiMMQDM": "tac_agent_7", "3MFxaNGFMYukhcASG3JL1eeKDYKwiKYje1Uhj3kyhc2A5k4XcaxnfZ2E2z796uCW76JPwpfW3E2d8pRVWTQXzoJDUPMB72Trinzv2KVjr3yu2apasrcoHBZ9ZQvpjgbo13aqXMM1mXTRrFFnNFvcevdtQ3ZFnJcjzu5fHU6JZPgZrgMbxdkbpGvWPhFXdh8zZApGgKQ6EjXC554tZqXatQ9Xxfr": "tac_agent_3", 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"tac_good_8_pbk": "tac_good_8", "tac_good_9_pbk": "tac_good_9"}}, "initialization": {"initial_money_amounts": [200.0, 200.0, 200.0, 200.0, 200.0, 200.0, 200.0, 200.0, 200.0, 200.0], "endowments": [[2, 2, 2, 2, 2, 2, 2, 2, 2, 2], [2, 2, 2, 2, 2, 2, 2, 2, 2, 2], [2, 2, 2, 2, 2, 2, 2, 2, 2, 2], [2, 2, 2, 2, 2, 2, 2, 2, 2, 2], [2, 2, 2, 2, 2, 2, 2, 2, 2, 2], [2, 2, 2, 2, 2, 2, 2, 2, 2, 2], [2, 2, 2, 2, 2, 2, 2, 2, 2, 2], [2, 2, 2, 2, 2, 2, 2, 2, 2, 2], [2, 2, 2, 2, 2, 2, 2, 2, 2, 2], [2, 2, 2, 2, 2, 2, 2, 2, 2, 2]], "utility_params": [[20.62, 2.27, 3.51, 10.52, 8.04, 12.58, 1.44, 18.35, 8.870000000000001, 13.8], [0.74, 9.07, 6.859999999999999, 21.81, 4.66, 14.46, 19.12, 4.9, 9.56, 8.82], [14.42, 14.11, 5.52, 8.129999999999999, 6.13, 4.75, 9.049999999999999, 13.8, 15.03, 9.06], [22.78, 3.84, 10.79, 1.92, 10.79, 13.43, 16.07, 7.670000000000001, 12.23, 0.48], [5.34, 18.07, 0.62, 0.21, 5.54, 19.509999999999998, 14.78, 1.44, 14.580000000000002, 19.91], [12.120000000000001, 12.989999999999998, 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\ No newline at end of file
diff --git a/data/experiments/EX_1/game_12/game.json b/data/experiments/EX_1/game_12/game.json
new file mode 100644
index 00000000..220758ca
--- /dev/null
+++ b/data/experiments/EX_1/game_12/game.json
@@ -0,0 +1 @@
+{"configuration": {"version_id": "game_12", "nb_agents": 10, "nb_goods": 10, "tx_fee": 0.1, "agent_pbk_to_name": {"3MFxaNGFMYukhcASG3JL1eeKDYKwiKYje1Uhj3kyhc2A4W6oY8Enaw9pKqhZNPzLvTeh5n4dia246GABrEFP8SoAcGHRuyTr4vaSPMeoRwfmUUJBMLywpsZDaCR4i4FkgTenpxa7L1Sc2FD7NHJEgZRAMgJkwcNZT2TzBt4EMaPxeP2tsPXxDRtf6e1PaUtCSj1MmjVpakb2vGUtSTBra21RZtb": "tac_agent_6", "3MFxaNGFMYukhcASG3JL1eeKDYKwiKYje1Uhj3kyhc2A8Va5LV5YuuPS9Cjd5J3gmQy7oRWdyky2FZqx1dVCSncH5cCSkHTP33kFdguSGicMRGYd7HxmBiHUaQk44XTt4G8FY6sZjNa9xvXjnbErVDSwECxbXdXC6UDpnyndM1rj3Y8VJTaJakstHdCmFbeW4bsSdyuzkr9RXwdYWgBsu7FaoPK": "tac_agent_8", "3MFxaNGFMYukhcASG3JL1eeKDYKwiKYje1Uhj3kyhc2A8JVMynXpcKJzqxFiBB1pRvWkKRuJ62qFGMnRRatX2wiLTGKFS2iQqLkoFgY53udsSLmDiBXgjftDB9778c3sPPzDTVBkBVu2WgqMUZ2jpD7SRCzspQB7FRdxW7bA7WJBMjQeHtEbNNvosUC2kHBAhiLfWwxnT3rdFeF7fcwQqVQm1PF": "tac_agent_0", 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\ No newline at end of file
diff --git a/data/experiments/EX_1/game_13/game.json b/data/experiments/EX_1/game_13/game.json
new file mode 100644
index 00000000..a925f2eb
--- /dev/null
+++ b/data/experiments/EX_1/game_13/game.json
@@ -0,0 +1 @@
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\ No newline at end of file
diff --git a/data/experiments/EX_1/tempfile_controller_game_00_status.txt b/data/experiments/EX_1/tempfile_controller_game_00_status.txt
new file mode 100644
index 00000000..3b70583b
--- /dev/null
+++ b/data/experiments/EX_1/tempfile_controller_game_00_status.txt
@@ -0,0 +1 @@
+FINISHED_GAME_TIMEOUT
\ No newline at end of file
diff --git a/data/experiments/EX_1/tempfile_controller_game_01_status.txt b/data/experiments/EX_1/tempfile_controller_game_01_status.txt
new file mode 100644
index 00000000..3b70583b
--- /dev/null
+++ b/data/experiments/EX_1/tempfile_controller_game_01_status.txt
@@ -0,0 +1 @@
+FINISHED_GAME_TIMEOUT
\ No newline at end of file
diff --git a/data/experiments/EX_1/tempfile_controller_game_02_status.txt b/data/experiments/EX_1/tempfile_controller_game_02_status.txt
new file mode 100644
index 00000000..3b70583b
--- /dev/null
+++ b/data/experiments/EX_1/tempfile_controller_game_02_status.txt
@@ -0,0 +1 @@
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\ No newline at end of file
diff --git a/data/experiments/EX_1/tempfile_controller_game_03_status.txt b/data/experiments/EX_1/tempfile_controller_game_03_status.txt
new file mode 100644
index 00000000..3b70583b
--- /dev/null
+++ b/data/experiments/EX_1/tempfile_controller_game_03_status.txt
@@ -0,0 +1 @@
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\ No newline at end of file
diff --git a/data/experiments/EX_1/tempfile_controller_game_04_status.txt b/data/experiments/EX_1/tempfile_controller_game_04_status.txt
new file mode 100644
index 00000000..3b70583b
--- /dev/null
+++ b/data/experiments/EX_1/tempfile_controller_game_04_status.txt
@@ -0,0 +1 @@
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\ No newline at end of file
diff --git a/data/experiments/EX_1/tempfile_controller_game_05_status.txt b/data/experiments/EX_1/tempfile_controller_game_05_status.txt
new file mode 100644
index 00000000..3b70583b
--- /dev/null
+++ b/data/experiments/EX_1/tempfile_controller_game_05_status.txt
@@ -0,0 +1 @@
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\ No newline at end of file
diff --git a/data/experiments/EX_1/tempfile_controller_game_06_status.txt b/data/experiments/EX_1/tempfile_controller_game_06_status.txt
new file mode 100644
index 00000000..e47fe39a
--- /dev/null
+++ b/data/experiments/EX_1/tempfile_controller_game_06_status.txt
@@ -0,0 +1 @@
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\ No newline at end of file
diff --git a/data/experiments/EX_1/tempfile_controller_game_07_status.txt b/data/experiments/EX_1/tempfile_controller_game_07_status.txt
new file mode 100644
index 00000000..3b70583b
--- /dev/null
+++ b/data/experiments/EX_1/tempfile_controller_game_07_status.txt
@@ -0,0 +1 @@
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\ No newline at end of file
diff --git a/data/experiments/EX_1/tempfile_controller_game_08_status.txt b/data/experiments/EX_1/tempfile_controller_game_08_status.txt
new file mode 100644
index 00000000..3b70583b
--- /dev/null
+++ b/data/experiments/EX_1/tempfile_controller_game_08_status.txt
@@ -0,0 +1 @@
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\ No newline at end of file
diff --git a/data/experiments/EX_1/tempfile_controller_game_09_status.txt b/data/experiments/EX_1/tempfile_controller_game_09_status.txt
new file mode 100644
index 00000000..3b70583b
--- /dev/null
+++ b/data/experiments/EX_1/tempfile_controller_game_09_status.txt
@@ -0,0 +1 @@
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\ No newline at end of file
diff --git a/data/experiments/EX_1/tempfile_controller_game_10_status.txt b/data/experiments/EX_1/tempfile_controller_game_10_status.txt
new file mode 100644
index 00000000..3b70583b
--- /dev/null
+++ b/data/experiments/EX_1/tempfile_controller_game_10_status.txt
@@ -0,0 +1 @@
+FINISHED_GAME_TIMEOUT
\ No newline at end of file
diff --git a/data/experiments/EX_1/tempfile_controller_game_11_status.txt b/data/experiments/EX_1/tempfile_controller_game_11_status.txt
new file mode 100644
index 00000000..3b70583b
--- /dev/null
+++ b/data/experiments/EX_1/tempfile_controller_game_11_status.txt
@@ -0,0 +1 @@
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\ No newline at end of file
diff --git a/data/experiments/EX_1/tempfile_controller_game_12_status.txt b/data/experiments/EX_1/tempfile_controller_game_12_status.txt
new file mode 100644
index 00000000..3b70583b
--- /dev/null
+++ b/data/experiments/EX_1/tempfile_controller_game_12_status.txt
@@ -0,0 +1 @@
+FINISHED_GAME_TIMEOUT
\ No newline at end of file
diff --git a/data/experiments/EX_1/tempfile_controller_game_13_status.txt b/data/experiments/EX_1/tempfile_controller_game_13_status.txt
new file mode 100644
index 00000000..3b70583b
--- /dev/null
+++ b/data/experiments/EX_1/tempfile_controller_game_13_status.txt
@@ -0,0 +1 @@
+FINISHED_GAME_TIMEOUT
\ No newline at end of file
diff --git a/data/experiments/EX_1/tempfile_controller_game_14_status.txt b/data/experiments/EX_1/tempfile_controller_game_14_status.txt
new file mode 100644
index 00000000..0e5ea08e
--- /dev/null
+++ b/data/experiments/EX_1/tempfile_controller_game_14_status.txt
@@ -0,0 +1 @@
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\ No newline at end of file
diff --git a/data/experiments/EX_1/tempfile_controller_tac_v1_status.txt b/data/experiments/EX_1/tempfile_controller_tac_v1_status.txt
new file mode 100644
index 00000000..e065e846
--- /dev/null
+++ b/data/experiments/EX_1/tempfile_controller_tac_v1_status.txt
@@ -0,0 +1 @@
+STARTING
\ No newline at end of file
diff --git a/data/experiments/EX_2/game_00/game.json b/data/experiments/EX_2/game_00/game.json
new file mode 100644
index 00000000..bf0ae351
--- /dev/null
+++ b/data/experiments/EX_2/game_00/game.json
@@ -0,0 +1 @@
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\ No newline at end of file
diff --git a/data/experiments/EX_2/game_01/game.json b/data/experiments/EX_2/game_01/game.json
new file mode 100644
index 00000000..d8a97987
--- /dev/null
+++ b/data/experiments/EX_2/game_01/game.json
@@ -0,0 +1 @@
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\ No newline at end of file
diff --git a/data/experiments/EX_2/game_02/game.json b/data/experiments/EX_2/game_02/game.json
new file mode 100644
index 00000000..83e6e450
--- /dev/null
+++ b/data/experiments/EX_2/game_02/game.json
@@ -0,0 +1 @@
+{"configuration": {"version_id": "game_02", "nb_agents": 10, "nb_goods": 10, "tx_fee": 0.1, "agent_pbk_to_name": {"3MFxaNGFMYukhcASG3JL1eeKDYKwiKYje1Uhj3kyhc2A575oC5hFjsmzYa652VXckWJubxbk9eRGu36LkoN3PVHzjTBbE7Dcr4o3xk2CzJ2vcx54WweWqEG7Jfafg9rQnEyJRE5P6DLgvFbMF6wKpPzZWVSFmy5jy22j3rXmWbmsm1CM4LFdWRA1muZ1GiCgWw8fM6Jd4kfddrnPRkXNLN3jQEm": "tac_agent_0_wm", "3MFxaNGFMYukhcASG3JL1eeKDYKwiKYje1Uhj3kyhc2A2MyBK53mMgpngjyoXKG1Hq6ykVXchwFZtc88aANYpyZgRgVFAarhFNwNcozzdmy8cm2QGMPpDcmzTZqoaLyNW7n5iizFdGF9cLVLQ1dmP9cfAsJLat1JAyoeMDorXjrLGznU2TTwn53DtyHgKCRns6SaETi7BHaXXVaAh2SwKRd5MQG": "tac_agent_4_wm", "3MFxaNGFMYukhcASG3JL1eeKDYKwiKYje1Uhj3kyhc2A2nCW1YEZdTirbGfo4wvD3444r7cc8tKAxzGLiYVPoSvkj6j8GisS31KH3axiXL1H5Tgw5VXHc44By2ACuoUR6wU1jgxmKbNnSsaktLQ1wZHaXMPzELbrFCfK76WrQUTMyc7eCYfaZEd4eJruumZ2AZmaxq1fHxSDStWZEXVkek6WReo": "tac_agent_3_wm", 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\ No newline at end of file
diff --git a/data/experiments/EX_2/game_03/game.json b/data/experiments/EX_2/game_03/game.json
new file mode 100644
index 00000000..69ef5496
--- /dev/null
+++ b/data/experiments/EX_2/game_03/game.json
@@ -0,0 +1 @@
+{"configuration": {"version_id": "game_03", "nb_agents": 10, "nb_goods": 10, "tx_fee": 0.1, "agent_pbk_to_name": {"3MFxaNGFMYukhcASG3JL1eeKDYKwiKYje1Uhj3kyhc2A2ezBXPwHaHst5ynNKNXiFy1TxYAvb7YNwh8n5X7oPuYbwTDNAPH6VBu4fiYFU5iremL8cTPXt39LYwMpgcsASRrMBoF5jPqp5XPWf4HtoHhKW9Z6aNUoemrSZ33XkwhejsMDJhbm4egyQzZ93GXJFWScKFTrPAhnyskvRp4pi5WNqvg": "tac_agent_0_wm", "3MFxaNGFMYukhcASG3JL1eeKDYKwiKYje1Uhj3kyhc2A68PqLipFAQyvZomPQ1ACCg8mjhJ7YUCyWpryZVoRW1dpDyB5aUYQWxLYg186Atisd37hKSCRUFPNKgQZZ2tHAEBCq2fwiFZefyQW4Dvo3t9iAVN9t6SLAe8Y5jcU3dSE3GJ3YGXLoRQjR72odRSPHyfQtBHmehJAVr8pzBs3qBvs8uh": "tac_agent_3_wm", "3MFxaNGFMYukhcASG3JL1eeKDYKwiKYje1Uhj3kyhc2A8vCHjVQ77rixzdDkCC5oiQDVdX6jtvdbqviLSEV5Y1GawcZRsVdxuUo9ATBKLuCDx25Bvfkf52ugo5VSYbJa72TNfgnQ3yDCj9RP6joqEFmvJzuFqt5YdKvcP5v2pTR7MDuxjzJKHU1LoYV8qTxiv7JnKzbyxxnaXaJp64YuzjdxmSW": "tac_agent_2_wm", 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\ No newline at end of file
diff --git a/data/experiments/EX_2/game_04/game.json b/data/experiments/EX_2/game_04/game.json
new file mode 100644
index 00000000..0645366b
--- /dev/null
+++ b/data/experiments/EX_2/game_04/game.json
@@ -0,0 +1 @@
+{"configuration": {"version_id": "game_04", "nb_agents": 10, "nb_goods": 10, "tx_fee": 0.1, "agent_pbk_to_name": {"3MFxaNGFMYukhcASG3JL1eeKDYKwiKYje1Uhj3kyhc2A2T7sXkaCXBnHGTkk6KmU8DNVHdmmQwiW14o6zw1Gnyh8mrL1FaSQzLgzZgbm5Eu8EZGr4jaT7Gbz6TfEDLdA4UT8zqH818dEGZ6B98Yq9H3RB7czNJyStD1cjW7vEeAjEA6tU32Mm7VS8biqEZQ6k67KL7xHYKisU2ndcBDwy7Z3ZRv": "tac_agent_1_wm", "3MFxaNGFMYukhcASG3JL1eeKDYKwiKYje1Uhj3kyhc2A63sMP1P9CaLKyeht5kqbq7gtbFCrrKcFG8B8u2Gu2ZnbFmJCXqT9U21pjuEAvTn2yY598J1uYfqjuxuTfGdsGQpbn7jFBJu1WvBnkYKDbQzM1eMvp5hwoBz5RdUrsRS6b89X3MW7MsQKAV3AezyeF9SeuJUT7vNe4BQdhp7JscuoGgL": "tac_agent_5", "3MFxaNGFMYukhcASG3JL1eeKDYKwiKYje1Uhj3kyhc2A9QLczNk5bwPzdQ4fC2DUWt73jgNG3YG98HrJKCZJawVxyFwDATjn5que4ve1r8zZ75ssnewMGuVkWzcWLqqUp7ZWu3U2vTFkmg3psHhXV6EtrGzwkCyjXax39CR61ZwXBR48A5Zon23UCqTq1Uz7sJda3PmDQmCn1tw4QMUGWQ3EFvr": "tac_agent_6", 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"tac_good_8_pbk": "tac_good_8", "tac_good_9_pbk": "tac_good_9"}}, "initialization": {"initial_money_amounts": [200.0, 200.0, 200.0, 200.0, 200.0, 200.0, 200.0, 200.0, 200.0, 200.0], "endowments": [[2, 2, 2, 2, 2, 2, 2, 2, 2, 2], [2, 2, 2, 2, 2, 2, 2, 2, 2, 2], [2, 2, 2, 2, 2, 2, 2, 2, 2, 2], [2, 2, 2, 2, 2, 2, 2, 2, 2, 2], [2, 2, 2, 2, 2, 2, 2, 2, 2, 2], [2, 2, 2, 2, 2, 2, 2, 2, 2, 2], [2, 2, 2, 2, 2, 2, 2, 2, 2, 2], [2, 2, 2, 2, 2, 2, 2, 2, 2, 2], [2, 2, 2, 2, 2, 2, 2, 2, 2, 2], [2, 2, 2, 2, 2, 2, 2, 2, 2, 2]], "utility_params": [[11.18, 13.919999999999998, 11.600000000000001, 6.959999999999999, 11.39, 15.190000000000001, 3.5900000000000003, 2.9499999999999997, 8.86, 14.360000000000001], [1.96, 6.959999999999999, 6.52, 11.3, 16.96, 19.13, 2.83, 0.8699999999999999, 20.22, 13.25], [18.0, 0.8200000000000001, 12.07, 14.719999999999999, 8.38, 14.719999999999999, 7.7700000000000005, 0.61, 18.0, 4.91], [12.740000000000002, 21.23, 12.1, 13.38, 2.97, 6.58, 4.67, 9.34, 16.77, 0.22], 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\ No newline at end of file
diff --git a/data/experiments/EX_2/game_05/game.json b/data/experiments/EX_2/game_05/game.json
new file mode 100644
index 00000000..857b508f
--- /dev/null
+++ b/data/experiments/EX_2/game_05/game.json
@@ -0,0 +1 @@
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\ No newline at end of file
diff --git a/data/experiments/EX_2/game_06/game.json b/data/experiments/EX_2/game_06/game.json
new file mode 100644
index 00000000..7980118c
--- /dev/null
+++ b/data/experiments/EX_2/game_06/game.json
@@ -0,0 +1 @@
+{"configuration": {"version_id": "game_06", "nb_agents": 10, "nb_goods": 10, "tx_fee": 0.1, "agent_pbk_to_name": {"3MFxaNGFMYukhcASG3JL1eeKDYKwiKYje1Uhj3kyhc2A8BHNkNBPQgbU9LAY6idnbcjFFrmHHZcgAESWrV2eQEcuMpAWnTvGEcpk2LuLwZ7zyMjQ5UJ7d8R817RxCXzJofL4RVSYeUzyeK4e44DecQp29VxYrptDuWHoYaGC8cu4qj63NyxBwCWZi1HAztb4y8e3ULPHLcjBpurG2aRpPVZQAYK": "tac_agent_2_wm", "3MFxaNGFMYukhcASG3JL1eeKDYKwiKYje1Uhj3kyhc2A7Te8L7quLDXRekFsKXCEvnk9PiyGMbCoiZ2PEk46gSN5aRxdQdU5aACk7X6E4hkB5FLti764HuJB3vrEJ89H73jTWFY6yu1h63Z6atgzb6YdimaJPHqHfwLw5hQ7uxoh9H4jo4k2zg761vEmqhkVtUzG2Ddttwd3qGpWtoSNVynhZFs": "tac_agent_1_wm", "3MFxaNGFMYukhcASG3JL1eeKDYKwiKYje1Uhj3kyhc2A4hnfyaF7JVmFsmohfhcGdQCWJpLyKs5gpbEm3ak8H1FtxocQhmHamnkKHMUdaJuUcyBiZoVrMX4ubBV9bYbZEw3BA6rTLjw4FDJd2bt5HZFpigjcmMYjn9qyJMJmtDShBJYDSco2e2T8mV5smVdvGUzGVGbgK5VqsHHsRBLTaTbD8X1": "tac_agent_9", 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\ No newline at end of file
diff --git a/data/experiments/EX_2/game_07/game.json b/data/experiments/EX_2/game_07/game.json
new file mode 100644
index 00000000..cdbfd53c
--- /dev/null
+++ b/data/experiments/EX_2/game_07/game.json
@@ -0,0 +1 @@
+{"configuration": {"version_id": "game_07", "nb_agents": 10, "nb_goods": 10, "tx_fee": 0.1, "agent_pbk_to_name": {"3MFxaNGFMYukhcASG3JL1eeKDYKwiKYje1Uhj3kyhc2A8iCvsK98GF5uB6TX9WGPQ6wMqXyDnBGa5dW5zVuD1EqogMmkFnkoWPRLCzSgj9DXZ9wZBpuheer9ZebjBS6C7CjNhREr1Ennd5twMz32YjB3PGa7V7196AHV1UCJyhbG1dET12UjSU4T1jdcn9dwiPNTcCi7RydNWpcS1pPjzJkfAat": "tac_agent_9", "3MFxaNGFMYukhcASG3JL1eeKDYKwiKYje1Uhj3kyhc2A2FXgDDxPMS4ABr1UWAwAPNxRnxzA6FnSPom7TFLtsMnPxuKaUmitMbitt5f1AGxt3JwwBBAs6AhGzKRA21MP5tS473Y1tT5ofD2Y4kWdjKNXeUtd2vXM88rcAbD38RL8PjtTrVoufm9frGHN6Pgz6psShq9T1UUhv4wJ6HA3BKxQ7yM": "tac_agent_4_wm", "3MFxaNGFMYukhcASG3JL1eeKDYKwiKYje1Uhj3kyhc2A62TVLLYmBDMFoVr9n3FTKCAKkxbVRmWYe8ZRGonKztsW6nueN3p7gCbU59YDng4GUDdwzwwuuxhV9qCP9YVFeckDnoVck4CCihBCWa8h2g56iTvvsUk4sDEsGFNGau4DuL7bBW8cLf2f1gZTcj1LnmLRcEaKRCNPtrDhMpwnP71DsWP": "tac_agent_7", 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"tac_good_8_pbk": "tac_good_8", "tac_good_9_pbk": "tac_good_9"}}, "initialization": {"initial_money_amounts": [200.0, 200.0, 200.0, 200.0, 200.0, 200.0, 200.0, 200.0, 200.0, 200.0], "endowments": [[2, 2, 2, 2, 2, 2, 2, 2, 2, 2], [2, 2, 2, 2, 2, 2, 2, 2, 2, 2], [2, 2, 2, 2, 2, 2, 2, 2, 2, 2], [2, 2, 2, 2, 2, 2, 2, 2, 2, 2], [2, 2, 2, 2, 2, 2, 2, 2, 2, 2], [2, 2, 2, 2, 2, 2, 2, 2, 2, 2], [2, 2, 2, 2, 2, 2, 2, 2, 2, 2], [2, 2, 2, 2, 2, 2, 2, 2, 2, 2], [2, 2, 2, 2, 2, 2, 2, 2, 2, 2], [2, 2, 2, 2, 2, 2, 2, 2, 2, 2]], "utility_params": [[0.7100000000000001, 2.3800000000000003, 19.48, 6.65, 19.24, 15.2, 20.43, 3.8, 5.7, 6.41], [10.17, 19.29, 14.11, 2.07, 12.86, 8.92, 16.8, 7.26, 2.07, 6.45], [11.64, 8.09, 3.94, 8.28, 9.27, 4.14, 15.379999999999999, 11.05, 10.65, 17.560000000000002], [8.12, 12.76, 3.25, 7.42, 20.880000000000003, 1.8599999999999999, 9.049999999999999, 20.419999999999998, 6.03, 10.209999999999999], [3.7199999999999998, 11.0, 16.02, 14.719999999999999, 13.11, 7.12, 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\ No newline at end of file
diff --git a/data/experiments/EX_2/game_08/game.json b/data/experiments/EX_2/game_08/game.json
new file mode 100644
index 00000000..96c0aa32
--- /dev/null
+++ b/data/experiments/EX_2/game_08/game.json
@@ -0,0 +1 @@
+{"configuration": {"version_id": "game_08", "nb_agents": 10, "nb_goods": 10, "tx_fee": 0.1, "agent_pbk_to_name": {"3MFxaNGFMYukhcASG3JL1eeKDYKwiKYje1Uhj3kyhc2A2mm3JTj687iZ27Jc4GwMaXezZFjaNc17jwVkpNJ4mtvM1bNhm2mpYpV9jEvF76T9Dhv1E5aVvovtjGJgrrrWjanVhiFN62ZV2oDRnwKg2c1RHL5moTkGLMn2FzPrMBhhkuyJCiN5JjCWwzoqtYuCaFVoeUPUv2NqsPTsUjuiwfrZfU8": "tac_agent_5", "3MFxaNGFMYukhcASG3JL1eeKDYKwiKYje1Uhj3kyhc2A1rjcuWaCxkwd7WsV2DZztHctkkMiNxdmfS3pS5cEJvrtqfjAayCu2v2oowK9NZorbJUgoGrggSPJxcYDwctUWCnfDVjVU8oWDUsgkQwS7Bq8XntZ6abcAfyS1VeJv3FQ2rb2sVNBniXfQHj2ktJdxCk1m5C2AmaqdQssTyig2unvCQP": "tac_agent_4_wm", "3MFxaNGFMYukhcASG3JL1eeKDYKwiKYje1Uhj3kyhc2A4bm52totCsdDhtj1zjgx9vw2zwymnNhwUJN7uok1JmAuUZ5RxeigtUapSRCNca5NKseux9HNT7U1kDSQDsAqKgQfCYCrN58JaehXXAg5M7E2kmDBYqFag2XW6dULwFgckVBkWXDqDP6D7CWNmeEn77FiKF8hWuqq8RrddqEj7KB6DCP": "tac_agent_7", 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\ No newline at end of file
diff --git a/data/experiments/EX_2/game_09/game.json b/data/experiments/EX_2/game_09/game.json
new file mode 100644
index 00000000..315253e7
--- /dev/null
+++ b/data/experiments/EX_2/game_09/game.json
@@ -0,0 +1 @@
+{"configuration": {"version_id": "game_09", "nb_agents": 10, "nb_goods": 10, "tx_fee": 0.1, "agent_pbk_to_name": {"3MFxaNGFMYukhcASG3JL1eeKDYKwiKYje1Uhj3kyhc2A45a8sQc67ecNSYAXCUHCDwYs1UV3S63DEFzCGeiVu6VDR1paCcGCERkGSmVztB7RvUxaYiSLDdYMKXBugKmNSYfW2K9QWaP8QuVuEp5gsABaLfuYHEeZYrqQcYs39h7yzb5xNpc4ANZn3gXAGB9yMSTwEejqXVq93cMbQeVgLcJiE4Q": "tac_agent_0_wm", "3MFxaNGFMYukhcASG3JL1eeKDYKwiKYje1Uhj3kyhc2A3tWuVNHSEveM4DD3tDXdod2QAt2BRjpYJQwUNNqijq18uRmKgoVDELi7UZRWuxdxLFYxvFFTeosnEyHzWSgBLoKgGCk7HWk6dwacni9HYJKBx5vDRPPeHNRYF6LxHaCGQM99GSHRhMtXgKqU9VTHHr1yfQcp8GzX4U6GZ51gfmjej3b": "tac_agent_3_wm", "3MFxaNGFMYukhcASG3JL1eeKDYKwiKYje1Uhj3kyhc2A5vQFKa3K9XFETrn364p5mRwY6Ti95kaQVwPA8jg2enEJEhvRvnXNrgtW3r6JwGQmxUAbnhT7kJ3eNrAtM7qGyofssH3wt4P3FvjBR19WM2M3kp5U3AiBAv9n4CQ2XNL2BLvnNJDKdFv7NeCPbhm9c87afMvoA7zMZt77yKHCfELx9UG": "tac_agent_6", 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"tac_good_8_pbk": "tac_good_8", "tac_good_9_pbk": "tac_good_9"}}, "initialization": {"initial_money_amounts": [200.0, 200.0, 200.0, 200.0, 200.0, 200.0, 200.0, 200.0, 200.0, 200.0], "endowments": [[2, 2, 2, 2, 2, 2, 2, 2, 2, 2], [2, 2, 2, 2, 2, 2, 2, 2, 2, 2], [2, 2, 2, 2, 2, 2, 2, 2, 2, 2], [2, 2, 2, 2, 2, 2, 2, 2, 2, 2], [2, 2, 2, 2, 2, 2, 2, 2, 2, 2], [2, 2, 2, 2, 2, 2, 2, 2, 2, 2], [2, 2, 2, 2, 2, 2, 2, 2, 2, 2], [2, 2, 2, 2, 2, 2, 2, 2, 2, 2], [2, 2, 2, 2, 2, 2, 2, 2, 2, 2], [2, 2, 2, 2, 2, 2, 2, 2, 2, 2]], "utility_params": [[16.39, 16.81, 2.31, 18.7, 11.129999999999999, 4.41, 14.92, 5.46, 5.25, 4.62], [0.18, 8.27, 16.37, 5.94, 2.16, 16.009999999999998, 17.09, 2.7, 13.309999999999999, 17.97], [7.8, 8.780000000000001, 15.370000000000001, 20.73, 9.02, 1.46, 1.71, 6.83, 8.540000000000001, 19.759999999999998], [5.220000000000001, 13.3, 13.8, 11.110000000000001, 16.33, 1.52, 12.120000000000001, 2.86, 13.639999999999999, 10.100000000000001], [16.03, 0.83, 2.31, 7.2700000000000005, 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\ No newline at end of file
diff --git a/data/experiments/EX_2/game_10/game.json b/data/experiments/EX_2/game_10/game.json
new file mode 100644
index 00000000..ad71c5e8
--- /dev/null
+++ b/data/experiments/EX_2/game_10/game.json
@@ -0,0 +1 @@
+{"configuration": {"version_id": "game_10", "nb_agents": 10, "nb_goods": 10, "tx_fee": 0.1, "agent_pbk_to_name": {"3MFxaNGFMYukhcASG3JL1eeKDYKwiKYje1Uhj3kyhc2A5KQ7bAVxKwnvR42qwtapT5tThJSt1awoUnC6qWTKE6vfGFh24jkiPcW7DxWKGRb82ssrphyLZo3vwXikTuQjXudJaSYcnacmaWydfwFakaXNCozwbCkdwmy2QHY6MzdC1xJ3zsJRAr8CLcLVRvp7SMequuk7EDSeMbY7odvaVmr2o3J": "tac_agent_3_wm", "3MFxaNGFMYukhcASG3JL1eeKDYKwiKYje1Uhj3kyhc2A4pPnqx9DrpGK5TtYUhaJGsx9qdT1scrFkBvWBoTmiAs2ogvvbywhWxhTD6QdpmCex8w8CqrqhqWSFggbGeUFiaR6BoMzfa54ta3ffRZEQSEAkX68Kts84ZA84aS2tgH7Q5k9NFVu3BamSGxBKw8tdv1rywem9reqpCxRaDoXkH9hTKN": "tac_agent_2_wm", "3MFxaNGFMYukhcASG3JL1eeKDYKwiKYje1Uhj3kyhc2A5Rb5kiQnfunRynuyJKav4D7JCeu3Hgje4qkeeyzD4NVvnNzNe8zsm7T7ZAVTzDwhCGFZJPhyyzE5mj28ivXbd6gcu2NLxzXZXsLFVzd933vuVwpVbmR7ds4sW6QTkVihQnN2yJWL79dPr6EgYRS6Shpvy62eQuXo6FutYaC2UCstdzL": "tac_agent_0_wm", 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\ No newline at end of file
diff --git a/data/experiments/EX_2/game_11/game.json b/data/experiments/EX_2/game_11/game.json
new file mode 100644
index 00000000..1b672809
--- /dev/null
+++ b/data/experiments/EX_2/game_11/game.json
@@ -0,0 +1 @@
+{"configuration": {"version_id": "game_11", "nb_agents": 10, "nb_goods": 10, "tx_fee": 0.1, "agent_pbk_to_name": {"3MFxaNGFMYukhcASG3JL1eeKDYKwiKYje1Uhj3kyhc2A7b315kHhjZShZh1vQbZQQFkAfgTiopSEVz1YwWrPJyptFDMFVmiHBzS4viKTpMp5LrNxUYp34TVcMDLjdU2oq6eNKVJDfxLVM8BWfw5qw3yHPN8JDudFZ4cmWjtPfhRvAx3Ym9ka2eNXnmAxZSFwDdz3yRcmoXiPQhFxVCNuECSw6tA": "tac_agent_2_wm", "3MFxaNGFMYukhcASG3JL1eeKDYKwiKYje1Uhj3kyhc2A24EpELek3KCMspYwPZrs3riVTKvmHSFB2UxzivSv1efrVFXwnsZym4QjWsc1snPEiNdq1D9eyGrxfcNCTCzL7uFR12Nacyc631ourv2AkDWFzJcSHJGHX6Tz1BtUWD9b8t1UUAffdWmGETtphZg4XU23CVbSk7jAiWGcVyrebzgFffG": "tac_agent_8", "3MFxaNGFMYukhcASG3JL1eeKDYKwiKYje1Uhj3kyhc2A7NP2hDVbduvrwAymam6wnBTi2dKgmMJcBs1NdxTMa6PYNsd6TNXAx8ztGbSB3SijTNvbxWGmxAawsjjAcVCTmAciDPNoW3peWg54iEwrb4tf3KRsCgX2JTC6cZUcSXcvg5aMeVL71jnsLDxr4c5qTsFXaNWUtCUM8BjQh1sEY3vzDXq": "tac_agent_6", 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"tac_good_8_pbk": "tac_good_8", "tac_good_9_pbk": "tac_good_9"}}, "initialization": {"initial_money_amounts": [200.0, 200.0, 200.0, 200.0, 200.0, 200.0, 200.0, 200.0, 200.0, 200.0], "endowments": [[2, 2, 2, 2, 2, 2, 2, 2, 2, 2], [2, 2, 2, 2, 2, 2, 2, 2, 2, 2], [2, 2, 2, 2, 2, 2, 2, 2, 2, 2], [2, 2, 2, 2, 2, 2, 2, 2, 2, 2], [2, 2, 2, 2, 2, 2, 2, 2, 2, 2], [2, 2, 2, 2, 2, 2, 2, 2, 2, 2], [2, 2, 2, 2, 2, 2, 2, 2, 2, 2], [2, 2, 2, 2, 2, 2, 2, 2, 2, 2], [2, 2, 2, 2, 2, 2, 2, 2, 2, 2], [2, 2, 2, 2, 2, 2, 2, 2, 2, 2]], "utility_params": [[20.62, 2.27, 3.51, 10.52, 8.04, 12.58, 1.44, 18.35, 8.870000000000001, 13.8], [0.74, 9.07, 6.859999999999999, 21.81, 4.66, 14.46, 19.12, 4.9, 9.56, 8.82], [14.42, 14.11, 5.52, 8.129999999999999, 6.13, 4.75, 9.049999999999999, 13.8, 15.03, 9.06], [22.78, 3.84, 10.79, 1.92, 10.79, 13.43, 16.07, 7.670000000000001, 12.23, 0.48], [5.34, 18.07, 0.62, 0.21, 5.54, 19.509999999999998, 14.78, 1.44, 14.580000000000002, 19.91], [12.120000000000001, 12.989999999999998, 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\ No newline at end of file
diff --git a/data/experiments/EX_2/game_12/game.json b/data/experiments/EX_2/game_12/game.json
new file mode 100644
index 00000000..49b0e115
--- /dev/null
+++ b/data/experiments/EX_2/game_12/game.json
@@ -0,0 +1 @@
+{"configuration": {"version_id": "game_12", "nb_agents": 10, "nb_goods": 10, "tx_fee": 0.1, "agent_pbk_to_name": {"3MFxaNGFMYukhcASG3JL1eeKDYKwiKYje1Uhj3kyhc2A9R9rnvMT88ZxzqdHjh69bAwBZTf3XxES2ozPKyUAuVGM8rwb5YQBrx8rPqcfMypPFVbu43bWQbffQydaJxWqr7WmZ5vw8tVjPALaYyZ6zKdGCKqqeR4LeUfqSpo4uUJyDtxfkr2oBSGs8ZySBGRiKo2qkdt2Mi1WnchjkXiYenQZBob": "tac_agent_6", "3MFxaNGFMYukhcASG3JL1eeKDYKwiKYje1Uhj3kyhc2A5Y49P3XixgFpJr8dx75vwHiT8Ta5EWUGmSWasm1ZjASdZ2K4YJFu5ZmtDdDpGE9gdjp4tSFECNVJTukUNBhZ6xvDcZWz14tKpAX8SFngmbRoG8SNdzki9MoMFzGT2TbHVgz5MNjFfEvt3ZWe1QcWzdxTUUgvdxpY6AhPQ4uNmvVyc2n": "tac_agent_7", "3MFxaNGFMYukhcASG3JL1eeKDYKwiKYje1Uhj3kyhc2A4WQJ2yUq6mfXgtGVkdrh8QtsE1ZDxzBAq2miJ2hefLYP5mhGN8NEYv9N4FZ7fERcTXkYnwLVWWpD6gvAK9SUbbtJpw3so75RsX6iLGSBrZy8BxsKAC4VLquokVU8dxkkSGfCEK38WF7M1cXhFgoioBTJ6hGATPCThSNAGmiR58T5zf2": "tac_agent_8", 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"tac_good_8_pbk": "tac_good_8", "tac_good_9_pbk": "tac_good_9"}}, "initialization": {"initial_money_amounts": [200.0, 200.0, 200.0, 200.0, 200.0, 200.0, 200.0, 200.0, 200.0, 200.0], "endowments": [[2, 2, 2, 2, 2, 2, 2, 2, 2, 2], [2, 2, 2, 2, 2, 2, 2, 2, 2, 2], [2, 2, 2, 2, 2, 2, 2, 2, 2, 2], [2, 2, 2, 2, 2, 2, 2, 2, 2, 2], [2, 2, 2, 2, 2, 2, 2, 2, 2, 2], [2, 2, 2, 2, 2, 2, 2, 2, 2, 2], [2, 2, 2, 2, 2, 2, 2, 2, 2, 2], [2, 2, 2, 2, 2, 2, 2, 2, 2, 2], [2, 2, 2, 2, 2, 2, 2, 2, 2, 2], [2, 2, 2, 2, 2, 2, 2, 2, 2, 2]], "utility_params": [[4.2, 19.12, 19.54, 7.35, 19.33, 14.29, 0.21, 3.5700000000000003, 8.4, 3.9899999999999998], [16.64, 10.280000000000001, 5.79, 9.16, 3.18, 12.709999999999999, 7.290000000000001, 17.01, 11.59, 6.35], [8.290000000000001, 0.98, 8.05, 19.759999999999998, 14.149999999999999, 0.24, 19.02, 14.39, 0.49, 14.63], [15.25, 14.59, 10.489999999999998, 10.0, 11.97, 7.7, 9.180000000000001, 8.52, 10.16, 2.1399999999999997], [1.76, 1.01, 8.309999999999999, 17.130000000000003, 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\ No newline at end of file
diff --git a/data/experiments/EX_2/game_13/game.json b/data/experiments/EX_2/game_13/game.json
new file mode 100644
index 00000000..f72b6cf4
--- /dev/null
+++ b/data/experiments/EX_2/game_13/game.json
@@ -0,0 +1 @@
+{"configuration": {"version_id": "game_13", "nb_agents": 10, "nb_goods": 10, "tx_fee": 0.1, "agent_pbk_to_name": {"3MFxaNGFMYukhcASG3JL1eeKDYKwiKYje1Uhj3kyhc2A91CfzDrjgomu7koRSkQBhTsqf3erzx9UeCTEUweEQ6X8KVkKe9MiUgSgeALoAbsXKHoE9XgDq8uzriJZP49BFHT54HXQjAGAvWXQgtDmrLuvTVDHvnvdWW5PRMeBUWPqUuE76ypu8S6iawbrp8k5zQmzmAJXg8dbw4A6ScQp52PVNt8": "tac_agent_0_wm", "3MFxaNGFMYukhcASG3JL1eeKDYKwiKYje1Uhj3kyhc2A1wdX9oP41a6EQS2UN77ZT9FpCTp4V3gWAoTkkj7GusNJuTCSfy1s2fkpy8PyRi5qVnsnxQ3vx9QVgT5rZCcDkns7MNhVR2XpXBYEcpCdn4ayC5eCUzj7kt2VqYYYEVJDDpf5QeK8X9BpQ5n6Evug1C1ESTRK4JewfWPHV58TztgY5sg": "tac_agent_4_wm", "3MFxaNGFMYukhcASG3JL1eeKDYKwiKYje1Uhj3kyhc2A5dW9S8u3FmXEo5Xdrqi8uqtsReUHbv2wco6N2nHYGme31VWedU8Rv9e7wgvG85WVqV2VsGQmm2wuXyyVuy9F4M6QPwDTFDHHW7bofZ4pmrQBShKjiE2MKcXaSQcDmDssTPGgWEXFgAm3n3NbDbbctEhn24gmhaQynj1GS7ye2sK9ind": "tac_agent_8", 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"tac_good_8_pbk": "tac_good_8", "tac_good_9_pbk": "tac_good_9"}}, "initialization": {"initial_money_amounts": [200.0, 200.0, 200.0, 200.0, 200.0, 200.0, 200.0, 200.0, 200.0, 200.0], "endowments": [[2, 2, 2, 2, 2, 2, 2, 2, 2, 2], [2, 2, 2, 2, 2, 2, 2, 2, 2, 2], [2, 2, 2, 2, 2, 2, 2, 2, 2, 2], [2, 2, 2, 2, 2, 2, 2, 2, 2, 2], [2, 2, 2, 2, 2, 2, 2, 2, 2, 2], [2, 2, 2, 2, 2, 2, 2, 2, 2, 2], [2, 2, 2, 2, 2, 2, 2, 2, 2, 2], [2, 2, 2, 2, 2, 2, 2, 2, 2, 2], [2, 2, 2, 2, 2, 2, 2, 2, 2, 2], [2, 2, 2, 2, 2, 2, 2, 2, 2, 2]], "utility_params": [[2.81, 8.44, 10.32, 3.75, 14.82, 16.14, 7.88, 18.2, 7.32, 10.32], [21.2, 7.37, 0.9199999999999999, 0.45999999999999996, 16.59, 1.6099999999999999, 10.6, 22.35, 14.979999999999999, 3.92], [10.05, 14.610000000000001, 13.089999999999998, 6.39, 11.42, 0.3, 12.479999999999999, 12.18, 11.57, 7.91], [13.600000000000001, 3.4000000000000004, 1.4000000000000001, 19.0, 13.8, 4.6, 15.6, 5.0, 12.4, 11.200000000000001], [2.4, 6.97, 10.100000000000001, 20.43, 13.22, 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\ No newline at end of file
diff --git a/data/experiments/EX_2/game_14/game.json b/data/experiments/EX_2/game_14/game.json
new file mode 100644
index 00000000..65bd7859
--- /dev/null
+++ b/data/experiments/EX_2/game_14/game.json
@@ -0,0 +1 @@
+{"configuration": {"version_id": "game_14", "nb_agents": 10, "nb_goods": 10, "tx_fee": 0.1, "agent_pbk_to_name": {"3MFxaNGFMYukhcASG3JL1eeKDYKwiKYje1Uhj3kyhc2A69q9oRufm5sWtHxckHJZPYHzQVyjV7c3BvHNVahpX8ab928v1FPjjZ8iTwQiP6U3WRjhHsyS5qr6q4ea7J37fZccsk7LbwRcm5vcP2BiMNY5DWXcDKmpxGssp7Dqc5e9vJB7FogUfPSSb73JJsTL8eSR6HQ5t1B69vBzPk4yXFdvHwP": "tac_agent_4_wm", "3MFxaNGFMYukhcASG3JL1eeKDYKwiKYje1Uhj3kyhc2A4pmSez6L7iPxkwLDAgxwPkqCaj9wXGW8doqdyxBsetukTrrt8dGBqay5UWSNLiitgiJcfyQkwYgRgHe2mp89wbxiEP9HY6ZBEKzeUPnGxzLGtCAvreWL3HpbJESVnGjBev2g1MReKxt1njywVSJLr8JAiheCiv2tvaWT5VLtYhp2q1z": "tac_agent_6", "3MFxaNGFMYukhcASG3JL1eeKDYKwiKYje1Uhj3kyhc2A4Hbx2upA9MTjJXTW6JHqbx9GX7oE4onnjMsaAXqjoHJ4FCeBN6UFxiUr1zfPQZ3bqXHk1tBQLzr866oLpCgF6Erknahz7KsnjVGr3k9fdXWbfEJELtEiQ1UgYpXpSBFcvDPFRdhhkHpVyr4BzWuGF7BEokbKkaQiUSgt8SxUom3gXxM": "tac_agent_0_wm", 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\ No newline at end of file
diff --git a/data/experiments/EX_2/game_15/game.json b/data/experiments/EX_2/game_15/game.json
new file mode 100644
index 00000000..0186bda9
--- /dev/null
+++ b/data/experiments/EX_2/game_15/game.json
@@ -0,0 +1 @@
+{"configuration": {"version_id": "game_15", "nb_agents": 10, "nb_goods": 10, "tx_fee": 0.1, "agent_pbk_to_name": {"3MFxaNGFMYukhcASG3JL1eeKDYKwiKYje1Uhj3kyhc2A1qWUd4XuF2jfjQTvT6ofEoVJ6YyRpdw6bQzYh8MUBCFEabtYuvvajQ2RfEdhUztut2aEYNnGSdhGW9c7rMDzbLV6T1M973u3psS2d6DcWWRaBmhLGCXZMrsQv4U1xjYgToMhuWB4qXrVux6vAzyj55ZvPpLf4yWHyWEo9iDBtE9Gbm2": "tac_agent_0_wm", "3MFxaNGFMYukhcASG3JL1eeKDYKwiKYje1Uhj3kyhc2A7squUNJTWPANCrjxkgUE3EZV88LyvSQsPkK3UdDFAEhME3u7vb9Z4qzujeFVuriRdfYx9WuoFSA1SqHEzmdRqaT1KjBnoJpCMZTSwAyp9ALDT6Uew3CSmstBfVx84BURwTXzM4GrwBZEndPdf5AMTG4iZoE35K7R8B7cZowX2ps6oUe": "tac_agent_2_wm", "3MFxaNGFMYukhcASG3JL1eeKDYKwiKYje1Uhj3kyhc2A2MM5NpTfvYfZqUnHytnG4HGKBvimbmqhvpix7VcSUQsLjDfPTQSp8agbdMXNyDsVSKTRxtkMMMdhopaUcQ5SZ4MBVZuguZLDv3LXjwHHAkQTNaSU9QEDy3Ci5i9zVPT9Lxq9GCFpHN4zMfjrpANhn6LLxdbWexXUxrPV5mHE5odChRF": "tac_agent_8", 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\ No newline at end of file
diff --git a/data/experiments/EX_2/game_16/game.json b/data/experiments/EX_2/game_16/game.json
new file mode 100644
index 00000000..77bff1fd
--- /dev/null
+++ b/data/experiments/EX_2/game_16/game.json
@@ -0,0 +1 @@
+{"configuration": {"version_id": "game_16", "nb_agents": 10, "nb_goods": 10, "tx_fee": 0.1, "agent_pbk_to_name": {"3MFxaNGFMYukhcASG3JL1eeKDYKwiKYje1Uhj3kyhc2A7z1WfBNKdqSgEcAYrcpyfv1AW1VeAvopBFg79UMd8B8VxsBjb9yHRomsVbQVPxYkkWzFuqohSSBX8mUUnUSkvQk5UUfFdCTLgcXCZiZU3fsG6jgVhXpBXz5LnDJVN1C2sWx7C4bX5P8ZeMhk8vvxmg6JtnEE3PZ5ApBVD9Nx7XEX5ME": "tac_agent_4_wm", "3MFxaNGFMYukhcASG3JL1eeKDYKwiKYje1Uhj3kyhc2A1joTroDBJb1WC9ZdCjUihv6mMHmboPa3Wd7wP4cmwwktdM9mW4rwb1nwv3F1HLFoJdDmBn9c7LXwFexENQcTHuTYsnmmL5VpdHH5KJ1Ssxi3fCdB8v2m5J1UKA6CgdBTtjeW1f3sepoN89f2en34TGprycG6ZkMUzovGp6jRyqzVLtd": "tac_agent_1_wm", "3MFxaNGFMYukhcASG3JL1eeKDYKwiKYje1Uhj3kyhc2A5SJWtnYRMCk2L45sAiFEx8qBuDyoeXg13ZM5egAdunFXWfER4KGSAqVGMk1P2jM5JCe8yr8AdpFyngLcd6wg1ca2J6PgiPBj9dsWCSjdBf9asTMC7YXQoxJHh86JLYpFA5baZ7BA69sN8JSMr472M5ZV35iej2CfEV8UBQcGZv3Dpun": "tac_agent_2_wm", 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\ No newline at end of file
diff --git a/data/experiments/EX_2/game_17/game.json b/data/experiments/EX_2/game_17/game.json
new file mode 100644
index 00000000..6be280c7
--- /dev/null
+++ b/data/experiments/EX_2/game_17/game.json
@@ -0,0 +1 @@
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\ No newline at end of file
diff --git a/data/experiments/EX_2/game_18/game.json b/data/experiments/EX_2/game_18/game.json
new file mode 100644
index 00000000..693223ee
--- /dev/null
+++ b/data/experiments/EX_2/game_18/game.json
@@ -0,0 +1 @@
+{"configuration": {"version_id": "game_18", "nb_agents": 10, "nb_goods": 10, "tx_fee": 0.1, "agent_pbk_to_name": {"3MFxaNGFMYukhcASG3JL1eeKDYKwiKYje1Uhj3kyhc2A5QjK81h1R1RNw5VEYHmvK7Ubcv3dPhQeRjeujLBaJDgsXzGLwHiaKEkbs164LnUCyy1hJQ1yRvi6QM3x6NcNsVzKQbcm3DBknt5ziQ5c2xtkrHZdBuB6mQqa7mWVqy4tH43Bm27jkWRPj52Jtoch98Vwy1GAgPwp5yuu1f77FRGj8LV": "tac_agent_0_wm", "3MFxaNGFMYukhcASG3JL1eeKDYKwiKYje1Uhj3kyhc2A3gPa72izpesUQZrMGteE8jJMtFyijhGRDUXBLggjeLhKxwqAToakGzGoe9peMhyFyCTKTuhtArRAs8PNQyDb27QB7KwbRpMrx5uziBstgHRNHNnJsutcfxASrAZztkvJj19raV1hnSgfTpXffcKV3AFMhVZsNB3ef2CBsHerQrZ3ubZ": "tac_agent_7", "3MFxaNGFMYukhcASG3JL1eeKDYKwiKYje1Uhj3kyhc2A3bHYP2QoVDQ4idS1uDMXgBKxEUwEC3fzNrTnkxg4oPQwAeYMeQvMM1WwFryGujYeZQYY17zk4WaJBPxA6xcW4CGjXu4ubgAhLi6PRPTSmdBExXtm4TkxqsrHiKTE4sTribJzuzhwVZF4YcWnqomTCj5M556kvfgTCYyMRP4tnd8eutD": "tac_agent_5", 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\ No newline at end of file
diff --git a/data/experiments/EX_2/game_19/game.json b/data/experiments/EX_2/game_19/game.json
new file mode 100644
index 00000000..aabc336a
--- /dev/null
+++ b/data/experiments/EX_2/game_19/game.json
@@ -0,0 +1 @@
+{"configuration": {"version_id": "game_19", "nb_agents": 10, "nb_goods": 10, "tx_fee": 0.1, "agent_pbk_to_name": {"3MFxaNGFMYukhcASG3JL1eeKDYKwiKYje1Uhj3kyhc2A2FZ2jPBtT3Tq4XgdfmtSY6gTdNeGdUYfHJrRAZLKLRcFCBy2ucoH92RDcGv3sNpHMUYR29zwyH4XYjdGAA6tMbtzx4RydhyB5wS4RUyuLsbspwzuk9r9K4U5UfRqtUPrqNWb8XiEEE3xLmnX5vS8RxM2uQErQkwYraP8ejmncpB5835": "tac_agent_2_wm", "3MFxaNGFMYukhcASG3JL1eeKDYKwiKYje1Uhj3kyhc2A5wQPsfvU1bySYR7rpnE6P3MGtVLAcFtY8JySb7zAsBPzEpi45u6RVTZJPaBNXjTdKUFFSU5u64UHyPaPB9o45WvEx3eZRSYoFGibpMQaK5M1cpgm6AWp33dzc7JoybZzC4RWzNgkbs2qSenss4jBXb5W92cExVNY2k6FVmC1Fc7F7RY": "tac_agent_3_wm", "3MFxaNGFMYukhcASG3JL1eeKDYKwiKYje1Uhj3kyhc2A4Qs4pdA24UogBwaLfTr21KgCUSBNwaQgRZEes64U1zEWtegXhMCQsjLEiLRLQTcwHfEkpYguzAeeEJJnhYhQJm1Afgo1exwYp8QnDVABcrNv2ZyUTAwLgQLDPVpuWLqC8uJLmuZFdevAxD25ckwRkZ4b1jHfqnBtvK5Yt4TuzG7poGX": "tac_agent_9", 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\ No newline at end of file
diff --git a/data/experiments/EX_2/game_20/game.json b/data/experiments/EX_2/game_20/game.json
new file mode 100644
index 00000000..bfd46754
--- /dev/null
+++ b/data/experiments/EX_2/game_20/game.json
@@ -0,0 +1 @@
+{"configuration": {"version_id": "game_20", "nb_agents": 10, "nb_goods": 10, "tx_fee": 0.1, "agent_pbk_to_name": {"3MFxaNGFMYukhcASG3JL1eeKDYKwiKYje1Uhj3kyhc2A5XEw8nrHVkd8FZ4A2f48YAioDvGGFXFnkQ6Uk4VbQWVDFVNSzzaPKmPWNiPoiPBwzhNZVagybyiMYATBa4ahWQKqz7XJsakXJNAZHTrYsNAzGQoA5dC35UxmmhwTM4fcLd1qPvxP49tQMqTjrqLBbZaESUbvNy1ti9kKiJPEmUqd9nf": "tac_agent_0_wm", "3MFxaNGFMYukhcASG3JL1eeKDYKwiKYje1Uhj3kyhc2A7P9FKMKsA38Z6PDj6MpntMzJzAhF8oTNDZyGveUW3a3m6rX6azna7Q656kftAvFH9WH6FcqBjyXoD1vxJ4URmpYyv5n2Cn36eqiQDNyyuzfYC8AaW4XU6RSNxagAQ7FWh74YfnyPHLfTbGFJUppxqTsPr8MfndqTaZTza3M5NQAwVpS": "tac_agent_1_wm", "3MFxaNGFMYukhcASG3JL1eeKDYKwiKYje1Uhj3kyhc2A924QABhnUuGAR8zXNAKZJcfvtLbfJhiw6A4W4AzgcDX3FAUbCT94QmnHEDYTdhSFwtVhPizoye2NciozxZcoEEuwEzaHJCnEkAjC2Un3F1NMDbsLT3umSKDwLG5zN2u9csRhbCAxsu14A7UgCv8nquwjPpdHqbBWqDeziZfFDCGxoBM": "tac_agent_9", 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\ No newline at end of file
diff --git a/data/experiments/EX_2/game_21/game.json b/data/experiments/EX_2/game_21/game.json
new file mode 100644
index 00000000..2f34481f
--- /dev/null
+++ b/data/experiments/EX_2/game_21/game.json
@@ -0,0 +1 @@
+{"configuration": {"version_id": "game_21", "nb_agents": 10, "nb_goods": 10, "tx_fee": 0.1, "agent_pbk_to_name": {"3MFxaNGFMYukhcASG3JL1eeKDYKwiKYje1Uhj3kyhc2A1rnPkeRveZRXzi79pDuStTykdFeYV1VsFNchxuzfL3bhBjotqmVssScuCDfPKQfYtmHqC5ELy8ztiHrStT7xrs6Mjg38jHtrKgEbXVuKrGxfzzKBuMBrJ6N2Z5hVyQht7DYSJjt4CZmkRZbX1gng68veiFtzYYS7GP6oQErHkRkttXH": "tac_agent_2_wm", "3MFxaNGFMYukhcASG3JL1eeKDYKwiKYje1Uhj3kyhc2A4hTgc9fYN5Qhj8kNCERKtSauFBTSvYkxJ24QmrFx5d2vAFCtD3BmxgYhhnTw2SeBDEMHD28RSqi897USY3rVvYAKwFWxQCMY9bgskQvMN3T61KXeUafpMvxUwpjjiePqKQNQUhMhAKCuZJsrMNhsZDkzHA8Jz9gpiw6G7UXewMp63z4": "tac_agent_4_wm", "3MFxaNGFMYukhcASG3JL1eeKDYKwiKYje1Uhj3kyhc2A5j3fzQfutiXUGBejBCgGmZTnAx1MAPjpKuB7HDGUoTnJ4VqreivwP4MfkhujLsUGkNmrCud4rboGy7vLJ7GSWScL9GpGi91rqMt7Do7A1HzvtoA4w7ZSyptNCnHuutsTdHtTnCGjPK3Q5A9tD4KVDVXfu9FbVisFpBaUB9rz97DRytz": "tac_agent_3_wm", 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"tac_good_8_pbk": "tac_good_8", "tac_good_9_pbk": "tac_good_9"}}, "initialization": {"initial_money_amounts": [200.0, 200.0, 200.0, 200.0, 200.0, 200.0, 200.0, 200.0, 200.0, 200.0], "endowments": [[2, 2, 2, 2, 2, 2, 2, 2, 2, 2], [2, 2, 2, 2, 2, 2, 2, 2, 2, 2], [2, 2, 2, 2, 2, 2, 2, 2, 2, 2], [2, 2, 2, 2, 2, 2, 2, 2, 2, 2], [2, 2, 2, 2, 2, 2, 2, 2, 2, 2], [2, 2, 2, 2, 2, 2, 2, 2, 2, 2], [2, 2, 2, 2, 2, 2, 2, 2, 2, 2], [2, 2, 2, 2, 2, 2, 2, 2, 2, 2], [2, 2, 2, 2, 2, 2, 2, 2, 2, 2], [2, 2, 2, 2, 2, 2, 2, 2, 2, 2]], "utility_params": [[10.89, 13.81, 15.76, 6.61, 10.12, 5.25, 1.5599999999999998, 12.65, 5.45, 17.9], [15.370000000000001, 14.42, 16.009999999999998, 0.95, 6.660000000000001, 15.06, 16.009999999999998, 3.3300000000000005, 8.08, 4.109999999999999], [14.499999999999998, 4.58, 5.92, 19.27, 14.69, 7.82, 13.36, 3.82, 5.92, 10.12], [3.1, 15.740000000000002, 1.77, 14.41, 18.63, 2.88, 21.95, 7.32, 2.44, 11.76], [2.76, 12.21, 16.59, 5.07, 12.21, 15.440000000000001, 9.22, 4.15, 12.67, 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\ No newline at end of file
diff --git a/data/experiments/EX_2/game_22/game.json b/data/experiments/EX_2/game_22/game.json
new file mode 100644
index 00000000..5be4b212
--- /dev/null
+++ b/data/experiments/EX_2/game_22/game.json
@@ -0,0 +1 @@
+{"configuration": {"version_id": "game_22", "nb_agents": 10, "nb_goods": 10, "tx_fee": 0.1, "agent_pbk_to_name": {"3MFxaNGFMYukhcASG3JL1eeKDYKwiKYje1Uhj3kyhc2A3giThMHBM9kfwv1DmqJwdzTAcxA2dhLUQ7MwfnXxDa2yc7W29nvT7VaUL68EfbPJq2AtBeBo5FzsEnUE6T9AmFRfr64h8kZFmRUzY2UHAZ3AeRQZVUqeV6r1RD95KktTcG6y62RzawD69g6gShSdjtRpqPhHgLnkmstvnn6cJowbnyP": "tac_agent_3_wm", "3MFxaNGFMYukhcASG3JL1eeKDYKwiKYje1Uhj3kyhc2A7V1aY7biX3Ss1rXLvqstkQ9FqUATFzcXMhP2uzPpLEwQJRDK8VutNTfk3fkJTvM6WTphQTRSEJnQgbNa1r2Xk9cXP6ki3F6LSGzZxpQxj8CLtrrmwfSt5HacbncFVheNn3ynFXfi2T4xzh7VSr5Y9VwjCSdPABff9162XMohgoGSYb6": "tac_agent_9", "3MFxaNGFMYukhcASG3JL1eeKDYKwiKYje1Uhj3kyhc2A7U4HgEczR7zskcdj23JLU3guVDgibsmrkbKTkFJCLQbZApMNBncg73Yz66aVuwEAgQNFVukCBJSS2Dn4PrXDCBLHmQMTKTnberSPHbMUujhwgD1jap2aAZVaf439t4FijEUyZbWS9vDokUrMqWwQjZDJkHStyboFeWfqm1A486tnrHQ": "tac_agent_1_wm", 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\ No newline at end of file
diff --git a/data/experiments/EX_2/game_23/game.json b/data/experiments/EX_2/game_23/game.json
new file mode 100644
index 00000000..28ea4836
--- /dev/null
+++ b/data/experiments/EX_2/game_23/game.json
@@ -0,0 +1 @@
+{"configuration": {"version_id": "game_23", "nb_agents": 10, "nb_goods": 10, "tx_fee": 0.1, "agent_pbk_to_name": {"3MFxaNGFMYukhcASG3JL1eeKDYKwiKYje1Uhj3kyhc2A8JByuoU4hPCgLyFcDn4upWM6672XxQzXFBBdUwr1HsXo4g1qE2RdcPwUCv7YtDrA8oYXMzrUKXwTxCFgrgtPdnWqZ4ccFCsC4d6DD5zGh1qPAtddZZ1Nj1dh1cVpxThzgrm8NkgbMZLV46The3TXSW8KCxkrWUTy3DmoZwm8KaUUUmC": "tac_agent_6", "3MFxaNGFMYukhcASG3JL1eeKDYKwiKYje1Uhj3kyhc2A3zJxjJZnvZLkHeTSFUjxWSMkdATcWwonB97cKrXS2Wc5YiuyGk8udXnk5pbLiijKWdW1KBi9se48eK2mrg9NrsLz6gT99o8dDLPHEBppvddAJne5HTdNvGmCHueDVqkgZLcVoNmX1y7Sz13e2ix8Gcagw5K21FnQAq9pMKEMewGtxyF": "tac_agent_4_wm", "3MFxaNGFMYukhcASG3JL1eeKDYKwiKYje1Uhj3kyhc2A1L7LDTs73dx4aespro8HsujAFMpNXJBriHUvDDWfdtWqLAJQWst8k9ti1F8iZekwuFWNjTHnuyLxCtbC7t7t8riXZ1vF3J3Moen4Ee3zbVr1S8XPUPGWuo8ihBxTgHpuNDcjeLw2aJYTsPTVy81nmNJ3YmTHrvFydM47jQMP2ThxmRo": "tac_agent_1_wm", 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\ No newline at end of file
diff --git a/data/experiments/EX_2/game_24/game.json b/data/experiments/EX_2/game_24/game.json
new file mode 100644
index 00000000..44e00ea6
--- /dev/null
+++ b/data/experiments/EX_2/game_24/game.json
@@ -0,0 +1 @@
+{"configuration": {"version_id": "game_24", "nb_agents": 10, "nb_goods": 10, "tx_fee": 0.1, "agent_pbk_to_name": {"3MFxaNGFMYukhcASG3JL1eeKDYKwiKYje1Uhj3kyhc2A5qEZa9sSgLCRfGHA31JFGdqSASNmVRjzCDjdg3RmP6dNJWSFeBVt1B69g7dqtiZJeM1mQD27MUxuCHdSsE3Q4pPKfEUqc2F3XRyLuqn4Amkx8FSicMFAKayWvJ4mk8b8AtyriqA7aSqZn5fyU81gQcLXvSF1xjTYesqc5L5PAdyEsq3": "tac_agent_8", "3MFxaNGFMYukhcASG3JL1eeKDYKwiKYje1Uhj3kyhc2A46RuBmXPsepeHv2ETdfcEHuFkHR8nBTfzVTZWUnm2xLoCA3qPnVmSmghbXMzDKRaWeQqNDZiovC3z15WkqW8xTemiwKfcLeUyCoJ9v1McegQjck4D385uGkNDKzH47haCn6w7wWTTfLvRRxpJM83hVBGXAmsZbTvCqnEPnN4YRLzRxc": "tac_agent_0_wm", "3MFxaNGFMYukhcASG3JL1eeKDYKwiKYje1Uhj3kyhc2A7AQyy6xWJT15Um2hvo5d25bokfSoQsiHaZtgW7F9EKFVzrKQtNXwf8gzUqF4yFcktj41bS1kVEXXxfTaqYokrAUJftbQLMdSCTT97Mr9W7GHgKTWmBzvD31P9C5NVEayS3tkEsgtGoQD1FyhBY4YJqvJ6pGku95wUWrx8c1cMMdmyds": "tac_agent_7", 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\ No newline at end of file
diff --git a/data/experiments/EX_2/game_25/game.json b/data/experiments/EX_2/game_25/game.json
new file mode 100644
index 00000000..a0002921
--- /dev/null
+++ b/data/experiments/EX_2/game_25/game.json
@@ -0,0 +1 @@
+{"configuration": {"version_id": "game_25", "nb_agents": 10, "nb_goods": 10, "tx_fee": 0.1, "agent_pbk_to_name": {"3MFxaNGFMYukhcASG3JL1eeKDYKwiKYje1Uhj3kyhc2A8cFMZTT7WfrRJ3fFFE5MY5QWzKCcgCZHEiRcfMCmozNzgcCeSaCxBM6ZgK8mBzCznBJYHHh7aFcDJUg1tSpG2wsFyFQGhnd6h1FQxHdb7csCofkpkU63QXhsSBk32UdtuowpzFUM6cXqygTY5sp4JAGPyvoA3cFtdnkVMU6Mk3K4rT8": "tac_agent_6", "3MFxaNGFMYukhcASG3JL1eeKDYKwiKYje1Uhj3kyhc2A8JQBcskN82dxfGboMiHaCAQBbokoAhMqfWakwoTMiwWPDVoX2Jn7mV8mDGheZEXhNAFgCjhQfzu56hdKdY77c1UmzH5TTrVztLrXb2HdXNBQ9XG6KaBPsSbgggTVteJkmNpibBxfwLW2hUnbTXu6eUseR52mgpVXmA3hKmwEcPm9J9S": "tac_agent_5", "3MFxaNGFMYukhcASG3JL1eeKDYKwiKYje1Uhj3kyhc2A4ugKxwG3w2Cw6E8sR1kDp2LL9WtYjXf9uXDdwrUXrXecgWvK5VjKZZLurZwqw1oHXsiBeeDhoGBhNqfzK6XbsDaPPQsVJTnbekrjh8hEiAmWpkgXazpyA4dU9z9pQk3w7FdZSN3A3n3BEUCeFZePknoqgPACUCiLiBRum67q5v2TAk9": "tac_agent_9", 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\ No newline at end of file
diff --git a/data/experiments/EX_2/game_26/game.json b/data/experiments/EX_2/game_26/game.json
new file mode 100644
index 00000000..80f80bf2
--- /dev/null
+++ b/data/experiments/EX_2/game_26/game.json
@@ -0,0 +1 @@
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\ No newline at end of file
diff --git a/data/experiments/EX_2/game_27/game.json b/data/experiments/EX_2/game_27/game.json
new file mode 100644
index 00000000..141c7e5c
--- /dev/null
+++ b/data/experiments/EX_2/game_27/game.json
@@ -0,0 +1 @@
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\ No newline at end of file
diff --git a/data/experiments/EX_2/game_28/game.json b/data/experiments/EX_2/game_28/game.json
new file mode 100644
index 00000000..922bf0c5
--- /dev/null
+++ b/data/experiments/EX_2/game_28/game.json
@@ -0,0 +1 @@
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\ No newline at end of file
diff --git a/data/experiments/EX_2/game_29/game.json b/data/experiments/EX_2/game_29/game.json
new file mode 100644
index 00000000..d11a8deb
--- /dev/null
+++ b/data/experiments/EX_2/game_29/game.json
@@ -0,0 +1 @@
+{"configuration": {"version_id": "game_29", "nb_agents": 10, "nb_goods": 10, "tx_fee": 0.1, "agent_pbk_to_name": {"3MFxaNGFMYukhcASG3JL1eeKDYKwiKYje1Uhj3kyhc2A9QTNmoSM4ncbZGK8LBpxMMbV85Se6rZzfvLTM2gXc92i43ZPDgBwp84zo8mx3UsYsyizhdrFutrkJHbSxcBYB2DeYm6SSX268wvYVffjf5RhYamrEgtuLEFdV8kpJka1xnPjm3af9asHm5T1d6Mzq5k7AJtLiAHBfCSDtwYLqFbmdh9": "tac_agent_7", "3MFxaNGFMYukhcASG3JL1eeKDYKwiKYje1Uhj3kyhc2A4Q2eGhLddfqxq41862UJG4XG68A8u9ax2cJTfyhuSDb1nNhJSvsY7MFkCjAnuyVp6x8xV7GEpjSH6k1ExZRiihmSEpDR3KSmYmrm48NxcFmdEXzVH4tN59bzrGmjRFfSqw6cuRmS9LXpqFmfdfvytxLLRQ94hr8d3zDGuTG1a38uMe6": "tac_agent_2_wm", "3MFxaNGFMYukhcASG3JL1eeKDYKwiKYje1Uhj3kyhc2A4cYiiNVDEyuqBMwkCENDj7L5Rsp9nUKUpcmRB8a2yZig2R9bgYQuWJrHz7gG8srNFXfxRtWnE2ESqXNRy2R1B7haQgN9wP8J3haVqnr4YfRkYvZS7ksjMeZvJVDjXyeXXvqdYUnm4k9hPRszZhnvYwM1N7F1ZUGn8CT4QmAomjuscrR": "tac_agent_0_wm", 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\ No newline at end of file
diff --git a/data/experiments/EX_2/game_30/game.json b/data/experiments/EX_2/game_30/game.json
new file mode 100644
index 00000000..5d08af1f
--- /dev/null
+++ b/data/experiments/EX_2/game_30/game.json
@@ -0,0 +1 @@
+{"configuration": {"version_id": "game_30", "nb_agents": 10, "nb_goods": 10, "tx_fee": 0.1, "agent_pbk_to_name": {"3MFxaNGFMYukhcASG3JL1eeKDYKwiKYje1Uhj3kyhc2A751e492GnPgMNnt9kgSxjLo5uHfp38tJZ7Natgyk4Wg4LDGTmncEK8i9s1YKCAZTb5GvxCpiVCdRxrXB6Y447gycprWkUcrjmzuPKaoaykcuagzfr4YnwJr7rZ6B63AFTWZmo76nf7JXWc25LmXjdFawawpwh1JK8psHGbf7QvEXNqo": "tac_agent_6", "3MFxaNGFMYukhcASG3JL1eeKDYKwiKYje1Uhj3kyhc2A46S3783uPL3wTwyiADL8BovBcKX8s5nvbp7y5W1jFU5hmiTDToJtbzpniBgbnM6AiNxZgUwHbcSYnRtfTcQCjmKLuJdrPDS3jUQhZWG2ov37Bj3p7M2pVzWkmwyNgSyhPQH5miX8ZskkFDjQbCj59ahSJRjawBKDdYUqrdnfnmbEHPb": "tac_agent_7", "3MFxaNGFMYukhcASG3JL1eeKDYKwiKYje1Uhj3kyhc2A7aeKt3Htxp4NWNUrkszr8zrToGBGhCofRHmGcKysbgUpfPwrwBFzQ1qq1qTjzM3jGJPzWpZaC2ximr9PdWf1GooD8bgmctrbL7BWfPoBP3SrcGjBkzmVLr11DqFUwqLNyk8YbLgAxnx5dj91BiiQznD9UPxePLW2qeu7oaz3Dsn1WrR": "tac_agent_1_wm", 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\ No newline at end of file
diff --git a/data/experiments/EX_2/game_31/game.json b/data/experiments/EX_2/game_31/game.json
new file mode 100644
index 00000000..d8f04c98
--- /dev/null
+++ b/data/experiments/EX_2/game_31/game.json
@@ -0,0 +1 @@
+{"configuration": {"version_id": "game_31", "nb_agents": 10, "nb_goods": 10, "tx_fee": 0.1, "agent_pbk_to_name": {"3MFxaNGFMYukhcASG3JL1eeKDYKwiKYje1Uhj3kyhc2A2TvnkQRg87QY3FjrDsQE2FvJjXVXZV1E8nR3EcQKMvEzUiYkdFm741k4Lp2dhUo212eaUrWV6EFbaJmM79mP1tdXiWNDX1z5AYd16FStSBZRN47mvqfZoUm1zrk61Kahohn6G4jQiXtih4H36n6z3hMhh7KMp8DE8vVqsjAzocbdFbB": "tac_agent_4_wm", "3MFxaNGFMYukhcASG3JL1eeKDYKwiKYje1Uhj3kyhc2A5vbCrK8RYLFk16qWjvYXg4hSrVMqvAebRxECM2HbSU2gsGVBKuBuMuBopytkfRfqt6pAXCZrM1Cfx8EuNUUjvkqhqsNqU1n8fVTF6htH8LftyhofFo6cHssek3XwhYujyYbQY2vJzj1VXc9bBuWZKGdUtwz94vz4Yj4bz6vbgzC6STg": "tac_agent_7", "3MFxaNGFMYukhcASG3JL1eeKDYKwiKYje1Uhj3kyhc2A4ucLQmN554LKoDGnCvtXGR8Zz7eVBW2EaJDoiudMmZ6bHBTNS47LebFnqSqVBcsySZMj26YuJw5kgGCC2LEa1vtJACEAyjKHNJ6BSi97QvNHKeNWjbReZLz8v4Pjqee6s7zd4siDZpRYLZfNDZ3mc8rCcs13Vs22XatKZVu38m7L2a2": "tac_agent_8", 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\ No newline at end of file
diff --git a/data/experiments/EX_2/game_32/game.json b/data/experiments/EX_2/game_32/game.json
new file mode 100644
index 00000000..9f1a4d76
--- /dev/null
+++ b/data/experiments/EX_2/game_32/game.json
@@ -0,0 +1 @@
+{"configuration": {"version_id": "game_32", "nb_agents": 10, "nb_goods": 10, "tx_fee": 0.1, "agent_pbk_to_name": {"3MFxaNGFMYukhcASG3JL1eeKDYKwiKYje1Uhj3kyhc2A1wxFsUvPBPXwBuN1jMPi1ypo6NAQZk9aYVpBvjV49PYhU5fWyJMGpCVzF7xTq8bHCWiSX5XAPAbEAcutAF5uxB1dKcNtqndr5DQr5cVqm1gM1ByeQ3Rx7FDUUenff7Fv3u3QQNBEQhzP1m4h7ysz6E3kZHQ3KVZ5CKk24EEPBNQ43ez": "tac_agent_2_wm", "3MFxaNGFMYukhcASG3JL1eeKDYKwiKYje1Uhj3kyhc2A8CjsnQUMBhUKGwf47XYC9uShsZrB7GuVBXtTM2TNGntrjuAPX7eEV1S7nR4yrsBamSsbFEZyctQQKtJFXS1nzjsnuS5SHpjHNss1CttLcveerDGut38QwgHWyHUk3ZedL7brFqC3Q4FXmnURQ7Wt9BnmRrncFWMumA613eK8qrZBWRF": "tac_agent_0_wm", "3MFxaNGFMYukhcASG3JL1eeKDYKwiKYje1Uhj3kyhc2A5SY33nuKVoyUnpxQJzVnSkYaw5iLcgmbvdCqiKQjkBnXZgENTaGj3hncWtJeCb7dr9jw6prhQ2yVhBZoeCDCS2wVnh84CbRRpbhDjmkXPPgUxAqn26GcMwSyqU2CZXJZUvQTdyaXtLYMEumUHb5QMFBh5xVLPkAktaufgGvg87oqttj": "tac_agent_6", 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\ No newline at end of file
diff --git a/data/experiments/EX_2/game_33/game.json b/data/experiments/EX_2/game_33/game.json
new file mode 100644
index 00000000..134b8661
--- /dev/null
+++ b/data/experiments/EX_2/game_33/game.json
@@ -0,0 +1 @@
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\ No newline at end of file
diff --git a/data/experiments/EX_2/game_34/game.json b/data/experiments/EX_2/game_34/game.json
new file mode 100644
index 00000000..42bd74d5
--- /dev/null
+++ b/data/experiments/EX_2/game_34/game.json
@@ -0,0 +1 @@
+{"configuration": {"version_id": "game_34", "nb_agents": 10, "nb_goods": 10, "tx_fee": 0.1, "agent_pbk_to_name": {"3MFxaNGFMYukhcASG3JL1eeKDYKwiKYje1Uhj3kyhc2A7ygwSKc6rrUYorWCzuECoM1Qv22Dn562jF6mazFMpHmmFwMR1RDD5LWngGkz1USSnFhH7GAdsQiFifKgsnVNfLoa1uwiCCYE8FmSohXgcLNH75A8xjFVeRztWwiWwsZVK8hWfsC3whq54jEx324fAZ7oBF34KWZmotGzqK6bqr7Dbem": "tac_agent_3_wm", "3MFxaNGFMYukhcASG3JL1eeKDYKwiKYje1Uhj3kyhc2A74nNmRLcVgZSbWdNTo6gPGTP2EG1ctuCs1j6Roq1XNLXs8Vz9waZc3Ae9heB3QEsMDazch4Spj8GMx6wqZea7e6Nq3eChrLmHuR8ieEZmTZosKL18wo4t4aWSPwKTEceu3TRcHr8xVCXoNZ24t4GjpeF7UdPWirRtpxp5fAgMXb4LtW": "tac_agent_2_wm", "3MFxaNGFMYukhcASG3JL1eeKDYKwiKYje1Uhj3kyhc2A9Kb6fyRC52r2f2SpihTaD2QqXvCxc8nYuWrT2e5Vp8EgpcPpP2xwNMVzaiLK4EEtyTMDZw3dKS5CeXAZ2QqRH6ARRkKtkLunm4BC4hJb3Y8xAdDf9kB2oSozURCD8fupsUenSxKd7HjKPjMa42e6wLrYsEzpdSy56DpMCXHyRKgqQ5c": "tac_agent_0_wm", 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\ No newline at end of file
diff --git a/data/experiments/EX_2/game_35/game.json b/data/experiments/EX_2/game_35/game.json
new file mode 100644
index 00000000..fb466c85
--- /dev/null
+++ b/data/experiments/EX_2/game_35/game.json
@@ -0,0 +1 @@
+{"configuration": {"version_id": "game_35", "nb_agents": 10, "nb_goods": 10, "tx_fee": 0.1, "agent_pbk_to_name": {"3MFxaNGFMYukhcASG3JL1eeKDYKwiKYje1Uhj3kyhc2A5XbC7jkVFzpb2MSkwpfYvGbXSM8HSGFpS3dDu8GZiPCkfFDPX2ejSjCLkUb4vNu1avJFtosK5cPQWu5gAkHLgptwMTBs8rqnjv4MjDtJBwwSuxemoCwtz4jJcGTAGqLtmueACc7m2LgDj4wC11f9tKPLWo6dvLk5jSgYgpb8Z1xyypJ": "tac_agent_1_wm", "3MFxaNGFMYukhcASG3JL1eeKDYKwiKYje1Uhj3kyhc2A4CQcuZCooTFL5E3e3TXjTF6pLXP1S4tipkVhXbmM3rTVVpzeKK9B9emzTZwYQ8dmgWMzg6ujF7iTznuVoBwAALNhgSTEnJeJFYU8YPHPnEqYGLLxoNJZJjEj3XZfv9x5ePpNhZBEXZUGVmxzY7mWb4v8dpoVbFScTMpdK5oVd7U68EJ": "tac_agent_2_wm", "3MFxaNGFMYukhcASG3JL1eeKDYKwiKYje1Uhj3kyhc2A24AadGv78jayzAEZBc7PBhU61cFXe927mQjnFZGuusuL9BrddiKxDAe7fWKuasnambBRk95sajSWd3ieJBq6mKUVd8bv9dpTeaLFWfxJTgn9vySeXYAb3rTCYvu7y1x29WYb2VsTQT7Aa1ePJRgsNSpjWqH67w92YbFvHce9ARX5a1G": "tac_agent_0_wm", 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"tac_good_8_pbk": "tac_good_8", "tac_good_9_pbk": "tac_good_9"}}, "initialization": {"initial_money_amounts": [200.0, 200.0, 200.0, 200.0, 200.0, 200.0, 200.0, 200.0, 200.0, 200.0], "endowments": [[2, 2, 2, 2, 2, 2, 2, 2, 2, 2], [2, 2, 2, 2, 2, 2, 2, 2, 2, 2], [2, 2, 2, 2, 2, 2, 2, 2, 2, 2], [2, 2, 2, 2, 2, 2, 2, 2, 2, 2], [2, 2, 2, 2, 2, 2, 2, 2, 2, 2], [2, 2, 2, 2, 2, 2, 2, 2, 2, 2], [2, 2, 2, 2, 2, 2, 2, 2, 2, 2], [2, 2, 2, 2, 2, 2, 2, 2, 2, 2], [2, 2, 2, 2, 2, 2, 2, 2, 2, 2], [2, 2, 2, 2, 2, 2, 2, 2, 2, 2]], "utility_params": [[17.330000000000002, 8.91, 0.25, 2.23, 15.1, 11.88, 18.81, 3.9600000000000004, 13.370000000000001, 8.16], [17.45, 14.14, 7.5, 0.16999999999999998, 15.709999999999999, 8.9, 0.8699999999999999, 17.45, 9.6, 8.21], [17.96, 14.17, 3.19, 14.17, 2.9899999999999998, 9.78, 9.379999999999999, 0.4, 13.569999999999999, 14.39], [7.55, 5.029999999999999, 14.649999999999999, 2.52, 4.35, 21.51, 6.18, 14.649999999999999, 8.24, 15.32], [2.41, 19.919999999999998, 14.29, 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\ No newline at end of file
diff --git a/data/experiments/EX_2/game_36/game.json b/data/experiments/EX_2/game_36/game.json
new file mode 100644
index 00000000..c1c17d58
--- /dev/null
+++ b/data/experiments/EX_2/game_36/game.json
@@ -0,0 +1 @@
+{"configuration": {"version_id": "game_36", "nb_agents": 10, "nb_goods": 10, "tx_fee": 0.1, "agent_pbk_to_name": {"3MFxaNGFMYukhcASG3JL1eeKDYKwiKYje1Uhj3kyhc2A7sVvqtfiAW2V8oR5FR5ft1D4Rw5WQepnbfpQ1NrbjiAv5oC9gJopMDimYN8ES38LbyjF5BXVvS7RbfuivmMFAJ7Su6AfT3rLnqb7ubpesrsvxq1beHMhGWjSnCVm5eBan79Rtqk5i8HgicEwcmYn7kWKQGdykjGhGgjzSXG3eXpH9jU": "tac_agent_0_wm", "3MFxaNGFMYukhcASG3JL1eeKDYKwiKYje1Uhj3kyhc2A7FhmgJupsTfBbmUtvdFMD3NJh4Rvo19znHZ4T6Xrg9oeKkymddmGE2BsWRuXWTYqQGxR6M8wV8AVS8qAHvjvz36EkL7ke3pyueytdgvBcTgV8jXNRdN3urw8DTwuExqVzquasxduFfrXvHfs9iTqUNkvwjREyc1Wg1p3ZHUUHXM9tnr": "tac_agent_6", "3MFxaNGFMYukhcASG3JL1eeKDYKwiKYje1Uhj3kyhc2A9DrrtQXTYT9YXiJaAqzv4pr8zqAPymEM28BSpfFSf1fi7WLzaErdHR1j9uQyZZ2AcK7uDA1vMXHnj11YpxWMK11j1gjsa39QtJbF828JTe4PorWnQCPHVm9vSET7cnVh9iGCjiP6y7NoctGoxewbvhVf8TQRPpGdzrfi82yz4THPpox": "tac_agent_2_wm", 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\ No newline at end of file
diff --git a/data/experiments/EX_2/game_37/game.json b/data/experiments/EX_2/game_37/game.json
new file mode 100644
index 00000000..9fe43c3e
--- /dev/null
+++ b/data/experiments/EX_2/game_37/game.json
@@ -0,0 +1 @@
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\ No newline at end of file
diff --git a/data/experiments/EX_2/game_38/game.json b/data/experiments/EX_2/game_38/game.json
new file mode 100644
index 00000000..b3c80024
--- /dev/null
+++ b/data/experiments/EX_2/game_38/game.json
@@ -0,0 +1 @@
+{"configuration": {"version_id": "game_38", "nb_agents": 10, "nb_goods": 10, "tx_fee": 0.1, "agent_pbk_to_name": {"3MFxaNGFMYukhcASG3JL1eeKDYKwiKYje1Uhj3kyhc2A2mGsoTXotUjAPHwYcH1N2WdbNUjiU5Szd86Jvn4SQaiX9USG1svU1p9dGv3CTDZfDszFaSNZJr7Fe7sAZj3qVe4gWQ7xCYJB65PKHc7hxdBnrmSLbW9GS1naqLchopHUu3DGrCj4qNo8BvA3C6G8SL5yxcTVb2vWwx9buhmJCGPG9py": "tac_agent_4_wm", "3MFxaNGFMYukhcASG3JL1eeKDYKwiKYje1Uhj3kyhc2A8tkfwXHxLd9rzh1pgmKN4x8dj7Fzx5UmwmZQqbzFdXoSWCn8CUWp8dx9pmddrGcJD8Cdrb5xAy7hQjufH9FgKDr1jQhBGQE1pzk3g1tVtHSYySw9rsJNANwe3zkmn1aKPrT77qcfpnRkLtbMGu87n6fKDed3vcJn7P7nNAdDvx5MNeX": "tac_agent_7", "3MFxaNGFMYukhcASG3JL1eeKDYKwiKYje1Uhj3kyhc2A9CUF4ZYvhiBckpgt24zUqpfi8orbvDgvTqxrEh9iMJnvapRLcihFh3axYUzVWaQoLUKR2HHVnNn5qy38Zhtk5mx3imSgUWjUM1WBykiqkSBAoUN53oT5ES37VMyzsFfJ6YTCGvrDQwa8pRhLdwvE1PTewqD5o5rByYXRvWRcXTk86D7": "tac_agent_2_wm", 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\ No newline at end of file
diff --git a/data/experiments/EX_2/game_39/game.json b/data/experiments/EX_2/game_39/game.json
new file mode 100644
index 00000000..62fa79a6
--- /dev/null
+++ b/data/experiments/EX_2/game_39/game.json
@@ -0,0 +1 @@
+{"configuration": {"version_id": "game_39", "nb_agents": 10, "nb_goods": 10, "tx_fee": 0.1, "agent_pbk_to_name": {"3MFxaNGFMYukhcASG3JL1eeKDYKwiKYje1Uhj3kyhc2A1jCW2sgvJfYju69kxqTA4yPo6wRLafFwBnm8XE2TSt8AEKaypmWzZgkkGxiYRKNRHFWHgMK7UiRJtBvssPxScU3dhVuhzGSaYX8NL5E8J8kSQ36vpBTszyQJDqHe61cVyk93zBDXaai9q8n9gGc9ePMa1vBXMK1SBdye5zmsJopthXS": "tac_agent_3_wm", "3MFxaNGFMYukhcASG3JL1eeKDYKwiKYje1Uhj3kyhc2A1LPb8GkUqm972kG7fcXZ8DZMP3k3SgT7ppbDxAiePFFLJiax5ndyxR2sFTK33eCsJMwN42qmV1a6VFmkg6x6HQDeUYV493KfGcq2CzgaLTQtYoNuJPjkArFpCf48uWhtAYVNWKPrNXrXRDthxAnnUF4RZBDk2nSzxBZmQCPLqQ8nzEe": "tac_agent_0_wm", "3MFxaNGFMYukhcASG3JL1eeKDYKwiKYje1Uhj3kyhc2A2MbpZnSR3pHsK4caVp8afrQYpvpcbkXPsaurDvJSkYU8vkSZ3W4S2eAgZvwTntySjL8UDxNUpz4kJSJGvsKcEifyE4hwspPfcuw2m5b46EUgyFSL88SEkrTfHRQyM1W5XLwczVoQt4AfbjVG2qQtFqU811znzMByiZqyvMwu6RjHWkw": "tac_agent_4_wm", 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"tac_good_8_pbk": "tac_good_8", "tac_good_9_pbk": "tac_good_9"}}, "initialization": {"initial_money_amounts": [200.0, 200.0, 200.0, 200.0, 200.0, 200.0, 200.0, 200.0, 200.0, 200.0], "endowments": [[2, 2, 2, 2, 2, 2, 2, 2, 2, 2], [2, 2, 2, 2, 2, 2, 2, 2, 2, 2], [2, 2, 2, 2, 2, 2, 2, 2, 2, 2], [2, 2, 2, 2, 2, 2, 2, 2, 2, 2], [2, 2, 2, 2, 2, 2, 2, 2, 2, 2], [2, 2, 2, 2, 2, 2, 2, 2, 2, 2], [2, 2, 2, 2, 2, 2, 2, 2, 2, 2], [2, 2, 2, 2, 2, 2, 2, 2, 2, 2], [2, 2, 2, 2, 2, 2, 2, 2, 2, 2], [2, 2, 2, 2, 2, 2, 2, 2, 2, 2]], "utility_params": [[11.790000000000001, 11.66, 3.3000000000000003, 10.39, 11.91, 7.35, 12.67, 11.53, 12.17, 7.23], [3.42, 12.1, 17.349999999999998, 13.01, 8.219999999999999, 16.439999999999998, 2.0500000000000003, 7.31, 6.16, 13.94], [0.25, 3.81, 13.450000000000001, 8.12, 21.07, 16.5, 13.450000000000001, 5.08, 12.18, 6.09], [19.82, 7.13, 1.34, 4.01, 9.13, 15.809999999999999, 4.68, 7.13, 22.27, 8.68], [14.149999999999999, 0.9199999999999999, 0.31, 24.310000000000002, 14.46, 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\ No newline at end of file
diff --git a/data/experiments/EX_2/game_40/game.json b/data/experiments/EX_2/game_40/game.json
new file mode 100644
index 00000000..ad8965d8
--- /dev/null
+++ b/data/experiments/EX_2/game_40/game.json
@@ -0,0 +1 @@
+{"configuration": {"version_id": "game_40", "nb_agents": 10, "nb_goods": 10, "tx_fee": 0.1, "agent_pbk_to_name": {"3MFxaNGFMYukhcASG3JL1eeKDYKwiKYje1Uhj3kyhc2A58FAzi2trMDbLLR1BDsjtC2dxj89XBrSvM6suE8JkzeJS4pwJGTtQorA55uoXokQqxqxSht3qnB1w98zLFEfnDWTxcnFK4cMikAdH5wReTkPUA57FraBR8jW3ZPWUAuGcex5gCkgCaijMx4A3MVqYomCf3TaCPWHFtr5sdXFY4T9kJ4": "tac_agent_8", "3MFxaNGFMYukhcASG3JL1eeKDYKwiKYje1Uhj3kyhc2A5LV644YZkigwJVd7HgtHh63zbDxR7t4D3dr3D2hYsU2LCxFfKk5BY7wrkYmQsH6CconWU1uq3tDw51B4wRYE33Va8h5pLPbAEh9uVncTEMhXwdtVDLRyJ1ajYLoEcy6QvmFsZzhiHSV5deUNhoW8teNqeMZ7fr51JNyzB8oJNnTztSV": "tac_agent_6", "3MFxaNGFMYukhcASG3JL1eeKDYKwiKYje1Uhj3kyhc2A3h7E2t672EMEBvFB2jA9Vf4cwvskRgVT9j87CVyNCrEngj5Rg7HzmAXHDycHkzeUZUHV4Vg2UCocSyS37uBBoGjw4sY7VQE2kBUgM3AuGohUKdUQm91Pb2M6RFhcGNUx9FpditawaVTcCNa29oSWWiU3T4gCTbdmuxANPeZAg6fdYfX": "tac_agent_0_wm", 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\ No newline at end of file
diff --git a/data/experiments/EX_2/game_41/game.json b/data/experiments/EX_2/game_41/game.json
new file mode 100644
index 00000000..d583d22e
--- /dev/null
+++ b/data/experiments/EX_2/game_41/game.json
@@ -0,0 +1 @@
+{"configuration": {"version_id": "game_41", "nb_agents": 10, "nb_goods": 10, "tx_fee": 0.1, "agent_pbk_to_name": {"3MFxaNGFMYukhcASG3JL1eeKDYKwiKYje1Uhj3kyhc2A2mFZtThyCYXwWhRzXaYxgP4LSyPSW1RjfqGDUHhzP9DLjfiZwG1L4iesYSTbZYCT6kcKvrfQqUX2yiPn4vD69Krr19SRftnQNo69xtf4FEsQRd5XMtzXUso5LtwWskGD3fUBh2qXrYW4yVeh1jCSEZ2BFv8R9PbkAUCQUra1k2k1oaq": "tac_agent_6", "3MFxaNGFMYukhcASG3JL1eeKDYKwiKYje1Uhj3kyhc2A4i8ZNynmT1jyWxC9vikX1uVaucKWYgz9FL464Bf6YzPsg32qu4Uwp6Sj5bpw2VXhMwJWNoVZ4XR9PMXJePgiWydAQQah4WZadckuq6wnabuBwKTrEfRGwthxM5N3MyvYMnFDcJzmRBL5WeziZK34v2qjmgVFGqRbUXuRpFSeu3X4RyH": "tac_agent_0_wm", "3MFxaNGFMYukhcASG3JL1eeKDYKwiKYje1Uhj3kyhc2A74CjDZPGHkCcYDZEa2pp71pUtw7HmawUATXakn9KFkazW8zEPPWLnNGHfX8Df7VU3RAz6KFGSv5EZDAJ5EAz66quwcCMG5Nmufxtrh3zHJZ2XL7Sj9cazt4PVwH65bY497g8fiQMRvhnWcYLNkkpVq1uMXRSd75UsArknrQu9eDzgJd": "tac_agent_7", 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\ No newline at end of file
diff --git a/data/experiments/EX_2/game_42/game.json b/data/experiments/EX_2/game_42/game.json
new file mode 100644
index 00000000..0a8de9b6
--- /dev/null
+++ b/data/experiments/EX_2/game_42/game.json
@@ -0,0 +1 @@
+{"configuration": {"version_id": "game_42", "nb_agents": 10, "nb_goods": 10, "tx_fee": 0.1, "agent_pbk_to_name": {"3MFxaNGFMYukhcASG3JL1eeKDYKwiKYje1Uhj3kyhc2A4CTbaEjsZyVewsHF3SsuFH8qGMktN2c6s4eZ5NiHQULER84ZZyF7aXQY34JsY4PDUpJrZxgWcjCihcduPPWEr1Tz3mz5vrX9dfE9f8CkCDUkcPn6Wsv46oSWPWhgyPtruf16VYkvnYvGTmr4J9ED93phNnBdjzR5rUFGqP6R4wamr15": "tac_agent_1_wm", "3MFxaNGFMYukhcASG3JL1eeKDYKwiKYje1Uhj3kyhc2A7tBzhcHry9CBFcACPGEw5Y2ypiQE51a3bPu29dfmkponPMMa9Ec4xZEjM9ACSZaHhgTS4APKx6pQoGiVPpTp7dV74Y3pQWNBFQW1zRU297aGg6CocTAYh9bDRmpqmAKwTebvfvhHRVovKxVNy2JJa1sYC7nDVQC2KX9nzPBp9bPtBWy": "tac_agent_3_wm", "3MFxaNGFMYukhcASG3JL1eeKDYKwiKYje1Uhj3kyhc2A4bYwXSjXDpMurxZngheVRo7uknWgsK1UdXroW6ZpShQaWUujgtTtCxe3UU1UrNBZDVrtfLifFBQr4MoUc6VxjVQLEMf4cZbzB4fkzx6QQ14secsZyVpqn2undyLhYnpa3iaDagmh5FSLMpKJ5DRXYRXJx6DHgfxaaPU2HuE8R5Mm6eT": "tac_agent_8", 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\ No newline at end of file
diff --git a/data/experiments/EX_2/game_43/game.json b/data/experiments/EX_2/game_43/game.json
new file mode 100644
index 00000000..a88ea3a1
--- /dev/null
+++ b/data/experiments/EX_2/game_43/game.json
@@ -0,0 +1 @@
+{"configuration": {"version_id": "game_43", "nb_agents": 10, "nb_goods": 10, "tx_fee": 0.1, "agent_pbk_to_name": {"3MFxaNGFMYukhcASG3JL1eeKDYKwiKYje1Uhj3kyhc2A5qHHh2AEqJxz3vQ3RBRMmWNv1Z6729g9f7atqdihzW2gjG2a6anLKkYtgPcXQwVDgCRzUeoncbiF28oyJ31roqfS9zhvJYBJkkk11zX1GfMbJjhfJTBDCDtjwyKjpAXfxTsWfhe6jnBJ22m1jzH7aJhbL2ZYUQrPzwMyrqfLN2YCBgo": "tac_agent_3_wm", "3MFxaNGFMYukhcASG3JL1eeKDYKwiKYje1Uhj3kyhc2A2kaFZCVK2Yy1nPQAfEhbtu7trXWqe7udixwitg5mY4Ur3JKSroMSuqZuwVb5da5MuRuCVL5kbEyNi1VhsExfEz3txvb94sWWPUyC2v8qi9S8wQP4n1QQd4P8RU9MXDPVgiD9cvh8uR1FGosVErDQESDAJxDddWxJb3DArwgKEZLA2sU": "tac_agent_7", "3MFxaNGFMYukhcASG3JL1eeKDYKwiKYje1Uhj3kyhc2A8CZLKPkJ338CFVwdgQHq3dT9naqPQeCbeLZ6j4i6KkfX91NZXNy6j5V58rMofHV64hyKxDj1pYBVahDsGR2zWWdkb5SVom8DibWCfgnvQYMVL97FkEfubnGemzhnrhJma6Fjkmddb2hLLWdabea7cdMVkgcHpZ8XcB9cvdKK41kxGKb": "tac_agent_0_wm", 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"tac_good_8_pbk": "tac_good_8", "tac_good_9_pbk": "tac_good_9"}}, "initialization": {"initial_money_amounts": [200.0, 200.0, 200.0, 200.0, 200.0, 200.0, 200.0, 200.0, 200.0, 200.0], "endowments": [[2, 2, 2, 2, 2, 2, 2, 2, 2, 2], [2, 2, 2, 2, 2, 2, 2, 2, 2, 2], [2, 2, 2, 2, 2, 2, 2, 2, 2, 2], [2, 2, 2, 2, 2, 2, 2, 2, 2, 2], [2, 2, 2, 2, 2, 2, 2, 2, 2, 2], [2, 2, 2, 2, 2, 2, 2, 2, 2, 2], [2, 2, 2, 2, 2, 2, 2, 2, 2, 2], [2, 2, 2, 2, 2, 2, 2, 2, 2, 2], [2, 2, 2, 2, 2, 2, 2, 2, 2, 2], [2, 2, 2, 2, 2, 2, 2, 2, 2, 2]], "utility_params": [[1.94, 10.56, 19.439999999999998, 1.94, 5.56, 22.78, 5.83, 0.5599999999999999, 25.0, 6.39], [1.96, 4.91, 5.56, 12.11, 13.91, 14.89, 9.82, 12.11, 13.089999999999998, 11.64], [9.11, 0.72, 8.39, 7.670000000000001, 6.47, 4.8, 22.78, 4.32, 16.55, 19.189999999999998], [5.34, 3.92, 14.760000000000002, 11.77, 7.6899999999999995, 11.93, 14.6, 13.19, 14.44, 2.36], [9.85, 4.51, 16.189999999999998, 0.67, 9.85, 16.189999999999998, 6.34, 6.18, 14.52, 15.7], [8.94, 17.43, 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\ No newline at end of file
diff --git a/data/experiments/EX_2/game_44/game.json b/data/experiments/EX_2/game_44/game.json
new file mode 100644
index 00000000..aa865623
--- /dev/null
+++ b/data/experiments/EX_2/game_44/game.json
@@ -0,0 +1 @@
+{"configuration": {"version_id": "game_44", "nb_agents": 10, "nb_goods": 10, "tx_fee": 0.1, "agent_pbk_to_name": {"3MFxaNGFMYukhcASG3JL1eeKDYKwiKYje1Uhj3kyhc2A7UsGH89JcpfUn8WsYixx3m7yXgPw6c5jesdUEuLX8hoRxy4p9SpL5w7HwqogXreX5B4JC8v1upZMkRXhZdBNkcHEpmYZqJ2GMnzeDvgPUeyeVWzZQz78YsTLyciJmHTfk2wEvgss5tLXDUd9AJd1iUsiJreWkPomTyuJzNzNd2eLAN4": "tac_agent_7", "3MFxaNGFMYukhcASG3JL1eeKDYKwiKYje1Uhj3kyhc2A6yGPFpNMStcMr3SZHNVVzbptx511jy9Hcevy7CFvomg1AwKhaexroeRA9kh9NsG9ijQaC6meK4PqmPoMSPqHZcvBtj4ZnhYjgmrZN5gcJxucg5NVeEXL6uS5rpqaHe6Qh8ym64norqBMV7UaWXroFMxUh1VXE3dzo5TCHebLo9HkNxc": "tac_agent_6", "3MFxaNGFMYukhcASG3JL1eeKDYKwiKYje1Uhj3kyhc2A8V1tiQTGUKUQ4zsw3ghaF1DB21otEx7qkxFvyzb6QddNZLLXbodgwosxzzgFen9y3ShjyFGP3deB5bWt6anHP8Z6sR34FfABSbvZGS5fhuyBzqTPf5ySnjBH1VH7nxs3knyBsJGvJUyL4JSvq5T699VFiuyqUd14ZjytgUZS7zkzbKt": "tac_agent_2_wm", 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"tac_good_8_pbk": "tac_good_8", "tac_good_9_pbk": "tac_good_9"}}, "initialization": {"initial_money_amounts": [200.0, 200.0, 200.0, 200.0, 200.0, 200.0, 200.0, 200.0, 200.0, 200.0], "endowments": [[2, 2, 2, 2, 2, 2, 2, 2, 2, 2], [2, 2, 2, 2, 2, 2, 2, 2, 2, 2], [2, 2, 2, 2, 2, 2, 2, 2, 2, 2], [2, 2, 2, 2, 2, 2, 2, 2, 2, 2], [2, 2, 2, 2, 2, 2, 2, 2, 2, 2], [2, 2, 2, 2, 2, 2, 2, 2, 2, 2], [2, 2, 2, 2, 2, 2, 2, 2, 2, 2], [2, 2, 2, 2, 2, 2, 2, 2, 2, 2], [2, 2, 2, 2, 2, 2, 2, 2, 2, 2], [2, 2, 2, 2, 2, 2, 2, 2, 2, 2]], "utility_params": [[9.41, 8.53, 5.91, 10.5, 5.6899999999999995, 3.94, 9.629999999999999, 20.349999999999998, 17.07, 8.97], [2.81, 10.35, 11.93, 9.3, 6.84, 15.790000000000001, 14.74, 13.33, 11.75, 3.16], [19.89, 3.81, 16.89, 9.81, 10.35, 19.89, 5.18, 3.0, 4.63, 6.550000000000001], [11.17, 6.21, 12.94, 11.88, 0.7100000000000001, 10.82, 13.48, 12.770000000000001, 14.01, 6.01], [9.33, 18.89, 3.11, 8.0, 16.669999999999998, 18.89, 0.44, 16.89, 7.33, 0.44999999999999996], 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\ No newline at end of file
diff --git a/data/experiments/EX_2/game_45/game.json b/data/experiments/EX_2/game_45/game.json
new file mode 100644
index 00000000..6a611266
--- /dev/null
+++ b/data/experiments/EX_2/game_45/game.json
@@ -0,0 +1 @@
+{"configuration": {"version_id": "game_45", "nb_agents": 10, "nb_goods": 10, "tx_fee": 0.1, "agent_pbk_to_name": {"3MFxaNGFMYukhcASG3JL1eeKDYKwiKYje1Uhj3kyhc2A8znbSctwHDBjVtZkJmozcUtGobSHJyi7bAYzkzve4owRoN8ocSoifxfiMmiyt8DYx147ScEnu9gmEZk1bvAfofJ1ijUNMFVC923By6zXNiWx1aDeBTuU1YSWW75FwwVesUJpierWDdALLvzKM1kLQ4aysTspgQSqMwcCAWRmZD7NeE9": "tac_agent_2_wm", "3MFxaNGFMYukhcASG3JL1eeKDYKwiKYje1Uhj3kyhc2A1Lsg5WyeCJ2pRaMcV7W4shLdBQkTSguoJVrMGx7Sy8dP1J16cAvpyfob9u5oGYRNyo3k6qRaMqcfYFmtaQKLgETtFxbrrPuGp9ukfHWS6rpLWxddgwjyoBdfpzJWiVa8oeupGVyXxexYXjJQc1TQmHXs15QYenFa4M9rvP4Zdqa3jzs": "tac_agent_5", "3MFxaNGFMYukhcASG3JL1eeKDYKwiKYje1Uhj3kyhc2A8WLbu5hvmWeqEeABasQdpo63y9oyhxnJC27L4tQ3LupbdZbKbsEo8ituFtCrRg1LRsdQth6vTpMF4DLTvU3Ye1DM4ieKe5Fc9aJFFzQAmTJejEeyCQzo8b6zoR1t8xW1qm5S8uABvUP5gDwAkKQXfZDmarzQQGgmx5G36aogX4E968E": "tac_agent_0_wm", 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"tac_good_8_pbk": "tac_good_8", "tac_good_9_pbk": "tac_good_9"}}, "initialization": {"initial_money_amounts": [200.0, 200.0, 200.0, 200.0, 200.0, 200.0, 200.0, 200.0, 200.0, 200.0], "endowments": [[2, 2, 2, 2, 2, 2, 2, 2, 2, 2], [2, 2, 2, 2, 2, 2, 2, 2, 2, 2], [2, 2, 2, 2, 2, 2, 2, 2, 2, 2], [2, 2, 2, 2, 2, 2, 2, 2, 2, 2], [2, 2, 2, 2, 2, 2, 2, 2, 2, 2], [2, 2, 2, 2, 2, 2, 2, 2, 2, 2], [2, 2, 2, 2, 2, 2, 2, 2, 2, 2], [2, 2, 2, 2, 2, 2, 2, 2, 2, 2], [2, 2, 2, 2, 2, 2, 2, 2, 2, 2], [2, 2, 2, 2, 2, 2, 2, 2, 2, 2]], "utility_params": [[12.1, 3.75, 0.86, 11.82, 23.630000000000003, 0.58, 8.93, 1.15, 24.21, 12.97], [13.420000000000002, 6.49, 5.43, 9.950000000000001, 11.92, 13.120000000000001, 11.31, 8.6, 12.82, 6.94], [5.43, 7.3, 4.92, 8.15, 16.98, 8.66, 11.540000000000001, 3.4000000000000004, 16.470000000000002, 17.150000000000002], [7.8100000000000005, 5.33, 5.8999999999999995, 4.19, 14.099999999999998, 13.139999999999999, 17.52, 17.14, 3.05, 11.82], [15.53, 6.63, 16.02, 15.7, 0.65, 15.21, 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\ No newline at end of file
diff --git a/data/experiments/EX_2/game_46/game.json b/data/experiments/EX_2/game_46/game.json
new file mode 100644
index 00000000..78e01a17
--- /dev/null
+++ b/data/experiments/EX_2/game_46/game.json
@@ -0,0 +1 @@
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\ No newline at end of file
diff --git a/data/experiments/EX_2/game_47/game.json b/data/experiments/EX_2/game_47/game.json
new file mode 100644
index 00000000..9b00390c
--- /dev/null
+++ b/data/experiments/EX_2/game_47/game.json
@@ -0,0 +1 @@
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diff --git a/data/experiments/EX_2/game_48/game.json b/data/experiments/EX_2/game_48/game.json
new file mode 100644
index 00000000..624fedfe
--- /dev/null
+++ b/data/experiments/EX_2/game_48/game.json
@@ -0,0 +1 @@
+{"configuration": {"version_id": "game_48", "nb_agents": 10, "nb_goods": 10, "tx_fee": 0.1, "agent_pbk_to_name": {"3MFxaNGFMYukhcASG3JL1eeKDYKwiKYje1Uhj3kyhc2A7sgWQ33jSKZwXGsNBehQCntthtAQSuwz3bVUpHz51yDP2BBMnqxWMnnvTRmvC6suuaMEpfeXr215NFQfxvx9nGvkAJchs1rjmpedw8QAC5uHVYEG6wBBgjjddEsTVMuGGYhwJkq2vE6FvJynRuJKt47YKBLvK5c9PGFvHgroqJvUecB": "tac_agent_1_wm", "3MFxaNGFMYukhcASG3JL1eeKDYKwiKYje1Uhj3kyhc2A9QsfofhhFBrL5Qirb128vWvyb8VYvLkCSuMD3TKpAzZACQjXdz1Y2rWBy7WSrHTGS5dsxG6KysNrrN2pnfmG1H6fUsGXfHuJ2Wmvqv9rZf3whovDZpuYxT8AJjgd7YrAyWZTBypRGbeDTs95zoNhBxfueuH7eBFvEpY8ijxvhv5cN1F": "tac_agent_0_wm", "3MFxaNGFMYukhcASG3JL1eeKDYKwiKYje1Uhj3kyhc2A2kXhCXD5g9Zsh5xCsTiVe5R5K7geejfNgE2Ahhiife7GKDvxzV7gfM8aaUQEHdKLBD7s1q92CYJbkuQumcvFtyYJFjQTsTT4nA3UycUADsbarp9gUA895hEJmvmfDHPCM1Tpy2GLnG8xcypzkhBkvVf84tR8pB2CxnPj6arckaV1EuV": "tac_agent_8", 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\ No newline at end of file
diff --git a/data/experiments/EX_2/game_49/game.json b/data/experiments/EX_2/game_49/game.json
new file mode 100644
index 00000000..bedf025b
--- /dev/null
+++ b/data/experiments/EX_2/game_49/game.json
@@ -0,0 +1 @@
+{"configuration": {"version_id": "game_49", "nb_agents": 10, "nb_goods": 10, "tx_fee": 0.1, "agent_pbk_to_name": {"3MFxaNGFMYukhcASG3JL1eeKDYKwiKYje1Uhj3kyhc2A249SpCnH9pf4U8su3UqVfGKxxwFrBvNBN2yLKTStfHNEsAPK99Mnxvyyb1x1WaUZdHbeAN9uxJMzEcnNHXwxnnaLyyTkHZA3c8T8rix5bMahb3ckb3mSDgokRt1mHRN95vmy8972iK5aX5JQ2YSAgwsM6KGkCmFrHwtqYMF5ebyLpkP": "tac_agent_1_wm", "3MFxaNGFMYukhcASG3JL1eeKDYKwiKYje1Uhj3kyhc2A9QpznG75HRPr1iBxYqG9xsryW5kT5hdLMJfiw7PD91qe6rTD3B9wwWhLjmMZVDa2ii3kUQXp8mVKKFKmZ71NgzuhiyetpU2k5fij7BB866joxrVFgNeMU8RgZgvqsQiSfjpzdpmJAE8UPgSdte1HRHM8msbeU5YCfgL6goRviFzUd9J": "tac_agent_3_wm", "3MFxaNGFMYukhcASG3JL1eeKDYKwiKYje1Uhj3kyhc2A973azvuKX3BvVtuW7xXmkJW3gZvArrNq9YsHeuzZ7vyKcwgzdNV6dwEpQf59qs1fft1RKY9jGyFqG4W1Wv3j3oowb9XfefyPv26jyuTuAi93qXvH9SRX7KNCeayKYRsQkUrG9Upq66WBLJZmj9eJMtkEexyxfxnuGBtKbnzV3FBis1L": "tac_agent_0_wm", 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\ No newline at end of file
diff --git a/data/experiments/EX_2/game_50/game.json b/data/experiments/EX_2/game_50/game.json
new file mode 100644
index 00000000..362203c7
--- /dev/null
+++ b/data/experiments/EX_2/game_50/game.json
@@ -0,0 +1 @@
+{"configuration": {"version_id": "game_50", "nb_agents": 10, "nb_goods": 10, "tx_fee": 0.1, "agent_pbk_to_name": {"3MFxaNGFMYukhcASG3JL1eeKDYKwiKYje1Uhj3kyhc2A5L54trDhnam5iRSF1Ryghsj7FrRvvLN98n5Vc6oNa2WixwfEDvzziyVzpMwKZR3zjx3WBHV3cNuLBJnU5zv1PxyQ7RBx13RLxrpAQ5tAhUTZvSby3DgFJH7tjA3VxvRALrB57P9uZn5y2AXErGWymebY5EiDbN1qwjypVsMbJh6h8RK": "tac_agent_7", "3MFxaNGFMYukhcASG3JL1eeKDYKwiKYje1Uhj3kyhc2A7zTJEmb9G1MMLFoVBd3QHySwEjGUSbBnkAr1fPCiNv8oRfzwHAorv1bbfbqn1m4QvWBBrkdi7H445xy4DvuYJiLZh8mP27kts9sCiLYNbikfNhTfB3dioFmJUtL64kBHyUtj1H8JPhXvVV5MrHwf52QTMeBmhGLRGxrwFDQT51r2YMj": "tac_agent_9", "3MFxaNGFMYukhcASG3JL1eeKDYKwiKYje1Uhj3kyhc2A4pp3W7tnToYJN3VfwrR3thbJZZcRdFWBCWuNixyV5BXbr3LRodJ1f7AvTExVtYuQYghCwXEXBM1c5RWGAfF16nWJFJPU4GMSnVdJggq6RU77hL3aVn9AyqjT2nJQy79Zx15uAeiQKP5v7osXHLEDCHAfzHMZAmNpPC2XxgtFoSBRPJ5": "tac_agent_0_wm", 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"tac_good_8_pbk": "tac_good_8", "tac_good_9_pbk": "tac_good_9"}}, "initialization": {"initial_money_amounts": [200.0, 200.0, 200.0, 200.0, 200.0, 200.0, 200.0, 200.0, 200.0, 200.0], "endowments": [[2, 2, 2, 2, 2, 2, 2, 2, 2, 2], [2, 2, 2, 2, 2, 2, 2, 2, 2, 2], [2, 2, 2, 2, 2, 2, 2, 2, 2, 2], [2, 2, 2, 2, 2, 2, 2, 2, 2, 2], [2, 2, 2, 2, 2, 2, 2, 2, 2, 2], [2, 2, 2, 2, 2, 2, 2, 2, 2, 2], [2, 2, 2, 2, 2, 2, 2, 2, 2, 2], [2, 2, 2, 2, 2, 2, 2, 2, 2, 2], [2, 2, 2, 2, 2, 2, 2, 2, 2, 2], [2, 2, 2, 2, 2, 2, 2, 2, 2, 2]], "utility_params": [[12.16, 13.66, 8.41, 5.26, 14.71, 4.65, 13.66, 8.41, 5.56, 13.52], [9.91, 10.79, 2.42, 12.559999999999999, 4.8500000000000005, 9.25, 17.62, 13.66, 4.63, 14.31], [14.510000000000002, 9.3, 4.08, 9.07, 3.85, 13.15, 1.13, 22.45, 11.559999999999999, 10.9], [6.78, 12.1, 8.110000000000001, 13.03, 9.84, 10.9, 10.9, 11.97, 6.12, 10.25], [4.83, 0.97, 12.93, 9.07, 7.53, 19.5, 17.37, 5.9799999999999995, 3.09, 18.73], [13.530000000000001, 4.2299999999999995, 18.39, 2.33, 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\ No newline at end of file
diff --git a/data/experiments/EX_2/game_51/game.json b/data/experiments/EX_2/game_51/game.json
new file mode 100644
index 00000000..101a3d8e
--- /dev/null
+++ b/data/experiments/EX_2/game_51/game.json
@@ -0,0 +1 @@
+{"configuration": {"version_id": "game_51", "nb_agents": 10, "nb_goods": 10, "tx_fee": 0.1, "agent_pbk_to_name": {"3MFxaNGFMYukhcASG3JL1eeKDYKwiKYje1Uhj3kyhc2A69KXohoxLFmVoC5dzDWSzXaXLFdf82vHM6YQESwJ31gLCbmo2aMQLSYSwiVfSQMTVUktfHgnKCSW6hfxAd83TvNaTEMJXv8UmgiHouEseVRxtVGNMhSp3udpt6H38GFcQT9ECjSXMXTeufyAxgmvEvnE2VMmyTNFMunwLfRerK7f6Zq": "tac_agent_5", "3MFxaNGFMYukhcASG3JL1eeKDYKwiKYje1Uhj3kyhc2A3b9YxXV3g5e4G8H8uPUoL7CGZn6YHKoZ2ExRdBdRv1BhHQxeyyJ1rSHHQRhQDwhSFNUn1qJTGEXxYHzL4E9asiCxfNNfs5FBMo68Nxkh8P8hqQgusXPZLxXJAf94uiJg4PQnuAToHe5sF7VboNtLyaKkb3qT5o7ZR2v13iFRFYWPMZ7": "tac_agent_9", "3MFxaNGFMYukhcASG3JL1eeKDYKwiKYje1Uhj3kyhc2A2N62swLyR9YJfcgPVpcZGq2fJtZjaqxaMT32c2rafrDNHHVmWR8tHag44jX9wHzEaMNLtkJh3KVEPgGHFyA6KttBiaoZdsmqw5TPqm8BiatDk7bnmo1dqhiDzukkheGfG6q3QH6Ds8sWTvr3GRKM6ZXmhRh3FcppWwWaYYMPVSHuc8Y": "tac_agent_0_wm", 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\ No newline at end of file
diff --git a/data/experiments/EX_2/game_52/game.json b/data/experiments/EX_2/game_52/game.json
new file mode 100644
index 00000000..8fffea2b
--- /dev/null
+++ b/data/experiments/EX_2/game_52/game.json
@@ -0,0 +1 @@
+{"configuration": {"version_id": "game_52", "nb_agents": 10, "nb_goods": 10, "tx_fee": 0.1, "agent_pbk_to_name": {"3MFxaNGFMYukhcASG3JL1eeKDYKwiKYje1Uhj3kyhc2A8v1Z1De3xityzrQ7Bds3zfanDsWQN1ujudGjf7YsLBqmGRfxzBwY4Su2iiiXS68ybVsAwVR8FQ3RzVGFFMYy1b4gLctexHZ8DaVsY5YrL7DfgpvAshCBWmcsvC4PtBF2rnPPRzN2PXJo6V4Gq3FZfkmo21WKvBmT45UEkfLgvXwkMu7": "tac_agent_5", "3MFxaNGFMYukhcASG3JL1eeKDYKwiKYje1Uhj3kyhc2A2ZSxKxVFBjY6L93LmmnxonKa7ymEMUK6eKMUe3L75WZ4Jy6ixdjCtVNPAbd99dHX8gCpByfieDh741cWgEPS2myiLsgFs4UHxZHuCpMMw7fnQuZcu5ZL7FWjuGXdob1DK2hLy5a2iaddY7pRMBzMaui6Zws9KMAjByY4PmfmQjzrV68": "tac_agent_6", "3MFxaNGFMYukhcASG3JL1eeKDYKwiKYje1Uhj3kyhc2A1kKGC97dVfXVgP4hJ5kawmfikMAQtJacguBiiaSnhL72jmPFygT3A3KtCWRZDk88LgCMSUP3rMcNS853UAsikapXrfSDtV5owfVqttYbtnGjAVzCVsXhd6p82sxpqr1d38KoDt7uZrPd2wsQJzZfGqz7p9phvSrFCFNGVjsuUaxKUJC": "tac_agent_8", 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\ No newline at end of file
diff --git a/data/experiments/EX_2/game_53/game.json b/data/experiments/EX_2/game_53/game.json
new file mode 100644
index 00000000..f279cd9c
--- /dev/null
+++ b/data/experiments/EX_2/game_53/game.json
@@ -0,0 +1 @@
+{"configuration": {"version_id": "game_53", "nb_agents": 10, "nb_goods": 10, "tx_fee": 0.1, "agent_pbk_to_name": {"3MFxaNGFMYukhcASG3JL1eeKDYKwiKYje1Uhj3kyhc2A52P6hHpwfDiftucFUtUParrqE2ewb8YHsumW2zbHdrrWAnpacPVZ7Gdx3ejzoTgcPyHcxiWiT1Dip1ULAmoQkHrT6ZX3PfP5vTG6GrnX7gfPTQ6d6j3miMFqYavomeFfxUkKiQriVJE14BpnFGpzRKQio9izFFAMFj8C55S8hsa3J4f": "tac_agent_5", "3MFxaNGFMYukhcASG3JL1eeKDYKwiKYje1Uhj3kyhc2A97vjRK1mJvxuhWjpSg8zQzs45hbTenKe4vBebFPgd9TZ4GUuhQeTHdrWySPLkMapmAs4x9nXwL7EZgsiw6NTFmyYSpGhWF16LG3XB5G4UFxnNtQZKh61N5xVuVND3cgAPYMNoYEcWoYkUCjzkZLAZgdUqG3QK8qj4FCYf3qYQkTjR8k": "tac_agent_4_wm", "3MFxaNGFMYukhcASG3JL1eeKDYKwiKYje1Uhj3kyhc2A3yo8Jr4ywPJ18oBpwqQNLPwj8gAUVH5UwUWR5bdXUHCBhM58zRjh9jLoCQ9fSYvpyoVeSLMBQzrhqvScVbbYWpAKCSzNJnx66MfRyYCKkDmnyAKrrWA4kbrZzGdKBECXFFjm6rSUMcJttxfHFyrzCXDEzHU9zSZcNopwVDK9KJjUQK6": "tac_agent_6", 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\ No newline at end of file
diff --git a/data/experiments/EX_2/game_54/game.json b/data/experiments/EX_2/game_54/game.json
new file mode 100644
index 00000000..9e26dfee
--- /dev/null
+++ b/data/experiments/EX_2/game_54/game.json
@@ -0,0 +1 @@
+{}
\ No newline at end of file
diff --git a/data/experiments/EX_2/game_55/game.json b/data/experiments/EX_2/game_55/game.json
new file mode 100644
index 00000000..880d8fc8
--- /dev/null
+++ b/data/experiments/EX_2/game_55/game.json
@@ -0,0 +1 @@
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\ No newline at end of file
diff --git a/data/experiments/EX_2/game_56/game.json b/data/experiments/EX_2/game_56/game.json
new file mode 100644
index 00000000..1213685a
--- /dev/null
+++ b/data/experiments/EX_2/game_56/game.json
@@ -0,0 +1 @@
+{"configuration": {"version_id": "game_56", "nb_agents": 10, "nb_goods": 10, "tx_fee": 0.1, "agent_pbk_to_name": {"3MFxaNGFMYukhcASG3JL1eeKDYKwiKYje1Uhj3kyhc2A6xZkhpkw2pz2B8uYoKiSMoqEUuaBSzfJt8C3FxDK3yyF7tC3TkUwoNPVmazpX9HozHJGjrRHZ3TNtjJpnUu3pZCJ5A4HkdxTCdUbVg5kY8YsE2RD73SF6MmKSL54ApXnNRwoGyj1rga4wjXR3FKWStPKSKhdK6ErdX2EdGyFpT9DZxa": "tac_agent_8", "3MFxaNGFMYukhcASG3JL1eeKDYKwiKYje1Uhj3kyhc2A2Yf7uj6UX4o9ebq2xrTrKCweGG3Y6Sn2pSjHpJn2rDJSVM6qRmiWmcWdG86S6cMUM8crLNRSK7KbQsQSJdACZNBiQvLDc972VFxvzMv4bGiihzrruEtNq9MKvsrujvH37Tq1ZzptPUKQ2ZUCyXUV3xtmsRuQp56SDeHyiUF8S9cCDYK": "tac_agent_5", "3MFxaNGFMYukhcASG3JL1eeKDYKwiKYje1Uhj3kyhc2A7B4tQnR8ZV2K174zsce3HCvQiYa6o82717LFZWZo7eVfzkTM2rYwE3Hundzm1rssWjKpAcbrCZzoWmkuRGdBUDnf9y9DYN2VWFsJs35NCxXtqj1fzhiToNVmiZqJPKdQrENKkP3RZDyeAUbE2WR4k9aTH4gpX9qxiyF3NKyCD5JtxxZ": "tac_agent_7", 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\ No newline at end of file
diff --git a/data/experiments/EX_2/game_57/game.json b/data/experiments/EX_2/game_57/game.json
new file mode 100644
index 00000000..2c699626
--- /dev/null
+++ b/data/experiments/EX_2/game_57/game.json
@@ -0,0 +1 @@
+{"configuration": {"version_id": "game_57", "nb_agents": 10, "nb_goods": 10, "tx_fee": 0.1, "agent_pbk_to_name": {"3MFxaNGFMYukhcASG3JL1eeKDYKwiKYje1Uhj3kyhc2A8CJMjVsTZpLGekby68HgyQkk9ZssvFb3sFB77dB1NRuKwquUi3eJC739HQpLXjvNyXLUsNPDHmHz6V3Aw9QcDWZZtpF4qU9H7QhXCcQe4WKTmHjtpJvofRvAjAH6tvSfBReEAbucDbaDAEgVj2gx7fpe9h9SK36j25iNXJcGWS7HmJj": "tac_agent_0_wm", "3MFxaNGFMYukhcASG3JL1eeKDYKwiKYje1Uhj3kyhc2A2fn9de4EmNYw5yUeXHn2hmYSHSs1roK8wQBgdDm4cpU9yAm9t8oscXHj2jr7cdq38gog3zfaZT5TbAj9NsUBUJS3AExteFTiBCwmsFySLFLKV4Af6DVzxsvDrRLvAamj5m2bxSUjPkQEZjCXTV6havyY7Qnq7i4F5WqfHtvD6FKoE27": "tac_agent_6", "3MFxaNGFMYukhcASG3JL1eeKDYKwiKYje1Uhj3kyhc2A7z9Yo4HpN8dBSQjz3ArWAieR9P6BxyuioeDFoce3j19rKbHRWpEe3WawGUCABYipCuepnz7ww6EKrVKguAvm1hMH2c9igjfHvQFQEkoGU4nU75pfVBcB8Tq4gew1dy1L4GSefMc9VTJbEDLxWA1LMGj8tqGYcrhKeeZKq4YFoaqbEmC": "tac_agent_8", 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"tac_good_8_pbk": "tac_good_8", "tac_good_9_pbk": "tac_good_9"}}, "initialization": {"initial_money_amounts": [200.0, 200.0, 200.0, 200.0, 200.0, 200.0, 200.0, 200.0, 200.0, 200.0], "endowments": [[2, 2, 2, 2, 2, 2, 2, 2, 2, 2], [2, 2, 2, 2, 2, 2, 2, 2, 2, 2], [2, 2, 2, 2, 2, 2, 2, 2, 2, 2], [2, 2, 2, 2, 2, 2, 2, 2, 2, 2], [2, 2, 2, 2, 2, 2, 2, 2, 2, 2], [2, 2, 2, 2, 2, 2, 2, 2, 2, 2], [2, 2, 2, 2, 2, 2, 2, 2, 2, 2], [2, 2, 2, 2, 2, 2, 2, 2, 2, 2], [2, 2, 2, 2, 2, 2, 2, 2, 2, 2], [2, 2, 2, 2, 2, 2, 2, 2, 2, 2]], "utility_params": [[15.25, 1.53, 2.54, 1.1900000000000002, 12.2, 7.969999999999999, 15.079999999999998, 15.590000000000002, 16.78, 11.87], [12.64, 13.41, 10.73, 7.470000000000001, 8.43, 6.13, 17.05, 10.73, 5.56, 7.85], [14.680000000000001, 8.260000000000002, 10.549999999999999, 8.870000000000001, 14.680000000000001, 7.95, 11.62, 10.4, 7.6499999999999995, 5.34], [4.26, 8.88, 16.16, 17.05, 3.91, 2.31, 15.1, 14.56, 7.46, 10.31], [13.0, 9.56, 15.870000000000001, 6.5, 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\ No newline at end of file
diff --git a/data/experiments/EX_2/game_58/game.json b/data/experiments/EX_2/game_58/game.json
new file mode 100644
index 00000000..3b95f377
--- /dev/null
+++ b/data/experiments/EX_2/game_58/game.json
@@ -0,0 +1 @@
+{"configuration": {"version_id": "game_58", "nb_agents": 10, "nb_goods": 10, "tx_fee": 0.1, "agent_pbk_to_name": {"3MFxaNGFMYukhcASG3JL1eeKDYKwiKYje1Uhj3kyhc2A46B4XmvKWybtkwUhP9x8LNvZXHeNfU4DNFkrNtvvZ6GngocqEWSH4j3KLJEH9BjkuZM5bbiAwJoqa5GV6T1pd8qsKpz2DLNv8ntZBZY7EcJSNEJBvjmn899YntV4y4jaMqRKU8YrCdtMDuWCiRXHvPvufXMd1F5Gt9ru9pGokjqX3wG": "tac_agent_3_wm", "3MFxaNGFMYukhcASG3JL1eeKDYKwiKYje1Uhj3kyhc2A7NGC1g7yTyhqKUP7M1dSd7nFLG3gzwSCDckhZagE8Es6ax5y9JEu4J55rEPwsWAyVm5VsDchrHDBPwtxaFobP58ABNQaAviH6uNUger4BU5vv5EXngFwpyLnWqjPTqqC5u1myrNUZT3Lmsk4PCo6bHGFPF9BAMRCrsGPsSG2bSZo1Le": "tac_agent_7", "3MFxaNGFMYukhcASG3JL1eeKDYKwiKYje1Uhj3kyhc2A1xD5dxsoWpTu9kNChUUnpWFMxVwTuHK72jFzPHwEvmmvUKJT7EVWgbw62cMQmnKsKRsyGp9mBg7toBt66M9sBkqudB87nEHide4PmbghbuwbGvZ23nek9xLKh2LoyugrJ5iKMzbHnS3LWgcQYkcRaDRUMHkrFDtwrtj2vbbwxi51Wam": "tac_agent_5", 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\ No newline at end of file
diff --git a/data/experiments/EX_2/game_59/game.json b/data/experiments/EX_2/game_59/game.json
new file mode 100644
index 00000000..b228dec2
--- /dev/null
+++ b/data/experiments/EX_2/game_59/game.json
@@ -0,0 +1 @@
+{"configuration": {"version_id": "game_59", "nb_agents": 10, "nb_goods": 10, "tx_fee": 0.1, "agent_pbk_to_name": {"3MFxaNGFMYukhcASG3JL1eeKDYKwiKYje1Uhj3kyhc2A24HM3Cm2TBwUhWidLQPcMtT7ENGreNdCNRdZX5vWRNY7uLGogHsNfuX8354MaJWnGvDiD6t3zZiQiF7BbcWFjFfkfq9x18P4teor83EBkMh6jRYK5tYJzALWEoygod9ZsWzQBtfdB9AAi4dBfyh339vzg6WaNi9GAt5w6LPDcaScDBC": "tac_agent_2_wm", "3MFxaNGFMYukhcASG3JL1eeKDYKwiKYje1Uhj3kyhc2A4vVMEZusPJpTbeoMWVQ79wtQrhiQWSjTi1E1H1C3D1PYHAMS4s5JHfiVxmM2MTKJzwyVzRcDu25kLojz5JwEbm16oSpMvEzWkmEe8qv8LkD8tsf82bjFNJGtydWBnfND3s3KxgAdmQiPyBepUYbcLubWoMADivzbqgWpFhM6eM4cc2W": "tac_agent_3_wm", "3MFxaNGFMYukhcASG3JL1eeKDYKwiKYje1Uhj3kyhc2A96Pu3MhBYXeKx81PZiuWyfA2nCuFBMbQ8gYLNct2MR4mHyiEpHqiYrfstM2mR5HRmM6VpQiU5NzWj2qfKkik4nmGy9JLxU7ai5uHnAFA1wXP2UGoeu6pV3uq4APwazGnpGoGDZGF9cgzvUpjjtf5VgYXhCj4nVMVQNQSvAhqQXHDrPB": "tac_agent_1_wm", 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\ No newline at end of file
diff --git a/data/experiments/EX_2/tempfile_controller_game_00_status.txt b/data/experiments/EX_2/tempfile_controller_game_00_status.txt
new file mode 100644
index 00000000..3b70583b
--- /dev/null
+++ b/data/experiments/EX_2/tempfile_controller_game_00_status.txt
@@ -0,0 +1 @@
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\ No newline at end of file
diff --git a/data/experiments/EX_2/tempfile_controller_game_01_status.txt b/data/experiments/EX_2/tempfile_controller_game_01_status.txt
new file mode 100644
index 00000000..3b70583b
--- /dev/null
+++ b/data/experiments/EX_2/tempfile_controller_game_01_status.txt
@@ -0,0 +1 @@
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\ No newline at end of file
diff --git a/data/experiments/EX_2/tempfile_controller_game_02_status.txt b/data/experiments/EX_2/tempfile_controller_game_02_status.txt
new file mode 100644
index 00000000..3b70583b
--- /dev/null
+++ b/data/experiments/EX_2/tempfile_controller_game_02_status.txt
@@ -0,0 +1 @@
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\ No newline at end of file
diff --git a/data/experiments/EX_2/tempfile_controller_game_03_status.txt b/data/experiments/EX_2/tempfile_controller_game_03_status.txt
new file mode 100644
index 00000000..3b70583b
--- /dev/null
+++ b/data/experiments/EX_2/tempfile_controller_game_03_status.txt
@@ -0,0 +1 @@
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\ No newline at end of file
diff --git a/data/experiments/EX_2/tempfile_controller_game_04_status.txt b/data/experiments/EX_2/tempfile_controller_game_04_status.txt
new file mode 100644
index 00000000..3b70583b
--- /dev/null
+++ b/data/experiments/EX_2/tempfile_controller_game_04_status.txt
@@ -0,0 +1 @@
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\ No newline at end of file
diff --git a/data/experiments/EX_2/tempfile_controller_game_05_status.txt b/data/experiments/EX_2/tempfile_controller_game_05_status.txt
new file mode 100644
index 00000000..3b70583b
--- /dev/null
+++ b/data/experiments/EX_2/tempfile_controller_game_05_status.txt
@@ -0,0 +1 @@
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\ No newline at end of file
diff --git a/data/experiments/EX_2/tempfile_controller_game_06_status.txt b/data/experiments/EX_2/tempfile_controller_game_06_status.txt
new file mode 100644
index 00000000..3b70583b
--- /dev/null
+++ b/data/experiments/EX_2/tempfile_controller_game_06_status.txt
@@ -0,0 +1 @@
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\ No newline at end of file
diff --git a/data/experiments/EX_2/tempfile_controller_game_07_status.txt b/data/experiments/EX_2/tempfile_controller_game_07_status.txt
new file mode 100644
index 00000000..3b70583b
--- /dev/null
+++ b/data/experiments/EX_2/tempfile_controller_game_07_status.txt
@@ -0,0 +1 @@
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\ No newline at end of file
diff --git a/data/experiments/EX_2/tempfile_controller_game_08_status.txt b/data/experiments/EX_2/tempfile_controller_game_08_status.txt
new file mode 100644
index 00000000..3b70583b
--- /dev/null
+++ b/data/experiments/EX_2/tempfile_controller_game_08_status.txt
@@ -0,0 +1 @@
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\ No newline at end of file
diff --git a/data/experiments/EX_2/tempfile_controller_game_09_status.txt b/data/experiments/EX_2/tempfile_controller_game_09_status.txt
new file mode 100644
index 00000000..3b70583b
--- /dev/null
+++ b/data/experiments/EX_2/tempfile_controller_game_09_status.txt
@@ -0,0 +1 @@
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\ No newline at end of file
diff --git a/data/experiments/EX_2/tempfile_controller_game_10_status.txt b/data/experiments/EX_2/tempfile_controller_game_10_status.txt
new file mode 100644
index 00000000..e47fe39a
--- /dev/null
+++ b/data/experiments/EX_2/tempfile_controller_game_10_status.txt
@@ -0,0 +1 @@
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\ No newline at end of file
diff --git a/data/experiments/EX_2/tempfile_controller_game_11_status.txt b/data/experiments/EX_2/tempfile_controller_game_11_status.txt
new file mode 100644
index 00000000..3b70583b
--- /dev/null
+++ b/data/experiments/EX_2/tempfile_controller_game_11_status.txt
@@ -0,0 +1 @@
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\ No newline at end of file
diff --git a/data/experiments/EX_2/tempfile_controller_game_12_status.txt b/data/experiments/EX_2/tempfile_controller_game_12_status.txt
new file mode 100644
index 00000000..3b70583b
--- /dev/null
+++ b/data/experiments/EX_2/tempfile_controller_game_12_status.txt
@@ -0,0 +1 @@
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\ No newline at end of file
diff --git a/data/experiments/EX_2/tempfile_controller_game_13_status.txt b/data/experiments/EX_2/tempfile_controller_game_13_status.txt
new file mode 100644
index 00000000..3b70583b
--- /dev/null
+++ b/data/experiments/EX_2/tempfile_controller_game_13_status.txt
@@ -0,0 +1 @@
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\ No newline at end of file
diff --git a/data/experiments/EX_2/tempfile_controller_game_14_status.txt b/data/experiments/EX_2/tempfile_controller_game_14_status.txt
new file mode 100644
index 00000000..e47fe39a
--- /dev/null
+++ b/data/experiments/EX_2/tempfile_controller_game_14_status.txt
@@ -0,0 +1 @@
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\ No newline at end of file
diff --git a/data/experiments/EX_2/tempfile_controller_game_15_status.txt b/data/experiments/EX_2/tempfile_controller_game_15_status.txt
new file mode 100644
index 00000000..3b70583b
--- /dev/null
+++ b/data/experiments/EX_2/tempfile_controller_game_15_status.txt
@@ -0,0 +1 @@
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\ No newline at end of file
diff --git a/data/experiments/EX_2/tempfile_controller_game_16_status.txt b/data/experiments/EX_2/tempfile_controller_game_16_status.txt
new file mode 100644
index 00000000..3b70583b
--- /dev/null
+++ b/data/experiments/EX_2/tempfile_controller_game_16_status.txt
@@ -0,0 +1 @@
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\ No newline at end of file
diff --git a/data/experiments/EX_2/tempfile_controller_game_17_status.txt b/data/experiments/EX_2/tempfile_controller_game_17_status.txt
new file mode 100644
index 00000000..3b70583b
--- /dev/null
+++ b/data/experiments/EX_2/tempfile_controller_game_17_status.txt
@@ -0,0 +1 @@
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\ No newline at end of file
diff --git a/data/experiments/EX_2/tempfile_controller_game_18_status.txt b/data/experiments/EX_2/tempfile_controller_game_18_status.txt
new file mode 100644
index 00000000..3b70583b
--- /dev/null
+++ b/data/experiments/EX_2/tempfile_controller_game_18_status.txt
@@ -0,0 +1 @@
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\ No newline at end of file
diff --git a/data/experiments/EX_2/tempfile_controller_game_19_status.txt b/data/experiments/EX_2/tempfile_controller_game_19_status.txt
new file mode 100644
index 00000000..3b70583b
--- /dev/null
+++ b/data/experiments/EX_2/tempfile_controller_game_19_status.txt
@@ -0,0 +1 @@
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\ No newline at end of file
diff --git a/data/experiments/EX_2/tempfile_controller_game_20_status.txt b/data/experiments/EX_2/tempfile_controller_game_20_status.txt
new file mode 100644
index 00000000..3b70583b
--- /dev/null
+++ b/data/experiments/EX_2/tempfile_controller_game_20_status.txt
@@ -0,0 +1 @@
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\ No newline at end of file
diff --git a/data/experiments/EX_2/tempfile_controller_game_21_status.txt b/data/experiments/EX_2/tempfile_controller_game_21_status.txt
new file mode 100644
index 00000000..3b70583b
--- /dev/null
+++ b/data/experiments/EX_2/tempfile_controller_game_21_status.txt
@@ -0,0 +1 @@
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\ No newline at end of file
diff --git a/data/experiments/EX_2/tempfile_controller_game_22_status.txt b/data/experiments/EX_2/tempfile_controller_game_22_status.txt
new file mode 100644
index 00000000..3b70583b
--- /dev/null
+++ b/data/experiments/EX_2/tempfile_controller_game_22_status.txt
@@ -0,0 +1 @@
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\ No newline at end of file
diff --git a/data/experiments/EX_2/tempfile_controller_game_23_status.txt b/data/experiments/EX_2/tempfile_controller_game_23_status.txt
new file mode 100644
index 00000000..3b70583b
--- /dev/null
+++ b/data/experiments/EX_2/tempfile_controller_game_23_status.txt
@@ -0,0 +1 @@
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\ No newline at end of file
diff --git a/data/experiments/EX_2/tempfile_controller_game_24_status.txt b/data/experiments/EX_2/tempfile_controller_game_24_status.txt
new file mode 100644
index 00000000..3b70583b
--- /dev/null
+++ b/data/experiments/EX_2/tempfile_controller_game_24_status.txt
@@ -0,0 +1 @@
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\ No newline at end of file
diff --git a/data/experiments/EX_2/tempfile_controller_game_25_status.txt b/data/experiments/EX_2/tempfile_controller_game_25_status.txt
new file mode 100644
index 00000000..3b70583b
--- /dev/null
+++ b/data/experiments/EX_2/tempfile_controller_game_25_status.txt
@@ -0,0 +1 @@
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\ No newline at end of file
diff --git a/data/experiments/EX_2/tempfile_controller_game_26_status.txt b/data/experiments/EX_2/tempfile_controller_game_26_status.txt
new file mode 100644
index 00000000..3b70583b
--- /dev/null
+++ b/data/experiments/EX_2/tempfile_controller_game_26_status.txt
@@ -0,0 +1 @@
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\ No newline at end of file
diff --git a/data/experiments/EX_2/tempfile_controller_game_27_status.txt b/data/experiments/EX_2/tempfile_controller_game_27_status.txt
new file mode 100644
index 00000000..3b70583b
--- /dev/null
+++ b/data/experiments/EX_2/tempfile_controller_game_27_status.txt
@@ -0,0 +1 @@
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\ No newline at end of file
diff --git a/data/experiments/EX_2/tempfile_controller_game_28_status.txt b/data/experiments/EX_2/tempfile_controller_game_28_status.txt
new file mode 100644
index 00000000..3b70583b
--- /dev/null
+++ b/data/experiments/EX_2/tempfile_controller_game_28_status.txt
@@ -0,0 +1 @@
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\ No newline at end of file
diff --git a/data/experiments/EX_2/tempfile_controller_game_29_status.txt b/data/experiments/EX_2/tempfile_controller_game_29_status.txt
new file mode 100644
index 00000000..3b70583b
--- /dev/null
+++ b/data/experiments/EX_2/tempfile_controller_game_29_status.txt
@@ -0,0 +1 @@
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\ No newline at end of file
diff --git a/data/experiments/EX_2/tempfile_controller_game_30_status.txt b/data/experiments/EX_2/tempfile_controller_game_30_status.txt
new file mode 100644
index 00000000..3b70583b
--- /dev/null
+++ b/data/experiments/EX_2/tempfile_controller_game_30_status.txt
@@ -0,0 +1 @@
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\ No newline at end of file
diff --git a/data/experiments/EX_2/tempfile_controller_game_31_status.txt b/data/experiments/EX_2/tempfile_controller_game_31_status.txt
new file mode 100644
index 00000000..3b70583b
--- /dev/null
+++ b/data/experiments/EX_2/tempfile_controller_game_31_status.txt
@@ -0,0 +1 @@
+FINISHED_GAME_TIMEOUT
\ No newline at end of file
diff --git a/data/experiments/EX_2/tempfile_controller_game_32_status.txt b/data/experiments/EX_2/tempfile_controller_game_32_status.txt
new file mode 100644
index 00000000..3b70583b
--- /dev/null
+++ b/data/experiments/EX_2/tempfile_controller_game_32_status.txt
@@ -0,0 +1 @@
+FINISHED_GAME_TIMEOUT
\ No newline at end of file
diff --git a/data/experiments/EX_2/tempfile_controller_game_33_status.txt b/data/experiments/EX_2/tempfile_controller_game_33_status.txt
new file mode 100644
index 00000000..3b70583b
--- /dev/null
+++ b/data/experiments/EX_2/tempfile_controller_game_33_status.txt
@@ -0,0 +1 @@
+FINISHED_GAME_TIMEOUT
\ No newline at end of file
diff --git a/data/experiments/EX_2/tempfile_controller_game_34_status.txt b/data/experiments/EX_2/tempfile_controller_game_34_status.txt
new file mode 100644
index 00000000..3b70583b
--- /dev/null
+++ b/data/experiments/EX_2/tempfile_controller_game_34_status.txt
@@ -0,0 +1 @@
+FINISHED_GAME_TIMEOUT
\ No newline at end of file
diff --git a/data/experiments/EX_2/tempfile_controller_game_35_status.txt b/data/experiments/EX_2/tempfile_controller_game_35_status.txt
new file mode 100644
index 00000000..3b70583b
--- /dev/null
+++ b/data/experiments/EX_2/tempfile_controller_game_35_status.txt
@@ -0,0 +1 @@
+FINISHED_GAME_TIMEOUT
\ No newline at end of file
diff --git a/data/experiments/EX_2/tempfile_controller_game_36_status.txt b/data/experiments/EX_2/tempfile_controller_game_36_status.txt
new file mode 100644
index 00000000..3b70583b
--- /dev/null
+++ b/data/experiments/EX_2/tempfile_controller_game_36_status.txt
@@ -0,0 +1 @@
+FINISHED_GAME_TIMEOUT
\ No newline at end of file
diff --git a/data/experiments/EX_2/tempfile_controller_game_37_status.txt b/data/experiments/EX_2/tempfile_controller_game_37_status.txt
new file mode 100644
index 00000000..3b70583b
--- /dev/null
+++ b/data/experiments/EX_2/tempfile_controller_game_37_status.txt
@@ -0,0 +1 @@
+FINISHED_GAME_TIMEOUT
\ No newline at end of file
diff --git a/data/experiments/EX_2/tempfile_controller_game_38_status.txt b/data/experiments/EX_2/tempfile_controller_game_38_status.txt
new file mode 100644
index 00000000..3b70583b
--- /dev/null
+++ b/data/experiments/EX_2/tempfile_controller_game_38_status.txt
@@ -0,0 +1 @@
+FINISHED_GAME_TIMEOUT
\ No newline at end of file
diff --git a/data/experiments/EX_2/tempfile_controller_game_39_status.txt b/data/experiments/EX_2/tempfile_controller_game_39_status.txt
new file mode 100644
index 00000000..3b70583b
--- /dev/null
+++ b/data/experiments/EX_2/tempfile_controller_game_39_status.txt
@@ -0,0 +1 @@
+FINISHED_GAME_TIMEOUT
\ No newline at end of file
diff --git a/data/experiments/EX_2/tempfile_controller_game_40_status.txt b/data/experiments/EX_2/tempfile_controller_game_40_status.txt
new file mode 100644
index 00000000..3b70583b
--- /dev/null
+++ b/data/experiments/EX_2/tempfile_controller_game_40_status.txt
@@ -0,0 +1 @@
+FINISHED_GAME_TIMEOUT
\ No newline at end of file
diff --git a/data/experiments/EX_2/tempfile_controller_game_41_status.txt b/data/experiments/EX_2/tempfile_controller_game_41_status.txt
new file mode 100644
index 00000000..3b70583b
--- /dev/null
+++ b/data/experiments/EX_2/tempfile_controller_game_41_status.txt
@@ -0,0 +1 @@
+FINISHED_GAME_TIMEOUT
\ No newline at end of file
diff --git a/data/experiments/EX_2/tempfile_controller_game_42_status.txt b/data/experiments/EX_2/tempfile_controller_game_42_status.txt
new file mode 100644
index 00000000..3b70583b
--- /dev/null
+++ b/data/experiments/EX_2/tempfile_controller_game_42_status.txt
@@ -0,0 +1 @@
+FINISHED_GAME_TIMEOUT
\ No newline at end of file
diff --git a/data/experiments/EX_2/tempfile_controller_game_43_status.txt b/data/experiments/EX_2/tempfile_controller_game_43_status.txt
new file mode 100644
index 00000000..3b70583b
--- /dev/null
+++ b/data/experiments/EX_2/tempfile_controller_game_43_status.txt
@@ -0,0 +1 @@
+FINISHED_GAME_TIMEOUT
\ No newline at end of file
diff --git a/data/experiments/EX_2/tempfile_controller_game_44_status.txt b/data/experiments/EX_2/tempfile_controller_game_44_status.txt
new file mode 100644
index 00000000..3b70583b
--- /dev/null
+++ b/data/experiments/EX_2/tempfile_controller_game_44_status.txt
@@ -0,0 +1 @@
+FINISHED_GAME_TIMEOUT
\ No newline at end of file
diff --git a/data/experiments/EX_2/tempfile_controller_game_45_status.txt b/data/experiments/EX_2/tempfile_controller_game_45_status.txt
new file mode 100644
index 00000000..3b70583b
--- /dev/null
+++ b/data/experiments/EX_2/tempfile_controller_game_45_status.txt
@@ -0,0 +1 @@
+FINISHED_GAME_TIMEOUT
\ No newline at end of file
diff --git a/data/experiments/EX_2/tempfile_controller_game_46_status.txt b/data/experiments/EX_2/tempfile_controller_game_46_status.txt
new file mode 100644
index 00000000..3b70583b
--- /dev/null
+++ b/data/experiments/EX_2/tempfile_controller_game_46_status.txt
@@ -0,0 +1 @@
+FINISHED_GAME_TIMEOUT
\ No newline at end of file
diff --git a/data/experiments/EX_2/tempfile_controller_game_47_status.txt b/data/experiments/EX_2/tempfile_controller_game_47_status.txt
new file mode 100644
index 00000000..3b70583b
--- /dev/null
+++ b/data/experiments/EX_2/tempfile_controller_game_47_status.txt
@@ -0,0 +1 @@
+FINISHED_GAME_TIMEOUT
\ No newline at end of file
diff --git a/data/experiments/EX_2/tempfile_controller_game_48_status.txt b/data/experiments/EX_2/tempfile_controller_game_48_status.txt
new file mode 100644
index 00000000..3b70583b
--- /dev/null
+++ b/data/experiments/EX_2/tempfile_controller_game_48_status.txt
@@ -0,0 +1 @@
+FINISHED_GAME_TIMEOUT
\ No newline at end of file
diff --git a/data/experiments/EX_2/tempfile_controller_game_49_status.txt b/data/experiments/EX_2/tempfile_controller_game_49_status.txt
new file mode 100644
index 00000000..3b70583b
--- /dev/null
+++ b/data/experiments/EX_2/tempfile_controller_game_49_status.txt
@@ -0,0 +1 @@
+FINISHED_GAME_TIMEOUT
\ No newline at end of file
diff --git a/data/experiments/EX_2/tempfile_controller_game_50_status.txt b/data/experiments/EX_2/tempfile_controller_game_50_status.txt
new file mode 100644
index 00000000..3b70583b
--- /dev/null
+++ b/data/experiments/EX_2/tempfile_controller_game_50_status.txt
@@ -0,0 +1 @@
+FINISHED_GAME_TIMEOUT
\ No newline at end of file
diff --git a/data/experiments/EX_2/tempfile_controller_game_51_status.txt b/data/experiments/EX_2/tempfile_controller_game_51_status.txt
new file mode 100644
index 00000000..3b70583b
--- /dev/null
+++ b/data/experiments/EX_2/tempfile_controller_game_51_status.txt
@@ -0,0 +1 @@
+FINISHED_GAME_TIMEOUT
\ No newline at end of file
diff --git a/data/experiments/EX_2/tempfile_controller_game_52_status.txt b/data/experiments/EX_2/tempfile_controller_game_52_status.txt
new file mode 100644
index 00000000..3b70583b
--- /dev/null
+++ b/data/experiments/EX_2/tempfile_controller_game_52_status.txt
@@ -0,0 +1 @@
+FINISHED_GAME_TIMEOUT
\ No newline at end of file
diff --git a/data/experiments/EX_2/tempfile_controller_game_53_status.txt b/data/experiments/EX_2/tempfile_controller_game_53_status.txt
new file mode 100644
index 00000000..3b70583b
--- /dev/null
+++ b/data/experiments/EX_2/tempfile_controller_game_53_status.txt
@@ -0,0 +1 @@
+FINISHED_GAME_TIMEOUT
\ No newline at end of file
diff --git a/data/experiments/EX_2/tempfile_controller_game_54_status.txt b/data/experiments/EX_2/tempfile_controller_game_54_status.txt
new file mode 100644
index 00000000..8d5d9a15
--- /dev/null
+++ b/data/experiments/EX_2/tempfile_controller_game_54_status.txt
@@ -0,0 +1 @@
+STOPPING_UNSUFFICIENT_AGENTS
\ No newline at end of file
diff --git a/data/experiments/EX_2/tempfile_controller_game_55_status.txt b/data/experiments/EX_2/tempfile_controller_game_55_status.txt
new file mode 100644
index 00000000..3b70583b
--- /dev/null
+++ b/data/experiments/EX_2/tempfile_controller_game_55_status.txt
@@ -0,0 +1 @@
+FINISHED_GAME_TIMEOUT
\ No newline at end of file
diff --git a/data/experiments/EX_2/tempfile_controller_game_56_status.txt b/data/experiments/EX_2/tempfile_controller_game_56_status.txt
new file mode 100644
index 00000000..e47fe39a
--- /dev/null
+++ b/data/experiments/EX_2/tempfile_controller_game_56_status.txt
@@ -0,0 +1 @@
+FINISHED_INACTIVITY
\ No newline at end of file
diff --git a/data/experiments/EX_2/tempfile_controller_game_57_status.txt b/data/experiments/EX_2/tempfile_controller_game_57_status.txt
new file mode 100644
index 00000000..3b70583b
--- /dev/null
+++ b/data/experiments/EX_2/tempfile_controller_game_57_status.txt
@@ -0,0 +1 @@
+FINISHED_GAME_TIMEOUT
\ No newline at end of file
diff --git a/data/experiments/EX_2/tempfile_controller_game_58_status.txt b/data/experiments/EX_2/tempfile_controller_game_58_status.txt
new file mode 100644
index 00000000..3b70583b
--- /dev/null
+++ b/data/experiments/EX_2/tempfile_controller_game_58_status.txt
@@ -0,0 +1 @@
+FINISHED_GAME_TIMEOUT
\ No newline at end of file
diff --git a/data/experiments/EX_2/tempfile_controller_game_59_status.txt b/data/experiments/EX_2/tempfile_controller_game_59_status.txt
new file mode 100644
index 00000000..3b70583b
--- /dev/null
+++ b/data/experiments/EX_2/tempfile_controller_game_59_status.txt
@@ -0,0 +1 @@
+FINISHED_GAME_TIMEOUT
\ No newline at end of file
diff --git a/data/experiments/EX_3/game_00/game.json b/data/experiments/EX_3/game_00/game.json
new file mode 100644
index 00000000..a2d3f4ca
--- /dev/null
+++ b/data/experiments/EX_3/game_00/game.json
@@ -0,0 +1 @@
+{"configuration": {"version_id": "game_00", "nb_agents": 10, "nb_goods": 10, "tx_fee": 0.1, "agent_pbk_to_name": {"3MFxaNGFMYukhcASG3JL1eeKDYKwiKYje1Uhj3kyhc2A8CHBqWiyXrSxigm6kMnkAEhHYLvwmKQK3Q83jvggUfxxWH5UKHNz95zXYpSKVDTKq4HTgFAQzuEdsxJ7wNykibopysizatdCDnGFq9j7XhtjHt9pYfUWxXyCBSEPfpSc3SgTuieWnQfPkHh9RcqhDDTjrcckTE1oyavAiLkUgGksYDy": "tac_agent_1_wm", "3MFxaNGFMYukhcASG3JL1eeKDYKwiKYje1Uhj3kyhc2A4hGwaMarGvRMjRixUpAYb6BtsTMuHwmwUU9V81rceyNAgMtguWYQ6r31UryrFVYDKmZheVMi2KExCzVQDiNwm1fzmXug7Mf4EsasNpxe9cfyFGKAa8hEkQVxC2LEVV9KPSE7QajfFDKvusQzu2ozuwYnj77wAbjkEzDi8H48GnikHBP": "tac_agent_2_wm", "3MFxaNGFMYukhcASG3JL1eeKDYKwiKYje1Uhj3kyhc2A3neatgmm4GKPGXEa5Vs6nvujtw6ZPCDWU2u4zhd3bdiAMbNqYwZs7pGn9AvmT6DJEeXQMQMBAouWPShe1ppezirxJNAB5pcgS4F2RyJFJB2qvq3Xbxcffvu5As1eKiqA6CPm9kDWmRLkoWkLrpKsvBr49LQ29JxZUanggUnFMmNw6di": "tac_agent_0_wm", "3MFxaNGFMYukhcASG3JL1eeKDYKwiKYje1Uhj3kyhc2A86nEa92NdHT86ChWiUc51YGBYgxQMs2Fw1e7gsUr5Vkt3t1nJv8bzSgYett9tySYYD5uq48ZRVaAZGSQ6dQ9MfRPT9QxbqqtCQfBUEDQBAh2xYgMrmHWzko7JVou75d7MLYNKwyEcyqrZpiVwmUufkJfvdJAHVzhsYarrRheWLeALZa": "tac_agent_5", "3MFxaNGFMYukhcASG3JL1eeKDYKwiKYje1Uhj3kyhc2A7URsqmGkeUTqNsssUdpivPTvPHRnmzsNwAqe9y2QWWC4vmdWL6uyVDq3hdVb3Beo1F8FhbsU1t6oCpxiemNxYjo5rFM8JcM4HYjHFuGJU6RPkYSxRMnEy6yM4cencWwXxYnvg6iyrYeYATWFWN5ZoiNAqnAB4uM8bnVeU6TTp6VfRVs": "tac_agent_3_wm", "3MFxaNGFMYukhcASG3JL1eeKDYKwiKYje1Uhj3kyhc2A9JYQ198yCuehCj4U5jZjnmrk4coJw3JNiT2sjbEGc4nXcB2gaQFKmhPRQAFAqgT5nAqZh8zsAxM7idGzgMSgNoweXqk6uXzGwD2RCcqNY1YymdRdXftwuQXC1arBuukfDt4chJ3jZQ5zWZxgnJdzBB6Xye38feWkW4FrG49gbMkbDqz": "tac_agent_8", "3MFxaNGFMYukhcASG3JL1eeKDYKwiKYje1Uhj3kyhc2A5vYdZbMwfj6FGmjQZ4ugyAfdXJXVfa3XE7V7steEe9jzCwRXZ9NDtSWC9sw1kfGD24Kms3YUAWp6igvFvurrqkshKB93RXDwHsS8a1nzZqCe8rTmM81BJaoKDagMnBiHTDo2JMbjTaeu93d4hqkPgxS2FnBaAhnZ6k6jDzxC5pupivh": "tac_agent_7", "3MFxaNGFMYukhcASG3JL1eeKDYKwiKYje1Uhj3kyhc2A7zQVqVnwP7BxpsU8BNJUwYKjy7E6Wdwh1yBq9Z4QYnNTFdzRHVNV4gi3RSYkcjhSu6Nq8KihGtgDbqaTVmhyFgt4hDe6tx3ezor2vtDKC1Z4iWGPJtyi81bCbMMxGmYonCu3zDEwBmvdKb7f482Q2zur3kME8H8gRjs4ah6Tkh956xj": "tac_agent_4_wm", "3MFxaNGFMYukhcASG3JL1eeKDYKwiKYje1Uhj3kyhc2A6sMJKtwJ5Tagqr5TNxwHwbER1F9XTmADxsHsccsZ33rNUgbEbbcmkQEmjt7UrNURLMQxXsJp5WRSJxzc9HcprdPmxrkdagLkxnnya7wtou4D572MC4Y7YHxhvPbpps8wJYuB1h59Rb6AQCcnB7G7BmxFhtzJKnHNiEue92zTffC9awa": "tac_agent_6", "3MFxaNGFMYukhcASG3JL1eeKDYKwiKYje1Uhj3kyhc2A4vs4QvSv1zGukkcDLarB7xCWv6QcrT8J6eUHpndxR6DX5r4fuDmZxnDzg6foJHepihuMRxnSgBeXFof4BVxGqzaZuPmkEVmzvrn6Yu7Ex2SuumWZSzXUfPFLgeqtqExNxaRgC1KpnkrPdTnK4Z1eu5RFQfFFi3gWJbShfk393kWMYaW": "tac_agent_9"}, "good_pbk_to_name": {"tac_good_0_pbk": "tac_good_0", "tac_good_1_pbk": "tac_good_1", "tac_good_2_pbk": "tac_good_2", "tac_good_3_pbk": "tac_good_3", "tac_good_4_pbk": "tac_good_4", "tac_good_5_pbk": "tac_good_5", "tac_good_6_pbk": "tac_good_6", "tac_good_7_pbk": "tac_good_7", "tac_good_8_pbk": "tac_good_8", "tac_good_9_pbk": "tac_good_9"}}, "initialization": {"initial_money_amounts": [200.0, 200.0, 200.0, 200.0, 200.0, 200.0, 200.0, 200.0, 200.0, 200.0], "endowments": [[2, 2, 2, 2, 2, 2, 2, 2, 2, 2], [2, 2, 2, 2, 2, 2, 2, 2, 2, 2], [2, 2, 2, 2, 2, 2, 2, 2, 2, 2], [2, 2, 2, 2, 2, 2, 2, 2, 2, 2], [2, 2, 2, 2, 2, 2, 2, 2, 2, 2], [2, 2, 2, 2, 2, 2, 2, 2, 2, 2], [2, 2, 2, 2, 2, 2, 2, 2, 2, 2], [2, 2, 2, 2, 2, 2, 2, 2, 2, 2], [2, 2, 2, 2, 2, 2, 2, 2, 2, 2], [2, 2, 2, 2, 2, 2, 2, 2, 2, 2]], "utility_params": [[6.92, 0.9400000000000001, 12.889999999999999, 3.46, 31.45, 14.469999999999999, 7.55, 11.95, 7.86, 2.5100000000000002], [1.28, 16.06, 13.489999999999998, 6.0, 11.78, 17.34, 6.8500000000000005, 10.92, 8.14, 8.14], [2.83, 16.46, 16.81, 14.69, 16.99, 3.7199999999999998, 6.370000000000001, 16.99, 3.01, 2.13], [16.11, 15.879999999999999, 14.77, 5.82, 10.290000000000001, 5.59, 10.51, 6.94, 7.16, 6.93], [14.26, 4.2, 0.5499999999999999, 3.47, 18.279999999999998, 15.36, 17.0, 16.64, 3.47, 6.77], [13.19, 7.359999999999999, 10.43, 4.45, 8.74, 13.8, 12.879999999999999, 4.91, 9.51, 14.729999999999999], [5.82, 13.05, 1.0, 4.82, 4.22, 14.46, 19.28, 11.04, 19.88, 6.43], [16.05, 16.63, 3.29, 0.38999999999999996, 4.84, 2.5100000000000002, 11.99, 15.47, 10.059999999999999, 18.77], [0.5, 11.33, 11.33, 9.17, 16.5, 16.33, 11.83, 12.67, 6.329999999999999, 4.01], [8.21, 8.38, 0.16999999999999998, 5.9799999999999995, 9.06, 13.68, 16.75, 16.580000000000002, 8.72, 12.47]], "eq_prices": [2.8389999999999995, 3.676333333333333, 2.8243333333333336, 1.9416666666666667, 4.405, 3.9086666666666674, 4.033666666666666, 4.137, 2.804666666666667, 2.763], "eq_good_holdings": [[1.4374779852060589, -0.744310454256959, 3.5639088870529907, 0.7819742489270387, 6.139614074914869, 2.7020296776394326, 0.8717461366829189, 1.8885665941503507, 1.8024720703589256, -0.09156713716974296], [-0.549137020077492, 3.3684830900353617, 3.776348400802548, 2.0901287553648067, 1.6742338251986375, 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\ No newline at end of file
diff --git a/data/experiments/EX_3/game_01/game.json b/data/experiments/EX_3/game_01/game.json
new file mode 100644
index 00000000..be3cbb7c
--- /dev/null
+++ b/data/experiments/EX_3/game_01/game.json
@@ -0,0 +1 @@
+{"configuration": {"version_id": "game_01", "nb_agents": 10, "nb_goods": 10, "tx_fee": 0.1, "agent_pbk_to_name": {"3MFxaNGFMYukhcASG3JL1eeKDYKwiKYje1Uhj3kyhc2A5dCdiF9fR7uqb5uu7oqZQAcHbbpBXUebGcrRd6xyx8BHTMA84Pdx8YoRRwKxuJbJ52gszVtkZEEde6vEkXrRbLo3jXY6zt6drhhFzGthjA8q4fw8YKDjuVLQ8m16Mzr4XSpZcWXvAnih9XiqyDYN5x71VhJT3uGiaMYS6kFZUpFq6Ug": "tac_agent_1_wm", "3MFxaNGFMYukhcASG3JL1eeKDYKwiKYje1Uhj3kyhc2A58cbSffMfiRE9hWEPUUeFan7FAxcRM2NggVAL1C6SKphtfYvpcwF7BwPvEe9DMKjQpmxYAHjHuVueLeyrtk4QGtJU94LZ7R5eboCQuA8zVKtNNQ76rcsMuu3MksfLq6K274KNKQf8WoaBYy5f8tYxUAFJb7WJumkAAiVG6StiWvWMtm": "tac_agent_7", "3MFxaNGFMYukhcASG3JL1eeKDYKwiKYje1Uhj3kyhc2A7APckkfGqnoC1vYgpqNodGCvQt9ke35uzq4MpfD1BxHirg6yFB1rwf3nXFWzbZSziPrZ2SyTnntZ9FCNfNq5REDSUHLLbgryPmcvZxrWnpuME3RcccrtxcTUbHsW835CBVF4JSJhNFfiDJPqf5ZWvyD1sthbGJHT2ZtNqLEj9yiyV68": "tac_agent_5", 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\ No newline at end of file
diff --git a/data/experiments/EX_3/game_02/game.json b/data/experiments/EX_3/game_02/game.json
new file mode 100644
index 00000000..3b811053
--- /dev/null
+++ b/data/experiments/EX_3/game_02/game.json
@@ -0,0 +1 @@
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\ No newline at end of file
diff --git a/data/experiments/EX_3/game_03/game.json b/data/experiments/EX_3/game_03/game.json
new file mode 100644
index 00000000..5ba8baef
--- /dev/null
+++ b/data/experiments/EX_3/game_03/game.json
@@ -0,0 +1 @@
+{"configuration": {"version_id": "game_03", "nb_agents": 10, "nb_goods": 10, "tx_fee": 0.1, "agent_pbk_to_name": {"3MFxaNGFMYukhcASG3JL1eeKDYKwiKYje1Uhj3kyhc2A8CEH1RaxjEwU7sH42v48yeiuguzhhzqGmp7d8vvHELKda94Joa1AmwG8rBiX2Tbp8oV6WpYsiv7U7eW45ZgH5EJp2n3XHav73sigdiYZo4pBY47ysfsJXsLEKRzEH3MbqXNwsCfmfLbTBbnpuH9r8r1Hzw9f4g32KuzzU2Zhhtxu28R": "tac_agent_0_wm", "3MFxaNGFMYukhcASG3JL1eeKDYKwiKYje1Uhj3kyhc2A2aMZBkbHTBEBsPEwtcFdV8HtpQB4k2UmxCQ5HbDek7bTWhcwVGAthBFKtdoQ1YYcP9beGkEUpbqb8PhFWtogVPGHexeLcKUvuFPo6F5EU6H4XRNkrUU2Y45pHoPFusnq7pXtHt2zGfGFCnFoTMXVRChHMdF84iguuuE6ynXDsFRV4tt": "tac_agent_7", "3MFxaNGFMYukhcASG3JL1eeKDYKwiKYje1Uhj3kyhc2A6xa6rBZZbyFgyAoxMq12FTJSF6WRFWzYxvdspQzd8DwPDRuuDd2VELWmYmRDKBZ718T9YU1HF9XXHugPT2YdMLhkNQWoDsP4597cr3GZfmnhs3qCPYv6HYgyLCqqkMcjWgrAk3Tf7x79MnbRwAqt82LouthARrNvEhGzqrH8xw8qGrU": "tac_agent_2_wm", 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"tac_good_8_pbk": "tac_good_8", "tac_good_9_pbk": "tac_good_9"}}, "initialization": {"initial_money_amounts": [200.0, 200.0, 200.0, 200.0, 200.0, 200.0, 200.0, 200.0, 200.0, 200.0], "endowments": [[2, 2, 2, 2, 2, 2, 2, 2, 2, 2], [2, 2, 2, 2, 2, 2, 2, 2, 2, 2], [2, 2, 2, 2, 2, 2, 2, 2, 2, 2], [2, 2, 2, 2, 2, 2, 2, 2, 2, 2], [2, 2, 2, 2, 2, 2, 2, 2, 2, 2], [2, 2, 2, 2, 2, 2, 2, 2, 2, 2], [2, 2, 2, 2, 2, 2, 2, 2, 2, 2], [2, 2, 2, 2, 2, 2, 2, 2, 2, 2], [2, 2, 2, 2, 2, 2, 2, 2, 2, 2], [2, 2, 2, 2, 2, 2, 2, 2, 2, 2]], "utility_params": [[11.66, 4.74, 6.01, 9.47, 15.120000000000001, 12.2, 15.479999999999999, 0.91, 18.21, 6.2], [4.91, 18.529999999999998, 8.48, 15.18, 0.67, 5.800000000000001, 10.27, 0.44999999999999996, 18.529999999999998, 17.18], [17.14, 19.24, 15.049999999999999, 3.62, 8.95, 4.38, 16.57, 9.9, 2.1, 3.05], [4.25, 14.62, 11.790000000000001, 3.3000000000000003, 8.02, 22.64, 15.8, 3.7699999999999996, 3.3000000000000003, 12.509999999999998], [13.68, 13.889999999999999, 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\ No newline at end of file
diff --git a/data/experiments/EX_3/game_04/game.json b/data/experiments/EX_3/game_04/game.json
new file mode 100644
index 00000000..eba0a413
--- /dev/null
+++ b/data/experiments/EX_3/game_04/game.json
@@ -0,0 +1 @@
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\ No newline at end of file
diff --git a/data/experiments/EX_3/game_05/game.json b/data/experiments/EX_3/game_05/game.json
new file mode 100644
index 00000000..3953ff23
--- /dev/null
+++ b/data/experiments/EX_3/game_05/game.json
@@ -0,0 +1 @@
+{"configuration": {"version_id": "game_05", "nb_agents": 10, "nb_goods": 10, "tx_fee": 0.1, "agent_pbk_to_name": {"3MFxaNGFMYukhcASG3JL1eeKDYKwiKYje1Uhj3kyhc2A62UjDhsCCT2V2k1DfH1LYKa1At4R4iLSwJbvArJUcWmQreEsewqunVB7j1JcTbuE2RCUoFoJtYbEcHHM2oXha27GrnZDLiVbjtgFcnGEF6VnYXBBgMY4c7oSUNW6dQVBUpCJVqoomojr84ZEBPcvDstp51kacVJwbEucNWEwMM34Qq2": "tac_agent_5", "3MFxaNGFMYukhcASG3JL1eeKDYKwiKYje1Uhj3kyhc2A2MCx7XaGi1mFR3wvLH5CGsQ5d6RrAkGZftGcBDctrzWLuYFy4E3RCCntqC4AvgxcvN8CiN5ARc4RoHuUyEhSy5x7mFDeSQDTUoWZmpkyB7ubfYvmteuTfb6WMKRDXW6UBX1RPgCzVNJuvuvNEv8XLiY3VuFsuqrFDfy5WeLJitbBp7d": "tac_agent_9", "3MFxaNGFMYukhcASG3JL1eeKDYKwiKYje1Uhj3kyhc2A69eLCKqwfzwJMhp4qRLkNbeQRDs8e3xwGYxd7VYJWp4Y1UFofTwTXX4fhqNjAqhkLV19j7DV79itPw6j9XN7ZUh8FshYFi43ZK9p7x8a5BeooTtU2t6pwFyeCa2TTtQcQFoyx5h8f3X6mfxuXvJCwuqfiBm3XakqBTWfqSeUujy9wZQ": "tac_agent_2_wm", 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\ No newline at end of file
diff --git a/data/experiments/EX_3/game_06/game.json b/data/experiments/EX_3/game_06/game.json
new file mode 100644
index 00000000..f29560a6
--- /dev/null
+++ b/data/experiments/EX_3/game_06/game.json
@@ -0,0 +1 @@
+{"configuration": {"version_id": "game_06", "nb_agents": 10, "nb_goods": 10, "tx_fee": 0.1, "agent_pbk_to_name": {"3MFxaNGFMYukhcASG3JL1eeKDYKwiKYje1Uhj3kyhc2A3t2c2g5bzU1GqpTgBgTeG6JQspEoqxiLhVv4E8V6EzvGUJZRZcFs6bVd9u8EL4egbNt5JGU7LnWL5xzzgBqpPKBcM75bcLKiUdzwkkTz3wTYqWRVfDjPmqk1HTYeuD5jTcVCZBeTPwbyuyUNck1QXuwDjUCFUZMyV8sN5T3tiPpcGik": "tac_agent_3_wm", "3MFxaNGFMYukhcASG3JL1eeKDYKwiKYje1Uhj3kyhc2A68PUup7k4ANuKLDS1j8HE2KAUjxnSVBxKtWq1xCkSd28ebkdAQSWwxBtTZUBdXjfBmbdDn2BumT1VsBPEAzCHZvvuue1QgCNTKGhc4VxQ5wAzmDgU1zotDB4m6zYqPSShvcN23qiQSCAG3J8my9EUP1wHgPBwg3EXCVrAY6g7FzeK4X": "tac_agent_6", "3MFxaNGFMYukhcASG3JL1eeKDYKwiKYje1Uhj3kyhc2A8oVZNdo6bWNyf6HLr8QgJuFuB3vSSjfdG4icwCoSCEzmfyVDnGcF4DkkpBCt54RpPdzssuoSsD2XYF79U9tn3ebhjzxNDPWernriSbtpcBuFXPf3vmngvZxNYUNhiNEhKVKXKaRh7dcWq9sMxis7tKyU6fTFUDVaa9r7cd9kcxw7hkB": "tac_agent_0_wm", 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\ No newline at end of file
diff --git a/data/experiments/EX_3/game_07/game.json b/data/experiments/EX_3/game_07/game.json
new file mode 100644
index 00000000..a054c5dc
--- /dev/null
+++ b/data/experiments/EX_3/game_07/game.json
@@ -0,0 +1 @@
+{"configuration": {"version_id": "game_07", "nb_agents": 10, "nb_goods": 10, "tx_fee": 0.1, "agent_pbk_to_name": {"3MFxaNGFMYukhcASG3JL1eeKDYKwiKYje1Uhj3kyhc2A8Usywrp9aYSWLVzLdFq6QwkPNEDsDgjQd869iFVeiFsN791qZwCtDDxhhWaP5Nx38iNo9tEQPQSpXdjxKuwhvUtC1oxYdHuXaCxNM51saVU8MdLawhsrJCzBpNyuwGUqv63zHgF8HDJa13MVkSGdzCEtkFNpuqufTmaTBnh7Y13ghDB": "tac_agent_0_wm", "3MFxaNGFMYukhcASG3JL1eeKDYKwiKYje1Uhj3kyhc2A3z9dyfHLXh4G8z7jVYiJWwT7NwiQJ5CgmVewJXUAgYfR8FfRAJbh8ishNfuM8CjbvRii3zD14UA6E2n2ottgEpD6tvkCU4FQyioHMegHY49rJkikt7bVLq5KH5pVBoAvvwNTC1cABm9ysrsgvY1sDDDKiK7HQP2BFG5Npz6iVz6cTjw": "tac_agent_3_wm", "3MFxaNGFMYukhcASG3JL1eeKDYKwiKYje1Uhj3kyhc2A1xM2sF98gi6uemrXUTE2kNRLRwSJ5rPjDXCz4veJutPDbPe9rvA72wVvFbxmfcceyF9owbadcvQxU43LAGdHR8CsTLVPN1taesVrXF3hXBvTtYLZrq8Z3egZmewB8PJaRggLVbbyLr21vc775sqijRcuPTGF66iE82UnMjchU84GgAT": "tac_agent_1_wm", 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\ No newline at end of file
diff --git a/data/experiments/EX_3/game_08/game.json b/data/experiments/EX_3/game_08/game.json
new file mode 100644
index 00000000..b79500ba
--- /dev/null
+++ b/data/experiments/EX_3/game_08/game.json
@@ -0,0 +1 @@
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\ No newline at end of file
diff --git a/data/experiments/EX_3/game_09/game.json b/data/experiments/EX_3/game_09/game.json
new file mode 100644
index 00000000..cb81a9b2
--- /dev/null
+++ b/data/experiments/EX_3/game_09/game.json
@@ -0,0 +1 @@
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\ No newline at end of file
diff --git a/data/experiments/EX_3/game_10/game.json b/data/experiments/EX_3/game_10/game.json
new file mode 100644
index 00000000..70c7b45f
--- /dev/null
+++ b/data/experiments/EX_3/game_10/game.json
@@ -0,0 +1 @@
+{"configuration": {"version_id": "game_10", "nb_agents": 10, "nb_goods": 10, "tx_fee": 0.1, "agent_pbk_to_name": {"3MFxaNGFMYukhcASG3JL1eeKDYKwiKYje1Uhj3kyhc2A5EPXQY7T6RzmvXbZBQn9JeNaub7e1UJsDZsnBtqbZr7J5qZ1Lmhtp1btAdWBeSwnmEyj8ZRStxTEdMXD3F2yYm15KB4iHYAzSNkhAZFcQULH3cRnt2CTLDzPkcMVE5GdnCem3XAGHUNwTttYFJECxfbmuqBkC6nkyGJJPjwk2VuZFD2": "tac_agent_0_wm", "3MFxaNGFMYukhcASG3JL1eeKDYKwiKYje1Uhj3kyhc2A7TXW8ETuRM87jqYjrx1BQ9869CtAfUSJZVdJ7HjhsgA7ZLKb1s1VK2N85G9KoTweUWpoQvQQgieLPFv8M68oUTtMpUXGk9wBu7yWbcyWroF8NpWYycthRqnFZidBCQZfMGS4oX7SxsLaAQrFnrnu9DoERZkhzRuEPL6cBZuc7ar6SwG": "tac_agent_7", "3MFxaNGFMYukhcASG3JL1eeKDYKwiKYje1Uhj3kyhc2A7nhSx5XJ1LwtkhKyKViotpbUEjSjbgWCX9NP52cPE8An1bS5RiUCVmcB4uusopWsHCK6ri4GnbFefbLWk7TwJW4oMGKt7E4T7Xkm66CHBWUSpJVSzog8sZxUeL3L7tzjyDLqvojS87pzpRerkfDK69KfoWRha4Mhc8dmUkqyNwUMqWj": "tac_agent_1_wm", 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\ No newline at end of file
diff --git a/data/experiments/EX_3/game_11/game.json b/data/experiments/EX_3/game_11/game.json
new file mode 100644
index 00000000..0fd25eb0
--- /dev/null
+++ b/data/experiments/EX_3/game_11/game.json
@@ -0,0 +1 @@
+{"configuration": {"version_id": "game_11", "nb_agents": 10, "nb_goods": 10, "tx_fee": 0.1, "agent_pbk_to_name": {"3MFxaNGFMYukhcASG3JL1eeKDYKwiKYje1Uhj3kyhc2A3tip7diBUXBv3jhiouUrvkRkCMk7g4QmFRkP4X1aFDJdbiN24XbBgHXgv4yzxKjsdW6c5NXH988F2QCH74S6U5AbDkY2grwZ8KPXb5q69zirEftE7cfSiByw4rvZXevCH7ZfF513PEj9Bi2PcUPYzVG5ASzeoNCNp2qzd7f4wB3JCyq": "tac_agent_5", "3MFxaNGFMYukhcASG3JL1eeKDYKwiKYje1Uhj3kyhc2A1qhP5JY9otmmFMgchh6obn7jnnUf4EtCZcPvzRhWUQ2GDLKhiaArzFQjn8dHCqAKLNrYVsCNmorEmxVVYjoJDQDBbH2SgeC7FDYMjicJNWJ37o4pcUarFDDoGaoJmKFAYYDDJocgbSp8r6EF4MQqPMAKsqVPPzwJvGEkADs6Pf7dJF6": "tac_agent_0_wm", "3MFxaNGFMYukhcASG3JL1eeKDYKwiKYje1Uhj3kyhc2A63fWzhB1xhsgdMKpkiQorVnRmnH5PX83qTSC2K31a2ZqyCipw52aj6SChbasaVcJYQEh3fo4D5fi7CPXGHdT2tTpfpX9KsygXvo6XoTaZSxAnY2vjMXPWw4kWXiWZrcfpqg14CPpbRd93ntJs7rqKaZdoVj7DhpCLuMNN5qNdZqfJer": "tac_agent_4_wm", 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\ No newline at end of file
diff --git a/data/experiments/EX_3/game_12/game.json b/data/experiments/EX_3/game_12/game.json
new file mode 100644
index 00000000..f788c139
--- /dev/null
+++ b/data/experiments/EX_3/game_12/game.json
@@ -0,0 +1 @@
+{"configuration": {"version_id": "game_12", "nb_agents": 10, "nb_goods": 10, "tx_fee": 0.1, "agent_pbk_to_name": {"3MFxaNGFMYukhcASG3JL1eeKDYKwiKYje1Uhj3kyhc2A3o4pqEnrkm93meheFpQxaUAaBbWMAfXpNMipchJVd286U1EAqZJaKYdarXkokNufGE1aL5G9Zv43xQWg2dqxajg1e2ZqySgJgVhQ9ej4neAhACgnN7uTVzswTszRTzWvbtr2ZypuuXQYrBowKv63CZN7QHHQirRvU71tP2rPw1eMEWH": "tac_agent_0_wm", "3MFxaNGFMYukhcASG3JL1eeKDYKwiKYje1Uhj3kyhc2A7NL9jRxoNGcbpwDRWwLUwqtStiaCeMRmxMqj9YWLSq4HP92EPfoJoAXpkMJKDzumWrkw3mHmrA8a2pmoG4BcdPZExiBzvDG6ZUa4pkxaXTTvaQX2jwWMmphZW4YiyKNCMP8uJ17S17PMVXHUJ24n7JQXitJKYWZaQirEmxxSY3hAxYk": "tac_agent_1_wm", "3MFxaNGFMYukhcASG3JL1eeKDYKwiKYje1Uhj3kyhc2A8C2QD3b49Yzwn6nNsD92cws8yBauDSpwQ5yqjKoj9JtUKzRX9vc2UNijKqYVWnRitFKo7tTCdPm4zBQUUccrEZhwy5oQpkE2ZwJc6w5PmkypZp1JfJw5x9h1yqHuGrSJoMz7Uu4u8CFiHwJSVB9DykPz4XrcxVf6uZdhBAg2xxApb1T": "tac_agent_3_wm", 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\ No newline at end of file
diff --git a/data/experiments/EX_3/game_13/game.json b/data/experiments/EX_3/game_13/game.json
new file mode 100644
index 00000000..a860dcdc
--- /dev/null
+++ b/data/experiments/EX_3/game_13/game.json
@@ -0,0 +1 @@
+{"configuration": {"version_id": "game_13", "nb_agents": 10, "nb_goods": 10, "tx_fee": 0.1, "agent_pbk_to_name": {"3MFxaNGFMYukhcASG3JL1eeKDYKwiKYje1Uhj3kyhc2A4pPa6AeUxi1jyuydahEteRsTCnr6Kxi2JKpQtYaG1uHUfPs8bXr4b1ew5e88CxLLEevhxMA3RubEmsyJgywWcv3q3hB2nbdiaH4twUPyAke84RFEzmap8aZjEXAp5wLnjonurK8iE4rZR18bRG73nHwRYfLFPHZm4sjovZ33ACbWuQf": "tac_agent_6", "3MFxaNGFMYukhcASG3JL1eeKDYKwiKYje1Uhj3kyhc2A7HKg1PMuH8HhPdvAsCeRgBoHs1apgUdbGpd8zETzjAb7Qjh31rxgZSaW9MNhHKPyDtGRqiMRJU9Vfy49A3zJ8z4G7sWfswas1LZG22DtRQEGLXNnbSN6HeP5WQSKMaUezpwAorJEZArWdmMnydxkmXRdzUCJ1TeJj9n6Uu9Mz7LBGRB": "tac_agent_5", "3MFxaNGFMYukhcASG3JL1eeKDYKwiKYje1Uhj3kyhc2A8atBCN5uoZvXXH6JMQiLV5rkWy6LMq77chC7BPcjshr4BMj38SxH9qykMnPNwT6KbTqrMWrHq3WeCe3MYjJh28X3f3Z5gnUkrssUenFNvwodNoYdre2tnGdhoWVQtgafDHaTirznVZWncGKE3uChdpbVUvpLS1hLSa73SjYH6ftpiJn": "tac_agent_2_wm", 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"tac_good_8_pbk": "tac_good_8", "tac_good_9_pbk": "tac_good_9"}}, "initialization": {"initial_money_amounts": [200.0, 200.0, 200.0, 200.0, 200.0, 200.0, 200.0, 200.0, 200.0, 200.0], "endowments": [[2, 2, 2, 2, 2, 2, 2, 2, 2, 2], [2, 2, 2, 2, 2, 2, 2, 2, 2, 2], [2, 2, 2, 2, 2, 2, 2, 2, 2, 2], [2, 2, 2, 2, 2, 2, 2, 2, 2, 2], [2, 2, 2, 2, 2, 2, 2, 2, 2, 2], [2, 2, 2, 2, 2, 2, 2, 2, 2, 2], [2, 2, 2, 2, 2, 2, 2, 2, 2, 2], [2, 2, 2, 2, 2, 2, 2, 2, 2, 2], [2, 2, 2, 2, 2, 2, 2, 2, 2, 2], [2, 2, 2, 2, 2, 2, 2, 2, 2, 2]], "utility_params": [[11.85, 6.38, 4.33, 7.5200000000000005, 8.66, 18.45, 11.16, 5.24, 19.13, 7.28], [8.06, 0.8699999999999999, 14.38, 19.39, 20.48, 0.8699999999999999, 8.93, 12.42, 6.97, 7.630000000000001], [19.39, 14.29, 5.92, 5.71, 6.529999999999999, 16.12, 10.2, 13.270000000000001, 3.88, 4.6899999999999995], [12.55, 3.8699999999999997, 17.53, 10.33, 16.61, 10.52, 4.06, 11.99, 8.49, 4.05], [11.200000000000001, 10.549999999999999, 12.82, 10.549999999999999, 10.549999999999999, 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\ No newline at end of file
diff --git a/data/experiments/EX_3/game_14/game.json b/data/experiments/EX_3/game_14/game.json
new file mode 100644
index 00000000..8ef0657e
--- /dev/null
+++ b/data/experiments/EX_3/game_14/game.json
@@ -0,0 +1 @@
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\ No newline at end of file
diff --git a/data/experiments/EX_3/game_15/game.json b/data/experiments/EX_3/game_15/game.json
new file mode 100644
index 00000000..1c41e827
--- /dev/null
+++ b/data/experiments/EX_3/game_15/game.json
@@ -0,0 +1 @@
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\ No newline at end of file
diff --git a/data/experiments/EX_3/game_16/game.json b/data/experiments/EX_3/game_16/game.json
new file mode 100644
index 00000000..20cec8be
--- /dev/null
+++ b/data/experiments/EX_3/game_16/game.json
@@ -0,0 +1 @@
+{"configuration": {"version_id": "game_16", "nb_agents": 10, "nb_goods": 10, "tx_fee": 0.1, "agent_pbk_to_name": {"3MFxaNGFMYukhcASG3JL1eeKDYKwiKYje1Uhj3kyhc2A4imBSmRzqsjiPtXV9EADN2V7H1finmGjjh4SAkmizWe1TfB46Esni17hXF5ci6LREMHrt3MqmohV9mMrAxwSiPFtjnNh3FTkicwsukuqH6YsaSPZ58e3wYK1ay8e8UDQhbVuKexugGxj8wMz73MDtam3AKXv9FtgzvT9nmwT1BqB423": "tac_agent_0_wm", "3MFxaNGFMYukhcASG3JL1eeKDYKwiKYje1Uhj3kyhc2A8CaUPe6yUTUzyZfzCxY6TVJEYKE8D1qXYPy9qF5NjbKyiepGyiWVud3HeyjRYYhR4j1Lhu7YWXqpJquZ11Q68P94ooUeo3YHEoUtnVb6BhFERRixCikozeeynaUiVfBpGs69At1GLFQF2Hhw81u4XhmLdVFriA1nrbvT12B4g6ABUU3": "tac_agent_6", "3MFxaNGFMYukhcASG3JL1eeKDYKwiKYje1Uhj3kyhc2A63AzggcsukEmyJNBL3nsmL3e6xa3Wv7sY6eJ7SXS6h2CxPsE3BSERCon23iQyMnMEdhE9BnCzo51qrqBmy7ELPXMRkDyEgCb4JTBYukAHFg4wVadpJpAQ43BMmPCNLiKtzzMh1Bb2RXL8Gjwiqq7QfjXhh5JBfx5JwKRqYtF469rYm9": "tac_agent_2_wm", 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\ No newline at end of file
diff --git a/data/experiments/EX_3/game_17/game.json b/data/experiments/EX_3/game_17/game.json
new file mode 100644
index 00000000..c3d1a2fb
--- /dev/null
+++ b/data/experiments/EX_3/game_17/game.json
@@ -0,0 +1 @@
+{"configuration": {"version_id": "game_17", "nb_agents": 10, "nb_goods": 10, "tx_fee": 0.1, "agent_pbk_to_name": {"3MFxaNGFMYukhcASG3JL1eeKDYKwiKYje1Uhj3kyhc2A9CuYFB5MhXu6fKTwKUKh2oRzUutSfky2ffYDB68juErGgLe5KJhoNUgAQtjqaiSFAirYL3wDFe6Jg8uW7A7jjzesicJHsXaEB6E5L1tHq4HbSmazgLkGZqrqw8y8wpozzk5sQ6PZFLyGaqKAD6FDufwfSTxn29QDGip4R5rJrXQWW4E": "tac_agent_2_wm", "3MFxaNGFMYukhcASG3JL1eeKDYKwiKYje1Uhj3kyhc2A989tY4SHjzdALuKgDu9JBsNAutxriyPVzGEwLeH1ugg33DS53ftXPyBPU5ivrmfZuaPYdf2DVHExnjPZHBGCWAtrgypM3DDHJLToqsZKUnbQm2dGw8DLLDxEeM4ycSVeWPLxGfESpFqLgDydVriHnNiDVVxVAxeZYh9tK8wmwfMYmS3": "tac_agent_1_wm", "3MFxaNGFMYukhcASG3JL1eeKDYKwiKYje1Uhj3kyhc2A3o8fW1dqo2u23zUVHqsjZjdBgQMBywqnV4mQPWJgZ8zqXZZwL2YQpqk5nrwXJcYwVKZrxgipTbr7NKyWivEwdSzxfMAkeopV4u1BFuhbmb4xF3pGni5uLKL5XnYwwc59KXhQpDsxFfQeooToAgvskA4fnQF8kfeAFH85EbkijfRTWqL": "tac_agent_8", 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\ No newline at end of file
diff --git a/data/experiments/EX_3/game_18/game.json b/data/experiments/EX_3/game_18/game.json
new file mode 100644
index 00000000..68f8e5d0
--- /dev/null
+++ b/data/experiments/EX_3/game_18/game.json
@@ -0,0 +1 @@
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\ No newline at end of file
diff --git a/data/experiments/EX_3/game_19/game.json b/data/experiments/EX_3/game_19/game.json
new file mode 100644
index 00000000..dfdf4161
--- /dev/null
+++ b/data/experiments/EX_3/game_19/game.json
@@ -0,0 +1 @@
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\ No newline at end of file
diff --git a/data/experiments/EX_3/game_20/game.json b/data/experiments/EX_3/game_20/game.json
new file mode 100644
index 00000000..9e26dfee
--- /dev/null
+++ b/data/experiments/EX_3/game_20/game.json
@@ -0,0 +1 @@
+{}
\ No newline at end of file
diff --git a/data/experiments/EX_3/game_21/game.json b/data/experiments/EX_3/game_21/game.json
new file mode 100644
index 00000000..4e9ef995
--- /dev/null
+++ b/data/experiments/EX_3/game_21/game.json
@@ -0,0 +1 @@
+{"configuration": {"version_id": "game_21", "nb_agents": 10, "nb_goods": 10, "tx_fee": 0.1, "agent_pbk_to_name": {"3MFxaNGFMYukhcASG3JL1eeKDYKwiKYje1Uhj3kyhc2A8QSwYxXhZwccnuVoE5DsqfYmjga18bxM4EtFshyC9gsfV6pREkNmyss6hJC8gq6pv9z3vMFCtpk4N8pTt8ZmZUFJN5z2cD7XradSqQ71a5u1cNXvB3EtJxhPesdBbhgoWY4nhaRWgMtVa3Lr29fSFt7XPvxhMYDjZ2xzKcF1bug1PDy": "tac_agent_6", "3MFxaNGFMYukhcASG3JL1eeKDYKwiKYje1Uhj3kyhc2A4hWVtWhKuVBNMrMSCwbZiRrbKtsvkC8M4eG8s3gURvPN67P8D2vSftp1ZQ5qLsoZmjyNY2215soKAAfz7cwtJh3qVasbwiXdf6qZPRc88VnizxpJmnQLZGsQLqdC8VEPvjXYAdGtPhowYKCVgcjt6uVRf7LKtrr2EJPEr12iW5Rbswb": "tac_agent_0_wm", "3MFxaNGFMYukhcASG3JL1eeKDYKwiKYje1Uhj3kyhc2A699qA7DZqPPD6BThuuoDUknKgTGxqyYEMgUqmmHYcZD8LTWZ7PHTzZ4tt9dw3hqXJuDrMEJTi1WZ7bYDN8DVnm3oWYXqAcr6UBUo9yhteLEzuwKHs9sT3MkLt9WpfZfeHuH4LAtqRyFd9TirsdvvxcESFCZtzwBiw2XJ3G5v2SFQVjo": "tac_agent_3_wm", 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"tac_good_8_pbk": "tac_good_8", "tac_good_9_pbk": "tac_good_9"}}, "initialization": {"initial_money_amounts": [200.0, 200.0, 200.0, 200.0, 200.0, 200.0, 200.0, 200.0, 200.0, 200.0], "endowments": [[2, 2, 2, 2, 2, 2, 2, 2, 2, 2], [2, 2, 2, 2, 2, 2, 2, 2, 2, 2], [2, 2, 2, 2, 2, 2, 2, 2, 2, 2], [2, 2, 2, 2, 2, 2, 2, 2, 2, 2], [2, 2, 2, 2, 2, 2, 2, 2, 2, 2], [2, 2, 2, 2, 2, 2, 2, 2, 2, 2], [2, 2, 2, 2, 2, 2, 2, 2, 2, 2], [2, 2, 2, 2, 2, 2, 2, 2, 2, 2], [2, 2, 2, 2, 2, 2, 2, 2, 2, 2], [2, 2, 2, 2, 2, 2, 2, 2, 2, 2]], "utility_params": [[16.17, 11.28, 19.36, 14.680000000000001, 16.38, 12.13, 2.98, 2.34, 1.49, 3.19], [1.55, 15.47, 7.16, 9.48, 10.83, 18.38, 17.02, 4.84, 6.38, 8.89], [13.530000000000001, 14.099999999999998, 7.049999999999999, 11.219999999999999, 10.07, 13.239999999999998, 7.91, 3.45, 11.219999999999999, 8.21], [11.57, 16.009999999999998, 11.74, 8.19, 8.19, 8.540000000000001, 16.900000000000002, 4.9799999999999995, 8.540000000000001, 5.34], [11.88, 15.25, 12.870000000000001, 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\ No newline at end of file
diff --git a/data/experiments/EX_3/game_22/game.json b/data/experiments/EX_3/game_22/game.json
new file mode 100644
index 00000000..6890e990
--- /dev/null
+++ b/data/experiments/EX_3/game_22/game.json
@@ -0,0 +1 @@
+{"configuration": {"version_id": "game_22", "nb_agents": 10, "nb_goods": 10, "tx_fee": 0.1, "agent_pbk_to_name": {"3MFxaNGFMYukhcASG3JL1eeKDYKwiKYje1Uhj3kyhc2A7N5NVLJawoDcH4XE8wQXeqJKTZHC7kXAi8ijdL6cJA9S2LXrtWodArXKzxSmvUBTtDBHTNmRYhyKF3pKp9hBJ2Q9syvwbzs9yS5EAqxqewBUoRtTbUBJ3TdUXRUmvck3XhvjmpVAMJvrE9UikBk1o3YgjfwdDj4URGfXTTR8EfTEmSp": "tac_agent_0_wm", "3MFxaNGFMYukhcASG3JL1eeKDYKwiKYje1Uhj3kyhc2A74CgnGWJnMKt9TLRRw1ExtUctNmEcAs4RGkqXgUdD2SMm2U1HDQVkht2kfKhn9n9zYuqxop1jjbJp8nqAAfTuwf2uH7fcmq4Equ8EJWHhQWXSHFgz8P5rotuHsAw41GdrjknQnHZzjxA3ja6kA5HGhEBTKD5NKRhkaJ2kMK19UYd9u2": "tac_agent_4_wm", "3MFxaNGFMYukhcASG3JL1eeKDYKwiKYje1Uhj3kyhc2A8bH7MMcUnwQMntNMMNx3QUb8PzVenPh66JJDBCT6pAtcij7tfCqDryNAdGnmAVgzeaGAtjU5WTujPtPFWBuyELKQEXHMu3qdKPKUTRdgWRdSzFXNav6xM2EkLASfC7gZWE5QGjZmrwG4kKfYCD1ySpWH9S241NuYUBPAFVEYyoPkxi6": "tac_agent_5", 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\ No newline at end of file
diff --git a/data/experiments/EX_3/game_23/game.json b/data/experiments/EX_3/game_23/game.json
new file mode 100644
index 00000000..27e92afb
--- /dev/null
+++ b/data/experiments/EX_3/game_23/game.json
@@ -0,0 +1 @@
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\ No newline at end of file
diff --git a/data/experiments/EX_3/game_24/game.json b/data/experiments/EX_3/game_24/game.json
new file mode 100644
index 00000000..4a5b4784
--- /dev/null
+++ b/data/experiments/EX_3/game_24/game.json
@@ -0,0 +1 @@
+{"configuration": {"version_id": "game_24", "nb_agents": 10, "nb_goods": 10, "tx_fee": 0.1, "agent_pbk_to_name": {"3MFxaNGFMYukhcASG3JL1eeKDYKwiKYje1Uhj3kyhc2A2G8ckAwPMWmc1V3fBPhWzbxcwqNvnpC5WEGHDhPoZVsRAxk3XPx1H1S34Pu5TQLYkz7qU7DaEvAyxVcpZS3BDHrAEbwdhSB8YZ6Wr6DxVk7UsyobfX2nhs2rVSsBcjx1XdUzDQAW2uWb3HrzFxjU1FC9dexRV6r5bj1De213qSEiL9Z": "tac_agent_5", "3MFxaNGFMYukhcASG3JL1eeKDYKwiKYje1Uhj3kyhc2A9RtwropqH8JdAwtbtRiTRih3NJK5cXmdBzSj8JaGEBi453T52ELuMkkETeiCfLX3PWEtc6PjZ42GYBaz16FABNv23akJ5jXUnTSQLicM5fQGEvMPvXDncUFHcJMBkwZhoP2mdKPuRC9vUDsqTcVbJdafkxHHYk9Tyof2nkxRV9NKDV4": "tac_agent_1_wm", "3MFxaNGFMYukhcASG3JL1eeKDYKwiKYje1Uhj3kyhc2A7gCtkHuuF6wnAFGi94aUZ4vUu9vkMkW1amQL5412giHmJnhehMFtwMEK5VdEeKnhYR5ExZuw7knoTcBvHEqwUEdDGmLoCo8jKpvEcKVcqGBYMSewp6K9PvazACb6Ny5Kbu9UwfDUmHkwetETSKqPQL8oDgk7bjitNMWR9A85CkXtPSg": "tac_agent_2_wm", 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\ No newline at end of file
diff --git a/data/experiments/EX_3/game_25/game.json b/data/experiments/EX_3/game_25/game.json
new file mode 100644
index 00000000..7700f004
--- /dev/null
+++ b/data/experiments/EX_3/game_25/game.json
@@ -0,0 +1 @@
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\ No newline at end of file
diff --git a/data/experiments/EX_3/game_26/game.json b/data/experiments/EX_3/game_26/game.json
new file mode 100644
index 00000000..3bcec88f
--- /dev/null
+++ b/data/experiments/EX_3/game_26/game.json
@@ -0,0 +1 @@
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\ No newline at end of file
diff --git a/data/experiments/EX_3/game_27/game.json b/data/experiments/EX_3/game_27/game.json
new file mode 100644
index 00000000..b6c4dd1e
--- /dev/null
+++ b/data/experiments/EX_3/game_27/game.json
@@ -0,0 +1 @@
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\ No newline at end of file
diff --git a/data/experiments/EX_3/game_28/game.json b/data/experiments/EX_3/game_28/game.json
new file mode 100644
index 00000000..464462e0
--- /dev/null
+++ b/data/experiments/EX_3/game_28/game.json
@@ -0,0 +1 @@
+{"configuration": {"version_id": "game_28", "nb_agents": 10, "nb_goods": 10, "tx_fee": 0.1, "agent_pbk_to_name": {"3MFxaNGFMYukhcASG3JL1eeKDYKwiKYje1Uhj3kyhc2A7txXGCsebxWZpjkc2aapvx4MzHNyiRh6Tn3h72pX34QoAZBkZuea1GFqWGNE4DF3GH3Na4tUHm7pREUGQ79XTHUD27DbmvmGqD9FRFv4Ux1pMraKitHy2UE9BfVhxKBmEEszKK9WxGfuNLKCnkw5KUa92aJSDRZSyMcxNVnxSYPW7Zj": "tac_agent_4_wm", "3MFxaNGFMYukhcASG3JL1eeKDYKwiKYje1Uhj3kyhc2A51Jw9zQC5aKQj8MpnadrW7nb48vw8Hf3WJumYQGgYaEMpWEcJUTsRkGViB39ACwCJkTLMdJphG7npd8aSu6u5C32XMy1vdg5Hq6iizUG21AoGQuPLB1mzvJXT7QcWUTSGz65b3NUymQ8UTa7Ywirvyjn8zxPj1W4DqF75xxhbxgAP7n": "tac_agent_2_wm", "3MFxaNGFMYukhcASG3JL1eeKDYKwiKYje1Uhj3kyhc2A9CSu68rGZK6hZouD3HjaPf24boESQTbWEvf1U3vxQDgPs9B1FzZGPptBajwaUwue4B7pzNqcbooN4PAH7r5KQwxbggzdPVycp2egK9npNY9jEXjac6LztF6a7q5XxiXxvicrgCBb9aT8nSJqxQMezxV4om9Heus9vcDS3r6D7SjB8zm": "tac_agent_1_wm", 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\ No newline at end of file
diff --git a/data/experiments/EX_3/game_29/game.json b/data/experiments/EX_3/game_29/game.json
new file mode 100644
index 00000000..9e26dfee
--- /dev/null
+++ b/data/experiments/EX_3/game_29/game.json
@@ -0,0 +1 @@
+{}
\ No newline at end of file
diff --git a/data/experiments/EX_3/game_30/game.json b/data/experiments/EX_3/game_30/game.json
new file mode 100644
index 00000000..9e26dfee
--- /dev/null
+++ b/data/experiments/EX_3/game_30/game.json
@@ -0,0 +1 @@
+{}
\ No newline at end of file
diff --git a/data/experiments/EX_3/game_31/game.json b/data/experiments/EX_3/game_31/game.json
new file mode 100644
index 00000000..9e26dfee
--- /dev/null
+++ b/data/experiments/EX_3/game_31/game.json
@@ -0,0 +1 @@
+{}
\ No newline at end of file
diff --git a/data/experiments/EX_3/game_32/game.json b/data/experiments/EX_3/game_32/game.json
new file mode 100644
index 00000000..9e26dfee
--- /dev/null
+++ b/data/experiments/EX_3/game_32/game.json
@@ -0,0 +1 @@
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\ No newline at end of file
diff --git a/data/experiments/EX_3/game_33/game.json b/data/experiments/EX_3/game_33/game.json
new file mode 100644
index 00000000..9e26dfee
--- /dev/null
+++ b/data/experiments/EX_3/game_33/game.json
@@ -0,0 +1 @@
+{}
\ No newline at end of file
diff --git a/data/experiments/EX_3/game_34/game.json b/data/experiments/EX_3/game_34/game.json
new file mode 100644
index 00000000..1d50e7ba
--- /dev/null
+++ b/data/experiments/EX_3/game_34/game.json
@@ -0,0 +1 @@
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\ No newline at end of file
diff --git a/data/experiments/EX_3/game_35/game.json b/data/experiments/EX_3/game_35/game.json
new file mode 100644
index 00000000..b129c439
--- /dev/null
+++ b/data/experiments/EX_3/game_35/game.json
@@ -0,0 +1 @@
+{"configuration": {"version_id": "game_35", "nb_agents": 10, "nb_goods": 10, "tx_fee": 0.1, "agent_pbk_to_name": {"3MFxaNGFMYukhcASG3JL1eeKDYKwiKYje1Uhj3kyhc2A75B5X1CHwYi7GNU5Moy6GgiEoqseoKLpTCVB74RP3ReqQbSEVHYbsfYS1ooRTz4oJoziBdgBiLBVT2GjfVemBNR1bLJfVXVDyVn7GLjTMrszqecVDYKPejCUVs1WrUdnSGGWboaBLjADsLQCMYMJvBPTqTeEPMTEvKVd6eY2CvfT4KB": "tac_agent_5", "3MFxaNGFMYukhcASG3JL1eeKDYKwiKYje1Uhj3kyhc2A7NJgUESQyGGc8tZkg35CdbekSfHCw4YpFCsxNLf8pxFci8UnfkEYbWxXEssdueRND46EjogB5C2k75YULrWMZ2XYBxXdiacgMQMFJvhwMY6q1vsqDUhsUC6HrQeHDu8k8F5QAzkjYqPwKCDU84SzeY3jif5SU3ZLDxBQUgDt3y8n4aG": "tac_agent_6", "3MFxaNGFMYukhcASG3JL1eeKDYKwiKYje1Uhj3kyhc2A4d5eaMFCFBJSzXSdL7pCeyVqpgUUbviGKakGRTcCg9Q95GmhSRMaZN6k4YDzxymxagrwfo6e5DqHeqhaKdj2Wi3DAshDP4wgde2Hxusj5k1yTwJZfLsbtU1myjzUKVUr9GbnnuoDPFP5eVZrtrE2Bd8JS7jKp13zDkuYeqfXsRNgunB": "tac_agent_2_wm", 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\ No newline at end of file
diff --git a/data/experiments/EX_3/game_36/game.json b/data/experiments/EX_3/game_36/game.json
new file mode 100644
index 00000000..8328c92e
--- /dev/null
+++ b/data/experiments/EX_3/game_36/game.json
@@ -0,0 +1 @@
+{"configuration": {"version_id": "game_36", "nb_agents": 10, "nb_goods": 10, "tx_fee": 0.1, "agent_pbk_to_name": {"3MFxaNGFMYukhcASG3JL1eeKDYKwiKYje1Uhj3kyhc2A41SxhFKcCbi6NQ5HQR6tEuRGt8LMq1eUJi4wLzoPBwnkHRZvUBoCzJq6AVzKk8J6xSNcVos7iJsEXtkPfQsRDN77M94TiGhP51BV7xBmy54CjXWmFP7YrdrRDP6wnS4E5UXJA7DHiCz3jcf6HJVNcfyrzUyFj8CfP2K3cKqpVTPD4Te": "tac_agent_8", "3MFxaNGFMYukhcASG3JL1eeKDYKwiKYje1Uhj3kyhc2A4RCubAXUimqKSZZgnDBmmFQQivfmYBfBReJ461j2JTrtzi8pHofF7we7e81btkJ2qdq5TJcDZuU92QLxEsyh65FhfoEXuAwxpCTqwfh4BFbK3Z892Fwff76i2Z1W2KHDTmDhv4rQ41Uks3GmgxQgbRrRsbJAM9Zu2PziYjW9AbWV8HZ": "tac_agent_2_wm", "3MFxaNGFMYukhcASG3JL1eeKDYKwiKYje1Uhj3kyhc2A74E2jzXkevUxyesfgZiFNDeauWAXA7b5oAT2VBRM14NiB9e2fHwFPFGnnAMzNqGniKcwCheowuYkjtP9Vpgb9H7KzU96UdzGpq1BLVwjb8WdciMZYv3NuSpexqx42PxuyCnktf1zkmnNngK6quZ7ANSyFsndQ83G8FBRzUk44ta8QzC": "tac_agent_0_wm", 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\ No newline at end of file
diff --git a/data/experiments/EX_3/game_37/game.json b/data/experiments/EX_3/game_37/game.json
new file mode 100644
index 00000000..57fc5902
--- /dev/null
+++ b/data/experiments/EX_3/game_37/game.json
@@ -0,0 +1 @@
+{"configuration": {"version_id": "game_37", "nb_agents": 10, "nb_goods": 10, "tx_fee": 0.1, "agent_pbk_to_name": {"3MFxaNGFMYukhcASG3JL1eeKDYKwiKYje1Uhj3kyhc2A7U4LU9uC4xng9AyDwAJAW8dusxPixrK3wB8JScJJeL85V2ExBbSJZhvxhXHtAGwq34gX4BDTgZqzZboPc7RwnmaDXzNG2BahLCnW9g4PcBgjJ87GXmFx1WKAgJ196RoFHPCpuH1CdRxVohCfHqbfycdRBsPQJKjNxLa6JCDWZPff6Ag": "tac_agent_0_wm", "3MFxaNGFMYukhcASG3JL1eeKDYKwiKYje1Uhj3kyhc2A2GTGd5GknzeJureUPWBvVfr2eWUTXrovRcQrWa1YLYH5tiJuSxLRt4ZMUmffqZKeum8rSRhGqLZXdJ4LTuybjiu9mTEp1xahhvbjwBwJtm54Fj3CeAd28bi8RsHUy5i2Rh56sUKz614yYA3veijqCtoTFKBRAJuH22E5HrEapnWbLUj": "tac_agent_5", "3MFxaNGFMYukhcASG3JL1eeKDYKwiKYje1Uhj3kyhc2A5kEGnf1xU3cL7qZ6ofSV6pDFqCgEouMNvCRkpk2UKtKbs3rGhyVbeq91vmCtGaSdrGYUBJ8KkZTYBUb7bMTrKwWQCe4autskdWV672gb3YFeB1bEdQP1qkjPbd5gB78FtrTChwhrGJVsYk2tov1spjWPrBF1LzR7HhTcgxvwkKRuUDf": "tac_agent_9", 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\ No newline at end of file
diff --git a/data/experiments/EX_3/game_38/game.json b/data/experiments/EX_3/game_38/game.json
new file mode 100644
index 00000000..54128e48
--- /dev/null
+++ b/data/experiments/EX_3/game_38/game.json
@@ -0,0 +1 @@
+{"configuration": {"version_id": "game_38", "nb_agents": 10, "nb_goods": 10, "tx_fee": 0.1, "agent_pbk_to_name": {"3MFxaNGFMYukhcASG3JL1eeKDYKwiKYje1Uhj3kyhc2A5YCQDKzs5RJWqGdc1T7xMMtbD6bz9RcNhBLPZkj4Du7Fkjq3pWfuYBZ3aAJN6SFCsRSskRqsuyVCfNjwuPRGKgupEDTz8mPdf5HCw6TFxsPNnaNVV7e97ic2wPnrJNVL1CBnHo5878DMGYNaB9rbyW5AL7y9QPYqXRendr5Gh9wfP2Z": "tac_agent_0_wm", "3MFxaNGFMYukhcASG3JL1eeKDYKwiKYje1Uhj3kyhc2A2TuiYyGaR23hsqBLwe1Jr2UEnPGzyigifN2fsC9ug945qgmShkdso6dMd9HHRC6Tn33p51EiJ8woEbaND2Y6nKYLvdBjMpYaTMfiBjKA6S1A23bEdVahVoFXDzv2izBMLpnQKuWKqwmQyjsNvSePWkhsjuJP3j3QxqB4Bdo3rHRqUw4": "tac_agent_6", "3MFxaNGFMYukhcASG3JL1eeKDYKwiKYje1Uhj3kyhc2A1jGjGtWWr63JfMjCgXUHrgCFqSBasGrBe7CYPTFAaLLNzKCtyiijTxWDuydUuikTjs7do64xenKxN2vbpUDRVpJJHWQxai3op6DX9t5nT62uCtby6NJgtdfo5x84hx62cQnhwhDAz6wS9BhoEefNrVoUBchfemr83RNrfbzw4CWmt52": "tac_agent_1_wm", 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\ No newline at end of file
diff --git a/data/experiments/EX_3/game_39/game.json b/data/experiments/EX_3/game_39/game.json
new file mode 100644
index 00000000..617e3836
--- /dev/null
+++ b/data/experiments/EX_3/game_39/game.json
@@ -0,0 +1 @@
+{"configuration": {"version_id": "game_39", "nb_agents": 10, "nb_goods": 10, "tx_fee": 0.1, "agent_pbk_to_name": {"3MFxaNGFMYukhcASG3JL1eeKDYKwiKYje1Uhj3kyhc2A7TiL4LkKrRfXdmypBGA4NSTsJmE6GvpTs1BYqP3jGhLHFksy9WZn7AzP84YLnyJJ8powdEZPBKobZ75MBpMYctK27uEoLKJx4UCvsbDQr1vSk3RwWkbyAMFso6SKKzqY1TJ3zDycp6QHYozuLhfvLqzCcKjZs9ngzvFN8DdaGX9DcYL": "tac_agent_5", "3MFxaNGFMYukhcASG3JL1eeKDYKwiKYje1Uhj3kyhc2A9RkpcUnDqY6gEv9bjgjvtHTyQtgmP8sHYyyWUdWUphv2Yo3KwvhS9Muk8DngsGetpNpj4rtnpE7bhkihtx6i9b7dDxgiHvGZCQQLo1GjprYPjCQ2Fvmq7CMm7CXhUmaysknQyD6D22Pwtiub3KGbieZGx5myCCdt5h3kYNBP2iJmbtL": "tac_agent_1_wm", "3MFxaNGFMYukhcASG3JL1eeKDYKwiKYje1Uhj3kyhc2A9Qof7rJNDnApyELL3CWrrz7M257RHJKFbB9Ae4Gz9hHbH4PCxHL3xPQ2QaqHgN1bgkEa6PCZnEDgGWmL299i1jz6mgomX7nAP7XFkBDhAihezpDDSY7B8m5cTQLtcVwcspDmEndtH26eGcML4e8d7bHjHzhhrp5uh15hGZSVX9vdW8g": "tac_agent_6", 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\ No newline at end of file
diff --git a/data/experiments/EX_3/game_40/game.json b/data/experiments/EX_3/game_40/game.json
new file mode 100644
index 00000000..3ea67ac9
--- /dev/null
+++ b/data/experiments/EX_3/game_40/game.json
@@ -0,0 +1 @@
+{"configuration": {"version_id": "game_40", "nb_agents": 10, "nb_goods": 10, "tx_fee": 0.1, "agent_pbk_to_name": {"3MFxaNGFMYukhcASG3JL1eeKDYKwiKYje1Uhj3kyhc2A4C3CVewaKtknh7jUQqdZ7QhB6dfD8txfZpE41TCzf9teH3DDcxzcBFnwK5EGrra6ywCGLvH7ZwynCkzuQTbR2UsXh2gePQyygeuduhDCFp8kqiKS13yG5xKnaLvfRU8ktTyHxqWzE8qp9B7fhWazWrGxdWp35h7zCdcb8RWyeW5xaRc": "tac_agent_0_wm", "3MFxaNGFMYukhcASG3JL1eeKDYKwiKYje1Uhj3kyhc2A5YNq3Km6jJ5TRUsjuVxGLuiTEb5AEFzA4j68imNfbkM8ztAjrhPaeZangZ6Crccrx4Qn7gZPPB9vdj95BhnFrQfoFnadtx5A5BKoJ3McSR83cCLxiHQJcvTDtwvgo3rW1MH6L2QuAzRU5Qoj57C8CU1Zv5sLeK3TtAxDqRvSK3APJpo": "tac_agent_9", "3MFxaNGFMYukhcASG3JL1eeKDYKwiKYje1Uhj3kyhc2A1r3EQ8jBCxaHbWwhk1XigkShEdvsvv814KJ4LVJDmAENeaiGkkHrko36HUVFzzZ9rNM187s8uHXHuzeuxLpL2YiaptbErCscMbCdFVJhoapu5KFtt83F1t1zrmZA42gCfFB5NGUadC4954RX8v6RiGd77nKDb3CqtzDiifSzVGckCTb": "tac_agent_2_wm", 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\ No newline at end of file
diff --git a/data/experiments/EX_3/game_41/game.json b/data/experiments/EX_3/game_41/game.json
new file mode 100644
index 00000000..f6469b1a
--- /dev/null
+++ b/data/experiments/EX_3/game_41/game.json
@@ -0,0 +1 @@
+{"configuration": {"version_id": "game_41", "nb_agents": 10, "nb_goods": 10, "tx_fee": 0.1, "agent_pbk_to_name": {"3MFxaNGFMYukhcASG3JL1eeKDYKwiKYje1Uhj3kyhc2A8VQfNK2po9cq9hNi9uxKdxAVxi1BwR4fJC9SFaLQhnFoHF8tvCksBXBmFhY5hMQQVY9xmcZShKeK1W3ADkSy52euGPeVGqTTrCVsm4RPd8p3p7Pp4s3mcC8pXtV5zKsFf4RawgP1AbGLs91EqevVyyC4m7xwcGkP5oQN4e6Qzd1yLtn": "tac_agent_8", "3MFxaNGFMYukhcASG3JL1eeKDYKwiKYje1Uhj3kyhc2A5EThdNtVnmSbmxpJwfQ9eziR9zzEfXKnbZYDJRkhAvtd8Fvu87scF1aX4pykkYLLhG8e97htDTZdUgfGQrNdKUTys1zswvZdx3e8955nsmzSfQ1fGuhfpxE9QTs2xDRyyLppMfXJ1gMbpC6qEfK87H6h9gsByb7inqrV1xxYBs4BwWo": "tac_agent_6", "3MFxaNGFMYukhcASG3JL1eeKDYKwiKYje1Uhj3kyhc2A8C3m8py7NtZyyrnp2ZcnBMjr31nUkPGUuoWNPjWGUzBndD1od7tvJ4CP31wXJCgye6SQHTX2iojmftP9EFRNPL9h9Aj7RF9fjThxAnEf9cKynLK1tz3tBiRxPbe45Vs5BhkTuPy8jCbjvoiteSXPwAG6yV1Rkj2gbbuDeHHHriJjUv4": "tac_agent_1_wm", 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\ No newline at end of file
diff --git a/data/experiments/EX_3/game_42/game.json b/data/experiments/EX_3/game_42/game.json
new file mode 100644
index 00000000..8bb4ad54
--- /dev/null
+++ b/data/experiments/EX_3/game_42/game.json
@@ -0,0 +1 @@
+{"configuration": {"version_id": "game_42", "nb_agents": 10, "nb_goods": 10, "tx_fee": 0.1, "agent_pbk_to_name": {"3MFxaNGFMYukhcASG3JL1eeKDYKwiKYje1Uhj3kyhc2A86a3R2d7cjMFY9oi1uX64KwPijbUNgmoFoGLv4BezePKVsCLogfpPwSrgUWhV3sYtUaCHNVNuzdZPfarEMny1xodvk2Bw2HQgZE188h2mTcoqq5thTKqV7bNScMScqqD8g9qHDfMtWobnnQJuypoXpmdTVum4KPoYTXu4emV82LMZYW": "tac_agent_0_wm", "3MFxaNGFMYukhcASG3JL1eeKDYKwiKYje1Uhj3kyhc2A2gEyWJrQYyyT9L8N7Gm8DmMLs6EBF9nhXzEkcAZXSfseSizFMhgcJvMwmQYqU4W1pEeSgAV7zWExww8FyJ4tfwThaV7JzZ9RmyBfnnVoafJZw15yecC9gRjde1EVR6P7EcTGYwKmCPmoBmXVX7JgGU5FD3tC4qaorNAyV5wGX2uoM7A": "tac_agent_6", "3MFxaNGFMYukhcASG3JL1eeKDYKwiKYje1Uhj3kyhc2A6rVZH3UVfL3iMz3VHYyj9PZdz1ydsVbpNAr3Fsiv7cePJLBBsqCRqn3PRyAJSthDrjqqvUceBtrURthHeUGGuh1nFgDPvLgVU6hYr1ijkcmM1TcJCh4cbWBM8kn7zAEaLW4iSQ6xJatqzZpKogiqtDm29UnZuBntShM2iRm9SQYcyVi": "tac_agent_2_wm", 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"tac_good_8_pbk": "tac_good_8", "tac_good_9_pbk": "tac_good_9"}}, "initialization": {"initial_money_amounts": [200.0, 200.0, 200.0, 200.0, 200.0, 200.0, 200.0, 200.0, 200.0, 200.0], "endowments": [[2, 2, 2, 2, 2, 2, 2, 2, 2, 2], [2, 2, 2, 2, 2, 2, 2, 2, 2, 2], [2, 2, 2, 2, 2, 2, 2, 2, 2, 2], [2, 2, 2, 2, 2, 2, 2, 2, 2, 2], [2, 2, 2, 2, 2, 2, 2, 2, 2, 2], [2, 2, 2, 2, 2, 2, 2, 2, 2, 2], [2, 2, 2, 2, 2, 2, 2, 2, 2, 2], [2, 2, 2, 2, 2, 2, 2, 2, 2, 2], [2, 2, 2, 2, 2, 2, 2, 2, 2, 2], [2, 2, 2, 2, 2, 2, 2, 2, 2, 2]], "utility_params": [[3.34, 10.02, 9.229999999999999, 16.900000000000002, 11.0, 17.29, 3.54, 2.75, 16.11, 9.82], [8.77, 6.32, 8.6, 3.6799999999999997, 14.04, 5.609999999999999, 15.09, 17.72, 3.8600000000000003, 16.31], [17.54, 14.62, 4.97, 9.06, 14.91, 11.700000000000001, 14.91, 6.43, 2.0500000000000003, 3.81], [0.3, 20.849999999999998, 0.6, 0.3, 3.93, 18.73, 24.169999999999998, 5.74, 9.67, 15.709999999999999], [11.68, 15.120000000000001, 10.31, 6.529999999999999, 8.25, 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\ No newline at end of file
diff --git a/data/experiments/EX_3/game_43/game.json b/data/experiments/EX_3/game_43/game.json
new file mode 100644
index 00000000..cadee182
--- /dev/null
+++ b/data/experiments/EX_3/game_43/game.json
@@ -0,0 +1 @@
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\ No newline at end of file
diff --git a/data/experiments/EX_3/game_44/game.json b/data/experiments/EX_3/game_44/game.json
new file mode 100644
index 00000000..ea2071f9
--- /dev/null
+++ b/data/experiments/EX_3/game_44/game.json
@@ -0,0 +1 @@
+{"configuration": {"version_id": "game_44", "nb_agents": 10, "nb_goods": 10, "tx_fee": 0.1, "agent_pbk_to_name": {"3MFxaNGFMYukhcASG3JL1eeKDYKwiKYje1Uhj3kyhc2A8WVvyVMZYNJ8Vu6256ZFWZ4cqFz8ZVuZgZ3Gnd6Q8EozaZ2n68TRkRThVnHSuyDsPCFfGgpjDkLUxuSMu2bUVEDYTjXNzWVUgYtBefyYXz7n4wDznMGmxnYfXJEND74QkTsfwWZKqkD8QmE6HMxF2oBCVXsW3KQdtiyFtXwoqHPKbiE": "tac_agent_2_wm", "3MFxaNGFMYukhcASG3JL1eeKDYKwiKYje1Uhj3kyhc2A7Ag2Y1LNeo1Dm5GTWWKQxvA2nkG4vsXFKQmi2Zzc6E1idcYkTzyG35PgmAh6j4gp3YEZhRnhFaJ4FkgMoPibQmqUDi6FZNhNRJRLrp32izxfGgMec5RXBuGquUTC8YA96vCPLi1MdCLUav8xaZtQ71n2moVZo94x1fXHKJwgAp6yGER": "tac_agent_3_wm", "3MFxaNGFMYukhcASG3JL1eeKDYKwiKYje1Uhj3kyhc2A2Fh71iPQtVrrMrHdqpjXxBnqVqa1hqwRdSfM2d7i7R5kNedEySkkFfkc2MPCxdwqoPbN1GWoxkUQxFkmjFsPbhaKUtvASQZssg9NfUe2Pq14wKSewF42k4zSY72yAkxpHfctJgw3goqbEfzP8xBdxnhRPHgu8hX4JgQS21Z6rWH1uAx": "tac_agent_4_wm", 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\ No newline at end of file
diff --git a/data/experiments/EX_3/game_45/game.json b/data/experiments/EX_3/game_45/game.json
new file mode 100644
index 00000000..aee7cf6e
--- /dev/null
+++ b/data/experiments/EX_3/game_45/game.json
@@ -0,0 +1 @@
+{"configuration": {"version_id": "game_45", "nb_agents": 10, "nb_goods": 10, "tx_fee": 0.1, "agent_pbk_to_name": {"3MFxaNGFMYukhcASG3JL1eeKDYKwiKYje1Uhj3kyhc2A58UjyU2fcUEUxDCmkXpDbpz6FAWyjGrbw6HQy4NxaNwLkVLEHzQFKAUSxqFWaNbKTJTvTuZpywptmCwCHn7vCNwHp1DbVE4B8Vn38jkdKpD3xFntrzQjXvA27CLwDjk6KjCFvE5VWZYBJjvNb6C1o1aha4KDyjxWdcTYBbUgcXobN24": "tac_agent_3_wm", "3MFxaNGFMYukhcASG3JL1eeKDYKwiKYje1Uhj3kyhc2A1jeRZcoLvsqg9Ew8VHATaMJ5WZZy5YraGCznKd7Vz41LR61Fqd97z6937F1XDoLHs4u1oXBdT3RbjyEnD2YnjkH2atgZ9xBVunFKap74Qo245UvvooAtCyjPk9rYxd4qmoibv32kUU8NcXcGe8ZYhHeUPbBsFSQpcJtTvRYnxSZ57cM": "tac_agent_5", "3MFxaNGFMYukhcASG3JL1eeKDYKwiKYje1Uhj3kyhc2A96hHpV2duJQSzfh7Ub6u4sB8xXiBHRtidGHmfJ8Y3TgMLobrhgwZVpEY9rA41iANdmkHLvvCzSwtT7qVW43xYmkdPKF6HftCBq5V7v32s1Mqo6WhqPRasJthnrsJVMFL6PtzANjwa8a5zK54Nkx4Ji5cH6wJML8uBPUMRPJahvcD3V5": "tac_agent_0_wm", 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\ No newline at end of file
diff --git a/data/experiments/EX_3/game_46/game.json b/data/experiments/EX_3/game_46/game.json
new file mode 100644
index 00000000..4003b3d8
--- /dev/null
+++ b/data/experiments/EX_3/game_46/game.json
@@ -0,0 +1 @@
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\ No newline at end of file
diff --git a/data/experiments/EX_3/game_47/game.json b/data/experiments/EX_3/game_47/game.json
new file mode 100644
index 00000000..2496012d
--- /dev/null
+++ b/data/experiments/EX_3/game_47/game.json
@@ -0,0 +1 @@
+{"configuration": {"version_id": "game_47", "nb_agents": 10, "nb_goods": 10, "tx_fee": 0.1, "agent_pbk_to_name": {"3MFxaNGFMYukhcASG3JL1eeKDYKwiKYje1Uhj3kyhc2A4pXgVVJd37NR4n8QN1r4jf64U3v8g4DbNCqNuPxXsuaEJjtCuTPhf9RNuSwQVqUkaAAFVBRGxaAyTSrUshTxFGvG3Csa24cxUKp52misZCggu5HS4jGw6S5CW6XmnsmFNPyppbfdcowoaXidj5eX2bL21gppppeCTE4iyYGkkSkggUy": "tac_agent_8", "3MFxaNGFMYukhcASG3JL1eeKDYKwiKYje1Uhj3kyhc2A1qZ6c7G59qpMQacMuycyXqkSTATq9coZFxNXAuH8kgHtuffh9h5FwrTFjRDLFDcFeDNoBeGveRbkikykPapQB9aNqxWFijtgWz8Zo1wum9Kyoe2312912ADcx1yhPXqwGjVjtxy3UAjcRZEk5sCVY4w8yohakg3rAkDoLyHiPptDMmw": "tac_agent_2_wm", "3MFxaNGFMYukhcASG3JL1eeKDYKwiKYje1Uhj3kyhc2A2FLsBeAcHjjunUWq8LNEYgtybgb4KouZYStAZ4dv6ZFWtkaKrR69Cw6SXg7U2EhVG21nqCHj4vFVB2eWh3SDhwtMLaGyJLBAYqhXa5BTwswzeMxxMc4VhNo1dVWuTeiUpV9eZcZBCmt1bjx8rMCuoA7RChcaJSEHMtW5NDFfU8fAYmk": "tac_agent_0_wm", 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"tac_good_8_pbk": "tac_good_8", "tac_good_9_pbk": "tac_good_9"}}, "initialization": {"initial_money_amounts": [200.0, 200.0, 200.0, 200.0, 200.0, 200.0, 200.0, 200.0, 200.0, 200.0], "endowments": [[2, 2, 2, 2, 2, 2, 2, 2, 2, 2], [2, 2, 2, 2, 2, 2, 2, 2, 2, 2], [2, 2, 2, 2, 2, 2, 2, 2, 2, 2], [2, 2, 2, 2, 2, 2, 2, 2, 2, 2], [2, 2, 2, 2, 2, 2, 2, 2, 2, 2], [2, 2, 2, 2, 2, 2, 2, 2, 2, 2], [2, 2, 2, 2, 2, 2, 2, 2, 2, 2], [2, 2, 2, 2, 2, 2, 2, 2, 2, 2], [2, 2, 2, 2, 2, 2, 2, 2, 2, 2], [2, 2, 2, 2, 2, 2, 2, 2, 2, 2]], "utility_params": [[1.37, 17.45, 19.61, 1.37, 4.12, 9.610000000000001, 16.669999999999998, 10.0, 8.43, 11.37], [11.19, 11.63, 1.34, 0.22, 18.34, 10.07, 22.15, 6.94, 10.74, 7.380000000000001], [3.61, 14.16, 27.41, 3.3099999999999996, 5.12, 2.11, 24.099999999999998, 11.450000000000001, 4.82, 3.91], [17.84, 15.35, 4.9799999999999995, 0.21, 10.58, 8.3, 5.19, 9.959999999999999, 11.0, 16.59], [4.66, 5.6899999999999995, 15.86, 16.38, 15.690000000000001, 7.07, 0.86, 15.340000000000002, 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\ No newline at end of file
diff --git a/data/experiments/EX_3/game_48/game.json b/data/experiments/EX_3/game_48/game.json
new file mode 100644
index 00000000..9e26dfee
--- /dev/null
+++ b/data/experiments/EX_3/game_48/game.json
@@ -0,0 +1 @@
+{}
\ No newline at end of file
diff --git a/data/experiments/EX_3/game_49/game.json b/data/experiments/EX_3/game_49/game.json
new file mode 100644
index 00000000..9e26dfee
--- /dev/null
+++ b/data/experiments/EX_3/game_49/game.json
@@ -0,0 +1 @@
+{}
\ No newline at end of file
diff --git a/data/experiments/EX_3/game_50/game.json b/data/experiments/EX_3/game_50/game.json
new file mode 100644
index 00000000..9e26dfee
--- /dev/null
+++ b/data/experiments/EX_3/game_50/game.json
@@ -0,0 +1 @@
+{}
\ No newline at end of file
diff --git a/data/experiments/EX_3/game_51/game.json b/data/experiments/EX_3/game_51/game.json
new file mode 100644
index 00000000..78646ab1
--- /dev/null
+++ b/data/experiments/EX_3/game_51/game.json
@@ -0,0 +1 @@
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\ No newline at end of file
diff --git a/data/experiments/EX_3/game_52/game.json b/data/experiments/EX_3/game_52/game.json
new file mode 100644
index 00000000..c15b19af
--- /dev/null
+++ b/data/experiments/EX_3/game_52/game.json
@@ -0,0 +1 @@
+{"configuration": {"version_id": "game_52", "nb_agents": 10, "nb_goods": 10, "tx_fee": 0.1, "agent_pbk_to_name": {"3MFxaNGFMYukhcASG3JL1eeKDYKwiKYje1Uhj3kyhc2A5vz46JypUxoBJxEgS22CgDjKfPsTq9ms57gPQXV9KJk7NBUmsrYePdpHaDQLLFhrnuHB7uGE73uagcetgcA6aN5XoARjet1SXTYg87FCA8zrBwWbMGvpwJuQjhFpFwkYfq7C9xfbWCFGDEJQdmwopeBW5U28zLpENDyREhKTwUccQY4": "tac_agent_0_wm", "3MFxaNGFMYukhcASG3JL1eeKDYKwiKYje1Uhj3kyhc2A5SMXA2vuwhyUhjBSqjuMq4bMq2MJLntA8oqYWwyi5ysioZviFPf5V5oAcMe6S2U8EyR6zM2r77zXPiuuSWhZHCYDyaoAU5B2KLVYRUFk21kpL86iWYUaaKt9JAs6jFUBqtsD1BqmEqjSvouvBbsxA895838uHKUv91NLKXn9WpGjCaB": "tac_agent_7", "3MFxaNGFMYukhcASG3JL1eeKDYKwiKYje1Uhj3kyhc2A4iUi3CjSqQyZSX7iD3ZHDPbEbCNq3cNqgi7r5pFQy4RqLnPpGmhFHYpN4F4VLj7eU8bZus6wSzxdF7HGDvR8xaf9F8axD6Y8h9cMaPwkxFqmkzPvWhtL3mzDgcixqWdkdKz26G7Ec3yDwbz89EGU2qhNUvgJqjbLUApacAkQVR732ks": "tac_agent_1_wm", 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"tac_good_8_pbk": "tac_good_8", "tac_good_9_pbk": "tac_good_9"}}, "initialization": {"initial_money_amounts": [200.0, 200.0, 200.0, 200.0, 200.0, 200.0, 200.0, 200.0, 200.0, 200.0], "endowments": [[2, 2, 2, 2, 2, 2, 2, 2, 2, 2], [2, 2, 2, 2, 2, 2, 2, 2, 2, 2], [2, 2, 2, 2, 2, 2, 2, 2, 2, 2], [2, 2, 2, 2, 2, 2, 2, 2, 2, 2], [2, 2, 2, 2, 2, 2, 2, 2, 2, 2], [2, 2, 2, 2, 2, 2, 2, 2, 2, 2], [2, 2, 2, 2, 2, 2, 2, 2, 2, 2], [2, 2, 2, 2, 2, 2, 2, 2, 2, 2], [2, 2, 2, 2, 2, 2, 2, 2, 2, 2], [2, 2, 2, 2, 2, 2, 2, 2, 2, 2]], "utility_params": [[4.42, 2.21, 10.38, 12.58, 6.4, 20.97, 2.21, 3.75, 17.22, 19.86], [16.99, 16.64, 5.66, 6.370000000000001, 10.09, 9.73, 2.65, 10.97, 12.57, 8.33], [19.57, 3.44, 12.47, 9.46, 0.43, 4.09, 10.54, 14.19, 9.25, 16.56], [1.81, 3.63, 17.740000000000002, 19.96, 15.52, 3.63, 14.719999999999999, 6.8500000000000005, 12.5, 3.64], [4.95, 2.29, 16.0, 17.71, 5.140000000000001, 13.900000000000002, 9.520000000000001, 14.48, 6.67, 9.34], [10.57, 6.460000000000001, 12.13, 19.18, 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\ No newline at end of file
diff --git a/data/experiments/EX_3/tempfile_controller_game_00_status.txt b/data/experiments/EX_3/tempfile_controller_game_00_status.txt
new file mode 100644
index 00000000..e47fe39a
--- /dev/null
+++ b/data/experiments/EX_3/tempfile_controller_game_00_status.txt
@@ -0,0 +1 @@
+FINISHED_INACTIVITY
\ No newline at end of file
diff --git a/data/experiments/EX_3/tempfile_controller_game_01_status.txt b/data/experiments/EX_3/tempfile_controller_game_01_status.txt
new file mode 100644
index 00000000..3b70583b
--- /dev/null
+++ b/data/experiments/EX_3/tempfile_controller_game_01_status.txt
@@ -0,0 +1 @@
+FINISHED_GAME_TIMEOUT
\ No newline at end of file
diff --git a/data/experiments/EX_3/tempfile_controller_game_02_status.txt b/data/experiments/EX_3/tempfile_controller_game_02_status.txt
new file mode 100644
index 00000000..e47fe39a
--- /dev/null
+++ b/data/experiments/EX_3/tempfile_controller_game_02_status.txt
@@ -0,0 +1 @@
+FINISHED_INACTIVITY
\ No newline at end of file
diff --git a/data/experiments/EX_3/tempfile_controller_game_03_status.txt b/data/experiments/EX_3/tempfile_controller_game_03_status.txt
new file mode 100644
index 00000000..3b70583b
--- /dev/null
+++ b/data/experiments/EX_3/tempfile_controller_game_03_status.txt
@@ -0,0 +1 @@
+FINISHED_GAME_TIMEOUT
\ No newline at end of file
diff --git a/data/experiments/EX_3/tempfile_controller_game_04_status.txt b/data/experiments/EX_3/tempfile_controller_game_04_status.txt
new file mode 100644
index 00000000..3b70583b
--- /dev/null
+++ b/data/experiments/EX_3/tempfile_controller_game_04_status.txt
@@ -0,0 +1 @@
+FINISHED_GAME_TIMEOUT
\ No newline at end of file
diff --git a/data/experiments/EX_3/tempfile_controller_game_05_status.txt b/data/experiments/EX_3/tempfile_controller_game_05_status.txt
new file mode 100644
index 00000000..3b70583b
--- /dev/null
+++ b/data/experiments/EX_3/tempfile_controller_game_05_status.txt
@@ -0,0 +1 @@
+FINISHED_GAME_TIMEOUT
\ No newline at end of file
diff --git a/data/experiments/EX_3/tempfile_controller_game_06_status.txt b/data/experiments/EX_3/tempfile_controller_game_06_status.txt
new file mode 100644
index 00000000..3b70583b
--- /dev/null
+++ b/data/experiments/EX_3/tempfile_controller_game_06_status.txt
@@ -0,0 +1 @@
+FINISHED_GAME_TIMEOUT
\ No newline at end of file
diff --git a/data/experiments/EX_3/tempfile_controller_game_07_status.txt b/data/experiments/EX_3/tempfile_controller_game_07_status.txt
new file mode 100644
index 00000000..3b70583b
--- /dev/null
+++ b/data/experiments/EX_3/tempfile_controller_game_07_status.txt
@@ -0,0 +1 @@
+FINISHED_GAME_TIMEOUT
\ No newline at end of file
diff --git a/data/experiments/EX_3/tempfile_controller_game_08_status.txt b/data/experiments/EX_3/tempfile_controller_game_08_status.txt
new file mode 100644
index 00000000..3b70583b
--- /dev/null
+++ b/data/experiments/EX_3/tempfile_controller_game_08_status.txt
@@ -0,0 +1 @@
+FINISHED_GAME_TIMEOUT
\ No newline at end of file
diff --git a/data/experiments/EX_3/tempfile_controller_game_09_status.txt b/data/experiments/EX_3/tempfile_controller_game_09_status.txt
new file mode 100644
index 00000000..3b70583b
--- /dev/null
+++ b/data/experiments/EX_3/tempfile_controller_game_09_status.txt
@@ -0,0 +1 @@
+FINISHED_GAME_TIMEOUT
\ No newline at end of file
diff --git a/data/experiments/EX_3/tempfile_controller_game_10_status.txt b/data/experiments/EX_3/tempfile_controller_game_10_status.txt
new file mode 100644
index 00000000..3b70583b
--- /dev/null
+++ b/data/experiments/EX_3/tempfile_controller_game_10_status.txt
@@ -0,0 +1 @@
+FINISHED_GAME_TIMEOUT
\ No newline at end of file
diff --git a/data/experiments/EX_3/tempfile_controller_game_11_status.txt b/data/experiments/EX_3/tempfile_controller_game_11_status.txt
new file mode 100644
index 00000000..e47fe39a
--- /dev/null
+++ b/data/experiments/EX_3/tempfile_controller_game_11_status.txt
@@ -0,0 +1 @@
+FINISHED_INACTIVITY
\ No newline at end of file
diff --git a/data/experiments/EX_3/tempfile_controller_game_12_status.txt b/data/experiments/EX_3/tempfile_controller_game_12_status.txt
new file mode 100644
index 00000000..3b70583b
--- /dev/null
+++ b/data/experiments/EX_3/tempfile_controller_game_12_status.txt
@@ -0,0 +1 @@
+FINISHED_GAME_TIMEOUT
\ No newline at end of file
diff --git a/data/experiments/EX_3/tempfile_controller_game_13_status.txt b/data/experiments/EX_3/tempfile_controller_game_13_status.txt
new file mode 100644
index 00000000..3b70583b
--- /dev/null
+++ b/data/experiments/EX_3/tempfile_controller_game_13_status.txt
@@ -0,0 +1 @@
+FINISHED_GAME_TIMEOUT
\ No newline at end of file
diff --git a/data/experiments/EX_3/tempfile_controller_game_14_status.txt b/data/experiments/EX_3/tempfile_controller_game_14_status.txt
new file mode 100644
index 00000000..3b70583b
--- /dev/null
+++ b/data/experiments/EX_3/tempfile_controller_game_14_status.txt
@@ -0,0 +1 @@
+FINISHED_GAME_TIMEOUT
\ No newline at end of file
diff --git a/data/experiments/EX_3/tempfile_controller_game_15_status.txt b/data/experiments/EX_3/tempfile_controller_game_15_status.txt
new file mode 100644
index 00000000..3b70583b
--- /dev/null
+++ b/data/experiments/EX_3/tempfile_controller_game_15_status.txt
@@ -0,0 +1 @@
+FINISHED_GAME_TIMEOUT
\ No newline at end of file
diff --git a/data/experiments/EX_3/tempfile_controller_game_16_status.txt b/data/experiments/EX_3/tempfile_controller_game_16_status.txt
new file mode 100644
index 00000000..3b70583b
--- /dev/null
+++ b/data/experiments/EX_3/tempfile_controller_game_16_status.txt
@@ -0,0 +1 @@
+FINISHED_GAME_TIMEOUT
\ No newline at end of file
diff --git a/data/experiments/EX_3/tempfile_controller_game_17_status.txt b/data/experiments/EX_3/tempfile_controller_game_17_status.txt
new file mode 100644
index 00000000..3b70583b
--- /dev/null
+++ b/data/experiments/EX_3/tempfile_controller_game_17_status.txt
@@ -0,0 +1 @@
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\ No newline at end of file
diff --git a/data/experiments/EX_3/tempfile_controller_game_18_status.txt b/data/experiments/EX_3/tempfile_controller_game_18_status.txt
new file mode 100644
index 00000000..3b70583b
--- /dev/null
+++ b/data/experiments/EX_3/tempfile_controller_game_18_status.txt
@@ -0,0 +1 @@
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\ No newline at end of file
diff --git a/data/experiments/EX_3/tempfile_controller_game_19_status.txt b/data/experiments/EX_3/tempfile_controller_game_19_status.txt
new file mode 100644
index 00000000..3b70583b
--- /dev/null
+++ b/data/experiments/EX_3/tempfile_controller_game_19_status.txt
@@ -0,0 +1 @@
+FINISHED_GAME_TIMEOUT
\ No newline at end of file
diff --git a/data/experiments/EX_3/tempfile_controller_game_20_status.txt b/data/experiments/EX_3/tempfile_controller_game_20_status.txt
new file mode 100644
index 00000000..8d5d9a15
--- /dev/null
+++ b/data/experiments/EX_3/tempfile_controller_game_20_status.txt
@@ -0,0 +1 @@
+STOPPING_UNSUFFICIENT_AGENTS
\ No newline at end of file
diff --git a/data/experiments/EX_3/tempfile_controller_game_21_status.txt b/data/experiments/EX_3/tempfile_controller_game_21_status.txt
new file mode 100644
index 00000000..3b70583b
--- /dev/null
+++ b/data/experiments/EX_3/tempfile_controller_game_21_status.txt
@@ -0,0 +1 @@
+FINISHED_GAME_TIMEOUT
\ No newline at end of file
diff --git a/data/experiments/EX_3/tempfile_controller_game_22_status.txt b/data/experiments/EX_3/tempfile_controller_game_22_status.txt
new file mode 100644
index 00000000..3b70583b
--- /dev/null
+++ b/data/experiments/EX_3/tempfile_controller_game_22_status.txt
@@ -0,0 +1 @@
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\ No newline at end of file
diff --git a/data/experiments/EX_3/tempfile_controller_game_23_status.txt b/data/experiments/EX_3/tempfile_controller_game_23_status.txt
new file mode 100644
index 00000000..e47fe39a
--- /dev/null
+++ b/data/experiments/EX_3/tempfile_controller_game_23_status.txt
@@ -0,0 +1 @@
+FINISHED_INACTIVITY
\ No newline at end of file
diff --git a/data/experiments/EX_3/tempfile_controller_game_24_status.txt b/data/experiments/EX_3/tempfile_controller_game_24_status.txt
new file mode 100644
index 00000000..3b70583b
--- /dev/null
+++ b/data/experiments/EX_3/tempfile_controller_game_24_status.txt
@@ -0,0 +1 @@
+FINISHED_GAME_TIMEOUT
\ No newline at end of file
diff --git a/data/experiments/EX_3/tempfile_controller_game_25_status.txt b/data/experiments/EX_3/tempfile_controller_game_25_status.txt
new file mode 100644
index 00000000..3b70583b
--- /dev/null
+++ b/data/experiments/EX_3/tempfile_controller_game_25_status.txt
@@ -0,0 +1 @@
+FINISHED_GAME_TIMEOUT
\ No newline at end of file
diff --git a/data/experiments/EX_3/tempfile_controller_game_26_status.txt b/data/experiments/EX_3/tempfile_controller_game_26_status.txt
new file mode 100644
index 00000000..3b70583b
--- /dev/null
+++ b/data/experiments/EX_3/tempfile_controller_game_26_status.txt
@@ -0,0 +1 @@
+FINISHED_GAME_TIMEOUT
\ No newline at end of file
diff --git a/data/experiments/EX_3/tempfile_controller_game_27_status.txt b/data/experiments/EX_3/tempfile_controller_game_27_status.txt
new file mode 100644
index 00000000..3b70583b
--- /dev/null
+++ b/data/experiments/EX_3/tempfile_controller_game_27_status.txt
@@ -0,0 +1 @@
+FINISHED_GAME_TIMEOUT
\ No newline at end of file
diff --git a/data/experiments/EX_3/tempfile_controller_game_28_status.txt b/data/experiments/EX_3/tempfile_controller_game_28_status.txt
new file mode 100644
index 00000000..e47fe39a
--- /dev/null
+++ b/data/experiments/EX_3/tempfile_controller_game_28_status.txt
@@ -0,0 +1 @@
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\ No newline at end of file
diff --git a/data/experiments/EX_3/tempfile_controller_game_29_status.txt b/data/experiments/EX_3/tempfile_controller_game_29_status.txt
new file mode 100644
index 00000000..8d5d9a15
--- /dev/null
+++ b/data/experiments/EX_3/tempfile_controller_game_29_status.txt
@@ -0,0 +1 @@
+STOPPING_UNSUFFICIENT_AGENTS
\ No newline at end of file
diff --git a/data/experiments/EX_3/tempfile_controller_game_30_status.txt b/data/experiments/EX_3/tempfile_controller_game_30_status.txt
new file mode 100644
index 00000000..8d5d9a15
--- /dev/null
+++ b/data/experiments/EX_3/tempfile_controller_game_30_status.txt
@@ -0,0 +1 @@
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\ No newline at end of file
diff --git a/data/experiments/EX_3/tempfile_controller_game_31_status.txt b/data/experiments/EX_3/tempfile_controller_game_31_status.txt
new file mode 100644
index 00000000..8d5d9a15
--- /dev/null
+++ b/data/experiments/EX_3/tempfile_controller_game_31_status.txt
@@ -0,0 +1 @@
+STOPPING_UNSUFFICIENT_AGENTS
\ No newline at end of file
diff --git a/data/experiments/EX_3/tempfile_controller_game_32_status.txt b/data/experiments/EX_3/tempfile_controller_game_32_status.txt
new file mode 100644
index 00000000..8d5d9a15
--- /dev/null
+++ b/data/experiments/EX_3/tempfile_controller_game_32_status.txt
@@ -0,0 +1 @@
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\ No newline at end of file
diff --git a/data/experiments/EX_3/tempfile_controller_game_33_status.txt b/data/experiments/EX_3/tempfile_controller_game_33_status.txt
new file mode 100644
index 00000000..8d5d9a15
--- /dev/null
+++ b/data/experiments/EX_3/tempfile_controller_game_33_status.txt
@@ -0,0 +1 @@
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\ No newline at end of file
diff --git a/data/experiments/EX_3/tempfile_controller_game_34_status.txt b/data/experiments/EX_3/tempfile_controller_game_34_status.txt
new file mode 100644
index 00000000..3b70583b
--- /dev/null
+++ b/data/experiments/EX_3/tempfile_controller_game_34_status.txt
@@ -0,0 +1 @@
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\ No newline at end of file
diff --git a/data/experiments/EX_3/tempfile_controller_game_35_status.txt b/data/experiments/EX_3/tempfile_controller_game_35_status.txt
new file mode 100644
index 00000000..3b70583b
--- /dev/null
+++ b/data/experiments/EX_3/tempfile_controller_game_35_status.txt
@@ -0,0 +1 @@
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\ No newline at end of file
diff --git a/data/experiments/EX_3/tempfile_controller_game_36_status.txt b/data/experiments/EX_3/tempfile_controller_game_36_status.txt
new file mode 100644
index 00000000..3b70583b
--- /dev/null
+++ b/data/experiments/EX_3/tempfile_controller_game_36_status.txt
@@ -0,0 +1 @@
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\ No newline at end of file
diff --git a/data/experiments/EX_3/tempfile_controller_game_37_status.txt b/data/experiments/EX_3/tempfile_controller_game_37_status.txt
new file mode 100644
index 00000000..3b70583b
--- /dev/null
+++ b/data/experiments/EX_3/tempfile_controller_game_37_status.txt
@@ -0,0 +1 @@
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\ No newline at end of file
diff --git a/data/experiments/EX_3/tempfile_controller_game_38_status.txt b/data/experiments/EX_3/tempfile_controller_game_38_status.txt
new file mode 100644
index 00000000..3b70583b
--- /dev/null
+++ b/data/experiments/EX_3/tempfile_controller_game_38_status.txt
@@ -0,0 +1 @@
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\ No newline at end of file
diff --git a/data/experiments/EX_3/tempfile_controller_game_39_status.txt b/data/experiments/EX_3/tempfile_controller_game_39_status.txt
new file mode 100644
index 00000000..e47fe39a
--- /dev/null
+++ b/data/experiments/EX_3/tempfile_controller_game_39_status.txt
@@ -0,0 +1 @@
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\ No newline at end of file
diff --git a/data/experiments/EX_3/tempfile_controller_game_40_status.txt b/data/experiments/EX_3/tempfile_controller_game_40_status.txt
new file mode 100644
index 00000000..3b70583b
--- /dev/null
+++ b/data/experiments/EX_3/tempfile_controller_game_40_status.txt
@@ -0,0 +1 @@
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\ No newline at end of file
diff --git a/data/experiments/EX_3/tempfile_controller_game_41_status.txt b/data/experiments/EX_3/tempfile_controller_game_41_status.txt
new file mode 100644
index 00000000..3b70583b
--- /dev/null
+++ b/data/experiments/EX_3/tempfile_controller_game_41_status.txt
@@ -0,0 +1 @@
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\ No newline at end of file
diff --git a/data/experiments/EX_3/tempfile_controller_game_42_status.txt b/data/experiments/EX_3/tempfile_controller_game_42_status.txt
new file mode 100644
index 00000000..3b70583b
--- /dev/null
+++ b/data/experiments/EX_3/tempfile_controller_game_42_status.txt
@@ -0,0 +1 @@
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\ No newline at end of file
diff --git a/data/experiments/EX_3/tempfile_controller_game_43_status.txt b/data/experiments/EX_3/tempfile_controller_game_43_status.txt
new file mode 100644
index 00000000..3b70583b
--- /dev/null
+++ b/data/experiments/EX_3/tempfile_controller_game_43_status.txt
@@ -0,0 +1 @@
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\ No newline at end of file
diff --git a/data/experiments/EX_3/tempfile_controller_game_44_status.txt b/data/experiments/EX_3/tempfile_controller_game_44_status.txt
new file mode 100644
index 00000000..3b70583b
--- /dev/null
+++ b/data/experiments/EX_3/tempfile_controller_game_44_status.txt
@@ -0,0 +1 @@
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\ No newline at end of file
diff --git a/data/experiments/EX_3/tempfile_controller_game_45_status.txt b/data/experiments/EX_3/tempfile_controller_game_45_status.txt
new file mode 100644
index 00000000..3b70583b
--- /dev/null
+++ b/data/experiments/EX_3/tempfile_controller_game_45_status.txt
@@ -0,0 +1 @@
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\ No newline at end of file
diff --git a/data/experiments/EX_3/tempfile_controller_game_46_status.txt b/data/experiments/EX_3/tempfile_controller_game_46_status.txt
new file mode 100644
index 00000000..3b70583b
--- /dev/null
+++ b/data/experiments/EX_3/tempfile_controller_game_46_status.txt
@@ -0,0 +1 @@
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\ No newline at end of file
diff --git a/data/experiments/EX_3/tempfile_controller_game_47_status.txt b/data/experiments/EX_3/tempfile_controller_game_47_status.txt
new file mode 100644
index 00000000..3b70583b
--- /dev/null
+++ b/data/experiments/EX_3/tempfile_controller_game_47_status.txt
@@ -0,0 +1 @@
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\ No newline at end of file
diff --git a/data/experiments/EX_3/tempfile_controller_game_48_status.txt b/data/experiments/EX_3/tempfile_controller_game_48_status.txt
new file mode 100644
index 00000000..8d5d9a15
--- /dev/null
+++ b/data/experiments/EX_3/tempfile_controller_game_48_status.txt
@@ -0,0 +1 @@
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\ No newline at end of file
diff --git a/data/experiments/EX_3/tempfile_controller_game_49_status.txt b/data/experiments/EX_3/tempfile_controller_game_49_status.txt
new file mode 100644
index 00000000..8d5d9a15
--- /dev/null
+++ b/data/experiments/EX_3/tempfile_controller_game_49_status.txt
@@ -0,0 +1 @@
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\ No newline at end of file
diff --git a/data/experiments/EX_3/tempfile_controller_game_50_status.txt b/data/experiments/EX_3/tempfile_controller_game_50_status.txt
new file mode 100644
index 00000000..8d5d9a15
--- /dev/null
+++ b/data/experiments/EX_3/tempfile_controller_game_50_status.txt
@@ -0,0 +1 @@
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\ No newline at end of file
diff --git a/data/experiments/EX_3/tempfile_controller_game_51_status.txt b/data/experiments/EX_3/tempfile_controller_game_51_status.txt
new file mode 100644
index 00000000..3b70583b
--- /dev/null
+++ b/data/experiments/EX_3/tempfile_controller_game_51_status.txt
@@ -0,0 +1 @@
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\ No newline at end of file
diff --git a/data/experiments/EX_3/tempfile_controller_game_52_status.txt b/data/experiments/EX_3/tempfile_controller_game_52_status.txt
new file mode 100644
index 00000000..3b70583b
--- /dev/null
+++ b/data/experiments/EX_3/tempfile_controller_game_52_status.txt
@@ -0,0 +1 @@
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\ No newline at end of file
diff --git a/data/experiments/EX_3/tempfile_controller_game_53_status.txt b/data/experiments/EX_3/tempfile_controller_game_53_status.txt
new file mode 100644
index 00000000..0e5ea08e
--- /dev/null
+++ b/data/experiments/EX_3/tempfile_controller_game_53_status.txt
@@ -0,0 +1 @@
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\ No newline at end of file
diff --git a/data/experiments/analysis/prices.csv b/data/experiments/analysis/prices.csv
new file mode 100644
index 00000000..c3ca28ac
--- /dev/null
+++ b/data/experiments/analysis/prices.csv
@@ -0,0 +1,2662 @@
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diff --git a/data/experiments/analysis/prices.png b/data/experiments/analysis/prices.png
new file mode 100644
index 00000000..a7b78993
Binary files /dev/null and b/data/experiments/analysis/prices.png differ
diff --git a/data/experiments/analysis/prices_ex1.csv b/data/experiments/analysis/prices_ex1.csv
new file mode 100644
index 00000000..1dd42218
--- /dev/null
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diff --git a/data/experiments/analysis/prices_ex2.csv b/data/experiments/analysis/prices_ex2.csv
new file mode 100644
index 00000000..6422fd54
--- /dev/null
+++ b/data/experiments/analysis/prices_ex2.csv
@@ -0,0 +1,2862 @@
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diff --git a/data/experiments/analysis/prices_ex3.csv b/data/experiments/analysis/prices_ex3.csv
new file mode 100644
index 00000000..c3ca28ac
--- /dev/null
+++ b/data/experiments/analysis/prices_ex3.csv
@@ -0,0 +1,2662 @@
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diff --git a/data/experiments/analysis/scores.png b/data/experiments/analysis/scores.png
new file mode 100644
index 00000000..00e63aaa
Binary files /dev/null and b/data/experiments/analysis/scores.png differ
diff --git a/data/experiments/analysis/scores_equilibrium.csv b/data/experiments/analysis/scores_equilibrium.csv
new file mode 100644
index 00000000..7df60c40
--- /dev/null
+++ b/data/experiments/analysis/scores_equilibrium.csv
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diff --git a/data/experiments/analysis/scores_equilibrium_ex1.csv b/data/experiments/analysis/scores_equilibrium_ex1.csv
new file mode 100644
index 00000000..3ab1e4bb
--- /dev/null
+++ b/data/experiments/analysis/scores_equilibrium_ex1.csv
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diff --git a/data/experiments/analysis/scores_equilibrium_ex2.csv b/data/experiments/analysis/scores_equilibrium_ex2.csv
new file mode 100644
index 00000000..0d59d0b8
--- /dev/null
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diff --git a/data/experiments/analysis/scores_equilibrium_ex3.csv b/data/experiments/analysis/scores_equilibrium_ex3.csv
new file mode 100644
index 00000000..7df60c40
--- /dev/null
+++ b/data/experiments/analysis/scores_equilibrium_ex3.csv
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diff --git a/data/experiments/analysis/scores_final.csv b/data/experiments/analysis/scores_final.csv
new file mode 100644
index 00000000..86c95fa0
--- /dev/null
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diff --git a/data/experiments/analysis/scores_final_ex1.csv b/data/experiments/analysis/scores_final_ex1.csv
new file mode 100644
index 00000000..fff6c77d
--- /dev/null
+++ b/data/experiments/analysis/scores_final_ex1.csv
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diff --git a/data/experiments/analysis/scores_final_ex2.csv b/data/experiments/analysis/scores_final_ex2.csv
new file mode 100644
index 00000000..5bd334a1
--- /dev/null
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diff --git a/data/experiments/analysis/scores_final_ex3.csv b/data/experiments/analysis/scores_final_ex3.csv
new file mode 100644
index 00000000..86c95fa0
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diff --git a/data/experiments/analysis/scores_initial_ex1.csv b/data/experiments/analysis/scores_initial_ex1.csv
new file mode 100644
index 00000000..a1abeafa
--- /dev/null
+++ b/data/experiments/analysis/scores_initial_ex1.csv
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diff --git a/data/experiments/analysis/scores_initial_ex2.csv b/data/experiments/analysis/scores_initial_ex2.csv
new file mode 100644
index 00000000..f04db6a8
--- /dev/null
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diff --git a/data/experiments/analysis/scores_initial_ex3.csv b/data/experiments/analysis/scores_initial_ex3.csv
new file mode 100644
index 00000000..13f6b1c5
--- /dev/null
+++ b/data/experiments/analysis/scores_initial_ex3.csv
@@ -0,0 +1,45 @@
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diff --git a/data/experiments/analysis/stats.py b/data/experiments/analysis/stats.py
new file mode 100644
index 00000000..08cd4bc4
--- /dev/null
+++ b/data/experiments/analysis/stats.py
@@ -0,0 +1,308 @@
+#!/usr/bin/env python3
+# -*- coding: utf-8 -*-
+# ------------------------------------------------------------------------------
+#
+#   Copyright 2018-2020 Fetch.AI Limited
+#
+#   Licensed under the Apache License, Version 2.0 (the "License");
+#   you may not use this file except in compliance with the License.
+#   You may obtain a copy of the License at
+#
+#     http://www.apache.org/licenses/LICENSE-2.0
+#
+#   Unless required by applicable law or agreed to in writing, software
+#   distributed under the License is distributed on an "AS IS" BASIS,
+#   WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+#   See the License for the specific language governing permissions and
+#   limitations under the License.
+#
+# ------------------------------------------------------------------------------
+
+"""Quick stats from data."""
+
+import numpy as np
+import pandas as pd
+from scipy import stats  # type: ignore
+import seaborn as sns  # type: ignore
+import matplotlib.pyplot as plt  # type: ignore
+
+sns.set(color_codes=True)
+
+
+def analysis_scores_initial_and_final_vs_equilibrium():
+    """Analyse the initial and final vs equilibrium scores for baseline agents only."""
+    # load scores
+    print("---------------\nAnalysis 1:")
+    df1 = pd.read_csv("scores_final_ex2.csv")
+    df1 = df1.drop(["Unnamed: 0"], axis=1)
+    df2 = pd.read_csv("scores_final_ex3.csv")
+    df2 = df2.drop(["Unnamed: 0"], axis=1)
+    df_final = pd.concat([df1, df2], ignore_index=True, sort=False)
+    df_final.reset_index(inplace=True)
+
+    df3 = pd.read_csv("scores_equilibrium_ex2.csv")
+    df3 = df3.drop(["Unnamed: 0"], axis=1)
+    df4 = pd.read_csv("scores_equilibrium_ex3.csv")
+    df4 = df4.drop(["Unnamed: 0"], axis=1)
+    df_eq = pd.concat([df3, df4], ignore_index=True, sort=False)
+    df_eq.reset_index(inplace=True)
+
+    df5 = pd.read_csv("scores_initial_ex2.csv")
+    df5 = df5.drop(["Unnamed: 0"], axis=1)
+    df6 = pd.read_csv("scores_initial_ex3.csv")
+    df6 = df6.drop(["Unnamed: 0"], axis=1)
+    df_initial = pd.concat([df5, df6], ignore_index=True, sort=False)
+    df_initial.reset_index(inplace=True)
+
+    df_in_v_eq = df_initial.subtract(df_eq)
+    df_fi_v_eq = df_final.subtract(df_eq)
+    print("> Initial vs equilibrium and final vs equilibrium scores (only baseline)...")
+    # sample:
+    print(
+        "Number agents: {}, number games: {}".format(
+            df_in_v_eq.shape[1], df_in_v_eq.shape[0]
+        )
+    )
+    # population: all games with the same config
+    in_v_eq = np.array([])
+    _in = np.array([])
+    fi_v_eq = np.array([])
+    _fi = np.array([])
+
+    for column_name in df_in_v_eq.columns:
+        if column_name == "index":
+            continue
+        elif column_name[-3:] == "_wm":
+            continue
+        else:
+            in_v_eq = np.append(in_v_eq, df_in_v_eq[column_name].to_numpy())
+            _in = np.append(_in, df_initial[column_name].to_numpy())
+
+    for column_name in df_fi_v_eq.columns:
+        if column_name == "index":
+            continue
+        elif column_name[-3:] == "_wm":
+            continue
+        else:
+            fi_v_eq = np.append(fi_v_eq, df_fi_v_eq[column_name].to_numpy())
+            _fi = np.append(_fi, df_final[column_name].to_numpy())
+
+    # scipy.stats.ttest_ind(cat1['values'], cat2['values'], equal_var=False)
+    # https://en.wikipedia.org/wiki/Welch%27s_t-test
+    # https://stats.stackexchange.com/questions/305/when-conducting-a-t-test-why-would-one-prefer-to-assume-or-test-for-equal-vari
+    alpha = 0.0001
+    H_0 = "H_0: (baseline) agents mean of diff in final scores to equilibrium scores <= (baseline) agents mean of diff in initial scores to equilibrium scores (one-sided t-test)"
+    print(H_0)
+    result = stats.ttest_ind(in_v_eq, fi_v_eq)
+    p_value = result.pvalue / 2.0
+    reject = p_value < alpha
+    print("One-sided t-test p-value: {}, reject H_0: {}".format(p_value, reject))
+    means = [np.mean(fi_v_eq), np.mean(in_v_eq)]
+    print("Mean: fi_v_eq={}, in_v_eq={}".format(means[0], means[1]))
+    _plot(
+        in_v_eq,
+        fi_v_eq,
+        "scores_in_d_eq_vs_fi_d_eq.png",
+        label_one="Difference btw initial and equilibrium scores",
+        label_two="Difference btw final and equilibrium scores",
+    )
+
+
+def analysis_scores_final_min_initial():
+    """Analyse the final minus initial scores for both agent groups."""
+    # load scores
+    print("---------------\nAnalysis 2:")
+    df1 = pd.read_csv("scores_final_ex2.csv")
+    df1 = df1.drop(["Unnamed: 0"], axis=1)
+    df2 = pd.read_csv("scores_final_ex3.csv")
+    df2 = df2.drop(["Unnamed: 0"], axis=1)
+    df_final = pd.concat([df1, df2], ignore_index=True, sort=False)
+    df_final.reset_index(inplace=True)
+
+    df3 = pd.read_csv("scores_initial_ex2.csv")
+    df3 = df3.drop(["Unnamed: 0"], axis=1)
+    df4 = pd.read_csv("scores_initial_ex3.csv")
+    df4 = df4.drop(["Unnamed: 0"], axis=1)
+    df_initial = pd.concat([df3, df4], ignore_index=True, sort=False)
+    df_initial.reset_index(inplace=True)
+
+    df = df_final.subtract(df_initial)
+
+    print("> Initial minus final scores...")
+    # sample:
+    print("Number agents: {}, number games: {}".format(df.shape[1], df.shape[0]))
+    # population: all games with the same config
+    baseline = np.array([])
+    w_model = np.array([])
+
+    for column_name in df.columns:
+        if column_name == "index":
+            continue
+        elif column_name[-3:] == "_wm":
+            w_model = np.append(w_model, df[column_name].to_numpy())
+        else:
+            baseline = np.append(baseline, df[column_name].to_numpy())
+
+    # scipy.stats.ttest_ind(cat1['values'], cat2['values'], equal_var=False)
+    # https://en.wikipedia.org/wiki/Welch%27s_t-test
+    # https://stats.stackexchange.com/questions/305/when-conducting-a-t-test-why-would-one-prefer-to-assume-or-test-for-equal-vari
+    alpha = 0.0001
+    H_0 = "H_0: world modelling agents diff mean scores <= baseline agents diff mean scores (one-sided t-test)"
+    print(H_0)
+    result = stats.ttest_ind(baseline, w_model)
+    p_value = result.pvalue / 2.0
+    reject = p_value < alpha
+    print("One-sided t-test p-value: {}, reject H_0: {}".format(p_value, reject))
+    means = [np.mean(w_model), np.mean(baseline)]
+    print("Mean: w_model={}, baseline={}".format(means[0], means[1]))
+    # sns.distplot(w_model)
+    # plt.show()
+    _plot(baseline, w_model, "scores_final_min_initial.png")
+
+
+def analysis_scores():
+    """Analyse the final scores."""
+    # load scores
+    print("---------------\nAnalysis 3:")
+    df1 = pd.read_csv("scores_final_ex2.csv")
+    df1 = df1.drop(["Unnamed: 0"], axis=1)
+    df2 = pd.read_csv("scores_final_ex3.csv")
+    df2 = df2.drop(["Unnamed: 0"], axis=1)
+    df = pd.concat([df1, df2], ignore_index=True, sort=False)
+    df.reset_index(inplace=True)
+
+    print("> Final scores...")
+    # sample:
+    print("Number agents: {}, number games: {}".format(df.shape[1], df.shape[0]))
+    # population: all games with the same config
+    baseline = np.array([])
+    w_model = np.array([])
+
+    for column_name in df.columns:
+        if column_name == "index":
+            continue
+        elif column_name[-3:] == "_wm":
+            w_model = np.append(w_model, df[column_name].to_numpy())
+        else:
+            baseline = np.append(baseline, df[column_name].to_numpy())
+
+    # scipy.stats.ttest_ind(cat1['values'], cat2['values'], equal_var=False)
+    # https://en.wikipedia.org/wiki/Welch%27s_t-test
+    # https://stats.stackexchange.com/questions/305/when-conducting-a-t-test-why-would-one-prefer-to-assume-or-test-for-equal-vari
+    alpha = 0.0001
+    H_0 = "H_0: world modelling agents mean scores <= baseline agents mean scores (one-sided t-test)"
+    print(H_0)
+    result = stats.ttest_ind(baseline, w_model)
+    p_value = result.pvalue / 2.0
+    reject = p_value < alpha
+    print("One-sided t-test p-value: {}, reject H_0: {}".format(p_value, reject))
+    means = [np.mean(w_model), np.mean(baseline)]
+    print("Mean: w_model={}, baseline={}".format(means[0], means[1]))
+    # sns.distplot(w_model)
+    # plt.show()
+    _plot(baseline, w_model, "scores.png")
+
+
+def analysis_txs():
+    """Analyse the txs."""
+    # load scores
+    for typ in ["seller", "buyer"]:
+        print("---------------\nAnalysis of {} txs:".format(typ))
+        df1 = pd.read_csv("transactions_{}_ex2.csv".format(typ))
+        df1 = df1.drop(["Unnamed: 0"], axis=1)
+        df2 = pd.read_csv("transactions_{}_ex3.csv".format(typ))
+        df2 = df2.drop(["Unnamed: 0"], axis=1)
+        df = pd.concat([df1, df2], ignore_index=True, sort=False)
+        df.reset_index(inplace=True)
+        # sample:
+        print("Number agents: {}, number games: {}".format(df.shape[1], df.shape[0]))
+        # population: all games with the same config
+        baseline = np.array([])
+        w_model = np.array([])
+
+        for column_name in df.columns:
+            if column_name == "index":
+                continue
+            elif column_name[-3:] == "_wm":
+                w_model = np.append(w_model, df[column_name].to_numpy())
+            else:
+                baseline = np.append(baseline, df[column_name].to_numpy())
+
+        # scipy.stats.ttest_ind(cat1['values'], cat2['values'], equal_var=False)
+        # https://en.wikipedia.org/wiki/Welch%27s_t-test
+        # https://stats.stackexchange.com/questions/305/when-conducting-a-t-test-why-would-one-prefer-to-assume-or-test-for-equal-vari
+        alpha = 0.0001
+        H_0 = "H_0: world modelling agents mean txs >= baseline agents mean txs (one-sided t-test)"
+        print(H_0)
+        # Alternate: world modelling agents mean txs < baseline agents mean txs
+        result = stats.ttest_ind(baseline, w_model)
+        p_value = result.pvalue / 2.0
+        reject = p_value < alpha
+        print(
+            "One-sided t-test p-value: {}, reject H_0 (world modelling agents mean txs >= baseline agents mean txs): {}".format(
+                p_value, reject
+            )
+        )
+        means = [np.mean(w_model), np.mean(baseline)]
+        print("Mean: w_model={}, baseline={}".format(means[0], means[1]))
+        # sns.distplot(w_model)
+        # plt.show()
+        _plot(baseline, w_model, "txs_{}.png".format(typ))
+
+
+def analysis_prices():
+    """Analyse the prices."""
+    print("---------------\nAnalysis of prices:")
+    df1 = pd.read_csv("prices_ex2.csv", dtype=np.float64)
+    df1 = df1.drop(["Unnamed: 0"], axis=1)
+    df2 = pd.read_csv("prices_ex3.csv", dtype=np.float64)
+    df2 = df2.drop(["Unnamed: 0"], axis=1)
+    df = pd.concat([df1, df2], ignore_index=True, sort=False)
+    df.reset_index(inplace=True)
+    # sample:
+    print("Number observations: {}".format(df.shape[0]))
+    # population: all games with the same config
+    baseline = df["baseline"].to_numpy()
+    w_model = df["w_model"].to_numpy()
+    w_model = w_model[~np.isnan(w_model)]
+
+    # scipy.stats.ttest_ind(cat1['values'], cat2['values'], equal_var=False)
+    # https://en.wikipedia.org/wiki/Welch%27s_t-test
+    # https://stats.stackexchange.com/questions/305/when-conducting-a-t-test-why-would-one-prefer-to-assume-or-test-for-equal-vari
+    alpha = 0.0001
+    H_0 = "H_0: world modelling agents mean prices <= baseline agents mean prices (one-sided t-test)"
+    print(H_0)
+    result = stats.ttest_ind(baseline, w_model)
+    p_value = result.pvalue / 2.0
+    reject = p_value < alpha
+    print(
+        "One-sided t-test p-value: {}, reject H_0 (world modelling agents mean prices <= baseline agents mean prices): {}".format(
+            p_value, reject
+        )
+    )
+    means = [np.mean(w_model), np.mean(baseline)]
+    print("Mean: w_model={}, baseline={}".format(means[0], means[1]))
+    # sns.distplot(w_model)
+    # plt.show()
+    _plot(baseline, w_model, "prices.png")
+
+
+def _plot(baseline, w_model, file, label_one="baseline", label_two="w_model"):
+    """Plot helpert function."""
+    min_bin = min(baseline.min(), w_model.min()) - 10
+    max_bin = max(baseline.max(), w_model.max()) + 10
+    bins = np.linspace(min_bin, max_bin, 100)
+    plt.hist(baseline, bins, alpha=0.5, label=label_one)
+    plt.hist(w_model, bins, alpha=0.5, label=label_two)
+    plt.legend(loc="upper right")
+    # plt.show()
+    plt.savefig(file)
+    plt.clf()
+
+
+if __name__ == "__main__":
+    analysis_scores_initial_and_final_vs_equilibrium()
+    analysis_scores_final_min_initial()
+    analysis_scores()
+    analysis_txs()
+    analysis_prices()
diff --git a/data/experiments/analysis/transactions_buyer.csv b/data/experiments/analysis/transactions_buyer.csv
new file mode 100644
index 00000000..33c1396c
--- /dev/null
+++ b/data/experiments/analysis/transactions_buyer.csv
@@ -0,0 +1,45 @@
+,tac_agent_1_wm,tac_agent_2_wm,tac_agent_0_wm,tac_agent_5,tac_agent_3_wm,tac_agent_8,tac_agent_7,tac_agent_4_wm,tac_agent_6,tac_agent_9
+0,8,6,11,13,7,17,15,9,10,14
+1,11,9,8,15,11,16,16,10,19,15
+2,8,7,5,7,9,12,10,6,11,8
+3,9,8,6,15,4,12,12,8,13,11
+4,5,9,12,13,7,13,15,7,12,17
+5,9,7,12,14,10,12,14,5,18,14
+6,11,10,6,14,5,13,15,10,14,11
+7,8,8,4,13,10,10,12,7,12,13
+8,8,10,6,16,10,15,11,12,18,17
+9,6,9,9,13,6,13,14,9,10,9
+10,8,8,8,10,8,9,13,7,12,12
+11,3,6,5,6,5,4,4,4,4,7
+12,7,10,12,13,13,12,12,10,10,12
+13,7,10,6,13,6,11,9,9,10,9
+14,9,9,5,10,7,13,10,8,14,17
+15,7,6,8,7,5,11,10,6,10,14
+16,8,8,10,12,7,9,15,10,15,16
+17,8,11,9,11,8,16,12,6,13,15
+18,8,9,11,18,8,15,12,6,11,10
+19,7,8,8,11,10,11,15,8,13,13
+20,8,14,8,12,7,13,14,8,10,12
+21,6,5,9,14,5,15,11,8,12,9
+22,1,3,2,6,1,4,0,2,2,6
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+24,8,6,8,11,6,12,14,8,11,18
+25,11,8,7,15,8,10,11,9,15,7
+26,7,5,8,5,1,9,4,6,7,5
+27,1,1,0,3,2,2,1,0,2,4
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+30,9,9,7,15,11,13,13,8,14,12
+31,6,11,6,16,14,11,11,11,15,15
+32,9,9,9,17,8,16,14,7,15,12
+33,9,8,4,14,8,9,9,7,11,12
+34,10,7,8,21,7,19,11,11,12,17
+35,12,8,13,15,11,19,13,12,16,15
+36,9,5,6,13,7,14,12,8,14,17
+37,10,8,11,12,8,16,12,11,16,12
+38,9,9,4,16,12,13,13,9,12,20
+39,11,5,10,13,8,13,13,4,14,15
+40,7,8,12,17,7,15,10,9,13,14
+41,5,6,3,7,5,9,9,6,4,7
+42,9,8,5,12,10,12,13,13,9,14
+43,9,9,8,16,10,13,14,8,15,17
diff --git a/data/experiments/analysis/transactions_buyer_ex1.csv b/data/experiments/analysis/transactions_buyer_ex1.csv
new file mode 100644
index 00000000..e07378a3
--- /dev/null
+++ b/data/experiments/analysis/transactions_buyer_ex1.csv
@@ -0,0 +1,15 @@
+,tac_agent_5,tac_agent_0,tac_agent_2,tac_agent_3,tac_agent_9,tac_agent_7,tac_agent_1,tac_agent_6,tac_agent_4,tac_agent_8
+0,17,18,13,9,12,13,12,13,11,17
+1,13,15,13,11,12,12,12,11,10,12
+2,13,13,11,12,10,10,14,8,11,12
+3,10,10,12,14,16,11,10,13,12,13
+4,12,12,8,9,12,15,11,11,10,14
+5,14,9,15,16,12,12,15,17,10,10
+6,11,8,10,7,11,10,8,10,7,9
+7,14,10,9,7,6,11,13,16,14,12
+8,13,10,9,12,15,13,10,11,16,12
+9,12,13,9,11,10,13,10,11,15,14
+10,16,12,13,14,10,13,13,12,12,11
+11,13,9,13,15,12,12,11,13,9,12
+12,14,13,14,12,17,15,12,13,14,12
+13,14,11,14,10,14,12,13,14,15,10
diff --git a/data/experiments/analysis/transactions_buyer_ex2.csv b/data/experiments/analysis/transactions_buyer_ex2.csv
new file mode 100644
index 00000000..32aee010
--- /dev/null
+++ b/data/experiments/analysis/transactions_buyer_ex2.csv
@@ -0,0 +1,60 @@
+,tac_agent_0_wm,tac_agent_8,tac_agent_7,tac_agent_5,tac_agent_9,tac_agent_1_wm,tac_agent_2_wm,tac_agent_4_wm,tac_agent_3_wm,tac_agent_6
+0,7,20,13,11,10,11,11,6,9,16
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+3,7,12,11,16,11,10,9,7,10,15
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+5,7,12,13,15,14,7,8,7,10,14
+6,7,8,3,4,2,2,3,5,3,6
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+8,4,7,10,4,11,8,7,8,8,11
+9,10,12,8,14,9,6,7,7,5,4
+10,4,8,7,9,6,5,4,7,4,10
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+12,9,16,14,11,14,8,10,6,5,15
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+58,7,12,12,13,11,5,10,9,7,13
diff --git a/data/experiments/analysis/transactions_buyer_ex3.csv b/data/experiments/analysis/transactions_buyer_ex3.csv
new file mode 100644
index 00000000..33c1396c
--- /dev/null
+++ b/data/experiments/analysis/transactions_buyer_ex3.csv
@@ -0,0 +1,45 @@
+,tac_agent_1_wm,tac_agent_2_wm,tac_agent_0_wm,tac_agent_5,tac_agent_3_wm,tac_agent_8,tac_agent_7,tac_agent_4_wm,tac_agent_6,tac_agent_9
+0,8,6,11,13,7,17,15,9,10,14
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+2,8,7,5,7,9,12,10,6,11,8
+3,9,8,6,15,4,12,12,8,13,11
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+5,9,7,12,14,10,12,14,5,18,14
+6,11,10,6,14,5,13,15,10,14,11
+7,8,8,4,13,10,10,12,7,12,13
+8,8,10,6,16,10,15,11,12,18,17
+9,6,9,9,13,6,13,14,9,10,9
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+11,3,6,5,6,5,4,4,4,4,7
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+13,7,10,6,13,6,11,9,9,10,9
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+43,9,9,8,16,10,13,14,8,15,17
diff --git a/data/experiments/analysis/transactions_seller.csv b/data/experiments/analysis/transactions_seller.csv
new file mode 100644
index 00000000..7d034349
--- /dev/null
+++ b/data/experiments/analysis/transactions_seller.csv
@@ -0,0 +1,45 @@
+,tac_agent_1_wm,tac_agent_2_wm,tac_agent_0_wm,tac_agent_5,tac_agent_3_wm,tac_agent_8,tac_agent_7,tac_agent_4_wm,tac_agent_6,tac_agent_9
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+17,11,8,9,11,7,18,13,7,12,13
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+19,10,11,7,11,11,10,13,6,13,12
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+21,7,4,9,14,7,16,11,6,12,8
+22,4,1,1,4,3,5,3,1,3,2
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+24,8,5,9,13,7,12,14,6,11,17
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+26,4,5,6,7,2,5,6,2,11,9
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+36,9,6,7,13,8,14,13,6,15,14
+37,12,9,13,12,11,14,13,7,13,12
+38,11,8,7,18,13,12,12,10,12,14
+39,11,7,8,14,8,15,13,5,12,13
+40,7,11,9,15,7,14,12,8,15,14
+41,4,6,8,7,5,9,6,5,5,6
+42,8,10,6,14,11,11,10,12,10,13
+43,10,9,10,16,8,14,12,8,14,18
diff --git a/data/experiments/analysis/transactions_seller_ex1.csv b/data/experiments/analysis/transactions_seller_ex1.csv
new file mode 100644
index 00000000..09949d2c
--- /dev/null
+++ b/data/experiments/analysis/transactions_seller_ex1.csv
@@ -0,0 +1,15 @@
+,tac_agent_5,tac_agent_0,tac_agent_2,tac_agent_3,tac_agent_9,tac_agent_7,tac_agent_1,tac_agent_6,tac_agent_4,tac_agent_8
+0,19,18,12,10,13,10,11,14,11,17
+1,11,15,13,11,13,13,12,8,12,13
+2,14,10,12,12,10,11,14,10,9,12
+3,11,11,13,11,18,11,9,13,12,12
+4,12,11,12,12,11,12,12,10,8,14
+5,15,9,14,13,14,12,15,16,11,11
+6,11,7,10,8,12,9,8,10,6,10
+7,14,10,11,9,6,10,13,14,13,12
+8,13,11,10,11,14,14,11,12,15,10
+9,11,14,8,12,12,16,10,9,14,12
+10,14,11,14,13,10,12,13,14,13,12
+11,16,8,11,16,11,12,10,12,11,12
+12,15,12,14,14,16,15,13,11,14,12
+13,15,10,13,10,13,14,14,14,14,10
diff --git a/data/experiments/analysis/transactions_seller_ex2.csv b/data/experiments/analysis/transactions_seller_ex2.csv
new file mode 100644
index 00000000..89637dc5
--- /dev/null
+++ b/data/experiments/analysis/transactions_seller_ex2.csv
@@ -0,0 +1,60 @@
+,tac_agent_0_wm,tac_agent_8,tac_agent_7,tac_agent_5,tac_agent_9,tac_agent_1_wm,tac_agent_2_wm,tac_agent_4_wm,tac_agent_3_wm,tac_agent_6
+0,10,19,13,12,12,8,9,7,9,15
+1,11,14,13,14,13,10,8,9,8,15
+2,0,2,4,0,2,1,4,0,0,1
+3,7,11,11,13,11,9,12,9,9,16
+4,10,11,14,10,14,3,12,7,10,13
+5,8,13,13,14,15,7,9,8,9,11
+6,5,6,3,5,6,4,3,3,4,4
+7,7,10,9,8,9,6,4,5,8,9
+8,6,6,11,7,10,7,9,8,5,9
+9,11,10,8,13,8,4,7,7,7,7
+10,9,5,8,8,7,6,4,3,7,7
+11,9,9,6,6,12,6,8,6,2,9
+12,7,16,14,12,14,9,8,6,6,16
+13,8,9,12,12,13,9,12,8,8,15
+14,2,8,8,7,7,8,8,6,7,10
+15,6,9,9,11,13,8,6,6,8,10
+16,7,9,11,10,10,7,6,5,6,12
+17,5,7,5,9,5,4,8,6,7,6
+18,5,9,12,7,8,8,5,3,8,9
+19,5,10,9,10,10,5,7,4,5,9
+20,3,9,10,8,8,9,3,4,7,9
+21,4,7,6,9,6,8,6,7,6,6
+22,6,10,6,10,14,6,8,5,5,11
+23,7,15,9,12,9,7,7,6,3,13
+24,7,8,7,10,11,5,6,4,4,10
+25,6,12,11,10,8,10,6,5,4,8
+26,5,10,8,14,10,8,6,8,7,12
+27,5,12,9,14,10,5,5,5,7,8
+28,8,12,11,12,12,6,6,7,7,11
+29,4,9,13,11,10,6,4,5,9,10
+30,5,8,12,10,9,7,7,5,5,8
+31,8,8,10,11,7,7,7,6,7,12
+32,5,11,9,9,9,4,8,2,9,9
+33,5,11,12,11,9,5,5,5,4,10
+34,4,10,10,9,8,3,6,5,4,6
+35,6,8,10,6,11,6,5,8,6,7
+36,5,6,9,9,10,4,6,6,7,14
+37,4,9,8,5,9,7,7,6,9,12
+38,8,10,10,11,8,4,6,8,6,11
+39,6,13,9,9,11,9,9,6,9,11
+40,7,13,8,8,9,8,9,7,9,11
+41,8,14,10,11,11,8,6,9,7,11
+42,5,10,10,8,9,5,5,5,5,9
+43,7,11,8,12,7,5,7,5,8,11
+44,6,11,10,12,9,8,8,5,6,11
+45,8,7,8,13,11,7,7,8,9,12
+46,5,9,12,7,9,7,10,8,7,7
+47,6,10,8,9,9,8,3,5,9,7
+48,6,9,11,10,5,6,3,5,4,8
+49,6,10,7,8,11,7,4,4,3,8
+50,8,11,9,9,7,2,4,5,5,9
+51,7,6,8,7,9,7,3,6,9,8
+52,6,11,12,10,12,8,9,8,7,14
+53,10,11,11,9,8,6,9,8,4,12
+54,8,11,13,16,10,4,10,9,5,13
+55,0,1,1,3,0,0,1,0,0,3
+56,6,11,8,9,7,7,6,7,5,12
+57,7,12,9,18,14,10,8,9,9,11
+58,8,9,12,12,11,9,8,10,7,13
diff --git a/data/experiments/analysis/transactions_seller_ex3.csv b/data/experiments/analysis/transactions_seller_ex3.csv
new file mode 100644
index 00000000..7d034349
--- /dev/null
+++ b/data/experiments/analysis/transactions_seller_ex3.csv
@@ -0,0 +1,45 @@
+,tac_agent_1_wm,tac_agent_2_wm,tac_agent_0_wm,tac_agent_5,tac_agent_3_wm,tac_agent_8,tac_agent_7,tac_agent_4_wm,tac_agent_6,tac_agent_9
+0,9,6,11,11,9,17,15,8,10,14
+1,12,9,10,17,9,14,15,11,18,15
+2,8,6,7,11,9,12,10,4,9,7
+3,8,7,7,15,6,11,12,8,13,11
+4,8,8,12,14,7,13,14,7,11,16
+5,9,7,12,13,10,12,15,7,17,13
+6,8,7,8,14,5,14,17,12,13,11
+7,8,10,6,13,8,11,12,7,11,11
+8,10,10,6,16,11,13,14,10,18,15
+9,6,10,8,14,7,13,11,9,10,10
+10,9,9,12,9,8,12,13,4,11,8
+11,6,3,1,7,3,6,5,4,4,9
+12,8,11,10,13,9,14,13,8,11,14
+13,7,10,7,11,7,10,9,9,12,8
+14,8,11,5,10,9,12,10,9,13,15
+15,8,8,9,8,6,10,7,6,9,13
+16,10,8,9,12,8,9,13,11,17,13
+17,11,8,9,11,7,18,13,7,12,13
+18,9,9,8,16,8,13,13,7,15,10
+19,10,11,7,11,11,10,13,6,13,12
+20,8,10,7,14,7,12,14,9,12,13
+21,7,4,9,14,7,16,11,6,12,8
+22,4,1,1,4,3,5,3,1,3,2
+23,6,8,10,15,9,14,15,10,11,13
+24,8,5,9,13,7,12,14,6,11,17
+25,10,8,6,15,8,11,11,10,14,8
+26,4,5,6,7,2,5,6,2,11,9
+27,0,0,3,3,0,3,2,0,4,1
+28,5,7,8,17,6,12,11,7,11,14
+29,10,10,9,13,8,14,15,12,14,15
+30,9,8,6,16,10,12,12,8,17,13
+31,7,11,8,16,14,11,11,13,13,12
+32,8,7,10,15,9,14,16,9,15,13
+33,10,9,6,14,6,11,9,5,11,10
+34,10,8,11,18,7,18,14,11,11,15
+35,11,10,12,15,11,17,14,12,18,14
+36,9,6,7,13,8,14,13,6,15,14
+37,12,9,13,12,11,14,13,7,13,12
+38,11,8,7,18,13,12,12,10,12,14
+39,11,7,8,14,8,15,13,5,12,13
+40,7,11,9,15,7,14,12,8,15,14
+41,4,6,8,7,5,9,6,5,5,6
+42,8,10,6,14,11,11,10,12,10,13
+43,10,9,10,16,8,14,12,8,14,18
diff --git a/data/experiments/analysis/txs_buyer.png b/data/experiments/analysis/txs_buyer.png
new file mode 100644
index 00000000..883cc913
Binary files /dev/null and b/data/experiments/analysis/txs_buyer.png differ
diff --git a/data/experiments/analysis/txs_seller.png b/data/experiments/analysis/txs_seller.png
new file mode 100644
index 00000000..31c130d0
Binary files /dev/null and b/data/experiments/analysis/txs_seller.png differ
diff --git a/docker-tac-develop/Dockerfile b/docker-tac-develop/Dockerfile
index e3e26a06..1812a642 100644
--- a/docker-tac-develop/Dockerfile
+++ b/docker-tac-develop/Dockerfile
@@ -1,4 +1,4 @@
-FROM ubuntu:18.04
+FROM ubuntu:19.10
 
 USER root
 
@@ -39,26 +39,17 @@ RUN apt-get install protobuf-compiler -y &&\
 
 ENV LD_LIBRARY_PATH=$LD_LIBRARY_PATH:/usr/local/lib:/usr/lib
 
-
-# install Pipenv
-ENV DEBIAN_FRONTEND noninteractive
-ENV LC_ALL C.UTF-8
-ENV LANG C.UTF-8
-
 USER default
 
-RUN sudo apt install python3.7-dev -y
-RUN sudo apt install python3-pip -y
-RUN sudo pip install pipenv
+RUN sudo apt-get install python3.7-dev -y
 
 RUN sudo mkdir /build
 WORKDIR /build
 COPY . /build
 
 RUN sudo make clean
-
-RUN pipenv --python python3.7
-RUN pipenv install --dev 
-RUN pipenv run pip3 install .
+RUN python3.7 -m pip install -r requirements.txt
+RUN python3.7 -m pip install -i https://test.pypi.org/simple/ oef==0.6.10 --no-deps
+RUN python3.7 -m pip install .
 
 ENTRYPOINT []
diff --git a/docs/controller_gui.gif b/docs/controller_gui.gif
new file mode 100644
index 00000000..0bb5e74a
Binary files /dev/null and b/docs/controller_gui.gif differ
diff --git a/mypy.ini b/mypy.ini
index 9c84d1de..60d2f0bd 100644
--- a/mypy.ini
+++ b/mypy.ini
@@ -30,6 +30,9 @@ ignore_missing_imports = True
 [mypy-docker.models.containers]
 ignore_missing_imports = True
 
+[mypy-pandas]
+ignore_missing_imports = True
+
 [mypy-pygments]
 ignore_missing_imports = True
 
@@ -42,5 +45,8 @@ ignore_missing_imports = True
 [mypy-visdom]
 ignore_missing_imports = True
 
+[mypy-setuptools]
+ignore_missing_imports = True
+
 [mypy-tac/platform/protocols/tac/tac_pb2]
 ignore_errors = True
diff --git a/pytest.ini b/pytest.ini
index b014ae38..eafc7807 100644
--- a/pytest.ini
+++ b/pytest.ini
@@ -3,3 +3,6 @@ log_cli = 1
 log_cli_level = DEBUG
 log_cli_format = %(asctime)s [%(levelname)8s] %(message)s (%(filename)s:%(lineno)s)
 log_cli_date_format=%Y-%m-%d %H:%M:%S
+
+markers =
+    integration: marks end-to-end tests which require the oef
diff --git a/requirements.txt b/requirements.txt
new file mode 100644
index 00000000..e6fd2dcf
--- /dev/null
+++ b/requirements.txt
@@ -0,0 +1,139 @@
+aea==0.1.4
+alabaster==0.7.12
+aniso8601==8.0.0
+appdirs==1.4.3
+attrs==19.3.0
+Babel==2.8.0
+backcall==0.1.0
+base58==2.0.0
+bcrypt==3.1.7
+bleach==3.1.4
+cached-property==1.5.1
+certifi==2020.4.5.1
+cffi==1.14.0
+chardet==3.0.4
+click==7.1.1
+colorlog==4.1.0
+coverage==5.1
+cryptography==2.9.2
+cycler==0.10.0
+decorator==4.4.2
+defusedxml==0.6.0
+distlib==0.3.0
+docker==4.2.0
+docker-compose==1.25.5
+dockerpty==0.4.1
+docopt==0.6.2
+docutils==0.16
+ecdsa==0.15
+entrypoints==0.3
+fetchai-ledger-api==1.1.0a1
+filelock==3.0.12
+flake8==3.7.9
+flake8-docstrings==1.5.0
+Flask==1.1.2
+Flask-RESTful==0.3.8
+graphviz==0.14
+idna==2.9
+imagesize==1.2.0
+importlib-metadata==1.6.0
+ipykernel==5.2.1
+ipython==7.13.0
+ipython-genutils==0.2.0
+ipywidgets==7.5.1
+itsdangerous==1.1.0
+jedi==0.17.0
+Jinja2==2.11.2
+jsonpatch==1.25
+jsonpointer==2.0
+jsonschema==3.2.0
+jupyter==1.0.0
+jupyter-client==6.1.3
+jupyter-console==6.1.0
+jupyter-core==4.6.3
+kiwisolver==1.2.0
+lark-parser==0.8.1
+MarkupSafe==1.1.1
+matplotlib==3.2.1
+mccabe==0.6.1
+mistune==0.8.4
+more-itertools==8.2.0
+msgpack==0.6.2
+mypy==0.770
+mypy-extensions==0.4.3
+nbconvert==5.6.1
+nbformat==5.0.6
+nbsphinx==0.6.1
+notebook==6.0.3
+numpy==1.18.3
+packaging==20.3
+pandas==1.0.3
+pandocfilters==1.4.2
+paramiko==2.7.1
+parso==0.7.0
+pbr==5.4.5
+pexpect==4.8.0
+pickleshare==0.7.5
+Pillow==7.1.1
+pipenv==2018.11.26
+pluggy==0.13.1
+prometheus-client==0.7.1
+prompt-toolkit==3.0.5
+protobuf==3.11.3
+ptyprocess==0.6.0
+py==1.8.1
+pyaes==1.6.1
+pycodestyle==2.5.0
+pycparser==2.20
+pydocstyle==5.0.2
+pyflakes==2.1.1
+Pygments==2.6.1
+PyNaCl==1.3.0
+pyparsing==2.4.7
+pyrsistent==0.16.0
+pytest==5.4.1
+pytest-cov==2.8.1
+python-dateutil==2.8.1
+pytz==2019.3
+PyYAML==5.3.1
+pyzmq==19.0.0
+qtconsole==4.7.3
+QtPy==1.9.0
+requests>=2.22.0
+scipy==1.4.1
+seaborn==0.10.0
+semver==2.9.0
+Send2Trash==1.5.0
+six==1.14.0
+snowballstemmer==2.0.0
+Sphinx==2.1.2
+sphinxcontrib-apidoc==0.3.0
+sphinxcontrib-applehelp==1.0.2
+sphinxcontrib-devhelp==1.0.2
+sphinxcontrib-htmlhelp==1.0.3
+sphinxcontrib-jsmath==1.0.1
+sphinxcontrib-mermaid==0.4.0
+sphinxcontrib-qthelp==1.0.3
+sphinxcontrib-serializinghtml==1.1.4
+terminado==0.8.3
+testpath==0.4.4
+texttable==1.6.2
+toml==0.10.0
+torchfile==0.1.0
+tornado==6.0.4
+tox==3.7.0
+tox-pipenv==1.9.0
+traitlets==4.3.3
+typed-ast==1.4.1
+typing-extensions==3.7.4.2
+urllib3==1.25.9
+virtualenv==20.0.18
+virtualenv-clone==0.5.4
+visdom==0.1.8.9
+wcwidth==0.1.9
+webencodings==0.5.1
+websocket-client==0.57.0
+Werkzeug==1.0.1
+widgetsnbextension==3.5.1
+WTForms==2.3.1
+zipp==3.1.0
diff --git a/sandbox/.env b/sandbox/.env
old mode 100644
new mode 100755
index c9ef2e3b..d4ed13f7
--- a/sandbox/.env
+++ b/sandbox/.env
@@ -1,7 +1,7 @@
 NB_AGENTS=10
 NB_GOODS=10
 NB_BASELINE_AGENTS=10
-SERVICES_INTERVAL=5
+SERVICES_INTERVAL=1
 OEF_ADDR=172.28.1.1
 OEF_PORT=10000
 DATA_OUTPUT_DIR=data
@@ -9,7 +9,7 @@ VERSION_ID=tac_v1
 LOWER_BOUND_FACTOR=0
 UPPER_BOUND_FACTOR=0
 TX_FEE=0.1
-REGISTRATION_TIMEOUT=30
+REGISTRATION_TIMEOUT=20
 INACTIVITY_TIMEOUT=180
 COMPETITION_TIMEOUT=300
 SEED=42
@@ -17,4 +17,4 @@ WHITELIST=
 REGISTER_AS=both
 SEARCH_FOR=both
 PENDING_TRANSACTION_TIMEOUT=120
-SHARED_DIR="./../data/shared"
\ No newline at end of file
+SHARED_DIR=../data/shared
diff --git a/sandbox/README.md b/sandbox/README.md
old mode 100644
new mode 100755
index b7f686bf..e728e386
--- a/sandbox/README.md
+++ b/sandbox/README.md
@@ -10,6 +10,8 @@ This folder lets you run the sandbox for the competition.
   - [x] You are connected to the internet (to pull the latest docker images).
   - [x] Your terminal is in the folder (`cd sandbox`).
 
+- Then, update the `SHARED_DIR` path in `.env` to include the absolue path to `agents-tac/data/shared`.
+
 - Then, ensure that the sandbox has been built:
 
 ```
diff --git a/sandbox/config.json b/sandbox/config.json
old mode 100644
new mode 100755
index a6353781..2e8f54ed
--- a/sandbox/config.json
+++ b/sandbox/config.json
@@ -1,6 +1,6 @@
 {
-  "nb_games": 2,
-  "output_dir": "TAC",
-  "seeds": [12, 73],
-  "interval": 1
+  "nb_games": 1,
+  "output_dir": "EX_1",
+  "seeds": [42],
+  "interval": 0
 }
\ No newline at end of file
diff --git a/sandbox/docker-compose.yml b/sandbox/docker-compose.yml
old mode 100644
new mode 100755
index ba43d907..29023824
--- a/sandbox/docker-compose.yml
+++ b/sandbox/docker-compose.yml
@@ -47,8 +47,6 @@ services:
     depends_on:
       - oef-node
       - visdom
-    volumes:
-      - ../:/build
     build:
       context: ../
       dockerfile: docker-tac-develop/Dockerfile
@@ -56,8 +54,6 @@ services:
       main_net:
         ipv4_address: 172.28.1.3
     entrypoint:
-      - "pipenv"
-      - "run"
       - "sandbox/wait-for-oef.sh"
       - "172.28.1.1"
       - "10000"
@@ -74,7 +70,7 @@ services:
       - "--oef-port"
       - "${OEF_PORT}"
       - "--data-output-dir"
-      - "sandbox/${DATA_OUTPUT_DIR}"
+      - "${DATA_OUTPUT_DIR}"
       - "--version-id"
       - "${VERSION_ID}"
       - "--lower-bound-factor"
diff --git a/sandbox/oef_healthcheck.py b/sandbox/oef_healthcheck.py
old mode 100644
new mode 100755
index 9dd174f1..2b856e13
--- a/sandbox/oef_healthcheck.py
+++ b/sandbox/oef_healthcheck.py
@@ -34,7 +34,7 @@
 parser.add_argument("port", type=int, help="Port of the OEF node.")
 
 
-if __name__ == '__main__':
+if __name__ == "__main__":
     try:
         args = parser.parse_args()
         host = args.addr
diff --git a/sandbox/playground.py b/sandbox/playground.py
old mode 100644
new mode 100755
index 1328bfcd..5bac1d85
--- a/sandbox/playground.py
+++ b/sandbox/playground.py
@@ -58,32 +58,47 @@ def launch_oef():
     script_path = os.path.join("scripts", "oef", "launch.py")
     configuration_file_path = os.path.join("scripts", "oef", "launch_config.json")
     print("Launching new OEF Node...")
-    subprocess.Popen(["python3", script_path, "-c", configuration_file_path, "--background"],
-                     stdout=subprocess.PIPE, env=os.environ, cwd=ROOT_DIR)
+    subprocess.Popen(
+        ["python3", script_path, "-c", configuration_file_path, "--background"],
+        stdout=subprocess.PIPE,
+        env=os.environ,
+        cwd=ROOT_DIR,
+    )
 
     # Wait for OEF
     print("Waiting for the OEF to be operative...")
-    wait_for_oef = subprocess.Popen([
-        os.path.join("sandbox", "wait-for-oef.sh"),
-        "127.0.0.1",
-        "10000",
-        ":"
-    ], env=os.environ, cwd=ROOT_DIR)
+    wait_for_oef = subprocess.Popen(
+        [os.path.join("sandbox", "wait-for-oef.sh"), "127.0.0.1", "10000", ":"],
+        env=os.environ,
+        cwd=ROOT_DIR,
+    )
 
     wait_for_oef.wait(30)
 
 
-if __name__ == '__main__':
+if __name__ == "__main__":
 
     kill_oef()
     launch_oef()
     try:
         # Create an agent
         # Creating an agent is straightforward. You simply import the `BaselineAgent` and `BaselineStrategy` and instantiate them.
-        version_id = '1'
+        version_id = "1"
         strategy = BaselineStrategy()
-        agent_one = BaselineAgent(name='agent_one', oef_addr='127.0.0.1', oef_port=10000, strategy=strategy, expected_version_id=version_id)
-        agent_two = BaselineAgent(name='agent_two', oef_addr='127.0.0.1', oef_port=10000, strategy=strategy, expected_version_id=version_id)
+        agent_one = BaselineAgent(
+            name="agent_one",
+            oef_addr="127.0.0.1",
+            oef_port=10000,
+            strategy=strategy,
+            expected_version_id=version_id,
+        )
+        agent_two = BaselineAgent(
+            name="agent_two",
+            oef_addr="127.0.0.1",
+            oef_port=10000,
+            strategy=strategy,
+            expected_version_id=version_id,
+        )
 
         # Feed the agent some game data
         # To start, we require some game data to feed to the agent:
@@ -94,31 +109,43 @@ def launch_oef():
         nb_agents = 2
         nb_goods = 4
         tx_fee = 0.01
-        agent_pbk_to_name = {agent_one.crypto.public_key: agent_one.name, agent_two.crypto.public_key: agent_two.name}
-        good_pbk_to_name = {'good_1_pbk': 'good_1', 'good_2_pbk': 'good_2', 'good_3_pbk': 'good_3', 'good_4_pbk': 'good_4'}
-
-        game_data_one = GameData(agent_one.crypto.public_key,
-                                 money,
-                                 initial_endowments,
-                                 utility_params_one,
-                                 nb_agents,
-                                 nb_goods,
-                                 tx_fee,
-                                 agent_pbk_to_name,
-                                 good_pbk_to_name,
-                                 version_id)
+        agent_pbk_to_name = {
+            agent_one.crypto.public_key: agent_one.name,
+            agent_two.crypto.public_key: agent_two.name,
+        }
+        good_pbk_to_name = {
+            "good_1_pbk": "good_1",
+            "good_2_pbk": "good_2",
+            "good_3_pbk": "good_3",
+            "good_4_pbk": "good_4",
+        }
+
+        game_data_one = GameData(
+            agent_one.crypto.public_key,
+            money,
+            initial_endowments,
+            utility_params_one,
+            nb_agents,
+            nb_goods,
+            tx_fee,
+            agent_pbk_to_name,
+            good_pbk_to_name,
+            version_id,
+        )
         agent_one.game_instance.init(game_data_one, agent_one.crypto.public_key)
 
-        game_data_two = GameData(agent_two.crypto.public_key,
-                                 money,
-                                 initial_endowments,
-                                 utility_params_one,
-                                 nb_agents,
-                                 nb_goods,
-                                 tx_fee,
-                                 agent_pbk_to_name,
-                                 good_pbk_to_name,
-                                 version_id)
+        game_data_two = GameData(
+            agent_two.crypto.public_key,
+            money,
+            initial_endowments,
+            utility_params_one,
+            nb_agents,
+            nb_goods,
+            tx_fee,
+            agent_pbk_to_name,
+            good_pbk_to_name,
+            version_id,
+        )
         agent_two.game_instance.init(game_data_two, agent_two.crypto.public_key)
 
         # Set the debugger
@@ -127,17 +154,30 @@ def launch_oef():
 
         # agent_one initiates a dialogue
         is_seller = True
-        dialogue = agent_one.game_instance.dialogues.create_self_initiated(agent_two.crypto.public_key, agent_one.crypto.public_key, is_seller)  # type: Dialogue
+        dialogue = agent_one.game_instance.dialogues.create_self_initiated(
+            agent_two.crypto.public_key, agent_one.crypto.public_key, is_seller
+        )  # type: Dialogue
 
         # agent_one creates a CFP and enqueues it in the outbox
         starting_message_id = 1
         starting_message_target = 0
-        services = agent_one.game_instance.build_services_dict(is_supply=is_seller)  # type: Optional[Dict[str, Sequence[str]]]
-        cfp = FIPAMessage(message_id=starting_message_id, dialogue_id=dialogue.dialogue_label.dialogue_id,
-                          target=starting_message_target, performative=FIPAMessage.Performative.CFP,
-                          query=json.dumps(services).encode('utf-8'))
+        services = agent_one.game_instance.build_services_dict(
+            is_supply=is_seller
+        )  # type: Optional[Dict[str, Sequence[str]]]
+        cfp = FIPAMessage(
+            message_id=starting_message_id,
+            dialogue_id=dialogue.dialogue_label.dialogue_id,
+            target=starting_message_target,
+            performative=FIPAMessage.Performative.CFP,
+            query=json.dumps(services).encode("utf-8"),
+        )
         cfp_bytes = FIPASerializer().encode(cfp)
-        envelope = Envelope(to=agent_two.crypto.public_key, sender=agent_one.crypto.public_key, protocol_id=FIPAMessage.protocol_id, message=cfp_bytes)
+        envelope = Envelope(
+            to=agent_two.crypto.public_key,
+            sender=agent_one.crypto.public_key,
+            protocol_id=FIPAMessage.protocol_id,
+            message=cfp_bytes,
+        )
         dialogue.outgoing_extend([cfp])
         agent_one.outbox.out_queue.put(envelope)
 
@@ -157,8 +197,14 @@ def launch_oef():
 
         in_envelope = agent_two.inbox.get_nowait()  # type: Optional[Envelope]
         if in_envelope is not None:
-            performative = cast(FIPAMessage.Performative, in_envelope.get("performative"))
-            print("The msg is a CFP: {}".format(performative == FIPAMessage.Performative.CFP))
+            performative = cast(
+                FIPAMessage.Performative, in_envelope.get("performative")
+            )
+            print(
+                "The msg is a CFP: {}".format(
+                    performative == FIPAMessage.Performative.CFP
+                )
+            )
         else:
             print("No message received!")
 
diff --git a/sandbox/run_iterated_games.py b/sandbox/run_iterated_games.py
old mode 100644
new mode 100755
index 60120114..c6e9fd11
--- a/sandbox/run_iterated_games.py
+++ b/sandbox/run_iterated_games.py
@@ -23,12 +23,14 @@
 
 import argparse
 import datetime
+import docker
 import inspect
 import json
 import logging
 import os
 import pprint
 import random
+import re
 import shutil
 import subprocess
 import time
@@ -45,18 +47,48 @@
 
 def parse_args() -> argparse.Namespace:
     """Argument parsing."""
-    parser = argparse.ArgumentParser("run_iterated_games",
-                                     description="Run the sandbox multiple times and collect scores for every run.")
-    parser.add_argument("--nb_games", type=int, default=1, help="How many times the competition must be run.")
-    parser.add_argument("--output_dir", type=str, default="TAC", help="The directory that will contain all the data for every game.")
-    parser.add_argument("--seeds", nargs="+", type=int, default=[], help="The list of seeds to use for different games.")
-    parser.add_argument("--skip", action="store_true", help="Don't ask to user for continuation.")
-    parser.add_argument("--interval", type=int, default=5, help="The minimum number of minutes to wait for the next TAC."
-                                                                "E.g. if 5, and the time is 09:00, "
-                                                                "then the next competition will start at 09:05:00.")
-    parser.add_argument("--config", type=str, default=None, help="The path for a config file (in JSON format). "
-                                                                 "If None, use only command line arguments. "
-                                                                 "The config file overrides the command line options.")
+    parser = argparse.ArgumentParser(
+        "run_iterated_games",
+        description="Run the sandbox multiple times and collect scores for every run.",
+    )
+    parser.add_argument(
+        "--nb_games",
+        type=int,
+        default=1,
+        help="How many times the competition must be run.",
+    )
+    parser.add_argument(
+        "--output_dir",
+        type=str,
+        default="TAC",
+        help="The directory that will contain all the data for every game.",
+    )
+    parser.add_argument(
+        "--seeds",
+        nargs="+",
+        type=int,
+        default=[],
+        help="The list of seeds to use for different games.",
+    )
+    parser.add_argument(
+        "--skip", action="store_true", help="Don't ask to user for continuation."
+    )
+    parser.add_argument(
+        "--interval",
+        type=int,
+        default=5,
+        help="The minimum number of minutes to wait for the next TAC."
+        "E.g. if 5, and the time is 09:00, "
+        "then the next competition will start at 09:05:00.",
+    )
+    parser.add_argument(
+        "--config",
+        type=str,
+        default=None,
+        help="The path for a config file (in JSON format). "
+        "If None, use only command line arguments. "
+        "The config file overrides the command line options.",
+    )
 
     arguments = parser.parse_args()
     return arguments
@@ -71,7 +103,9 @@ def build_tac_env_variables(tournament_id: str, version_id: str, seed: int) -> s
     :param seed: the seed for the random module
     :return: a string encapsulating the params
     """
-    return "DATA_OUTPUT_DIR={} VERSION_ID={} SEED={}".format(tournament_id, version_id, seed)
+    return "DATA_OUTPUT_DIR={} VERSION_ID={} SEED={}".format(
+        tournament_id, version_id, seed
+    )
 
 
 def ask_for_continuation(iteration: int) -> bool:
@@ -82,7 +116,9 @@ def ask_for_continuation(iteration: int) -> bool:
     :return: True if the user decided to continue the execution, False otherwise.
     """
     try:
-        answer = input("Would you like to proceed with iteration {}? [y/N]".format(iteration))
+        answer = input(
+            "Would you like to proceed with iteration {}? [y/N]".format(iteration)
+        )
         if answer != "y":
             return False
         else:
@@ -117,7 +153,7 @@ def wait_at_least_n_minutes(n: int):
     :return: None
     """
     now = datetime.datetime.now()
-    timedelta = datetime.timedelta(0, (n + 1) * 60 - now.second, - now.microsecond)
+    timedelta = datetime.timedelta(0, (n + 1) * 60 - now.second, -now.microsecond)
     start_time = now + timedelta
     seconds_to_sleep = (start_time - now).seconds
 
@@ -127,7 +163,27 @@ def wait_at_least_n_minutes(n: int):
     logging.info("... Done.")
 
 
-def run_games(game_names: List[str], seeds: List[int], output_data_dir: str = "data", interval: int = 5, skip: bool = False) -> List[str]:
+def _stop_oef_search_images():
+    """Stop any running OEF nodes."""
+    client = docker.from_env()
+    for container in client.containers.list():
+        if any(re.match("fetchai/oef-search", tag) for tag in container.image.tags):
+            print("Stopping existing OEF Node...")
+            container.stop()
+
+
+def shutdown_running_oef_or_visdom_servers():
+    """Stop running services."""
+    _stop_oef_search_images()
+
+
+def run_games(
+    game_names: List[str],
+    seeds: List[int],
+    output_data_dir: str = "data",
+    interval: int = 5,
+    skip: bool = False,
+) -> List[str]:
     """
     Run a TAC for every game name in the input list.
 
@@ -148,6 +204,8 @@ def run_games(game_names: List[str], seeds: List[int], output_data_dir: str = "d
             if not shall_continue:
                 break
 
+        shutdown_running_oef_or_visdom_servers()
+
         wait_at_least_n_minutes(interval)
 
         logging.info("Start iteration {:02d}...".format(i + 1))
@@ -172,7 +230,9 @@ def collect_data(datadir: str, experiment_names: List[str]) -> List[GameStats]:
     """
     result = []
     for experiment_name in experiment_names:
-        json_experiment_data = json.load(open(os.path.join(datadir, experiment_name, "game.json")))
+        json_experiment_data = json.load(
+            open(os.path.join(datadir, experiment_name, "game.json"))
+        )
         game_stats = GameStats.from_json(json_experiment_data)
         result.append(game_stats)
 
@@ -214,7 +274,9 @@ def _process_seeds(arguments: Dict[str, Any]) -> List[int]:
     seeds = list(arguments["seeds"])
     if len(seeds) < arguments["nb_games"]:
         logging.info("Filling missing random seeds...")
-        seeds += [random.randint(1, 1000) for _ in range(arguments["nb_games"] - len(seeds))]
+        seeds += [
+            random.randint(1, 1000) for _ in range(arguments["nb_games"] - len(seeds))
+        ]
 
     return seeds
 
@@ -225,7 +287,9 @@ def main():
 
     # process input
     args_dict = vars(arguments)
-    json_dict = json.load(open(arguments.config)) if arguments.config is not None else {}
+    json_dict = (
+        json.load(open(arguments.config)) if arguments.config is not None else {}
+    )
     args_dict.update(json_dict)
 
     logging.info("Arguments: {}".format(pprint.pformat(args_dict)))
@@ -235,15 +299,24 @@ def main():
     output_dir = args_dict["output_dir"]
     logging.info("Removing directory {}...".format(repr(output_dir)))
     shutil.rmtree(output_dir, ignore_errors=True)
+    logging.info("Creating directory {}...".format(repr(output_dir)))
+    os.makedirs(output_dir, exist_ok=True)
 
     # do the job
-    correctly_executed_games: List[str] = run_games(game_names, seeds, output_data_dir=output_dir, interval=args_dict["interval"], skip=args_dict["skip"])
+    correctly_executed_games: List[str] = run_games(
+        game_names,
+        seeds,
+        output_data_dir=output_dir,
+        interval=args_dict["interval"],
+        skip=args_dict["skip"],
+    )
 
     # process the output
-    all_game_stats = collect_data(output_dir, correctly_executed_games)
+    target_dir = os.path.join("data", "shared", output_dir)
+    all_game_stats = collect_data(target_dir, correctly_executed_games)
     scores_by_name = compute_aggregate_scores(all_game_stats)
     print_aggregate_scores(scores_by_name)
 
 
-if __name__ == '__main__':
+if __name__ == "__main__":
     main()
diff --git a/scripts/launch.py b/scripts/launch.py
index d6573a30..65c02b42 100644
--- a/scripts/launch.py
+++ b/scripts/launch.py
@@ -42,9 +42,11 @@ class Sandbox:
     def _build_sandbox(self):
         """Build sandbox."""
         sandbox_build_process = None  # type: Optional[subprocess.Popen]
-        sandbox_build_process = subprocess.Popen(["docker-compose", "build"],
-                                                 env=os.environ,
-                                                 cwd=os.path.join(ROOT_DIR, "sandbox"))
+        sandbox_build_process = subprocess.Popen(
+            ["docker-compose", "build"],
+            env=os.environ,
+            cwd=os.path.join(ROOT_DIR, "sandbox"),
+        )
         sandbox_build_process.wait()
 
     def _stop_oef_search_images(self):
@@ -60,13 +62,17 @@ def __enter__(self):
         self._stop_oef_search_images()
         self._build_sandbox()
 
-        register_shared_dir(os.path.join(os.path.dirname(os.path.abspath(__file__)), '../data/shared'))
-        os.environ['SHARED_DIR'] = get_shared_dir()
+        register_shared_dir(
+            os.path.join(os.path.dirname(os.path.abspath(__file__)), "../data/shared")
+        )
+        os.environ["SHARED_DIR"] = get_shared_dir()
 
         print("Launching sandbox...")
-        self.sandbox_process = subprocess.Popen(["docker-compose", "up", "--abort-on-container-exit"],
-                                                env=os.environ,
-                                                cwd=os.path.join(ROOT_DIR, "sandbox"))
+        self.sandbox_process = subprocess.Popen(
+            ["docker-compose", "up", "--abort-on-container-exit"],
+            env=os.environ,
+            cwd=os.path.join(ROOT_DIR, "sandbox"),
+        )
 
     def __exit__(self, exc_type, exc_val, exc_tb):
         """Define what the context manager should do after the block has been executed."""
@@ -77,18 +83,19 @@ def __exit__(self, exc_type, exc_val, exc_tb):
 def wait_for_oef():
     """Wait for the OEF to come live."""
     print("Waiting for the OEF to be operative...")
-    wait_for_oef = subprocess.Popen([
-        os.path.join("sandbox", "wait-for-oef.sh"),
-        "127.0.0.1",
-        "10000",
-        ":"
-    ], env=os.environ, cwd=ROOT_DIR)
+    wait_for_oef = subprocess.Popen(
+        [os.path.join("sandbox", "wait-for-oef.sh"), "127.0.0.1", "10000", ":"],
+        env=os.environ,
+        cwd=ROOT_DIR,
+    )
 
     wait_for_oef.wait(60)
 
 
-if __name__ == '__main__':
+if __name__ == "__main__":
 
     with Sandbox():
         wait_for_oef()
-        participant_agent_main(name="my_agent", dashboard=True, expected_version_id='tac_v1')
+        participant_agent_main(
+            name="my_agent", dashboard=True, expected_version_id="tac_v1"
+        )
diff --git a/scripts/launch_alt.py b/scripts/launch_alt.py
index 20bbd9f1..e0115d38 100644
--- a/scripts/launch_alt.py
+++ b/scripts/launch_alt.py
@@ -46,12 +46,14 @@ class VisdomServer:
 
     def __enter__(self):
         """Define what the context manager should do at the beginning of the block."""
-        if platform.system() == 'Darwin':
+        if platform.system() == "Darwin":
             # This is required due to a bug in mac os Mojave
             print("Setting environment var...")
             os.environ["OBJC_DISABLE_INITIALIZE_FORK_SAFETY"] = "YES"
         print("Starting Visdom server...")
-        self.proc = subprocess.Popen(["python3", "-m", "visdom.server"], env=os.environ, cwd=ROOT_DIR)
+        self.proc = subprocess.Popen(
+            ["python3", "-m", "visdom.server"], env=os.environ, cwd=ROOT_DIR
+        )
 
     def __exit__(self, exc_type, exc_val, exc_tb):
         """Define what the context manager should do after the block has been executed."""
@@ -76,7 +78,8 @@ def _wait_for_oef(self):
         for loop in range(0, 30):
             oef_healthcheck = OEFHealthCheck("127.0.0.1", 10000)
             is_success = oef_healthcheck.run()
-            if is_success: break
+            if is_success:
+                break
             time.sleep(1)
 
     def __enter__(self):
@@ -85,12 +88,18 @@ def __enter__(self):
         script_path = os.path.join("scripts", "oef", "launch.py")
         configuration_file_path = os.path.join("scripts", "oef", "launch_config.json")
 
-        register_shared_dir(os.path.join(os.path.dirname(os.path.abspath(__file__)), '../data/shared'))
-        os.environ['SHARED_DIR'] = get_shared_dir()
+        register_shared_dir(
+            os.path.join(os.path.dirname(os.path.abspath(__file__)), "../data/shared")
+        )
+        os.environ["SHARED_DIR"] = get_shared_dir()
 
         print("Launching new OEF Node...")
-        self.oef_process = subprocess.Popen(["python3", script_path, "-c", configuration_file_path, "--background"],
-                                            stdout=subprocess.PIPE, env=os.environ, cwd=ROOT_DIR)
+        self.oef_process = subprocess.Popen(
+            ["python3", script_path, "-c", configuration_file_path, "--background"],
+            stdout=subprocess.PIPE,
+            env=os.environ,
+            cwd=ROOT_DIR,
+        )
         self._wait_for_oef()
         self.id = self._get_image_id()
         print("ID: ", self.id)
@@ -107,8 +116,8 @@ def _get_image_id(self):
         return id
 
 
-if __name__ == '__main__':
-    sys.argv += ['--dashboard', '--version-id', 'tac_v1']
+if __name__ == "__main__":
+    sys.argv += ["--dashboard", "--version-id", "tac_v1"]
     args = parse_arguments()
     simulation_params = build_simulation_parameters(args)
 
diff --git a/scripts/oef/launch.py b/scripts/oef/launch.py
index f1a2ffe3..656293d4 100755
--- a/scripts/oef/launch.py
+++ b/scripts/oef/launch.py
@@ -8,14 +8,14 @@
 
 
 def run(cmd):
-    print(' '.join(cmd))
+    print(" ".join(cmd))
     c = subprocess.Popen(cmd)
     c.wait()
     return c.returncode
 
 
 def error(*x):
-    print(''.join([str(xx) for xx in x]), file=sys.stderr)
+    print("".join([str(xx) for xx in x]), file=sys.stderr)
 
 
 def fail(*x):
@@ -27,10 +27,10 @@ def pull_image(run_sudo, img):
     c = []
 
     if run_sudo:
-        c += [ 'sudo' ]
+        c += ["sudo"]
     c += [
-        'docker',
-        'pull',
+        "docker",
+        "pull",
         img,
     ]
     r = run(c)
@@ -47,42 +47,29 @@ def parse_command(j):
     for key in j:
         if key in used_keys:
             continue
-        cmd.extend(
-            [
-                "--"+key,
-                str(j[key])
-            ]
-        )
+        cmd.extend(["--" + key, str(j[key])])
     return cmd
 
 
 def launch_job(args, j):
-    img = j['image']
-    if '/' in img:
+    img = j["image"]
+    if "/" in img:
         pull_image(args.sudo, img)
 
     c = []
     if args.sudo:
-        c += ['sudo']
-    c += [
-        'docker',
-        'run'
-    ]
+        c += ["sudo"]
+    c += ["docker", "run"]
     if args.background:
-        c += ['-d']
+        c += ["-d"]
     else:
-        c += ['-it']
+        c += ["-it"]
     work_dir = os.path.abspath(os.path.dirname(__file__))
-    project_dir = os.path.abspath(os.path.join(work_dir, '..'))
+    project_dir = os.path.abspath(os.path.join(work_dir, ".."))
     print("Work dir: ", work_dir)
-    c += [
-        "-v",
-        work_dir+":/config",
-        "-v",
-        project_dir+"../../data/oef-logs:/logs"
-    ]
+    c += ["-v", work_dir + ":/config", "-v", project_dir + "../../data/oef-logs:/logs"]
 
-    for arg in j['params']:
+    for arg in j["params"]:
         c += map(lambda x: x.replace("$PWD", project_dir), arg)
 
     c += [img]
@@ -106,13 +93,28 @@ def main(args):
     launch_job(args, config)
 
 
-if __name__ == '__main__':
+if __name__ == "__main__":
     parser = argparse.ArgumentParser()
-    parser.add_argument('-c', '--config', required=True, type=str, help='Publish the image to GCR')
-    parser.add_argument("--sudo", required=False, action='store_true', help="Run docker as root")
-    parser.add_argument("--background", required=False,  action='store_true', help="Run image in background.")
-    parser.add_argument("--cmd", required=False, type=str, default="oef-search", help="The available commands are defined"
-                                                                                    " in the config file "
-                                                                                    "('cmd' dictionary) ")
-    parser.add_argument('rest', nargs=argparse.REMAINDER)
-    main(parser.parse_args())
\ No newline at end of file
+    parser.add_argument(
+        "-c", "--config", required=True, type=str, help="Publish the image to GCR"
+    )
+    parser.add_argument(
+        "--sudo", required=False, action="store_true", help="Run docker as root"
+    )
+    parser.add_argument(
+        "--background",
+        required=False,
+        action="store_true",
+        help="Run image in background.",
+    )
+    parser.add_argument(
+        "--cmd",
+        required=False,
+        type=str,
+        default="oef-search",
+        help="The available commands are defined"
+        " in the config file "
+        "('cmd' dictionary) ",
+    )
+    parser.add_argument("rest", nargs=argparse.REMAINDER)
+    main(parser.parse_args())
diff --git a/scripts/stack_tracer.py b/scripts/stack_tracer.py
index c1df8e29..31f7dd6d 100644
--- a/scripts/stack_tracer.py
+++ b/scripts/stack_tracer.py
@@ -44,7 +44,7 @@
 
 def stacktraces() -> str:
     """Tracks stack traces."""
-    print('Stacktraces captured!')
+    print("Stacktraces captured!")
     code = []
     for threadId, stack in sys._current_frames().items():
         code.append("\n# ThreadID: {}".format(threadId))
@@ -53,7 +53,11 @@ def stacktraces() -> str:
             if line:
                 code.append("  %s" % (line.strip()))
 
-    return highlight("\n".join(code), PythonLexer(), HtmlFormatter(full=False, style="native", noclasses=True))
+    return highlight(
+        "\n".join(code),
+        PythonLexer(),
+        HtmlFormatter(full=False, style="native", noclasses=True),
+    )
 
 
 class TraceDumper(threading.Thread):
@@ -70,7 +74,7 @@ def __init__(self, fpath: str, interval: int, auto: bool) -> None:
         :param interval: In seconds: how often to update the trace file.
         :return: None
         """
-        assert(interval > 0.1)
+        assert interval > 0.1
         self.auto = auto
         self.interval = interval
         self.fpath = os.path.abspath(fpath)
diff --git a/setup.py b/setup.py
index 710d19fa..3ba48818 100644
--- a/setup.py
+++ b/setup.py
@@ -18,50 +18,56 @@
 #   limitations under the License.
 #
 # ------------------------------------------------------------------------------
-import fileinput
+
+"""Setup of package."""
+
 import glob
 import os
-import re
-import shutil
-import subprocess
-import sys
 
-from setuptools import setup, find_packages, Command
+from setuptools import setup, find_packages
+from typing import Dict
 
 PACKAGE_NAME = "tac"
 
 here = os.path.abspath(os.path.dirname(__file__))
-about = {}
-with open(os.path.join(here, PACKAGE_NAME, '__version__.py'), 'r') as f:
+about = {}  # type: Dict[str, str]
+with open(
+    os.path.join(here, PACKAGE_NAME, "__version__.py"), "r", encoding="utf-8"
+) as f:
     exec(f.read(), about)
 
-with open('README.md', 'r') as f:
+with open("README.md", "r", encoding="utf-8") as f:
     readme = f.read()
 
 
-extras = {
-    "gui": [
-        "flask",
-        "flask_restful",
-        "wtforms"
-    ]
-}
+extras = {"gui": ["flask", "flask_restful", "wtforms"]}
 
 setup(
-    name=about['__title__'],
-    description=about['__description__'],
-    version=about['__version__'],
-    author=about['__author__'],
-    url=about['__url__'],
+    name=about["__title__"],
+    description=about["__description__"],
+    version=about["__version__"],
+    author=about["__author__"],
+    url=about["__url__"],
     long_description=readme,
     packages=find_packages(include=["tac*"]),
     classifiers=[
-        'Development Status :: 2 - Pre-Alpha',
-        'Intended Audience :: Developers',
-        'Natural Language :: English',
-        'License :: OSI Approved :: Apache Software License',
-        'Programming Language :: Python :: 3.6',
-        'Programming Language :: Python :: 3.7',
+        "Environment :: Console",
+        "Environment :: Web Environment",
+        "Development Status :: 2 - Pre-Alpha",
+        "Intended Audience :: Developers",
+        "License :: OSI Approved :: Apache Software License",
+        "Natural Language :: English",
+        "Operating System :: MacOS",
+        "Operating System :: Microsoft",
+        "Operating System :: Unix",
+        "Programming Language :: Python :: 3.6",
+        "Programming Language :: Python :: 3.7",
+        "Programming Language :: Python :: 3.8",
+        "Topic :: Communications",
+        "Topic :: Internet",
+        "Topic :: Scientific/Engineering",
+        "Topic :: Software Development",
+        "Topic :: System",
     ],
     install_requires=[
         "aea",
@@ -69,22 +75,27 @@
         "colorlog",  # TODO 'oef' dependency, to be fixed.
         "numpy",
         "python-dateutil",
-        "visdom"
+        "visdom",
     ],
     tests_require=["tox"],
     extras_require=extras,
     zip_safe=False,
     include_package_data=True,
     data_files=[
-        ("sandbox", ["sandbox/docker-compose.yml", "sandbox/config.json", "sandbox/.env"]
-         + glob.glob("sandbox/*.py")
-         + glob.glob("sandbox/*.sh")),
+        (
+            "sandbox",
+            ["sandbox/docker-compose.yml", "sandbox/config.json", "sandbox/.env"]
+            + glob.glob("sandbox/*.py")
+            + glob.glob("sandbox/*.sh"),
+        ),
         ("templates/v1", glob.glob("templates/v1/*.py")),
         ("scripts/oef", glob.glob("scripts/oef/*.json")),
         ("simulation/v1", glob.glob("simulation/v1/*")),
-        ("oef_search_pluto_scripts", glob.glob("oef_search_pluto_scripts/*.py") + glob.glob("oef_search_pluto_scripts/*.json"))
+        (
+            "oef_search_pluto_scripts",
+            glob.glob("oef_search_pluto_scripts/*.py")
+            + glob.glob("oef_search_pluto_scripts/*.json"),
+        ),
     ],
-    license=about['__license__'],
+    license=about["__license__"],
 )
-
-
diff --git a/simulation/v1/tac_agent_spawner.py b/simulation/v1/tac_agent_spawner.py
index 109d695c..e5866e3d 100644
--- a/simulation/v1/tac_agent_spawner.py
+++ b/simulation/v1/tac_agent_spawner.py
@@ -24,8 +24,10 @@
 
 from tac.platform.simulation import parse_arguments, build_simulation_parameters, run
 
-if __name__ == '__main__':
-    register_shared_dir(os.path.join(os.path.dirname(os.path.abspath(__file__)), '../../data/shared'))
+if __name__ == "__main__":
+    register_shared_dir(
+        os.path.join(os.path.dirname(os.path.abspath(__file__)), "../../data/shared")
+    )
 
     arguments = parse_arguments()
     simulation_parameters = build_simulation_parameters(arguments)
diff --git a/tac/__init__.py b/tac/__init__.py
index 42cfd044..64d69eb0 100644
--- a/tac/__init__.py
+++ b/tac/__init__.py
@@ -27,7 +27,7 @@
 
 import logging
 
-_DEFAULT_LOG_FORMAT = '[%(asctime)s][%(name)s][%(funcName)s][%(levelname)s] %(message)s'
+_DEFAULT_LOG_FORMAT = "[%(asctime)s][%(name)s][%(funcName)s][%(levelname)s] %(message)s"
 logger = logging.getLogger(__name__)
 logger.setLevel(logging.DEBUG)
 handler = logging.StreamHandler()
@@ -36,5 +36,4 @@
 logger.addHandler(handler)
 logger.propagate = False
 
-ROOT_DIR = os.path.join(os.path.dirname(inspect.getfile(inspect.currentframe())), "..") # type: ignore
-
+ROOT_DIR = os.path.join(os.path.dirname(inspect.getfile(inspect.currentframe())), "..")  # type: ignore
diff --git a/tac/__version__.py b/tac/__version__.py
index 78337f09..e260789a 100644
--- a/tac/__version__.py
+++ b/tac/__version__.py
@@ -20,10 +20,10 @@
 
 """Specifies the version of the TAC package."""
 
-__title__ = 'tac'
-__description__ = 'Trading Agent Competition agents'
-__url__ = 'https://github.com/fetchai/agents-tac.git'
-__version__ = '0.1.7'
-__author__ = 'Fetch.AI Limited'
-__license__ = 'Apache 2.0'
-__copyright__ = '2019 Fetch.AI Limited'
+__title__ = "tac"
+__description__ = "Trading Agent Competition agents"
+__url__ = "https://github.com/fetchai/agents-tac.git"
+__version__ = "0.1.8"
+__author__ = "Fetch.AI Limited"
+__license__ = "Apache 2.0"
+__copyright__ = "2019 Fetch.AI Limited"
diff --git a/tac/agents/controller/agent.py b/tac/agents/controller/agent.py
index 794db6b1..d802632c 100644
--- a/tac/agents/controller/agent.py
+++ b/tac/agents/controller/agent.py
@@ -34,7 +34,11 @@
 from aea.channels.oef.connection import OEFMailBox
 from aea.mail.base import Envelope
 
-from tac.agents.controller.base.handlers import OEFHandler, GameHandler, AgentMessageDispatcher
+from tac.agents.controller.base.handlers import (
+    OEFHandler,
+    GameHandler,
+    AgentMessageDispatcher,
+)
 from tac.agents.controller.base.tac_parameters import TACParameters
 from tac.platform.game.base import GamePhase
 from tac.platform.shared_sim_status import set_controller_state, ControllerAgentState
@@ -49,16 +53,19 @@
 class ControllerAgent(Agent):
     """The controller agent class implements a controller for TAC."""
 
-    def __init__(self, name: str,
-                 oef_addr: str,
-                 oef_port: int,
-                 tac_parameters: TACParameters,
-                 monitor: Monitor,
-                 agent_timeout: Optional[float] = 1.0,
-                 max_reactions: int = 100,
-                 private_key_pem: Optional[str] = None,
-                 debug: bool = False,
-                 **kwargs):
+    def __init__(
+        self,
+        name: str,
+        oef_addr: str,
+        oef_port: int,
+        tac_parameters: TACParameters,
+        monitor: Monitor,
+        agent_timeout: Optional[float] = 1.0,
+        max_reactions: int = 100,
+        private_key_pem: Optional[str] = None,
+        debug: bool = False,
+        **kwargs
+    ):
         """
         Initialize a participant agent.
 
@@ -75,15 +82,29 @@ def __init__(self, name: str,
         super().__init__(name, private_key_pem, agent_timeout, debug=debug)
         self.mailbox = OEFMailBox(self.crypto.public_key, oef_addr, oef_port)
 
-        self.oef_handler = OEFHandler(self.crypto, self.liveness, self.mailbox, self.name, tac_parameters.version_id)
+        self.oef_handler = OEFHandler(
+            self.crypto,
+            self.liveness,
+            self.mailbox,
+            self.name,
+            tac_parameters.version_id,
+        )
         self.agent_message_dispatcher = AgentMessageDispatcher(self)
-        self.game_handler = GameHandler(name, self.crypto, self.mailbox, monitor, tac_parameters)
+        self.game_handler = GameHandler(
+            name, self.crypto, self.mailbox, monitor, tac_parameters
+        )
 
         self.max_reactions = max_reactions
         self.last_activity = datetime.datetime.now()
 
-        logger.debug("[{}]: Initialized myself as Controller Agent :\n{}".format(self.name, pprint.pformat(vars())))
-        set_controller_state(self.game_handler.tac_parameters.version_id, ControllerAgentState.STARTING)
+        logger.debug(
+            "[{}]: Initialized myself as Controller Agent :\n{}".format(
+                self.name, pprint.pformat(vars())
+            )
+        )
+        set_controller_state(
+            self.game_handler.tac_parameters.version_id, ControllerAgentState.STARTING
+        )
 
     def act(self) -> None:
         """
@@ -93,51 +114,99 @@ def act(self) -> None:
         """
         if self.game_handler.game_phase == GamePhase.PRE_GAME:
             now = datetime.datetime.now()
-            seconds_to_wait = (self.game_handler.tac_parameters.start_time - now).total_seconds()
+            seconds_to_wait = (
+                self.game_handler.tac_parameters.start_time - now
+            ).total_seconds()
             seconds_to_wait = 0.5 if seconds_to_wait < 0 else seconds_to_wait
-            logger.debug("[{}]: waiting for starting the competition: start_time={}, current_time={}, timedelta ={}s"
-                         .format(self.name, str(self.game_handler.tac_parameters.start_time), str(now), seconds_to_wait))
-            self.game_handler.competition_start = now + datetime.timedelta(seconds=seconds_to_wait + self.game_handler.tac_parameters.registration_timedelta.seconds)
+            logger.debug(
+                "[{}]: waiting for starting the competition: start_time={}, current_time={}, timedelta ={}s".format(
+                    self.name,
+                    str(self.game_handler.tac_parameters.start_time),
+                    str(now),
+                    seconds_to_wait,
+                )
+            )
+            self.game_handler.competition_start = now + datetime.timedelta(
+                seconds=seconds_to_wait
+                + self.game_handler.tac_parameters.registration_timedelta.seconds
+            )
 
             time.sleep(seconds_to_wait)
-            logger.debug("[{}]: Register competition with parameters: {}"
-                         .format(self.name, pprint.pformat(self.game_handler.tac_parameters.__dict__)))
+            logger.debug(
+                "[{}]: Register competition with parameters: {}".format(
+                    self.name, pprint.pformat(self.game_handler.tac_parameters.__dict__)
+                )
+            )
             self.oef_handler.register_tac()
 
-            set_controller_state(self.game_handler.tac_parameters.version_id, ControllerAgentState.REGISTRATION_OPEN)
+            set_controller_state(
+                self.game_handler.tac_parameters.version_id,
+                ControllerAgentState.REGISTRATION_OPEN,
+            )
 
             self.game_handler._game_phase = GamePhase.GAME_SETUP
         elif self.game_handler.game_phase == GamePhase.GAME_SETUP:
-            assert self.game_handler.competition_start is not None, "No competition start time set!"
+            assert (
+                self.game_handler.competition_start is not None
+            ), "No competition start time set!"
             now = datetime.datetime.now()
             if now >= self.game_handler.competition_start:
-                logger.debug("[{}]: Checking if we can start the competition.".format(self.name))
+                logger.debug(
+                    "[{}]: Checking if we can start the competition.".format(self.name)
+                )
                 min_nb_agents = self.game_handler.tac_parameters.min_nb_agents
                 nb_reg_agents = len(self.game_handler.registered_agents)
 
-                set_controller_state(self.game_handler.tac_parameters.version_id, ControllerAgentState.RUNNING)
+                set_controller_state(
+                    self.game_handler.tac_parameters.version_id,
+                    ControllerAgentState.RUNNING,
+                )
 
                 if nb_reg_agents >= min_nb_agents:
-                    logger.debug("[{}]: Start competition. Registered agents: {}, minimum number of agents: {}."
-                                 .format(self.name, nb_reg_agents, min_nb_agents))
+                    logger.debug(
+                        "[{}]: Start competition. Registered agents: {}, minimum number of agents: {}.".format(
+                            self.name, nb_reg_agents, min_nb_agents
+                        )
+                    )
                     self.game_handler.start_competition()
                 else:
-                    logger.debug("[{}]: Not enough agents to start TAC. Registered agents: {}, minimum number of agents: {}."
-                                 .format(self.name, nb_reg_agents, min_nb_agents))
-                    set_controller_state(self.game_handler.tac_parameters.version_id, ControllerAgentState.STOPPING_UNSUFFICIENT_AGENTS)
+                    logger.debug(
+                        "[{}]: Not enough agents to start TAC. Registered agents: {}, minimum number of agents: {}.".format(
+                            self.name, nb_reg_agents, min_nb_agents
+                        )
+                    )
+                    set_controller_state(
+                        self.game_handler.tac_parameters.version_id,
+                        ControllerAgentState.STOPPING_UNSUFFICIENT_AGENTS,
+                    )
                     self.stop()
                     return
         elif self.game_handler.game_phase == GamePhase.GAME:
             current_time = datetime.datetime.now()
             inactivity_duration = current_time - self.last_activity
-            if inactivity_duration > self.game_handler.tac_parameters.inactivity_timedelta:
-                logger.debug("[{}]: Inactivity timeout expired. Terminating...".format(self.name))
-                set_controller_state(self.game_handler.tac_parameters.version_id, ControllerAgentState.FINISHED_INACTIVITY)
+            if (
+                inactivity_duration
+                > self.game_handler.tac_parameters.inactivity_timedelta
+            ):
+                logger.debug(
+                    "[{}]: Inactivity timeout expired. Terminating...".format(self.name)
+                )
+                set_controller_state(
+                    self.game_handler.tac_parameters.version_id,
+                    ControllerAgentState.FINISHED_INACTIVITY,
+                )
                 self.stop()
                 return
             elif current_time > self.game_handler.tac_parameters.end_time:
-                logger.debug("[{}]: Competition timeout expired. Terminating...".format(self.name))
-                set_controller_state(self.game_handler.tac_parameters.version_id, ControllerAgentState.FINISHED_GAME_TIMEOUT)
+                logger.debug(
+                    "[{}]: Competition timeout expired. Terminating...".format(
+                        self.name
+                    )
+                )
+                set_controller_state(
+                    self.game_handler.tac_parameters.version_id,
+                    ControllerAgentState.FINISHED_GAME_TIMEOUT,
+                )
                 self.stop()
                 return
 
@@ -148,17 +217,19 @@ def react(self) -> None:
         :return: None
         """
         counter = 0
-        while (not self.inbox.empty() and counter < self.max_reactions):
+        while not self.inbox.empty() and counter < self.max_reactions:
             counter += 1
             envelope = self.inbox.get_nowait()  # type: Optional[Envelope]
             if envelope is not None:
-                if envelope.protocol_id == 'oef':
+                if envelope.protocol_id == "oef":
                     self.oef_handler.handle_oef_message(envelope)
-                elif envelope.protocol_id == 'tac':
+                elif envelope.protocol_id == "tac":
                     self.agent_message_dispatcher.handle_agent_message(envelope)
                     self.last_activity = datetime.datetime.now()
                 else:
-                    raise ValueError("Unknown protocol_id: {}".format(envelope.protocol_id))
+                    raise ValueError(
+                        "Unknown protocol_id: {}".format(envelope.protocol_id)
+                    )
 
     def update(self) -> None:
         """
@@ -178,7 +249,7 @@ def start(self) -> None:
         """
         try:
             super().start()
-            logger.debug("[{}]: Starting myself...".format(self.name))
+            logger.debug("[{}]: Stopping myself...".format(self.name))
             return
         except Exception as e:
             logger.exception(e)
@@ -197,10 +268,12 @@ def stop(self) -> None:
         :return: None
         """
         logger.debug("[{}]: Stopping myself...".format(self.name))
-        if self.game_handler.game_phase == GamePhase.GAME or self.game_handler.game_phase == GamePhase.GAME_SETUP:
+        if (
+            self.game_handler.game_phase == GamePhase.GAME
+            or self.game_handler.game_phase == GamePhase.GAME_SETUP
+        ):
             self.game_handler.notify_competition_cancelled()
         super().stop()
-        self.teardown()
 
     def teardown(self) -> None:
         """Tear down the agent."""
@@ -210,57 +283,128 @@ def teardown(self) -> None:
 
 
 def _parse_arguments():
-    parser = argparse.ArgumentParser("controller", description="Launch the controller agent.")
+    parser = argparse.ArgumentParser(
+        "controller", description="Launch the controller agent."
+    )
     parser.add_argument("--name", default="controller", help="Name of the agent.")
     parser.add_argument("--nb-agents", default=5, type=int, help="Number of goods")
     parser.add_argument("--nb-goods", default=5, type=int, help="Number of goods")
-    parser.add_argument("--money-endowment", type=int, default=200, help="Initial amount of money.")
-    parser.add_argument("--base-good-endowment", default=2, type=int, help="The base amount of per good instances every agent receives.")
-    parser.add_argument("--lower-bound-factor", default=0, type=int, help="The lower bound factor of a uniform distribution.")
-    parser.add_argument("--upper-bound-factor", default=0, type=int, help="The upper bound factor of a uniform distribution.")
+    parser.add_argument(
+        "--money-endowment", type=int, default=200, help="Initial amount of money."
+    )
+    parser.add_argument(
+        "--base-good-endowment",
+        default=2,
+        type=int,
+        help="The base amount of per good instances every agent receives.",
+    )
+    parser.add_argument(
+        "--lower-bound-factor",
+        default=0,
+        type=int,
+        help="The lower bound factor of a uniform distribution.",
+    )
+    parser.add_argument(
+        "--upper-bound-factor",
+        default=0,
+        type=int,
+        help="The upper bound factor of a uniform distribution.",
+    )
     parser.add_argument("--tx-fee", default=1.0, type=float, help="Number of goods")
-    parser.add_argument("--oef-addr", default="127.0.0.1", help="TCP/IP address of the OEF Agent")
-    parser.add_argument("--oef-port", default=10000, help="TCP/IP port of the OEF Agent")
-    parser.add_argument("--start-time", default=str(datetime.datetime.now() + datetime.timedelta(0, 10)), type=str, help="The start time for the competition (in UTC format).")
-    parser.add_argument("--registration-timeout", default=20, type=int, help="The amount of time (in seconds) to wait for agents to register before attempting to start the competition.")
-    parser.add_argument("--inactivity-timeout", default=60, type=int, help="The amount of time (in seconds) to wait during inactivity until the termination of the competition.")
-    parser.add_argument("--competition-timeout", default=240, type=int, help="The amount of time (in seconds) to wait from the start of the competition until the termination of the competition.")
-    parser.add_argument("--whitelist-file", default=None, type=str, help="The file that contains the list of agent names to be whitelisted.")
-    parser.add_argument("--verbose", default=False, action="store_true", help="Log debug messages.")
-    parser.add_argument("--dashboard", action="store_true", help="Show the agent dashboard.")
-    parser.add_argument("--visdom-addr", default="localhost", help="TCP/IP address of the Visdom server.")
-    parser.add_argument("--visdom-port", default=8097, help="TCP/IP port of the Visdom server.")
-    parser.add_argument("--data-output-dir", default="data", help="The output directory for the simulation data.")
-    parser.add_argument("--version-id", default=str(random.randint(0, 10000)), type=str, help="The version ID.")
-    parser.add_argument("--seed", default=42, help="The random seed for the generation of the game parameters.")
+    parser.add_argument(
+        "--oef-addr", default="127.0.0.1", help="TCP/IP address of the OEF Agent"
+    )
+    parser.add_argument(
+        "--oef-port", default=10000, help="TCP/IP port of the OEF Agent"
+    )
+    parser.add_argument(
+        "--start-time",
+        default=str(datetime.datetime.now() + datetime.timedelta(0, 10)),
+        type=str,
+        help="The start time for the competition (in UTC format).",
+    )
+    parser.add_argument(
+        "--registration-timeout",
+        default=20,
+        type=int,
+        help="The amount of time (in seconds) to wait for agents to register before attempting to start the competition.",
+    )
+    parser.add_argument(
+        "--inactivity-timeout",
+        default=60,
+        type=int,
+        help="The amount of time (in seconds) to wait during inactivity until the termination of the competition.",
+    )
+    parser.add_argument(
+        "--competition-timeout",
+        default=240,
+        type=int,
+        help="The amount of time (in seconds) to wait from the start of the competition until the termination of the competition.",
+    )
+    parser.add_argument(
+        "--whitelist-file",
+        default=None,
+        type=str,
+        help="The file that contains the list of agent names to be whitelisted.",
+    )
+    parser.add_argument(
+        "--verbose", default=False, action="store_true", help="Log debug messages."
+    )
+    parser.add_argument(
+        "--dashboard", action="store_true", help="Show the agent dashboard."
+    )
+    parser.add_argument(
+        "--visdom-addr",
+        default="localhost",
+        help="TCP/IP address of the Visdom server.",
+    )
+    parser.add_argument(
+        "--visdom-port", default=8097, help="TCP/IP port of the Visdom server."
+    )
+    parser.add_argument(
+        "--data-output-dir",
+        default="data",
+        help="The output directory for the simulation data.",
+    )
+    parser.add_argument(
+        "--version-id",
+        default=str(random.randint(0, 10000)),
+        type=str,
+        help="The version ID.",
+    )
+    parser.add_argument(
+        "--seed",
+        default=42,
+        help="The random seed for the generation of the game parameters.",
+    )
 
     return parser.parse_args()
 
 
 def main(
-        name: str = "controller",
-        nb_agents: int = 5,
-        nb_goods: int = 5,
-        money_endowment: int = 200,
-        base_good_endowment: int = 2,
-        lower_bound_factor: int = 0,
-        upper_bound_factor: int = 0,
-        tx_fee: float = 1.0,
-        oef_addr: str = "127.0.0.1",
-        oef_port: int = 10000,
-        start_time: str = str(datetime.datetime.now() + datetime.timedelta(0, 10)),
-        registration_timeout: int = 10,
-        inactivity_timeout: int = 60,
-        competition_timeout: int = 240,
-        whitelist_file: Optional[str] = None,
-        verbose: bool = False,
-        dashboard: bool = False,
-        visdom_addr: str = "localhost",
-        visdom_port: int = 8097,
-        data_output_dir: str = "data",
-        version_id: str = str(random.randint(0, 10000)),
-        seed: int = 42,
-        **kwargs
+    name: str = "controller",
+    nb_agents: int = 5,
+    nb_goods: int = 5,
+    money_endowment: int = 200,
+    base_good_endowment: int = 2,
+    lower_bound_factor: int = 0,
+    upper_bound_factor: int = 0,
+    tx_fee: float = 1.0,
+    oef_addr: str = "127.0.0.1",
+    oef_port: int = 10000,
+    start_time: str = str(datetime.datetime.now() + datetime.timedelta(0, 10)),
+    registration_timeout: int = 10,
+    inactivity_timeout: int = 60,
+    competition_timeout: int = 240,
+    whitelist_file: Optional[str] = None,
+    verbose: bool = False,
+    dashboard: bool = False,
+    visdom_addr: str = "localhost",
+    visdom_port: int = 8097,
+    data_output_dir: str = "data",
+    version_id: str = str(random.randint(0, 10000)),
+    seed: int = 42,
+    **kwargs
 ):
     """Run the controller script."""
     agent = None  # type: Optional[ControllerAgent]
@@ -272,8 +416,16 @@ def main(
         logger.setLevel(logging.INFO)
 
     try:
-        monitor = VisdomMonitor(visdom_addr=visdom_addr, visdom_port=visdom_port) if dashboard else NullMonitor()
-        whitelist = set(open(whitelist_file).read().splitlines(keepends=False)) if whitelist_file else None
+        monitor = (
+            VisdomMonitor(visdom_addr=visdom_addr, visdom_port=visdom_port)
+            if dashboard
+            else NullMonitor()
+        )
+        whitelist = (
+            set(open(whitelist_file).read().splitlines(keepends=False))
+            if whitelist_file
+            else None
+        )
         tac_parameters = TACParameters(
             min_nb_agents=nb_agents,
             money_endowment=money_endowment,
@@ -288,13 +440,15 @@ def main(
             inactivity_timeout=inactivity_timeout,
             whitelist=whitelist,
             data_output_dir=data_output_dir,
-            version_id=version_id
+            version_id=version_id,
+        )
+        agent = ControllerAgent(
+            name=name,
+            oef_addr=oef_addr,
+            oef_port=oef_port,
+            tac_parameters=tac_parameters,
+            monitor=monitor,
         )
-        agent = ControllerAgent(name=name,
-                                oef_addr=oef_addr,
-                                oef_port=oef_port,
-                                tac_parameters=tac_parameters,
-                                monitor=monitor)
         agent.start()
 
     except Exception as e:
@@ -307,6 +461,6 @@ def main(
             agent.teardown()
 
 
-if __name__ == '__main__':
+if __name__ == "__main__":
     arguments = _parse_arguments()
     main(**arguments.__dict__)
diff --git a/tac/agents/controller/base/actions.py b/tac/agents/controller/base/actions.py
index 24e1d616..d74d0360 100644
--- a/tac/agents/controller/base/actions.py
+++ b/tac/agents/controller/base/actions.py
@@ -37,15 +37,23 @@
 
 logger = logging.getLogger(__name__)
 
-CONTROLLER_DATAMODEL = DataModel("tac", [
-    Attribute("version", str, True, "Version number of the TAC Controller Agent."),
-])
+CONTROLLER_DATAMODEL = DataModel(
+    "tac",
+    [Attribute("version", str, True, "Version number of the TAC Controller Agent.")],
+)
 
 
 class OEFActions(OEFActionInterface):
     """The OEFActions class defines the actions of an agent towards the OEF."""
 
-    def __init__(self, crypto: Crypto, liveness: Liveness, mailbox: MailBox, agent_name: str, tac_version_id: str) -> None:
+    def __init__(
+        self,
+        crypto: Crypto,
+        liveness: Liveness,
+        mailbox: MailBox,
+        agent_name: str,
+        tac_version_id: str,
+    ) -> None:
         """
         Instantiate the OEFActions.
 
@@ -69,8 +77,24 @@ def register_tac(self) -> None:
 
         :return: None.
         """
-        desc = Description({"version": self.tac_version_id}, data_model=CONTROLLER_DATAMODEL)
-        logger.debug("[{}]: Registering with {} data model".format(self.agent_name, desc.data_model.name))
-        msg = OEFMessage(oef_type=OEFMessage.Type.REGISTER_SERVICE, id=1, service_description=desc, service_id="")
+        desc = Description(
+            {"version": self.tac_version_id}, data_model=CONTROLLER_DATAMODEL
+        )
+        logger.debug(
+            "[{}]: Registering with {} data model".format(
+                self.agent_name, desc.data_model.name
+            )
+        )
+        msg = OEFMessage(
+            oef_type=OEFMessage.Type.REGISTER_SERVICE,
+            id=1,
+            service_description=desc,
+            service_id="",
+        )
         msg_bytes = OEFSerializer().encode(msg)
-        self.mailbox.outbox.put_message(to=DEFAULT_OEF, sender=self.crypto.public_key, protocol_id=OEFMessage.protocol_id, message=msg_bytes)
+        self.mailbox.outbox.put_message(
+            to=DEFAULT_OEF,
+            sender=self.crypto.public_key,
+            protocol_id=OEFMessage.protocol_id,
+            message=msg_bytes,
+        )
diff --git a/tac/agents/controller/base/handlers.py b/tac/agents/controller/base/handlers.py
index 0da91175..118cdd60 100644
--- a/tac/agents/controller/base/handlers.py
+++ b/tac/agents/controller/base/handlers.py
@@ -56,6 +56,7 @@
 from tac.platform.game.stats import GameStats
 from tac.platform.protocols.tac.message import TACMessage
 from tac.platform.protocols.tac.serialization import TACSerializer
+from tac.platform.shared_sim_status import get_shared_dir
 
 if TYPE_CHECKING:
     from tac.agents.controller.agent import ControllerAgent
@@ -66,7 +67,7 @@
 class TACMessageHandler(ABC):
     """Abstract class for a TACMessage handler."""
 
-    def __init__(self, controller_agent: 'ControllerAgent') -> None:
+    def __init__(self, controller_agent: "ControllerAgent") -> None:
         """
         Instantiate a TACMessage handler.
 
@@ -93,7 +94,7 @@ def handle(self, message: TACMessage, sender: Address) -> None:
 class RegisterHandler(TACMessageHandler):
     """Class for a register handler."""
 
-    def __init__(self, controller_agent: 'ControllerAgent') -> None:
+    def __init__(self, controller_agent: "ControllerAgent") -> None:
         """Instantiate a RegisterHandler."""
         super().__init__(controller_agent)
 
@@ -110,22 +111,59 @@ def handle(self, message: TACMessage, sender: Address) -> None:
         whitelist = self.controller_agent.game_handler.tac_parameters.whitelist
         agent_name = message.get("agent_name")
         if whitelist is not None and agent_name not in whitelist:
-            logger.error("[{}]: Agent name not in whitelist: '{}'".format(self.controller_agent.name, agent_name))
-            tac_msg = TACMessage(tac_type=TACMessage.Type.TAC_ERROR, error_code=TACMessage.ErrorCode.AGENT_NAME_NOT_IN_WHITELIST)
+            logger.error(
+                "[{}]: Agent name not in whitelist: '{}'".format(
+                    self.controller_agent.name, agent_name
+                )
+            )
+            tac_msg = TACMessage(
+                tac_type=TACMessage.Type.TAC_ERROR,
+                error_code=TACMessage.ErrorCode.AGENT_NAME_NOT_IN_WHITELIST,
+            )
             tac_bytes = TACSerializer().encode(tac_msg)
-            self.controller_agent.mailbox.outbox.put_message(to=sender, sender=self.controller_agent.crypto.public_key, protocol_id=TACMessage.protocol_id, message=tac_bytes)
+            self.controller_agent.mailbox.outbox.put_message(
+                to=sender,
+                sender=self.controller_agent.crypto.public_key,
+                protocol_id=TACMessage.protocol_id,
+                message=tac_bytes,
+            )
 
         if sender in self.controller_agent.game_handler.registered_agents:
-            logger.error("[{}]: Agent already registered: '{}'".format(self.controller_agent.name, self.controller_agent.game_handler.agent_pbk_to_name[sender]))
-            tac_msg = TACMessage(tac_type=TACMessage.Type.TAC_ERROR, error_code=TACMessage.ErrorCode.AGENT_PBK_ALREADY_REGISTERED)
+            logger.error(
+                "[{}]: Agent already registered: '{}'".format(
+                    self.controller_agent.name,
+                    self.controller_agent.game_handler.agent_pbk_to_name[sender],
+                )
+            )
+            tac_msg = TACMessage(
+                tac_type=TACMessage.Type.TAC_ERROR,
+                error_code=TACMessage.ErrorCode.AGENT_PBK_ALREADY_REGISTERED,
+            )
             tac_bytes = TACSerializer().encode(tac_msg)
-            self.controller_agent.mailbox.outbox.put_message(to=sender, sender=self.controller_agent.crypto.public_key, protocol_id=TACMessage.protocol_id, message=tac_bytes)
+            self.controller_agent.mailbox.outbox.put_message(
+                to=sender,
+                sender=self.controller_agent.crypto.public_key,
+                protocol_id=TACMessage.protocol_id,
+                message=tac_bytes,
+            )
 
         if agent_name in self.controller_agent.game_handler.agent_pbk_to_name.values():
-            logger.error("[{}]: Agent with this name already registered: '{}'".format(self.controller_agent.name, agent_name))
-            tac_msg = TACMessage(tac_type=TACMessage.Type.TAC_ERROR, error_code=TACMessage.ErrorCode.AGENT_NAME_ALREADY_REGISTERED)
+            logger.error(
+                "[{}]: Agent with this name already registered: '{}'".format(
+                    self.controller_agent.name, agent_name
+                )
+            )
+            tac_msg = TACMessage(
+                tac_type=TACMessage.Type.TAC_ERROR,
+                error_code=TACMessage.ErrorCode.AGENT_NAME_ALREADY_REGISTERED,
+            )
             tac_bytes = TACSerializer().encode(tac_msg)
-            self.controller_agent.mailbox.outbox.put_message(to=sender, sender=self.controller_agent.crypto.public_key, protocol_id=TACMessage.protocol_id, message=tac_bytes)
+            self.controller_agent.mailbox.outbox.put_message(
+                to=sender,
+                sender=self.controller_agent.crypto.public_key,
+                protocol_id=TACMessage.protocol_id,
+                message=tac_bytes,
+            )
 
         try:
             self.controller_agent.game_handler.monitor.dashboard.agent_pbk_to_name.update({sender: agent_name})  # type: ignore
@@ -134,14 +172,19 @@ def handle(self, message: TACMessage, sender: Address) -> None:
             logger.error(str(e))
 
         self.controller_agent.game_handler.agent_pbk_to_name[sender] = agent_name
-        logger.debug("[{}]: Agent registered: '{}'".format(self.controller_agent.name, self.controller_agent.game_handler.agent_pbk_to_name[sender]))
+        logger.debug(
+            "[{}]: Agent registered: '{}'".format(
+                self.controller_agent.name,
+                self.controller_agent.game_handler.agent_pbk_to_name[sender],
+            )
+        )
         self.controller_agent.game_handler.registered_agents.add(sender)
 
 
 class UnregisterHandler(TACMessageHandler):
     """Class for an unregister handler."""
 
-    def __init__(self, controller_agent: 'ControllerAgent') -> None:
+    def __init__(self, controller_agent: "ControllerAgent") -> None:
         """Instantiate an UnregisterHandler."""
         super().__init__(controller_agent)
 
@@ -156,12 +199,29 @@ def handle(self, message: TACMessage, sender: Address) -> None:
         :return: None
         """
         if sender not in self.controller_agent.game_handler.registered_agents:
-            logger.error("[{}]: Agent not registered: '{}'".format(self.controller_agent.name, sender))
-            tac_msg = TACMessage(tac_type=TACMessage.Type.TAC_ERROR, error_code=TACMessage.ErrorCode.AGENT_NOT_REGISTERED)
+            logger.error(
+                "[{}]: Agent not registered: '{}'".format(
+                    self.controller_agent.name, sender
+                )
+            )
+            tac_msg = TACMessage(
+                tac_type=TACMessage.Type.TAC_ERROR,
+                error_code=TACMessage.ErrorCode.AGENT_NOT_REGISTERED,
+            )
             tac_bytes = TACSerializer().encode(tac_msg)
-            self.controller_agent.mailbox.outbox.put_message(to=sender, sender=self.controller_agent.crypto.public_key, protocol_id=TACMessage.protocol_id, message=tac_bytes)
+            self.controller_agent.mailbox.outbox.put_message(
+                to=sender,
+                sender=self.controller_agent.crypto.public_key,
+                protocol_id=TACMessage.protocol_id,
+                message=tac_bytes,
+            )
         else:
-            logger.debug("[{}]: Agent unregistered: '{}'".format(self.controller_agent.name, self.controller_agent.game_handler.agent_pbk_to_name[sender]))
+            logger.debug(
+                "[{}]: Agent unregistered: '{}'".format(
+                    self.controller_agent.name,
+                    self.controller_agent.game_handler.agent_pbk_to_name[sender],
+                )
+            )
             self.controller_agent.game_handler.registered_agents.remove(sender)
             self.controller_agent.game_handler.agent_pbk_to_name.pop(sender)
 
@@ -169,7 +229,7 @@ def handle(self, message: TACMessage, sender: Address) -> None:
 class TransactionHandler(TACMessageHandler):
     """Class for a transaction handler."""
 
-    def __init__(self, controller_agent: 'ControllerAgent') -> None:
+    def __init__(self, controller_agent: "ControllerAgent") -> None:
         """Instantiate a TransactionHandler."""
         super().__init__(controller_agent)
         self._pending_transaction_requests = {}  # type: Dict[str, Transaction]
@@ -185,29 +245,55 @@ def handle(self, message: TACMessage, sender: Address) -> None:
         :return: None
         """
         transaction = Transaction.from_message(message, sender)
-        logger.debug("[{}]: Handling transaction: {}".format(self.controller_agent.name, transaction))
+        logger.debug(
+            "[{}]: Handling transaction: {}".format(
+                self.controller_agent.name, transaction
+            )
+        )
 
         # if transaction arrives first time then put it into the pending pool
         if message.get("transaction_id") not in self._pending_transaction_requests:
-            if self.controller_agent.game_handler.current_game.is_transaction_valid(transaction):
-                logger.debug("[{}]: Put transaction TACMessage in the pool: {}".format(self.controller_agent.name, message.get("transaction_id")))
-                self._pending_transaction_requests[message.get("transaction_id")] = transaction
+            if self.controller_agent.game_handler.current_game.is_transaction_valid(
+                transaction
+            ):
+                logger.debug(
+                    "[{}]: Put transaction TACMessage in the pool: {}".format(
+                        self.controller_agent.name, message.get("transaction_id")
+                    )
+                )
+                self._pending_transaction_requests[
+                    message.get("transaction_id")
+                ] = transaction
             else:
                 self._handle_invalid_transaction(message, sender)
         # if transaction arrives second time then process it
         else:
-            pending_tx = self._pending_transaction_requests.pop(message.get("transaction_id"))
+            pending_tx = self._pending_transaction_requests.pop(
+                message.get("transaction_id")
+            )
             if transaction.matches(pending_tx):
-                if self.controller_agent.game_handler.current_game.is_transaction_valid(transaction):
-                    self.controller_agent.game_handler.confirmed_transaction_per_participant[pending_tx.sender].append(pending_tx)
-                    self.controller_agent.game_handler.confirmed_transaction_per_participant[transaction.sender].append(transaction)
+                if self.controller_agent.game_handler.current_game.is_transaction_valid(
+                    transaction
+                ):
+                    self.controller_agent.game_handler.confirmed_transaction_per_participant[
+                        pending_tx.sender
+                    ].append(
+                        pending_tx
+                    )
+                    self.controller_agent.game_handler.confirmed_transaction_per_participant[
+                        transaction.sender
+                    ].append(
+                        transaction
+                    )
                     self._handle_valid_transaction(message, sender, transaction)
                 else:
                     self._handle_invalid_transaction(message, sender)
             else:
                 self._handle_non_matching_transaction(message, sender)
 
-    def _handle_valid_transaction(self, message: TACMessage, sender: Address, transaction: Transaction) -> None:
+    def _handle_valid_transaction(
+        self, message: TACMessage, sender: Address, transaction: Transaction
+    ) -> None:
         """
         Handle a valid transaction.
 
@@ -218,7 +304,11 @@ def _handle_valid_transaction(self, message: TACMessage, sender: Address, transa
         :param tx: the transaction.
         :return: None
         """
-        logger.debug("[{}]: Handling valid transaction: {}".format(self.controller_agent.name, message.get("transaction_id")))
+        logger.debug(
+            "[{}]: Handling valid transaction: {}".format(
+                self.controller_agent.name, message.get("transaction_id")
+            )
+        )
 
         # update the game state.
         self.controller_agent.game_handler.current_game.settle_transaction(transaction)
@@ -227,27 +317,69 @@ def _handle_valid_transaction(self, message: TACMessage, sender: Address, transa
         self.controller_agent.game_handler.monitor.update()
 
         # send the transaction confirmation.
-        tac_msg = TACMessage(tac_type=TACMessage.Type.TRANSACTION_CONFIRMATION, transaction_id=message.get("transaction_id"))
+        tac_msg = TACMessage(
+            tac_type=TACMessage.Type.TRANSACTION_CONFIRMATION,
+            transaction_id=message.get("transaction_id"),
+        )
         tac_bytes = TACSerializer().encode(tac_msg)
-        self.controller_agent.outbox.put_message(to=sender, sender=self.controller_agent.crypto.public_key, protocol_id=TACMessage.protocol_id, message=tac_bytes)
-        self.controller_agent.outbox.put_message(to=message.get("counterparty"), sender=self.controller_agent.crypto.public_key, protocol_id=TACMessage.protocol_id, message=tac_bytes)
+        self.controller_agent.outbox.put_message(
+            to=sender,
+            sender=self.controller_agent.crypto.public_key,
+            protocol_id=TACMessage.protocol_id,
+            message=tac_bytes,
+        )
+        self.controller_agent.outbox.put_message(
+            to=message.get("counterparty"),
+            sender=self.controller_agent.crypto.public_key,
+            protocol_id=TACMessage.protocol_id,
+            message=tac_bytes,
+        )
 
         # log messages
-        logger.debug("[{}]: Transaction '{}' settled successfully.".format(self.controller_agent.name, message.get("transaction_id")))
-        holdings_summary = self.controller_agent.game_handler.current_game.get_holdings_summary()
-        logger.debug("[{}]: Current state:\n{}".format(self.controller_agent.name, holdings_summary))
+        logger.debug(
+            "[{}]: Transaction '{}' settled successfully.".format(
+                self.controller_agent.name, message.get("transaction_id")
+            )
+        )
+        holdings_summary = (
+            self.controller_agent.game_handler.current_game.get_holdings_summary()
+        )
+        logger.debug(
+            "[{}]: Current state:\n{}".format(
+                self.controller_agent.name, holdings_summary
+            )
+        )
 
     def _handle_invalid_transaction(self, message: TACMessage, sender: Address) -> None:
         """Handle an invalid transaction."""
-        tac_msg = TACMessage(tac_type=TACMessage.Type.TAC_ERROR, error_code=TACMessage.ErrorCode.TRANSACTION_NOT_VALID, details={"transaction_id": message.get("transaction_id")})
+        tac_msg = TACMessage(
+            tac_type=TACMessage.Type.TAC_ERROR,
+            error_code=TACMessage.ErrorCode.TRANSACTION_NOT_VALID,
+            details={"transaction_id": message.get("transaction_id")},
+        )
         tac_bytes = TACSerializer().encode(tac_msg)
-        self.controller_agent.mailbox.outbox.put_message(to=sender, sender=self.controller_agent.crypto.public_key, protocol_id=TACMessage.protocol_id, message=tac_bytes)
-
-    def _handle_non_matching_transaction(self, message: TACMessage, sender: Address) -> None:
+        self.controller_agent.mailbox.outbox.put_message(
+            to=sender,
+            sender=self.controller_agent.crypto.public_key,
+            protocol_id=TACMessage.protocol_id,
+            message=tac_bytes,
+        )
+
+    def _handle_non_matching_transaction(
+        self, message: TACMessage, sender: Address
+    ) -> None:
         """Handle non-matching transaction."""
-        tac_msg = TACMessage(tac_type=TACMessage.Type.TAC_ERROR, error_code=TACMessage.ErrorCode.TRANSACTION_NOT_MATCHING)
+        tac_msg = TACMessage(
+            tac_type=TACMessage.Type.TAC_ERROR,
+            error_code=TACMessage.ErrorCode.TRANSACTION_NOT_MATCHING,
+        )
         tac_bytes = TACSerializer().encode(tac_msg)
-        self.controller_agent.mailbox.outbox.put_message(to=sender, sender=self.controller_agent.crypto.public_key, protocol_id=TACMessage.protocol_id, message=tac_bytes)
+        self.controller_agent.mailbox.outbox.put_message(
+            to=sender,
+            sender=self.controller_agent.crypto.public_key,
+            protocol_id=TACMessage.protocol_id,
+            message=tac_bytes,
+        )
 
 
 class GetStateUpdateHandler(TACMessageHandler):
@@ -263,25 +395,56 @@ def handle(self, message: TACMessage, sender: Address) -> None:
         :param sender: the public key of the sender
         :return: None
         """
-        logger.debug("[{}]: Handling the 'get agent state' TACMessage: {}".format(self.controller_agent.name, message))
+        logger.debug(
+            "[{}]: Handling the 'get agent state' TACMessage: {}".format(
+                self.controller_agent.name, message
+            )
+        )
         if not self.controller_agent.game_handler.is_game_running:
-            logger.error("[{}]: GetStateUpdate TACMessage is not valid while the competition is not running.".format(self.controller_agent.name))
-            tac_msg = TACMessage(tac_type=TACMessage.Type.TAC_ERROR, error_code=TACMessage.ErrorCode.COMPETITION_NOT_RUNNING)
+            logger.error(
+                "[{}]: GetStateUpdate TACMessage is not valid while the competition is not running.".format(
+                    self.controller_agent.name
+                )
+            )
+            tac_msg = TACMessage(
+                tac_type=TACMessage.Type.TAC_ERROR,
+                error_code=TACMessage.ErrorCode.COMPETITION_NOT_RUNNING,
+            )
         if sender not in self.controller_agent.game_handler.registered_agents:
-            logger.error("[{}]: Agent not registered: '{}'".format(self.controller_agent.name, message.get("agent_name")))
-            tac_msg = TACMessage(tac_type=TACMessage.Type.TAC_ERROR, error_code=TACMessage.ErrorCode.AGENT_NOT_REGISTERED)
+            logger.error(
+                "[{}]: Agent not registered: '{}'".format(
+                    self.controller_agent.name, message.get("agent_name")
+                )
+            )
+            tac_msg = TACMessage(
+                tac_type=TACMessage.Type.TAC_ERROR,
+                error_code=TACMessage.ErrorCode.AGENT_NOT_REGISTERED,
+            )
         else:
-            transactions = self.controller_agent.game_handler.confirmed_transaction_per_participant[sender]  # type: List[Transaction]
-            initial_game_data = self.controller_agent.game_handler.game_data_per_participant[sender]  # type: GameData
-            tac_msg = TACMessage(tac_type=TACMessage.Type.STATE_UPDATE, initial_state=initial_game_data, transactions=transactions)
+            transactions = self.controller_agent.game_handler.confirmed_transaction_per_participant[
+                sender
+            ]  # type: List[Transaction]
+            initial_game_data = self.controller_agent.game_handler.game_data_per_participant[
+                sender
+            ]  # type: GameData
+            tac_msg = TACMessage(
+                tac_type=TACMessage.Type.STATE_UPDATE,
+                initial_state=initial_game_data,
+                transactions=transactions,
+            )
         tac_bytes = TACSerializer().encode(tac_msg)
-        self.controller_agent.mailbox.outbox.put_message(to=sender, sender=self.controller_agent.crypto.public_key, protocol_id=TACMessage.protocol_id, message=tac_bytes)
+        self.controller_agent.mailbox.outbox.put_message(
+            to=sender,
+            sender=self.controller_agent.crypto.public_key,
+            protocol_id=TACMessage.protocol_id,
+            message=tac_bytes,
+        )
 
 
 class AgentMessageDispatcher(object):
     """Class to wrap the decoding procedure and dispatching the handling of the message to the right function."""
 
-    def __init__(self, controller_agent: 'ControllerAgent'):
+    def __init__(self, controller_agent: "ControllerAgent"):
         """
         Initialize a Controller handler, i.e. the class that manages the handling of incoming messages.
 
@@ -308,30 +471,65 @@ def handle_agent_message(self, envelope: Envelope) -> None:
         """
         assert envelope.protocol_id == "tac"
         tac_msg = TACSerializer().decode(envelope.message)
-        logger.debug("[{}] on_message: origin={}" .format(self.controller_agent.name, envelope.sender))
+        logger.debug(
+            "[{}] on_message: origin={}".format(
+                self.controller_agent.name, envelope.sender
+            )
+        )
         tac_msg_type = tac_msg.get("type")
-        handle_tac_message = self.handlers.get(TACMessage.Type(tac_msg_type), None)  # type: Optional[TACMessageHandler]
+        handle_tac_message = self.handlers.get(
+            TACMessage.Type(tac_msg_type), None
+        )  # type: Optional[TACMessageHandler]
         if handle_tac_message is None:
-            logger.debug("[{}]: Unknown message from {}".format(self.controller_agent.name, envelope.sender))
-            tac_error = TACMessage(tac_type=TACMessage.Type.TAC_ERROR, error_code=TACMessage.ErrorCode.REQUEST_NOT_VALID.value)
+            logger.debug(
+                "[{}]: Unknown message from {}".format(
+                    self.controller_agent.name, envelope.sender
+                )
+            )
+            tac_error = TACMessage(
+                tac_type=TACMessage.Type.TAC_ERROR,
+                error_code=TACMessage.ErrorCode.REQUEST_NOT_VALID.value,
+            )
             tac_bytes = TACSerializer().encode(tac_error)
-            self.controller_agent.mailbox.outbox.put_message(to=envelope.sender, sender=self.controller_agent.crypto.public_key, protocol_id=tac_error.protocol_id, message=tac_bytes)
+            self.controller_agent.mailbox.outbox.put_message(
+                to=envelope.sender,
+                sender=self.controller_agent.crypto.public_key,
+                protocol_id=tac_error.protocol_id,
+                message=tac_bytes,
+            )
             return
         else:
             try:
                 handle_tac_message(tac_msg, envelope.sender)
             except Exception as e:
-                logger.debug("[{}]: Error caught: {}".format(self.controller_agent.name, str(e)))
+                logger.debug(
+                    "[{}]: Error caught: {}".format(self.controller_agent.name, str(e))
+                )
                 logger.exception(e)
-                tac_error = TACMessage(tac_type=TACMessage.Type.TAC_ERROR, error_code=TACMessage.ErrorCode.GENERIC_ERROR.value)
+                tac_error = TACMessage(
+                    tac_type=TACMessage.Type.TAC_ERROR,
+                    error_code=TACMessage.ErrorCode.GENERIC_ERROR.value,
+                )
                 tac_bytes = TACSerializer().encode(tac_error)
-                self.controller_agent.mailbox.outbox.put_message(to=envelope.sender, sender=self.controller_agent.crypto.public_key, protocol_id=tac_error.protocol_id, message=tac_bytes)
+                self.controller_agent.mailbox.outbox.put_message(
+                    to=envelope.sender,
+                    sender=self.controller_agent.crypto.public_key,
+                    protocol_id=tac_error.protocol_id,
+                    message=tac_bytes,
+                )
 
 
 class GameHandler:
     """A class to manage a TAC instance."""
 
-    def __init__(self, agent_name: str, crypto: Crypto, mailbox: MailBox, monitor: Monitor, tac_parameters: TACParameters) -> None:
+    def __init__(
+        self,
+        agent_name: str,
+        crypto: Crypto,
+        mailbox: MailBox,
+        monitor: Monitor,
+        tac_parameters: TACParameters,
+    ) -> None:
         """
         Instantiate a GameHandler.
 
@@ -351,13 +549,20 @@ def __init__(self, agent_name: str, crypto: Crypto, mailbox: MailBox, monitor: M
 
         self.registered_agents = set()  # type: Set[str]
         self.agent_pbk_to_name = defaultdict()  # type: Dict[str, str]
-        self.good_pbk_to_name = generate_good_pbk_to_name(self.tac_parameters.nb_goods)  # type: Dict[str, str]
+        self.good_pbk_to_name = generate_good_pbk_to_name(
+            self.tac_parameters.nb_goods
+        )  # type: Dict[str, str]
         self._current_game = None  # type: Optional[Game]
-        self.inactivity_timeout_timedelta = datetime.timedelta(seconds=tac_parameters.inactivity_timeout) \
-            if tac_parameters.inactivity_timeout is not None else datetime.timedelta(seconds=15)
+        self.inactivity_timeout_timedelta = (
+            datetime.timedelta(seconds=tac_parameters.inactivity_timeout)
+            if tac_parameters.inactivity_timeout is not None
+            else datetime.timedelta(seconds=15)
+        )
 
         self.game_data_per_participant = {}  # type: Dict[str, GameData]
-        self.confirmed_transaction_per_participant = defaultdict(lambda: [])  # type: Dict[str, List[Transaction]]
+        self.confirmed_transaction_per_participant = defaultdict(
+            lambda: []
+        )  # type: Dict[str, List[Transaction]]
 
         self.monitor = monitor
         self.monitor.start(None)
@@ -406,8 +611,16 @@ def start_competition(self):
 
         self._game_phase = GamePhase.GAME
         # log messages
-        logger.debug("[{}]: Started competition:\n{}".format(self.agent_name, self.current_game.get_holdings_summary()))
-        logger.debug("[{}]: Computed equilibrium:\n{}".format(self.agent_name, self.current_game.get_equilibrium_summary()))
+        logger.debug(
+            "[{}]: Started competition:\n{}".format(
+                self.agent_name, self.current_game.get_holdings_summary()
+            )
+        )
+        logger.debug(
+            "[{}]: Computed equilibrium:\n{}".format(
+                self.agent_name, self.current_game.get_equilibrium_summary()
+            )
+        )
 
     def _create_game(self) -> Game:
         """
@@ -417,16 +630,18 @@ def _create_game(self) -> Game:
         """
         nb_agents = len(self.registered_agents)
 
-        game = Game.generate_game(self.tac_parameters.version_id,
-                                  nb_agents,
-                                  self.tac_parameters.nb_goods,
-                                  self.tac_parameters.tx_fee,
-                                  self.tac_parameters.money_endowment,
-                                  self.tac_parameters.base_good_endowment,
-                                  self.tac_parameters.lower_bound_factor,
-                                  self.tac_parameters.upper_bound_factor,
-                                  self.agent_pbk_to_name,
-                                  self.good_pbk_to_name)
+        game = Game.generate_game(
+            self.tac_parameters.version_id,
+            nb_agents,
+            self.tac_parameters.nb_goods,
+            self.tac_parameters.tx_fee,
+            self.tac_parameters.money_endowment,
+            self.tac_parameters.base_good_endowment,
+            self.tac_parameters.lower_bound_factor,
+            self.tac_parameters.upper_bound_factor,
+            self.agent_pbk_to_name,
+            self.good_pbk_to_name,
+        )
 
         return game
 
@@ -450,33 +665,49 @@ def _send_game_data_to_agents(self) -> None:
                 self.current_game.configuration.tx_fee,
                 self.current_game.configuration.agent_pbk_to_name,
                 self.current_game.configuration.good_pbk_to_name,
-                self.current_game.configuration.version_id
+                self.current_game.configuration.version_id,
+            )
+            logger.debug(
+                "[{}]: sending GameData to '{}': {}".format(
+                    self.agent_name, public_key, str(game_data_response)
+                )
             )
-            logger.debug("[{}]: sending GameData to '{}': {}"
-                         .format(self.agent_name, public_key, str(game_data_response)))
             self.game_data_per_participant[public_key] = game_data_response
 
-            msg = TACMessage(tac_type=TACMessage.Type.GAME_DATA,
-                             money=agent_state.balance,
-                             endowment=agent_state.current_holdings,
-                             utility_params=agent_state.utility_params,
-                             nb_agents=self.current_game.configuration.nb_agents,
-                             nb_goods=self.current_game.configuration.nb_goods,
-                             tx_fee=self.current_game.configuration.tx_fee,
-                             agent_pbk_to_name=self.current_game.configuration.agent_pbk_to_name,
-                             good_pbk_to_name=self.current_game.configuration.good_pbk_to_name,
-                             version_id=self.current_game.configuration.version_id
-                             )
+            msg = TACMessage(
+                tac_type=TACMessage.Type.GAME_DATA,
+                money=agent_state.balance,
+                endowment=agent_state.current_holdings,
+                utility_params=agent_state.utility_params,
+                nb_agents=self.current_game.configuration.nb_agents,
+                nb_goods=self.current_game.configuration.nb_goods,
+                tx_fee=self.current_game.configuration.tx_fee,
+                agent_pbk_to_name=self.current_game.configuration.agent_pbk_to_name,
+                good_pbk_to_name=self.current_game.configuration.good_pbk_to_name,
+                version_id=self.current_game.configuration.version_id,
+            )
             tac_bytes = TACSerializer().encode(msg)
-            self.mailbox.outbox.put_message(to=public_key, sender=self.crypto.public_key, protocol_id=TACMessage.protocol_id, message=tac_bytes)
+            self.mailbox.outbox.put_message(
+                to=public_key,
+                sender=self.crypto.public_key,
+                protocol_id=TACMessage.protocol_id,
+                message=tac_bytes,
+            )
 
     def notify_competition_cancelled(self):
         """Notify agents that the TAC is cancelled."""
-        logger.debug("[{}]: Notifying agents that TAC is cancelled.".format(self.agent_name))
+        logger.debug(
+            "[{}]: Notifying agents that TAC is cancelled.".format(self.agent_name)
+        )
         for agent_pbk in self.registered_agents:
             tac_msg = TACMessage(tac_type=TACMessage.Type.CANCELLED)
             tac_bytes = TACSerializer().encode(tac_msg)
-            self.mailbox.outbox.put_message(to=agent_pbk, sender=self.crypto.public_key, protocol_id=TACMessage.protocol_id, message=tac_bytes)
+            self.mailbox.outbox.put_message(
+                to=agent_pbk,
+                sender=self.crypto.public_key,
+                protocol_id=TACMessage.protocol_id,
+                message=tac_bytes,
+            )
         # wait some time to make sure the connection delivers the messages
         time.sleep(2.0)
         self._game_phase = GamePhase.POST_GAME
@@ -487,12 +718,24 @@ def simulation_dump(self) -> None:
 
         :return: None.
         """
-        version_dir = self.tac_parameters.data_output_dir + "/" + self.tac_parameters.version_id
+        shared_dir = get_shared_dir()
+        version_dir = (
+            shared_dir
+            + "/"
+            + self.tac_parameters.data_output_dir
+            + "/"
+            + self.tac_parameters.version_id
+        )
 
         if not self.is_game_running:
-            logger.warning("[{}]: Game not present. Using empty dictionary.".format(self.agent_name))
+            logger.warning(
+                "[{}]: Game not present. Using empty dictionary.".format(
+                    self.agent_name
+                )
+            )
             game_dict = {}  # type: Dict[str, Any]
         else:
+            logger.info("[{}]: Dumping simulation.".format(self.agent_name))
             game_dict = self.current_game.to_dict()
 
         os.makedirs(version_dir, exist_ok=True)
@@ -503,7 +746,14 @@ def simulation_dump(self) -> None:
 class OEFHandler(OEFActions, OEFReactions):
     """Handle the message exchange with the OEF."""
 
-    def __init__(self, crypto: Crypto, liveness: Liveness, mailbox: MailBox, agent_name: str, tac_version: str):
+    def __init__(
+        self,
+        crypto: Crypto,
+        liveness: Liveness,
+        mailbox: MailBox,
+        agent_name: str,
+        tac_version: str,
+    ):
         """
         Instantiate the OEFHandler.
 
@@ -526,7 +776,11 @@ def handle_oef_message(self, envelope: Envelope) -> None:
 
         :return: None
         """
-        logger.debug("[{}]: Handling OEF message. type={}".format(self.agent_name, type(envelope)))
+        logger.debug(
+            "[{}]: Handling OEF message. type={}".format(
+                self.agent_name, type(envelope)
+            )
+        )
         assert envelope.protocol_id == "oef"
         msg = OEFSerializer().decode(envelope.message)
         if msg.get("type") == OEFMessage.Type.OEF_ERROR:
@@ -534,4 +788,6 @@ def handle_oef_message(self, envelope: Envelope) -> None:
         elif msg.get("type") == OEFMessage.Type.DIALOGUE_ERROR:
             self.on_dialogue_error(envelope)
         else:
-            logger.warning("[{}]: OEF Message type not recognized.".format(self.agent_name))
+            logger.warning(
+                "[{}]: OEF Message type not recognized.".format(self.agent_name)
+            )
diff --git a/tac/agents/controller/base/helpers.py b/tac/agents/controller/base/helpers.py
index 327a9407..1cc28f24 100644
--- a/tac/agents/controller/base/helpers.py
+++ b/tac/agents/controller/base/helpers.py
@@ -33,5 +33,8 @@ def generate_good_pbk_to_name(nb_goods: int) -> Dict[str, str]:
     :return: a dictionary mapping goods' public keys to names.
     """
     max_number_of_digits = math.ceil(math.log10(nb_goods))
-    string_format = 'tac_good_{:0' + str(max_number_of_digits) + '}'
-    return {string_format.format(i) + '_pbk': string_format.format(i) for i in range(nb_goods)}
+    string_format = "tac_good_{:0" + str(max_number_of_digits) + "}"
+    return {
+        string_format.format(i) + "_pbk": string_format.format(i)
+        for i in range(nb_goods)
+    }
diff --git a/tac/agents/controller/base/reactions.py b/tac/agents/controller/base/reactions.py
index a9b92295..96e101f7 100644
--- a/tac/agents/controller/base/reactions.py
+++ b/tac/agents/controller/base/reactions.py
@@ -38,7 +38,9 @@
 class OEFReactions(OEFReactionInterface):
     """The OEFReactions class defines the reactions of an agent towards the OEF."""
 
-    def __init__(self, crypto: Crypto, liveness: Liveness, mailbox: MailBox, agent_name: str) -> None:
+    def __init__(
+        self, crypto: Crypto, liveness: Liveness, mailbox: MailBox, agent_name: str
+    ) -> None:
         """
         Instantiate the OEFReactions.
 
@@ -63,8 +65,11 @@ def on_oef_error(self, envelope: Envelope) -> None:
         :return: None
         """
         oef_error = OEFSerializer().decode(envelope.message)
-        logger.error("[{}]: Received OEF error: answer_id={}, operation={}"
-                     .format(self.agent_name, oef_error.get("id"), oef_error.get("operation")))
+        logger.error(
+            "[{}]: Received OEF error: answer_id={}, operation={}".format(
+                self.agent_name, oef_error.get("id"), oef_error.get("operation")
+            )
+        )
 
     def on_dialogue_error(self, envelope: Envelope) -> None:
         """
@@ -75,5 +80,11 @@ def on_dialogue_error(self, envelope: Envelope) -> None:
         :return: None
         """
         dialogue_error = OEFSerializer().decode(envelope.message)
-        logger.error("[{}]: Received Dialogue error: answer_id={}, dialogue_id={}, origin={}"
-                     .format(self.agent_name, dialogue_error.get("id"), dialogue_error.get("dialogue_id"), dialogue_error.get("origin")))
+        logger.error(
+            "[{}]: Received Dialogue error: answer_id={}, dialogue_id={}, origin={}".format(
+                self.agent_name,
+                dialogue_error.get("id"),
+                dialogue_error.get("dialogue_id"),
+                dialogue_error.get("origin"),
+            )
+        )
diff --git a/tac/agents/controller/base/states.py b/tac/agents/controller/base/states.py
index b528e4d7..ed33efef 100644
--- a/tac/agents/controller/base/states.py
+++ b/tac/agents/controller/base/states.py
@@ -32,8 +32,13 @@
 from aea.mail.base import Address
 from tac.agents.participant.v1.base.states import AgentState
 from tac.platform.game.base import GameConfiguration, GoodState, Transaction
-from tac.platform.game.helpers import generate_money_endowments, generate_good_endowments, generate_utility_params, \
-    generate_equilibrium_prices_and_holdings, determine_scaling_factor
+from tac.platform.game.helpers import (
+    generate_money_endowments,
+    generate_good_endowments,
+    generate_utility_params,
+    generate_equilibrium_prices_and_holdings,
+    determine_scaling_factor,
+)
 
 
 Endowment = List[int]  # an element e_j is the endowment of good j.
@@ -47,13 +52,15 @@
 class GameInitialization:
     """Class containing the game initialization of a TAC instance."""
 
-    def __init__(self,
-                 initial_money_amounts: List[float],
-                 endowments: List[Endowment],
-                 utility_params: List[UtilityParams],
-                 eq_prices: List[float],
-                 eq_good_holdings: List[List[float]],
-                 eq_money_holdings: List[float]):
+    def __init__(
+        self,
+        initial_money_amounts: List[float],
+        endowments: List[Endowment],
+        utility_params: List[UtilityParams],
+        eq_prices: List[float],
+        eq_good_holdings: List[List[float]],
+        eq_money_holdings: List[float],
+    ):
         """
         Instantiate a game initialization.
 
@@ -116,17 +123,34 @@ def _check_consistency(self):
         :return: None
         :raises: AssertionError: if some constraint is not satisfied.
         """
-        assert all(money >= 0 for money in self.initial_money_amounts), "Money must be non-negative."
-        assert all(e > 0 for row in self.endowments for e in row), "Endowments must be strictly positive."
-        assert all(e > 0 for row in self.utility_params for e in row), "UtilityParams must be strictly positive."
-
-        assert len(self.endowments) == len(self.initial_money_amounts), "Length of endowments and initial_money_amounts must be the same."
-        assert len(self.endowments) == len(self.utility_params), "Length of endowments and utility_params must be the same."
-
-        assert len(self.eq_prices) == len(self.eq_good_holdings[0]), "Length of eq_prices and an element of eq_good_holdings must be the same."
-        assert len(self.eq_good_holdings) == len(self.eq_money_holdings), "Length of eq_good_holdings and eq_good_holdings must be the same."
-
-        assert all(len(row_e) == len(row_u) for row_e, row_u in zip(self.endowments, self.utility_params)), "Dimensions for utility_params and endowments rows must be the same."
+        assert all(
+            money >= 0 for money in self.initial_money_amounts
+        ), "Money must be non-negative."
+        assert all(
+            e > 0 for row in self.endowments for e in row
+        ), "Endowments must be strictly positive."
+        assert all(
+            e > 0 for row in self.utility_params for e in row
+        ), "UtilityParams must be strictly positive."
+
+        assert len(self.endowments) == len(
+            self.initial_money_amounts
+        ), "Length of endowments and initial_money_amounts must be the same."
+        assert len(self.endowments) == len(
+            self.utility_params
+        ), "Length of endowments and utility_params must be the same."
+
+        assert len(self.eq_prices) == len(
+            self.eq_good_holdings[0]
+        ), "Length of eq_prices and an element of eq_good_holdings must be the same."
+        assert len(self.eq_good_holdings) == len(
+            self.eq_money_holdings
+        ), "Length of eq_good_holdings and eq_good_holdings must be the same."
+
+        assert all(
+            len(row_e) == len(row_u)
+            for row_e, row_u in zip(self.endowments, self.utility_params)
+        ), "Dimensions for utility_params and endowments rows must be the same."
 
     def to_dict(self) -> Dict[str, Any]:
         """Get a dictionary from the object."""
@@ -136,11 +160,11 @@ def to_dict(self) -> Dict[str, Any]:
             "utility_params": self.utility_params,
             "eq_prices": self.eq_prices,
             "eq_good_holdings": self.eq_good_holdings,
-            "eq_money_holdings": self.eq_money_holdings
+            "eq_money_holdings": self.eq_money_holdings,
         }
 
     @classmethod
-    def from_dict(cls, d: Dict[str, Any]) -> 'GameInitialization':
+    def from_dict(cls, d: Dict[str, Any]) -> "GameInitialization":
         """Instantiate an object from the dictionary."""
         obj = cls(
             d["initial_money_amounts"],
@@ -148,19 +172,21 @@ def from_dict(cls, d: Dict[str, Any]) -> 'GameInitialization':
             d["utility_params"],
             d["eq_prices"],
             d["eq_good_holdings"],
-            d["eq_money_holdings"]
+            d["eq_money_holdings"],
         )
         return obj
 
     def __eq__(self, other):
         """Compare equality of two objects."""
-        return isinstance(other, GameInitialization) and \
-            self.initial_money_amounts == other.initial_money_amounts and \
-            self.endowments == other.endowments and \
-            self.utility_params == other.utility_params and \
-            self.eq_prices == other.eq_prices and \
-            self.eq_good_holdings == other.eq_good_holdings and \
-            self.eq_money_holdings == other.eq_money_holdings
+        return (
+            isinstance(other, GameInitialization)
+            and self.initial_money_amounts == other.initial_money_amounts
+            and self.endowments == other.endowments
+            and self.utility_params == other.utility_params
+            and self.eq_prices == other.eq_prices
+            and self.eq_good_holdings == other.eq_good_holdings
+            and self.eq_money_holdings == other.eq_money_holdings
+        )
 
 
 class Game:
@@ -211,7 +237,9 @@ class Game:
     {'tac_agent_0_pbk': 89.31471805599453, 'tac_agent_1_pbk': 93.36936913707618, 'tac_agent_2_pbk': 101.47867129923947}
     """
 
-    def __init__(self, configuration: GameConfiguration, initialization: GameInitialization):
+    def __init__(
+        self, configuration: GameConfiguration, initialization: GameInitialization
+    ):
         """
         Initialize a game.
 
@@ -223,29 +251,36 @@ def __init__(self, configuration: GameConfiguration, initialization: GameInitial
         self.transactions = []  # type: List[Transaction]
 
         self._initial_agent_states = dict(
-            (agent_pbk,
+            (
+                agent_pbk,
                 AgentState(
                     initialization.initial_money_amounts[i],
                     initialization.endowments[i],
-                    initialization.utility_params[i]
-                ))
-            for agent_pbk, i in zip(configuration.agent_pbks, range(configuration.nb_agents)))  # type: Dict[str, AgentState]
+                    initialization.utility_params[i],
+                ),
+            )
+            for agent_pbk, i in zip(
+                configuration.agent_pbks, range(configuration.nb_agents)
+            )
+        )  # type: Dict[str, AgentState]
 
         self.agent_states = dict(
-            (agent_pbk,
+            (
+                agent_pbk,
                 AgentState(
                     initialization.initial_money_amounts[i],
                     initialization.endowments[i],
-                    initialization.utility_params[i]
-                ))
-            for agent_pbk, i in zip(configuration.agent_pbks, range(configuration.nb_agents)))  # type: Dict[str, AgentState]
+                    initialization.utility_params[i],
+                ),
+            )
+            for agent_pbk, i in zip(
+                configuration.agent_pbks, range(configuration.nb_agents)
+            )
+        )  # type: Dict[str, AgentState]
 
         self.good_states = dict(
-            (good_pbk,
-                GoodState(
-                    DEFAULT_PRICE
-                ))
-            for good_pbk in configuration.good_pbks)  # type: Dict[str, GoodState]
+            (good_pbk, GoodState(DEFAULT_PRICE)) for good_pbk in configuration.good_pbks
+        )  # type: Dict[str, GoodState]
 
     @property
     def initialization(self) -> GameInitialization:
@@ -258,21 +293,23 @@ def configuration(self) -> GameConfiguration:
         return self._configuration
 
     @property
-    def initial_agent_states(self) -> Dict[str, 'AgentState']:
+    def initial_agent_states(self) -> Dict[str, "AgentState"]:
         """Get initial state of each agent."""
         return self._initial_agent_states
 
     @staticmethod
-    def generate_game(version_id: str,
-                      nb_agents: int,
-                      nb_goods: int,
-                      tx_fee: float,
-                      money_endowment: int,
-                      base_good_endowment: int,
-                      lower_bound_factor: int,
-                      upper_bound_factor: int,
-                      agent_pbk_to_name: Dict[str, str],
-                      good_pbk_to_name: Dict[str, str]) -> 'Game':
+    def generate_game(
+        version_id: str,
+        nb_agents: int,
+        nb_goods: int,
+        tx_fee: float,
+        money_endowment: int,
+        base_good_endowment: int,
+        lower_bound_factor: int,
+        upper_bound_factor: int,
+        agent_pbk_to_name: Dict[str, str],
+        good_pbk_to_name: Dict[str, str],
+    ) -> "Game":
         """
         Generate a game, the endowments and the utilites.
 
@@ -288,26 +325,53 @@ def generate_game(version_id: str,
         :param good_pbk_to_name: the mapping of the public keys for the goods to their names.
         :return: a game.
         """
-        game_configuration = GameConfiguration(version_id, nb_agents, nb_goods, tx_fee, agent_pbk_to_name, good_pbk_to_name)
+        game_configuration = GameConfiguration(
+            version_id, nb_agents, nb_goods, tx_fee, agent_pbk_to_name, good_pbk_to_name
+        )
 
         scaling_factor = determine_scaling_factor(money_endowment)
         money_endowments = generate_money_endowments(nb_agents, money_endowment)
-        good_endowments = generate_good_endowments(nb_goods, nb_agents, base_good_endowment, lower_bound_factor, upper_bound_factor)
+        good_endowments = generate_good_endowments(
+            nb_goods,
+            nb_agents,
+            base_good_endowment,
+            lower_bound_factor,
+            upper_bound_factor,
+        )
         utility_params = generate_utility_params(nb_agents, nb_goods, scaling_factor)
-        eq_prices, eq_good_holdings, eq_money_holdings = generate_equilibrium_prices_and_holdings(good_endowments, utility_params, money_endowment, scaling_factor)
-        game_initialization = GameInitialization(money_endowments, good_endowments, utility_params, eq_prices, eq_good_holdings, eq_money_holdings)
+        (
+            eq_prices,
+            eq_good_holdings,
+            eq_money_holdings,
+        ) = generate_equilibrium_prices_and_holdings(
+            good_endowments, utility_params, money_endowment, scaling_factor
+        )
+        game_initialization = GameInitialization(
+            money_endowments,
+            good_endowments,
+            utility_params,
+            eq_prices,
+            eq_good_holdings,
+            eq_money_holdings,
+        )
 
         return Game(game_configuration, game_initialization)
 
     def get_initial_scores(self) -> List[float]:
         """Get the initial scores for every agent."""
-        return [agent_state.get_score() for agent_state in self.initial_agent_states.values()]
+        return [
+            agent_state.get_score()
+            for agent_state in self.initial_agent_states.values()
+        ]
 
     def get_scores(self) -> Dict[str, float]:
         """Get the current scores for every agent."""
-        return {agent_pbk: agent_state.get_score() for agent_pbk, agent_state in self.agent_states.items()}
+        return {
+            agent_pbk: agent_state.get_score()
+            for agent_pbk, agent_state in self.agent_states.items()
+        }
 
-    def get_agent_state_from_agent_pbk(self, agent_pbk: Address) -> 'AgentState':
+    def get_agent_state_from_agent_pbk(self, agent_pbk: Address) -> "AgentState":
         """
         Get agent state from agent pbk.
 
@@ -407,7 +471,9 @@ def settle_transaction(self, tx: Transaction) -> None:
         nb_instances_traded = sum(tx.quantities_by_good_pbk.values())
 
         # update holdings and prices
-        for good_id, (good_pbk, quantity) in enumerate(tx.quantities_by_good_pbk.items()):
+        for good_id, (good_pbk, quantity) in enumerate(
+            tx.quantities_by_good_pbk.items()
+        ):
             buyer_state._current_holdings[good_id] += quantity
             seller_state._current_holdings[good_id] -= quantity
             if quantity > 0:
@@ -427,12 +493,17 @@ def get_holdings_matrix(self) -> List[Endowment]:
 
         :return: the holdings matrix.
         """
-        result = list(map(lambda state: state.current_holdings, self.agent_states.values()))
+        result = list(
+            map(lambda state: state.current_holdings, self.agent_states.values())
+        )
         return result
 
     def get_balances(self) -> Dict[str, float]:
         """Get the current balances."""
-        result = {agent_pbk: agent_state.balance for agent_pbk, agent_state in self.agent_states.items()}
+        result = {
+            agent_pbk: agent_state.balance
+            for agent_pbk, agent_state in self.agent_states.items()
+        }
         return result
 
     def get_prices(self) -> List[float]:
@@ -491,21 +562,40 @@ def get_holdings_summary(self) -> str:
         """
         result = ""
         for agent_pbk, agent_state in self.agent_states.items():
-            result = result + self.configuration.agent_pbk_to_name[agent_pbk] + " " + str(agent_state._current_holdings) + "\n"
+            result = (
+                result
+                + self.configuration.agent_pbk_to_name[agent_pbk]
+                + " "
+                + str(agent_state.current_holdings)
+                + "\n"
+            )
+        return result
+
+    def get_holdings_dict(self) -> Dict[str, List[int]]:
+        """Get a dictionary of current holdings."""
+        result = {}
+        for agent_pbk, agent_state in self.agent_states.items():
+            result[agent_pbk] = agent_state.current_holdings
         return result
 
     def get_equilibrium_summary(self) -> str:
         """Get equilibrium summary."""
         result = "Equilibrium prices: \n"
-        for good_pbk, eq_price in zip(self.configuration.good_pbks, self.initialization.eq_prices):
+        for good_pbk, eq_price in zip(
+            self.configuration.good_pbks, self.initialization.eq_prices
+        ):
             result = result + good_pbk + " " + str(eq_price) + "\n"
         result = result + "\n"
         result = result + "Equilibrium good allocation: \n"
-        for agent_name, eq_allocations in zip(self.configuration.agent_names, self.initialization.eq_good_holdings):
+        for agent_name, eq_allocations in zip(
+            self.configuration.agent_names, self.initialization.eq_good_holdings
+        ):
             result = result + agent_name + " " + str(eq_allocations) + "\n"
         result = result + "\n"
         result = result + "Equilibrium money allocation: \n"
-        for agent_name, eq_allocation in zip(self.configuration.agent_names, self.initialization.eq_money_holdings):
+        for agent_name, eq_allocation in zip(
+            self.configuration.agent_names, self.initialization.eq_money_holdings
+        ):
             result = result + agent_name + " " + str(eq_allocation) + "\n"
         return result
 
@@ -514,11 +604,11 @@ def to_dict(self) -> Dict[str, Any]:
         return {
             "configuration": self.configuration.to_dict(),
             "initialization": self.initialization.to_dict(),
-            "transactions": [t.to_dict() for t in self.transactions]
+            "transactions": [t.to_dict() for t in self.transactions],
         }
 
     @classmethod
-    def from_dict(cls, d: Dict[str, Any]) -> 'Game':
+    def from_dict(cls, d: Dict[str, Any]) -> "Game":
         """Get class instance from dictionary."""
         configuration = GameConfiguration.from_dict(d["configuration"])
         initialization = GameInitialization.from_dict(d["initialization"])
@@ -532,6 +622,8 @@ def from_dict(cls, d: Dict[str, Any]) -> 'Game':
 
     def __eq__(self, other):
         """Compare equality of two instances from class."""
-        return isinstance(other, Game) and \
-            self.configuration == other.configuration and \
-            self.transactions == other.transactions
+        return (
+            isinstance(other, Game)
+            and self.configuration == other.configuration
+            and self.transactions == other.transactions
+        )
diff --git a/tac/agents/controller/base/tac_parameters.py b/tac/agents/controller/base/tac_parameters.py
index 3755ddbc..e9ea37c1 100644
--- a/tac/agents/controller/base/tac_parameters.py
+++ b/tac/agents/controller/base/tac_parameters.py
@@ -30,20 +30,23 @@
 class TACParameters(object):
     """This class contains the parameters for the TAC."""
 
-    def __init__(self, min_nb_agents: int = 5,
-                 money_endowment: int = 200,
-                 nb_goods: int = 5,
-                 tx_fee: float = 1.0,
-                 base_good_endowment: int = 2,
-                 lower_bound_factor: int = 1,
-                 upper_bound_factor: int = 1,
-                 start_time: datetime.datetime = datetime.datetime.now(),
-                 registration_timeout: int = 10,
-                 competition_timeout: int = 20,
-                 inactivity_timeout: int = 10,
-                 whitelist: Optional[Set[str]] = None,
-                 data_output_dir: str = "data",
-                 version_id: str = str(random.randint(0, 10000))):
+    def __init__(
+        self,
+        min_nb_agents: int = 5,
+        money_endowment: int = 200,
+        nb_goods: int = 5,
+        tx_fee: float = 1.0,
+        base_good_endowment: int = 2,
+        lower_bound_factor: int = 1,
+        upper_bound_factor: int = 1,
+        start_time: datetime.datetime = datetime.datetime.now(),
+        registration_timeout: int = 10,
+        competition_timeout: int = 20,
+        inactivity_timeout: int = 10,
+        whitelist: Optional[Set[str]] = None,
+        data_output_dir: str = "data",
+        version_id: str = str(random.randint(0, 10000)),
+    ):
         """
         Initialize parameters for TAC.
 
@@ -130,7 +133,9 @@ def start_time(self) -> datetime.datetime:
     @property
     def end_time(self) -> datetime.datetime:
         """TAC end time."""
-        return self._start_time + self.registration_timedelta + self.competition_timedelta
+        return (
+            self._start_time + self.registration_timedelta + self.competition_timedelta
+        )
 
     @property
     def registration_timeout(self):
diff --git a/tac/agents/participant/v1/agent.py b/tac/agents/participant/v1/agent.py
index 9cfa44c9..b4a6a550 100644
--- a/tac/agents/participant/v1/agent.py
+++ b/tac/agents/participant/v1/agent.py
@@ -28,7 +28,11 @@
 from aea.channels.oef.connection import OEFMailBox
 from aea.mail.base import Envelope
 from tac.agents.participant.v1.base.game_instance import GameInstance
-from tac.agents.participant.v1.base.handlers import ControllerHandler, DialogueHandler, OEFHandler
+from tac.agents.participant.v1.base.handlers import (
+    ControllerHandler,
+    DialogueHandler,
+    OEFHandler,
+)
 from tac.agents.participant.v1.base.strategy import Strategy
 from tac.gui.dashboards.agent import AgentDashboard
 from tac.platform.game.base import GamePhase
@@ -39,18 +43,21 @@
 class ParticipantAgent(Agent):
     """The participant agent class implements a base agent for TAC."""
 
-    def __init__(self, name: str,
-                 oef_addr: str,
-                 oef_port: int,
-                 strategy: Strategy,
-                 expected_version_id: str,
-                 agent_timeout: float = 1.0,
-                 max_reactions: int = 100,
-                 services_interval: int = 10,
-                 pending_transaction_timeout: int = 30,
-                 dashboard: Optional[AgentDashboard] = None,
-                 private_key_pem: Optional[str] = None,
-                 debug: bool = False):
+    def __init__(
+        self,
+        name: str,
+        oef_addr: str,
+        oef_port: int,
+        strategy: Strategy,
+        expected_version_id: str,
+        agent_timeout: float = 1.0,
+        max_reactions: int = 100,
+        services_interval: int = 10,
+        pending_transaction_timeout: int = 30,
+        dashboard: Optional[AgentDashboard] = None,
+        private_key_pem: Optional[str] = None,
+        debug: bool = False,
+    ):
         """
         Initialize a participant agent.
 
@@ -70,12 +77,26 @@ def __init__(self, name: str,
         super().__init__(name, private_key_pem, agent_timeout, debug=debug)
         self.mailbox = OEFMailBox(self.crypto.public_key, oef_addr, oef_port)
 
-        self._game_instance = GameInstance(name, strategy, self.mailbox.mail_stats, expected_version_id, services_interval, pending_transaction_timeout, dashboard)
+        self._game_instance = GameInstance(
+            name,
+            strategy,
+            self.mailbox.mail_stats,
+            expected_version_id,
+            services_interval,
+            pending_transaction_timeout,
+            dashboard,
+        )
         self.max_reactions = max_reactions
 
-        self.controller_handler = ControllerHandler(self.crypto, self.liveness, self.game_instance, self.mailbox, self.name)
-        self.oef_handler = OEFHandler(self.crypto, self.liveness, self.game_instance, self.mailbox, self.name)
-        self.dialogue_handler = DialogueHandler(self.crypto, self.liveness, self.game_instance, self.mailbox, self.name)
+        self.controller_handler = ControllerHandler(
+            self.crypto, self.liveness, self.game_instance, self.mailbox, self.name
+        )
+        self.oef_handler = OEFHandler(
+            self.crypto, self.liveness, self.game_instance, self.mailbox, self.name
+        )
+        self.dialogue_handler = DialogueHandler(
+            self.crypto, self.liveness, self.game_instance, self.mailbox, self.name
+        )
 
     @property
     def game_instance(self) -> GameInstance:
@@ -103,12 +124,14 @@ def react(self) -> None:
         :return: None
         """
         counter = 0
-        while (not self.mailbox.inbox.empty() and counter < self.max_reactions):
+        while not self.mailbox.inbox.empty() and counter < self.max_reactions:
             counter += 1
             envelope = self.mailbox.inbox.get_nowait()  # type: Optional[Envelope]
 
             if envelope is not None:
-                logger.debug("processing message of protocol={}".format(envelope.protocol_id))
+                logger.debug(
+                    "processing message of protocol={}".format(envelope.protocol_id)
+                )
                 if envelope.protocol_id == "oef":
                     self.oef_handler.handle_oef_message(envelope)
                 elif envelope.protocol_id == "tac":
@@ -116,7 +139,9 @@ def react(self) -> None:
                 elif envelope.protocol_id == "fipa":
                     self.dialogue_handler.handle_dialogue_message(envelope)
                 else:
-                    logger.warning("Message type not recognized: sender={}".format(envelope.sender))
+                    logger.warning(
+                        "Message type not recognized: sender={}".format(envelope.sender)
+                    )
 
     def update(self) -> None:
         """
@@ -145,6 +170,7 @@ def start(self, rejoin: bool = False) -> None:
             self.oef_handler.rejoin = rejoin
             super().start()
             self.oef_handler.rejoin = False
+            self.stop()
             return
         except Exception as e:
             logger.exception(e)
diff --git a/tac/agents/participant/v1/base/actions.py b/tac/agents/participant/v1/base/actions.py
index 7309682e..c39c8805 100644
--- a/tac/agents/participant/v1/base/actions.py
+++ b/tac/agents/participant/v1/base/actions.py
@@ -37,8 +37,11 @@
 from aea.protocols.oef.message import OEFMessage
 from aea.protocols.oef.serialization import OEFSerializer, DEFAULT_OEF
 from tac.agents.participant.v1.base.game_instance import GameInstance
-from tac.agents.participant.v1.base.interfaces import ControllerActionInterface, OEFActionInterface, \
-    DialogueActionInterface
+from tac.agents.participant.v1.base.interfaces import (
+    ControllerActionInterface,
+    OEFActionInterface,
+    DialogueActionInterface,
+)
 from tac.platform.protocols.tac.message import TACMessage
 from tac.platform.protocols.tac.serialization import TACSerializer
 
@@ -50,7 +53,14 @@
 class ControllerActions(ControllerActionInterface):
     """The ControllerActions class defines the actions of an agent towards the ControllerAgent."""
 
-    def __init__(self, crypto: Crypto, liveness: Liveness, game_instance: GameInstance, mailbox: MailBox, agent_name: str) -> None:
+    def __init__(
+        self,
+        crypto: Crypto,
+        liveness: Liveness,
+        game_instance: GameInstance,
+        mailbox: MailBox,
+        agent_name: str,
+    ) -> None:
         """
         Instantiate the ControllerActions.
 
@@ -76,14 +86,25 @@ def request_state_update(self) -> None:
         """
         tac_msg = TACMessage(tac_type=TACMessage.Type.GET_STATE_UPDATE)
         tac_bytes = TACSerializer().encode(tac_msg)
-        self.mailbox.outbox.put_message(to=self.game_instance.controller_pbk, sender=self.crypto.public_key,
-                                        protocol_id=TACMessage.protocol_id, message=tac_bytes)
+        self.mailbox.outbox.put_message(
+            to=self.game_instance.controller_pbk,
+            sender=self.crypto.public_key,
+            protocol_id=TACMessage.protocol_id,
+            message=tac_bytes,
+        )
 
 
 class OEFActions(OEFActionInterface):
     """The OEFActions class defines the actions of an agent towards the OEF."""
 
-    def __init__(self, crypto: Crypto, liveness: Liveness, game_instance: GameInstance, mailbox: MailBox, agent_name: str) -> None:
+    def __init__(
+        self,
+        crypto: Crypto,
+        liveness: Liveness,
+        game_instance: GameInstance,
+        mailbox: MailBox,
+        agent_name: str,
+    ) -> None:
         """
         Instantiate the OEFActions.
 
@@ -110,13 +131,22 @@ def search_for_tac(self) -> None:
 
         :return: None
         """
-        query = Query([Constraint("version", GtEq(self.game_instance.expected_version_id))])
+        query = Query(
+            [Constraint("version", GtEq(self.game_instance.expected_version_id))]
+        )
         search_id = self.game_instance.search.get_next_id()
         self.game_instance.search.ids_for_tac.add(search_id)
 
-        msg = OEFMessage(oef_type=OEFMessage.Type.SEARCH_SERVICES, id=search_id, query=query)
+        msg = OEFMessage(
+            oef_type=OEFMessage.Type.SEARCH_SERVICES, id=search_id, query=query
+        )
         msg_bytes = OEFSerializer().encode(msg)
-        self.mailbox.outbox.put_message(to=DEFAULT_OEF, sender=self.crypto.public_key, protocol_id=OEFMessage.protocol_id, message=msg_bytes)
+        self.mailbox.outbox.put_message(
+            to=DEFAULT_OEF,
+            sender=self.crypto.public_key,
+            protocol_id=OEFMessage.protocol_id,
+            message=msg_bytes,
+        )
 
     def update_services(self) -> None:
         """
@@ -134,13 +164,33 @@ def unregister_service(self) -> None:
         :return: None
         """
         if self.game_instance.goods_demanded_description is not None:
-            msg = OEFMessage(oef_type=OEFMessage.Type.UNREGISTER_SERVICE, id=DEFAULT_MSG_ID, service_description=self.game_instance.goods_demanded_description, service_id="")
+            msg = OEFMessage(
+                oef_type=OEFMessage.Type.UNREGISTER_SERVICE,
+                id=DEFAULT_MSG_ID,
+                service_description=self.game_instance.goods_demanded_description,
+                service_id="",
+            )
             msg_bytes = OEFSerializer().encode(msg)
-            self.mailbox.outbox.put_message(to=DEFAULT_OEF, sender=self.crypto.public_key, protocol_id=OEFMessage.protocol_id, message=msg_bytes)
+            self.mailbox.outbox.put_message(
+                to=DEFAULT_OEF,
+                sender=self.crypto.public_key,
+                protocol_id=OEFMessage.protocol_id,
+                message=msg_bytes,
+            )
         if self.game_instance.goods_supplied_description is not None:
-            msg = OEFMessage(oef_type=OEFMessage.Type.UNREGISTER_SERVICE, id=DEFAULT_MSG_ID, service_description=self.game_instance.goods_supplied_description, service_id="")
+            msg = OEFMessage(
+                oef_type=OEFMessage.Type.UNREGISTER_SERVICE,
+                id=DEFAULT_MSG_ID,
+                service_description=self.game_instance.goods_supplied_description,
+                service_id="",
+            )
             msg_bytes = OEFSerializer().encode(msg)
-            self.mailbox.outbox.put_message(to=DEFAULT_OEF, sender=self.crypto.public_key, protocol_id=OEFMessage.protocol_id, message=msg_bytes)
+            self.mailbox.outbox.put_message(
+                to=DEFAULT_OEF,
+                sender=self.crypto.public_key,
+                protocol_id=OEFMessage.protocol_id,
+                message=msg_bytes,
+            )
 
     def register_service(self) -> None:
         """
@@ -154,19 +204,51 @@ def register_service(self) -> None:
         :return: None
         """
         if self.game_instance.strategy.is_registering_as_seller:
-            logger.debug("[{}]: Updating service directory as seller with goods supplied.".format(self.agent_name))
-            goods_supplied_description = self.game_instance.get_service_description(is_supply=True)
+            logger.debug(
+                "[{}]: Updating service directory as seller with goods supplied.".format(
+                    self.agent_name
+                )
+            )
+            goods_supplied_description = self.game_instance.get_service_description(
+                is_supply=True
+            )
             self.game_instance.goods_supplied_description = goods_supplied_description
-            msg = OEFMessage(oef_type=OEFMessage.Type.REGISTER_SERVICE, id=DEFAULT_MSG_ID, service_description=goods_supplied_description, service_id="")
+            msg = OEFMessage(
+                oef_type=OEFMessage.Type.REGISTER_SERVICE,
+                id=DEFAULT_MSG_ID,
+                service_description=goods_supplied_description,
+                service_id="",
+            )
             msg_bytes = OEFSerializer().encode(msg)
-            self.mailbox.outbox.put_message(to=DEFAULT_OEF, sender=self.crypto.public_key, protocol_id=OEFMessage.protocol_id, message=msg_bytes)
+            self.mailbox.outbox.put_message(
+                to=DEFAULT_OEF,
+                sender=self.crypto.public_key,
+                protocol_id=OEFMessage.protocol_id,
+                message=msg_bytes,
+            )
         if self.game_instance.strategy.is_registering_as_buyer:
-            logger.debug("[{}]: Updating service directory as buyer with goods demanded.".format(self.agent_name))
-            goods_demanded_description = self.game_instance.get_service_description(is_supply=False)
+            logger.debug(
+                "[{}]: Updating service directory as buyer with goods demanded.".format(
+                    self.agent_name
+                )
+            )
+            goods_demanded_description = self.game_instance.get_service_description(
+                is_supply=False
+            )
             self.game_instance.goods_demanded_description = goods_demanded_description
-            msg = OEFMessage(oef_type=OEFMessage.Type.REGISTER_SERVICE, id=DEFAULT_MSG_ID, service_description=goods_demanded_description, service_id="")
+            msg = OEFMessage(
+                oef_type=OEFMessage.Type.REGISTER_SERVICE,
+                id=DEFAULT_MSG_ID,
+                service_description=goods_demanded_description,
+                service_id="",
+            )
             msg_bytes = OEFSerializer().encode(msg)
-            self.mailbox.outbox.put_message(to=DEFAULT_OEF, sender=self.crypto.public_key, protocol_id=OEFMessage.protocol_id, message=msg_bytes)
+            self.mailbox.outbox.put_message(
+                to=DEFAULT_OEF,
+                sender=self.crypto.public_key,
+                protocol_id=OEFMessage.protocol_id,
+                message=msg_bytes,
+            )
 
     def search_services(self) -> None:
         """
@@ -180,37 +262,78 @@ def search_services(self) -> None:
         :return: None
         """
         if self.game_instance.strategy.is_searching_for_sellers:
-            query = self.game_instance.build_services_query(is_searching_for_sellers=True)
+            query = self.game_instance.build_services_query(
+                is_searching_for_sellers=True
+            )
             if query is None:
-                logger.warning("[{}]: Not searching the OEF for sellers because the agent demands no goods.".format(self.agent_name))
+                logger.warning(
+                    "[{}]: Not searching the OEF for sellers because the agent demands no goods.".format(
+                        self.agent_name
+                    )
+                )
                 return None
             else:
-                logger.debug("[{}]: Searching for sellers which match the demand of the agent.".format(self.agent_name))
+                logger.debug(
+                    "[{}]: Searching for sellers which match the demand of the agent.".format(
+                        self.agent_name
+                    )
+                )
                 search_id = self.game_instance.search.get_next_id()
                 self.game_instance.search.ids_for_sellers.add(search_id)
 
-                msg = OEFMessage(oef_type=OEFMessage.Type.SEARCH_SERVICES, id=search_id, query=query)
+                msg = OEFMessage(
+                    oef_type=OEFMessage.Type.SEARCH_SERVICES, id=search_id, query=query
+                )
                 msg_bytes = OEFSerializer().encode(msg)
-                self.mailbox.outbox.put_message(to=DEFAULT_OEF, sender=self.crypto.public_key, protocol_id=OEFMessage.protocol_id, message=msg_bytes)
+                self.mailbox.outbox.put_message(
+                    to=DEFAULT_OEF,
+                    sender=self.crypto.public_key,
+                    protocol_id=OEFMessage.protocol_id,
+                    message=msg_bytes,
+                )
         if self.game_instance.strategy.is_searching_for_buyers:
-            query = self.game_instance.build_services_query(is_searching_for_sellers=False)
+            query = self.game_instance.build_services_query(
+                is_searching_for_sellers=False
+            )
             if query is None:
-                logger.warning("[{}]: Not searching the OEF for buyers because the agent supplies no goods.".format(self.agent_name))
+                logger.warning(
+                    "[{}]: Not searching the OEF for buyers because the agent supplies no goods.".format(
+                        self.agent_name
+                    )
+                )
                 return None
             else:
-                logger.debug("[{}]: Searching for buyers which match the supply of the agent.".format(self.agent_name))
+                logger.debug(
+                    "[{}]: Searching for buyers which match the supply of the agent.".format(
+                        self.agent_name
+                    )
+                )
                 search_id = self.game_instance.search.get_next_id()
                 self.game_instance.search.ids_for_buyers.add(search_id)
 
-                msg = OEFMessage(oef_type=OEFMessage.Type.SEARCH_SERVICES, id=search_id, query=query)
+                msg = OEFMessage(
+                    oef_type=OEFMessage.Type.SEARCH_SERVICES, id=search_id, query=query
+                )
                 msg_bytes = OEFSerializer().encode(msg)
-                self.mailbox.outbox.put_message(to=DEFAULT_OEF, sender=self.crypto.public_key, protocol_id=OEFMessage.protocol_id, message=msg_bytes)
+                self.mailbox.outbox.put_message(
+                    to=DEFAULT_OEF,
+                    sender=self.crypto.public_key,
+                    protocol_id=OEFMessage.protocol_id,
+                    message=msg_bytes,
+                )
 
 
 class DialogueActions(DialogueActionInterface):
     """The DialogueActions class defines the actions of an agent in the context of a Dialogue."""
 
-    def __init__(self, crypto: Crypto, liveness: Liveness, game_instance: GameInstance, mailbox: MailBox, agent_name: str) -> None:
+    def __init__(
+        self,
+        crypto: Crypto,
+        liveness: Liveness,
+        game_instance: GameInstance,
+        mailbox: MailBox,
+        agent_name: str,
+    ) -> None:
         """
         Instantiate the DialogueActions.
 
diff --git a/tac/agents/participant/v1/base/dialogues.py b/tac/agents/participant/v1/base/dialogues.py
index a1bee3b3..9d339c77 100644
--- a/tac/agents/participant/v1/base/dialogues.py
+++ b/tac/agents/participant/v1/base/dialogues.py
@@ -63,7 +63,7 @@ def __init__(self, dialogue_label: DialogueLabel, is_seller: bool) -> None:
         """
         BaseDialogue.__init__(self, dialogue_label=dialogue_label)
         self._is_seller = is_seller
-        self._role = 'seller' if is_seller else 'buyer'
+        self._role = "seller" if is_seller else "buyer"
         self._outgoing_messages = []  # type: List[Message]
         self._outgoing_messages_controller = []  # type: List[Message]
         self._incoming_messages = []  # type: List[Message]
@@ -107,8 +107,12 @@ def is_expecting_propose(self) -> bool:
 
         :return: True if yes, False otherwise.
         """
-        last_sent_message = self._outgoing_messages[-1] if len(self._outgoing_messages) > 0 else None  # type: Optional[Message]
-        result = (last_sent_message is not None) and last_sent_message.get("performative") == FIPAMessage.Performative.CFP
+        last_sent_message = (
+            self._outgoing_messages[-1] if len(self._outgoing_messages) > 0 else None
+        )  # type: Optional[Message]
+        result = (last_sent_message is not None) and last_sent_message.get(
+            "performative"
+        ) == FIPAMessage.Performative.CFP
         return result
 
     def is_expecting_initial_accept(self) -> bool:
@@ -117,8 +121,12 @@ def is_expecting_initial_accept(self) -> bool:
 
         :return: True if yes, False otherwise.
         """
-        last_sent_message = self._outgoing_messages[-1] if len(self._outgoing_messages) > 0 else None  # type: Optional[Message]
-        result = (last_sent_message is not None) and last_sent_message.get("performative") == FIPAMessage.Performative.PROPOSE
+        last_sent_message = (
+            self._outgoing_messages[-1] if len(self._outgoing_messages) > 0 else None
+        )  # type: Optional[Message]
+        result = (last_sent_message is not None) and last_sent_message.get(
+            "performative"
+        ) == FIPAMessage.Performative.PROPOSE
         return result
 
     def is_expecting_matching_accept(self) -> bool:
@@ -127,8 +135,12 @@ def is_expecting_matching_accept(self) -> bool:
 
         :return: True if yes, False otherwise.
         """
-        last_sent_message = self._outgoing_messages[-1] if len(self._outgoing_messages) > 0 else None  # type: Optional[Message]
-        result = (last_sent_message is not None) and last_sent_message.get("performative") == FIPAMessage.Performative.ACCEPT
+        last_sent_message = (
+            self._outgoing_messages[-1] if len(self._outgoing_messages) > 0 else None
+        )  # type: Optional[Message]
+        result = (last_sent_message is not None) and last_sent_message.get(
+            "performative"
+        ) == FIPAMessage.Performative.ACCEPT
         return result
 
     def is_expecting_cfp_decline(self) -> bool:
@@ -137,8 +149,12 @@ def is_expecting_cfp_decline(self) -> bool:
 
         :return: True if yes, False otherwise.
         """
-        last_sent_message = self._outgoing_messages[-1] if len(self._outgoing_messages) > 0 else None  # type: Optional[Message]
-        result = (last_sent_message is not None) and last_sent_message.get("performative") == FIPAMessage.Performative.CFP
+        last_sent_message = (
+            self._outgoing_messages[-1] if len(self._outgoing_messages) > 0 else None
+        )  # type: Optional[Message]
+        result = (last_sent_message is not None) and last_sent_message.get(
+            "performative"
+        ) == FIPAMessage.Performative.CFP
         return result
 
     def is_expecting_propose_decline(self) -> bool:
@@ -147,8 +163,12 @@ def is_expecting_propose_decline(self) -> bool:
 
         :return: True if yes, False otherwise.
         """
-        last_sent_message = self._outgoing_messages[-1] if len(self._outgoing_messages) > 0 else None  # type: Optional[Message]
-        result = (last_sent_message is not None) and last_sent_message.get("performative") == FIPAMessage.Performative.PROPOSE
+        last_sent_message = (
+            self._outgoing_messages[-1] if len(self._outgoing_messages) > 0 else None
+        )  # type: Optional[Message]
+        result = (last_sent_message is not None) and last_sent_message.get(
+            "performative"
+        ) == FIPAMessage.Performative.PROPOSE
         return result
 
     def is_expecting_accept_decline(self) -> bool:
@@ -157,8 +177,12 @@ def is_expecting_accept_decline(self) -> bool:
 
         :return: True if yes, False otherwise.
         """
-        last_sent_message = self._outgoing_messages[-1] if len(self._outgoing_messages) > 0 else None  # type: Optional[Message]
-        result = (last_sent_message is not None) and last_sent_message.get("performative") == FIPAMessage.Performative.ACCEPT
+        last_sent_message = (
+            self._outgoing_messages[-1] if len(self._outgoing_messages) > 0 else None
+        )  # type: Optional[Message]
+        result = (last_sent_message is not None) and last_sent_message.get(
+            "performative"
+        ) == FIPAMessage.Performative.ACCEPT
         return result
 
 
@@ -185,7 +209,9 @@ def dialogues_as_buyer(self) -> Dict[DialogueLabel, Dialogue]:
         """Get dictionary of dialogues in which the agent acts as a buyer."""
         return self._dialogues_as_buyer
 
-    def is_permitted_for_new_dialogue(self, message: Message, known_pbks: List[str], sender: Address) -> bool:
+    def is_permitted_for_new_dialogue(
+        self, message: Message, known_pbks: List[str], sender: Address
+    ) -> bool:
         """
         Check whether an agent message is permitted for a new dialogue.
 
@@ -203,13 +229,17 @@ def is_permitted_for_new_dialogue(self, message: Message, known_pbks: List[str],
         target = message.get("target")
         performative = message.get("performative")
 
-        result = performative == FIPAMessage.Performative.CFP \
-            and msg_id == STARTING_MESSAGE_ID\
-            and target == STARTING_MESSAGE_TARGET \
+        result = (
+            performative == FIPAMessage.Performative.CFP
+            and msg_id == STARTING_MESSAGE_ID
+            and target == STARTING_MESSAGE_TARGET
             and (sender in known_pbks)
+        )
         return result
 
-    def is_belonging_to_registered_dialogue(self, message: Message, agent_pbk: Address, sender: Address) -> bool:
+    def is_belonging_to_registered_dialogue(
+        self, message: Message, agent_pbk: Address, sender: Address
+    ) -> bool:
         """
         Check whether an agent message is part of a registered dialogue.
 
@@ -225,30 +255,55 @@ def is_belonging_to_registered_dialogue(self, message: Message, agent_pbk: Addre
         self_initiated_dialogue_label = DialogueLabel(dialogue_id, opponent, agent_pbk)
         other_initiated_dialogue_label = DialogueLabel(dialogue_id, opponent, opponent)
         result = False
-        if performative == FIPAMessage.Performative.PROPOSE and target == PROPOSE_TARGET and self_initiated_dialogue_label in self.dialogues:
+        if (
+            performative == FIPAMessage.Performative.PROPOSE
+            and target == PROPOSE_TARGET
+            and self_initiated_dialogue_label in self.dialogues
+        ):
             self_initiated_dialogue = self.dialogues[self_initiated_dialogue_label]
             result = self_initiated_dialogue.is_expecting_propose()
         elif performative == FIPAMessage.Performative.ACCEPT:
-            if target == ACCEPT_TARGET and other_initiated_dialogue_label in self.dialogues:
-                other_initiated_dialogue = self.dialogues[other_initiated_dialogue_label]
+            if (
+                target == ACCEPT_TARGET
+                and other_initiated_dialogue_label in self.dialogues
+            ):
+                other_initiated_dialogue = self.dialogues[
+                    other_initiated_dialogue_label
+                ]
                 result = other_initiated_dialogue.is_expecting_initial_accept()
         elif performative == FIPAMessage.Performative.MATCH_ACCEPT:
-            if target == MATCH_ACCEPT_TARGET and self_initiated_dialogue_label in self.dialogues:
+            if (
+                target == MATCH_ACCEPT_TARGET
+                and self_initiated_dialogue_label in self.dialogues
+            ):
                 self_initiated_dialogue = self.dialogues[self_initiated_dialogue_label]
                 result = self_initiated_dialogue.is_expecting_matching_accept()
         elif performative == FIPAMessage.Performative.DECLINE:
-            if target == DECLINED_CFP_TARGET and self_initiated_dialogue_label in self.dialogues:
+            if (
+                target == DECLINED_CFP_TARGET
+                and self_initiated_dialogue_label in self.dialogues
+            ):
                 self_initiated_dialogue = self.dialogues[self_initiated_dialogue_label]
                 result = self_initiated_dialogue.is_expecting_cfp_decline()
-            elif target == DECLINED_PROPOSE_TARGET and other_initiated_dialogue_label in self.dialogues:
-                other_initiated_dialogue = self.dialogues[other_initiated_dialogue_label]
+            elif (
+                target == DECLINED_PROPOSE_TARGET
+                and other_initiated_dialogue_label in self.dialogues
+            ):
+                other_initiated_dialogue = self.dialogues[
+                    other_initiated_dialogue_label
+                ]
                 result = other_initiated_dialogue.is_expecting_propose_decline()
-            elif target == DECLINED_ACCEPT_TARGET and self_initiated_dialogue_label in self.dialogues:
+            elif (
+                target == DECLINED_ACCEPT_TARGET
+                and self_initiated_dialogue_label in self.dialogues
+            ):
                 self_initiated_dialogue = self.dialogues[self_initiated_dialogue_label]
                 result = self_initiated_dialogue.is_expecting_accept_decline()
         return result
 
-    def get_dialogue(self, message: Message, sender: Address, agent_pbk: Address) -> Dialogue:
+    def get_dialogue(
+        self, message: Message, sender: Address, agent_pbk: Address
+    ) -> Dialogue:
         """
         Retrieve dialogue.
 
@@ -263,32 +318,56 @@ def get_dialogue(self, message: Message, sender: Address, agent_pbk: Address) ->
         performative = message.get("performative")
         self_initiated_dialogue_label = DialogueLabel(dialogue_id, opponent, agent_pbk)
         other_initiated_dialogue_label = DialogueLabel(dialogue_id, opponent, opponent)
-        if performative == FIPAMessage.Performative.PROPOSE and target == PROPOSE_TARGET and self_initiated_dialogue_label in self.dialogues:
+        if (
+            performative == FIPAMessage.Performative.PROPOSE
+            and target == PROPOSE_TARGET
+            and self_initiated_dialogue_label in self.dialogues
+        ):
             dialogue = self.dialogues[self_initiated_dialogue_label]
         elif performative == FIPAMessage.Performative.ACCEPT:
-            if target == ACCEPT_TARGET and other_initiated_dialogue_label in self.dialogues:
+            if (
+                target == ACCEPT_TARGET
+                and other_initiated_dialogue_label in self.dialogues
+            ):
                 dialogue = self.dialogues[other_initiated_dialogue_label]
             else:
-                raise ValueError('Should have found dialogue.')
+                raise ValueError("Should have found dialogue.")
         elif performative == FIPAMessage.Performative.MATCH_ACCEPT:
-            if target == MATCH_ACCEPT_TARGET and self_initiated_dialogue_label in self.dialogues:
+            if (
+                target == MATCH_ACCEPT_TARGET
+                and self_initiated_dialogue_label in self.dialogues
+            ):
                 dialogue = self.dialogues[self_initiated_dialogue_label]
             else:
-                raise ValueError('Should have found dialogue.')
+                raise ValueError("Should have found dialogue.")
         elif performative == FIPAMessage.Performative.DECLINE:
-            if target == DECLINED_CFP_TARGET and self_initiated_dialogue_label in self.dialogues:
+            if (
+                target == DECLINED_CFP_TARGET
+                and self_initiated_dialogue_label in self.dialogues
+            ):
                 dialogue = self.dialogues[self_initiated_dialogue_label]
-            elif target == DECLINED_PROPOSE_TARGET and other_initiated_dialogue_label in self.dialogues:
+            elif (
+                target == DECLINED_PROPOSE_TARGET
+                and other_initiated_dialogue_label in self.dialogues
+            ):
                 dialogue = self.dialogues[other_initiated_dialogue_label]
-            elif target == DECLINED_ACCEPT_TARGET and self_initiated_dialogue_label in self.dialogues:
+            elif (
+                target == DECLINED_ACCEPT_TARGET
+                and self_initiated_dialogue_label in self.dialogues
+            ):
                 dialogue = self.dialogues[self_initiated_dialogue_label]
             else:
-                raise ValueError('Should have found dialogue.')
+                raise ValueError("Should have found dialogue.")
         else:
-            raise ValueError('Should have found dialogue.')
+            raise ValueError("Should have found dialogue.")
         return dialogue
 
-    def create_self_initiated(self, dialogue_opponent_pbk: Address, dialogue_starter_pbk: Address, is_seller: bool) -> Dialogue:
+    def create_self_initiated(
+        self,
+        dialogue_opponent_pbk: Address,
+        dialogue_starter_pbk: Address,
+        is_seller: bool,
+    ) -> Dialogue:
         """
         Create a self initiated dialogue.
 
@@ -298,11 +377,15 @@ def create_self_initiated(self, dialogue_opponent_pbk: Address, dialogue_starter
 
         :return: the created dialogue.
         """
-        dialogue_label = DialogueLabel(self._next_dialogue_id(), dialogue_opponent_pbk, dialogue_starter_pbk)
+        dialogue_label = DialogueLabel(
+            self._next_dialogue_id(), dialogue_opponent_pbk, dialogue_starter_pbk
+        )
         result = self._create(dialogue_label, is_seller)
         return result
 
-    def create_opponent_initiated(self, dialogue_opponent_pbk: Address, dialogue_id: int, is_seller: bool) -> Dialogue:
+    def create_opponent_initiated(
+        self, dialogue_opponent_pbk: Address, dialogue_id: int, is_seller: bool
+    ) -> Dialogue:
         """
         Save an opponent initiated dialogue.
 
@@ -313,7 +396,9 @@ def create_opponent_initiated(self, dialogue_opponent_pbk: Address, dialogue_id:
         :return: the created dialogue
         """
         dialogue_starter_pbk = dialogue_opponent_pbk
-        dialogue_label = DialogueLabel(dialogue_id, dialogue_opponent_pbk, dialogue_starter_pbk)
+        dialogue_label = DialogueLabel(
+            dialogue_id, dialogue_opponent_pbk, dialogue_starter_pbk
+        )
         result = self._create(dialogue_label, is_seller)
         return result
 
diff --git a/tac/agents/participant/v1/base/game_instance.py b/tac/agents/participant/v1/base/game_instance.py
index e677b580..81b1f3be 100644
--- a/tac/agents/participant/v1/base/game_instance.py
+++ b/tac/agents/participant/v1/base/game_instance.py
@@ -29,7 +29,11 @@
 from aea.protocols.oef.models import Description, Query
 
 from tac.agents.participant.v1.base.dialogues import Dialogues, Dialogue
-from tac.agents.participant.v1.base.helpers import build_dict, build_query, get_goods_quantities_description
+from tac.agents.participant.v1.base.helpers import (
+    build_dict,
+    build_query,
+    get_goods_quantities_description,
+)
 from tac.agents.participant.v1.base.states import AgentState, WorldState
 from tac.agents.participant.v1.base.stats_manager import StatsManager
 from tac.agents.participant.v1.base.strategy import Strategy
@@ -68,13 +72,16 @@ def get_next_id(self) -> int:
 class GameInstance:
     """The GameInstance maintains state of the game from the agent's perspective."""
 
-    def __init__(self, agent_name: str,
-                 strategy: Strategy,
-                 mail_stats: MailStats,
-                 expected_version_id: str,
-                 services_interval: int = 10,
-                 pending_transaction_timeout: int = 10,
-                 dashboard: Optional[AgentDashboard] = None) -> None:
+    def __init__(
+        self,
+        agent_name: str,
+        strategy: Strategy,
+        mail_stats: MailStats,
+        expected_version_id: str,
+        services_interval: int = 10,
+        pending_transaction_timeout: int = 10,
+        dashboard: Optional[AgentDashboard] = None,
+    ) -> None:
         """
         Instantiate a game instance.
 
@@ -106,12 +113,16 @@ def __init__(self, agent_name: str,
 
         self._services_interval = datetime.timedelta(0, services_interval)
         self._last_update_time = datetime.datetime.now() - self._services_interval
-        self._last_search_time = datetime.datetime.now() - datetime.timedelta(0, round(services_interval / 2.0))
+        self._last_search_time = datetime.datetime.now() - datetime.timedelta(
+            0, round(services_interval / 2.0)
+        )
 
         self.goods_supplied_description = None
         self.goods_demanded_description = None
 
-        self.transaction_manager = TransactionManager(agent_name, pending_transaction_timeout=pending_transaction_timeout)
+        self.transaction_manager = TransactionManager(
+            agent_name, pending_transaction_timeout=pending_transaction_timeout
+        )
 
         self.stats_manager = StatsManager(mail_stats, dashboard)
 
@@ -131,14 +142,28 @@ def init(self, game_data: GameData, agent_pbk: Address) -> None:
         """
         # TODO: extend TAC messages to include reference to version id; then replace below with assert
         game_data.version_id = self.expected_version_id
-        self._game_configuration = GameConfiguration(game_data.version_id, game_data.nb_agents, game_data.nb_goods, game_data.tx_fee,
-                                                     game_data.agent_pbk_to_name, game_data.good_pbk_to_name)
-        self._initial_agent_state = AgentState(game_data.money, game_data.endowment, game_data.utility_params)
-        self._agent_state = AgentState(game_data.money, game_data.endowment, game_data.utility_params)
+        self._game_configuration = GameConfiguration(
+            game_data.version_id,
+            game_data.nb_agents,
+            game_data.nb_goods,
+            game_data.tx_fee,
+            game_data.agent_pbk_to_name,
+            game_data.good_pbk_to_name,
+        )
+        self._initial_agent_state = AgentState(
+            game_data.money, game_data.endowment, game_data.utility_params
+        )
+        self._agent_state = AgentState(
+            game_data.money, game_data.endowment, game_data.utility_params
+        )
         if self.strategy.is_world_modeling:
             opponent_pbks = self.game_configuration.agent_pbks
             opponent_pbks.remove(agent_pbk)
-            self._world_state = WorldState(opponent_pbks, self.game_configuration.good_pbks, self.initial_agent_state)
+            self._world_state = WorldState(
+                opponent_pbks,
+                self.game_configuration.good_pbks,
+                self.initial_agent_state,
+            )
 
     def on_state_update(self, message: TACMessage, agent_pbk: Address) -> None:
         """
@@ -188,7 +213,9 @@ def game_configuration(self) -> GameConfiguration:
     @property
     def initial_agent_state(self) -> AgentState:
         """Get the initial agent state."""
-        assert self._initial_agent_state is not None, "Initial agent state not assigned!"
+        assert (
+            self._initial_agent_state is not None
+        ), "Initial agent state not assigned!"
         return self._initial_agent_state
 
     @property
@@ -242,7 +269,9 @@ def is_time_to_search_services(self) -> bool:
             self._last_search_time = now
         return result
 
-    def is_profitable_transaction(self, transaction: Transaction, dialogue: Dialogue) -> Tuple[bool, str]:
+    def is_profitable_transaction(
+        self, transaction: Transaction, dialogue: Dialogue
+    ) -> Tuple[bool, str]:
         """
         Check if a transaction is profitable.
 
@@ -258,13 +287,26 @@ def is_profitable_transaction(self, transaction: Transaction, dialogue: Dialogue
         """
         state_after_locks = self.state_after_locks(dialogue.is_seller)
 
-        if not state_after_locks.check_transaction_is_consistent(transaction, self.game_configuration.tx_fee):
-            message = "[{}]: the proposed transaction is not consistent with the state after locks.".format(self.agent_name)
+        if not state_after_locks.check_transaction_is_consistent(
+            transaction, self.game_configuration.tx_fee
+        ):
+            message = "[{}]: the proposed transaction is not consistent with the state after locks.".format(
+                self.agent_name
+            )
             return False, message
-        proposal_delta_score = state_after_locks.get_score_diff_from_transaction(transaction, self.game_configuration.tx_fee)
+        proposal_delta_score = state_after_locks.get_score_diff_from_transaction(
+            transaction, self.game_configuration.tx_fee
+        )
 
         result = self.strategy.is_acceptable_proposal(proposal_delta_score)
-        message = "[{}]: is good proposal for {}? {}: tx_id={}, delta_score={}, amount={}".format(self.agent_name, dialogue.role, result, transaction.transaction_id, proposal_delta_score, transaction.amount)
+        message = "[{}]: is good proposal for {}? {}: tx_id={}, delta_score={}, amount={}".format(
+            self.agent_name,
+            dialogue.role,
+            result,
+            transaction.transaction_id,
+            proposal_delta_score,
+            transaction.amount,
+        )
         return result, message
 
     def get_service_description(self, is_supply: bool) -> Description:
@@ -275,9 +317,11 @@ def get_service_description(self, is_supply: bool) -> Description:
 
         :return: the description (to advertise on the Service Directory).
         """
-        desc = get_goods_quantities_description(self.game_configuration.good_pbks,
-                                                self.get_goods_quantities(is_supply),
-                                                is_supply=is_supply)
+        desc = get_goods_quantities_description(
+            self.game_configuration.good_pbks,
+            self.get_goods_quantities(is_supply),
+            is_supply=is_supply,
+        )
         return desc
 
     def build_services_query(self, is_searching_for_sellers: bool) -> Optional[Query]:
@@ -294,10 +338,16 @@ def build_services_query(self, is_searching_for_sellers: bool) -> Optional[Query
         """
         good_pbks = self.get_goods_pbks(is_supply=not is_searching_for_sellers)
 
-        res = None if len(good_pbks) == 0 else build_query(good_pbks, is_searching_for_sellers)
+        res = (
+            None
+            if len(good_pbks) == 0
+            else build_query(good_pbks, is_searching_for_sellers)
+        )
         return res
 
-    def build_services_dict(self, is_supply: bool) -> Optional[Dict[str, Sequence[str]]]:
+    def build_services_dict(
+        self, is_supply: bool
+    ) -> Optional[Dict[str, Sequence[str]]]:
         """
         Build a dictionary containing the services demanded/supplied.
 
@@ -310,7 +360,11 @@ def build_services_dict(self, is_supply: bool) -> Optional[Dict[str, Sequence[st
         res = None if len(good_pbks) == 0 else build_dict(good_pbks, is_supply)
         return res
 
-    def is_matching(self, cfp_services: Dict[str, Union[bool, List[Any]]], goods_description: Description) -> bool:
+    def is_matching(
+        self,
+        cfp_services: Dict[str, Union[bool, List[Any]]],
+        goods_description: Description,
+    ) -> bool:
         """
         Check for a match between the CFP services and the goods description.
 
@@ -319,13 +373,14 @@ def is_matching(self, cfp_services: Dict[str, Union[bool, List[Any]]], goods_des
 
         :return: Bool
         """
-        services = cfp_services['services']
+        services = cfp_services["services"]
         services = cast(List[Any], services)
-        if cfp_services['description'] is goods_description.data_model.name:
+        if cfp_services["description"] is goods_description.data_model.name:
             # The call for proposal description and the goods model name cannot be the same for trading agent pairs.
             return False
         for good_pbk in goods_description.data_model.attributes_by_name.keys():
-            if good_pbk not in services: continue
+            if good_pbk not in services:
+                continue
             return True
         return False
 
@@ -338,7 +393,15 @@ def get_goods_pbks(self, is_supply: bool) -> Set[str]:
         :return: a list of good public keys
         """
         state_after_locks = self.state_after_locks(is_seller=is_supply)
-        good_pbks = self.strategy.supplied_good_pbks(self.game_configuration.good_pbks, state_after_locks.current_holdings) if is_supply else self.strategy.demanded_good_pbks(self.game_configuration.good_pbks, state_after_locks.current_holdings)
+        good_pbks = (
+            self.strategy.supplied_good_pbks(
+                self.game_configuration.good_pbks, state_after_locks.current_holdings
+            )
+            if is_supply
+            else self.strategy.demanded_good_pbks(
+                self.game_configuration.good_pbks, state_after_locks.current_holdings
+            )
+        )
         return good_pbks
 
     def get_goods_quantities(self, is_supply: bool) -> List[int]:
@@ -350,7 +413,13 @@ def get_goods_quantities(self, is_supply: bool) -> List[int]:
         :return: the vector of good quantities offered/requested.
         """
         state_after_locks = self.state_after_locks(is_seller=is_supply)
-        quantities = self.strategy.supplied_good_quantities(state_after_locks.current_holdings) if is_supply else self.strategy.demanded_good_quantities(state_after_locks.current_holdings)
+        quantities = (
+            self.strategy.supplied_good_quantities(state_after_locks.current_holdings)
+            if is_supply
+            else self.strategy.demanded_good_quantities(
+                state_after_locks.current_holdings
+            )
+        )
         return quantities
 
     def state_after_locks(self, is_seller: bool) -> AgentState:
@@ -364,12 +433,19 @@ def state_after_locks(self, is_seller: bool) -> AgentState:
         :return: the agent state with the locks applied to current state
         """
         assert self._agent_state is not None, "Agent state not assigned!"
-        transactions = list(self.transaction_manager.locked_txs_as_seller.values()) if is_seller \
+        transactions = (
+            list(self.transaction_manager.locked_txs_as_seller.values())
+            if is_seller
             else list(self.transaction_manager.locked_txs_as_buyer.values())
-        state_after_locks = self._agent_state.apply(transactions, self.game_configuration.tx_fee)
+        )
+        state_after_locks = self._agent_state.apply(
+            transactions, self.game_configuration.tx_fee
+        )
         return state_after_locks
 
-    def generate_proposal(self, cfp_services: Dict[str, Union[bool, List[Any]]], is_seller: bool) -> Optional[Description]:
+    def generate_proposal(
+        self, cfp_services: Dict[str, Union[bool, List[Any]]], is_seller: bool
+    ) -> Optional[Description]:
         """
         Wrap the function which generates proposals from a seller or buyer.
 
@@ -381,11 +457,20 @@ def generate_proposal(self, cfp_services: Dict[str, Union[bool, List[Any]]], is_
         :return: a list of descriptions
         """
         state_after_locks = self.state_after_locks(is_seller=is_seller)
-        candidate_proposals = self.strategy.get_proposals(self.game_configuration.good_pbks, state_after_locks.current_holdings, state_after_locks.utility_params, self.game_configuration.tx_fee, is_seller, self._world_state)
+        candidate_proposals = self.strategy.get_proposals(
+            self.game_configuration.good_pbks,
+            state_after_locks.current_holdings,
+            state_after_locks.utility_params,
+            self.game_configuration.tx_fee,
+            is_seller,
+            self._world_state,
+        )
         proposals = []
         for proposal in candidate_proposals:
-            if not self.is_matching(cfp_services, proposal): continue
-            if not proposal.values["price"] > 0: continue
+            if not self.is_matching(cfp_services, proposal):
+                continue
+            if not proposal.values["price"] > 0:
+                continue
             proposals.append(proposal)
         if not proposals:
             return None
diff --git a/tac/agents/participant/v1/base/handlers.py b/tac/agents/participant/v1/base/handlers.py
index 7cec0b09..6118c7b5 100644
--- a/tac/agents/participant/v1/base/handlers.py
+++ b/tac/agents/participant/v1/base/handlers.py
@@ -36,9 +36,17 @@
 from aea.protocols.fipa.serialization import FIPASerializer
 from aea.protocols.oef.message import OEFMessage
 from aea.protocols.oef.serialization import OEFSerializer
-from tac.agents.participant.v1.base.actions import DialogueActions, ControllerActions, OEFActions
+from tac.agents.participant.v1.base.actions import (
+    DialogueActions,
+    ControllerActions,
+    OEFActions,
+)
 from tac.agents.participant.v1.base.game_instance import GameInstance
-from tac.agents.participant.v1.base.reactions import DialogueReactions, ControllerReactions, OEFReactions
+from tac.agents.participant.v1.base.reactions import (
+    DialogueReactions,
+    ControllerReactions,
+    OEFReactions,
+)
 from tac.platform.game.base import GamePhase
 from tac.platform.protocols.tac.message import TACMessage
 from tac.platform.protocols.tac.serialization import TACSerializer
@@ -51,7 +59,14 @@
 class DialogueHandler(DialogueActions, DialogueReactions):
     """Handle the dialogue with another agent."""
 
-    def __init__(self, crypto: Crypto, liveness: Liveness, game_instance: GameInstance, mailbox: MailBox, agent_name: str):
+    def __init__(
+        self,
+        crypto: Crypto,
+        liveness: Liveness,
+        game_instance: GameInstance,
+        mailbox: MailBox,
+        agent_name: str,
+    ):
         """
         Instantiate the DialogueHandler.
 
@@ -61,8 +76,12 @@ def __init__(self, crypto: Crypto, liveness: Liveness, game_instance: GameInstan
         :param mailbox: the mailbox
         :param agent_name: the agent name
         """
-        DialogueActions.__init__(self, crypto, liveness, game_instance, mailbox, agent_name)
-        DialogueReactions.__init__(self, crypto, liveness, game_instance, mailbox, agent_name)
+        DialogueActions.__init__(
+            self, crypto, liveness, game_instance, mailbox, agent_name
+        )
+        DialogueReactions.__init__(
+            self, crypto, liveness, game_instance, mailbox, agent_name
+        )
 
     def handle_dialogue_message(self, envelope: Envelope) -> None:
         """
@@ -75,10 +94,18 @@ def handle_dialogue_message(self, envelope: Envelope) -> None:
         :return: None
         """
         message = FIPASerializer().decode(envelope.message)  # type: Message
-        logger.debug("Handling Dialogue message. type={}".format(type(message.get("performative"))))
-        if self.dialogues.is_belonging_to_registered_dialogue(message, self.crypto.public_key, envelope.sender):
+        logger.debug(
+            "Handling Dialogue message. type={}".format(
+                type(message.get("performative"))
+            )
+        )
+        if self.dialogues.is_belonging_to_registered_dialogue(
+            message, self.crypto.public_key, envelope.sender
+        ):
             self.on_existing_dialogue(message, envelope.sender)
-        elif self.dialogues.is_permitted_for_new_dialogue(message, self.game_instance.game_configuration.agent_pbks, envelope.sender):
+        elif self.dialogues.is_permitted_for_new_dialogue(
+            message, self.game_instance.game_configuration.agent_pbks, envelope.sender
+        ):
             self.on_new_dialogue(message, envelope.sender)
         else:
             self.on_unidentified_dialogue(message, envelope.sender)
@@ -87,7 +114,14 @@ def handle_dialogue_message(self, envelope: Envelope) -> None:
 class ControllerHandler(ControllerActions, ControllerReactions):
     """Handle the message exchange with the controller."""
 
-    def __init__(self, crypto: Crypto, liveness: Liveness, game_instance: GameInstance, mailbox: MailBox, agent_name: str):
+    def __init__(
+        self,
+        crypto: Crypto,
+        liveness: Liveness,
+        game_instance: GameInstance,
+        mailbox: MailBox,
+        agent_name: str,
+    ):
         """
         Instantiate the ControllerHandler.
 
@@ -97,8 +131,12 @@ def __init__(self, crypto: Crypto, liveness: Liveness, game_instance: GameInstan
         :param mailbox: the mailbox
         :param agent_name: the agent name
         """
-        ControllerActions.__init__(self, crypto, liveness, game_instance, mailbox, agent_name)
-        ControllerReactions.__init__(self, crypto, liveness, game_instance, mailbox, agent_name)
+        ControllerActions.__init__(
+            self, crypto, liveness, game_instance, mailbox, agent_name
+        )
+        ControllerReactions.__init__(
+            self, crypto, liveness, game_instance, mailbox, agent_name
+        )
 
     def handle_controller_message(self, envelope: Envelope) -> None:
         """
@@ -113,15 +151,23 @@ def handle_controller_message(self, envelope: Envelope) -> None:
         assert envelope.protocol_id == "tac"
         tac_msg = TACSerializer().decode(envelope.message)
         tac_msg_type = TACMessage.Type(tac_msg.get("type"))
-        logger.debug("[{}]: Handling controller response. type={}".format(self.agent_name, tac_msg_type))
+        logger.debug(
+            "[{}]: Handling controller response. type={}".format(
+                self.agent_name, tac_msg_type
+            )
+        )
         try:
             if envelope.sender != self.game_instance.controller_pbk:
-                raise ValueError("The sender of the message is not the controller agent we registered with.")
+                raise ValueError(
+                    "The sender of the message is not the controller agent we registered with."
+                )
 
             if tac_msg_type == TACMessage.Type.TAC_ERROR:
                 self.on_tac_error(tac_msg, envelope.sender)
             elif self.game_instance.game_phase == GamePhase.PRE_GAME:
-                raise ValueError("We do not expect a controller agent message in the pre game phase.")
+                raise ValueError(
+                    "We do not expect a controller agent message in the pre game phase."
+                )
             elif self.game_instance.game_phase == GamePhase.GAME_SETUP:
                 if tac_msg_type == TACMessage.Type.GAME_DATA:
                     self.on_start(tac_msg, envelope.sender)
@@ -135,7 +181,9 @@ def handle_controller_message(self, envelope: Envelope) -> None:
                 elif tac_msg_type == TACMessage.Type.STATE_UPDATE:
                     self.on_state_update(tac_msg, envelope.sender)
             elif self.game_instance.game_phase == GamePhase.POST_GAME:
-                raise ValueError("We do not expect a controller agent message in the post game phase.")
+                raise ValueError(
+                    "We do not expect a controller agent message in the post game phase."
+                )
         except ValueError as e:
             logger.warning(str(e))
 
@@ -143,7 +191,15 @@ def handle_controller_message(self, envelope: Envelope) -> None:
 class OEFHandler(OEFActions, OEFReactions):
     """Handle the message exchange with the OEF."""
 
-    def __init__(self, crypto: Crypto, liveness: Liveness, game_instance: GameInstance, mailbox: MailBox, agent_name: str, rejoin: bool = False):
+    def __init__(
+        self,
+        crypto: Crypto,
+        liveness: Liveness,
+        game_instance: GameInstance,
+        mailbox: MailBox,
+        agent_name: str,
+        rejoin: bool = False,
+    ):
         """
         Instantiate the OEFHandler.
 
@@ -155,7 +211,9 @@ def __init__(self, crypto: Crypto, liveness: Liveness, game_instance: GameInstan
         :param rejoin: boolean indicating whether the agent will rejoin the TAC if losing connection
         """
         OEFActions.__init__(self, crypto, liveness, game_instance, mailbox, agent_name)
-        OEFReactions.__init__(self, crypto, liveness, game_instance, mailbox, agent_name, rejoin)
+        OEFReactions.__init__(
+            self, crypto, liveness, game_instance, mailbox, agent_name, rejoin
+        )
 
     def handle_oef_message(self, envelope: Envelope) -> None:
         """
@@ -167,7 +225,11 @@ def handle_oef_message(self, envelope: Envelope) -> None:
 
         :return: None
         """
-        logger.debug("[{}]: Handling OEF message. type={}".format(self.agent_name, type(envelope)))
+        logger.debug(
+            "[{}]: Handling OEF message. type={}".format(
+                self.agent_name, type(envelope)
+            )
+        )
         assert envelope.protocol_id == "oef"
         oef_message = OEFSerializer().decode(envelope.message)
         oef_type = oef_message.get("type")
@@ -178,4 +240,8 @@ def handle_oef_message(self, envelope: Envelope) -> None:
         elif oef_type == OEFMessage.Type.DIALOGUE_ERROR:
             self.on_dialogue_error(oef_message)
         else:
-            logger.warning("[{}]: OEF Message type not recognized: {}.".format(self.agent_name, oef_type))
+            logger.warning(
+                "[{}]: OEF Message type not recognized: {}.".format(
+                    self.agent_name, oef_type
+                )
+            )
diff --git a/tac/agents/participant/v1/base/helpers.py b/tac/agents/participant/v1/base/helpers.py
index 33aa1627..e9d583d1 100644
--- a/tac/agents/participant/v1/base/helpers.py
+++ b/tac/agents/participant/v1/base/helpers.py
@@ -24,7 +24,14 @@
 
 from aea.helpers.dialogue.base import DialogueLabel
 from aea.mail.base import Address
-from aea.protocols.oef.models import DataModel, Attribute, Description, Query, Constraint, Or
+from aea.protocols.oef.models import (
+    DataModel,
+    Attribute,
+    Description,
+    Query,
+    Constraint,
+    Or,
+)
 from tac.platform.game.base import TransactionId
 from oef.query import GtEq
 
@@ -36,7 +43,12 @@
 QUANTITY_SHIFT = 1  # Any non-negative integer is fine.
 
 
-def generate_transaction_id(agent_pbk: Address, opponent_pbk: Address, dialogue_label: DialogueLabel, agent_is_seller: bool) -> str:
+def generate_transaction_id(
+    agent_pbk: Address,
+    opponent_pbk: Address,
+    dialogue_label: DialogueLabel,
+    agent_is_seller: bool,
+) -> str:
     """
     Make a transaction id.
 
@@ -48,12 +60,21 @@ def generate_transaction_id(agent_pbk: Address, opponent_pbk: Address, dialogue_
     """
     # the format is {buyer_pbk}_{seller_pbk}_{dialogue_id}_{dialogue_starter_pbk}
     assert opponent_pbk == dialogue_label.dialogue_opponent_pbk
-    buyer_pbk, seller_pbk = (opponent_pbk, agent_pbk) if agent_is_seller else (agent_pbk, opponent_pbk)
-    transaction_id = "{}_{}_{}_{}".format(buyer_pbk, seller_pbk, dialogue_label.dialogue_id, dialogue_label.dialogue_starter_pbk)
+    buyer_pbk, seller_pbk = (
+        (opponent_pbk, agent_pbk) if agent_is_seller else (agent_pbk, opponent_pbk)
+    )
+    transaction_id = "{}_{}_{}_{}".format(
+        buyer_pbk,
+        seller_pbk,
+        dialogue_label.dialogue_id,
+        dialogue_label.dialogue_starter_pbk,
+    )
     return transaction_id
 
 
-def dialogue_label_from_transaction_id(agent_pbk: Address, transaction_id: TransactionId) -> DialogueLabel:
+def dialogue_label_from_transaction_id(
+    agent_pbk: Address, transaction_id: TransactionId
+) -> DialogueLabel:
     """
     Recover dialogue label from transaction id.
 
@@ -61,12 +82,14 @@ def dialogue_label_from_transaction_id(agent_pbk: Address, transaction_id: Trans
     :param transaction_id: the transaction id
     :return: a dialogue label
     """
-    buyer_pbk, seller_pbk, dialogue_id, dialogue_starter_pbk = transaction_id.split('_')
+    buyer_pbk, seller_pbk, dialogue_id, dialogue_starter_pbk = transaction_id.split("_")
     if agent_pbk == buyer_pbk:
         dialogue_opponent_pbk = seller_pbk
     else:
         dialogue_opponent_pbk = buyer_pbk
-    dialogue_label = DialogueLabel(int(dialogue_id), dialogue_opponent_pbk, dialogue_starter_pbk)
+    dialogue_label = DialogueLabel(
+        int(dialogue_id), dialogue_opponent_pbk, dialogue_starter_pbk
+    )
     return dialogue_label
 
 
@@ -79,15 +102,18 @@ def build_datamodel(good_pbks: List[str], is_supply: bool) -> DataModel:
 
     :return: the data model.
     """
-    goods_quantities_attributes = [Attribute(good_pbk, int, False)
-                                   for good_pbk in good_pbks]
+    goods_quantities_attributes = [
+        Attribute(good_pbk, int, False) for good_pbk in good_pbks
+    ]
     price_attribute = Attribute("price", float, False)
     description = TAC_SUPPLY_DATAMODEL_NAME if is_supply else TAC_DEMAND_DATAMODEL_NAME
     data_model = DataModel(description, goods_quantities_attributes + [price_attribute])
     return data_model
 
 
-def get_goods_quantities_description(good_pbks: List[str], good_quantities: List[int], is_supply: bool) -> Description:
+def get_goods_quantities_description(
+    good_pbks: List[str], good_quantities: List[int], is_supply: bool
+) -> Description:
     """
     Get the TAC description for supply or demand.
 
@@ -120,8 +146,10 @@ def get_goods_quantities_description(good_pbks: List[str], good_quantities: List
     :return: the description to advertise on the Service Directory.
     """
     data_model = build_datamodel(good_pbks, is_supply=is_supply)
-    desc = Description({good_pbk: quantity for good_pbk, quantity in zip(good_pbks, good_quantities)},
-                       data_model=data_model)
+    desc = Description(
+        {good_pbk: quantity for good_pbk, quantity in zip(good_pbks, good_quantities)},
+        data_model=data_model,
+    )
     return desc
 
 
@@ -145,7 +173,11 @@ def build_query(good_pbks: Set[str], is_searching_for_sellers: bool) -> Query:
 
     :return: the query
     """
-    data_model = None if good_pbks is None else build_datamodel(list(good_pbks), is_supply=is_searching_for_sellers)
+    data_model = (
+        None
+        if good_pbks is None
+        else build_datamodel(list(good_pbks), is_supply=is_searching_for_sellers)
+    )
     constraints = [Constraint(good_pbk, GtEq(1)) for good_pbk in good_pbks]
 
     if len(good_pbks) > 1:
@@ -165,5 +197,5 @@ def build_dict(good_pbks: Set[str], is_supply: bool) -> Dict[str, Sequence[str]]
     :return: the dictionary
     """
     description = TAC_SUPPLY_DATAMODEL_NAME if is_supply else TAC_DEMAND_DATAMODEL_NAME
-    result = {'description': description, 'services': list(good_pbks)}
+    result = {"description": description, "services": list(good_pbks)}
     return result
diff --git a/tac/agents/participant/v1/base/negotiation_behaviours.py b/tac/agents/participant/v1/base/negotiation_behaviours.py
index 84fe1454..3dd77f00 100644
--- a/tac/agents/participant/v1/base/negotiation_behaviours.py
+++ b/tac/agents/participant/v1/base/negotiation_behaviours.py
@@ -48,7 +48,9 @@
 class FIPABehaviour:
     """Specifies FIPA negotiation behaviours."""
 
-    def __init__(self, crypto: Crypto, game_instance: GameInstance, agent_name: str) -> None:
+    def __init__(
+        self, crypto: Crypto, game_instance: GameInstance, agent_name: str
+    ) -> None:
         """
         Instantiate the FIPABehaviour.
 
@@ -87,54 +89,112 @@ def on_cfp(self, cfp: Message, dialogue: Dialogue) -> Envelope:
         :return: a Propose or a Decline
         """
         assert cfp.get("performative") == FIPAMessage.Performative.CFP
-        goods_description = self.game_instance.get_service_description(is_supply=dialogue.is_seller)
+        goods_description = self.game_instance.get_service_description(
+            is_supply=dialogue.is_seller
+        )
         new_msg_id = cfp.get("id") + 1
         decline = False
-        cfp_services = json.loads(cfp.get("query").decode('utf-8'))
+        cfp_services = json.loads(cfp.get("query").decode("utf-8"))
         if not self.game_instance.is_matching(cfp_services, goods_description):
             decline = True
-            logger.debug("[{}]: Current holdings do not satisfy CFP query.".format(self.agent_name))
+            logger.debug(
+                "[{}]: Current holdings do not satisfy CFP query.".format(
+                    self.agent_name
+                )
+            )
         else:
-            proposal = self.game_instance.generate_proposal(cfp_services, dialogue.is_seller)
+            proposal = self.game_instance.generate_proposal(
+                cfp_services, dialogue.is_seller
+            )
             if proposal is None:
                 decline = True
-                logger.debug("[{}]: Current strategy does not generate proposal that satisfies CFP query.".format(self.agent_name))
+                logger.debug(
+                    "[{}]: Current strategy does not generate proposal that satisfies CFP query.".format(
+                        self.agent_name
+                    )
+                )
 
         if decline:
-            logger.debug("[{}]: sending to {} a Decline{}".format(self.agent_name, dialogue.dialogue_label.dialogue_opponent_pbk,
-                                                                  pprint.pformat({
-                                                                      "msg_id": new_msg_id,
-                                                                      "dialogue_id": cfp.get("dialogue_id"),
-                                                                      "origin": dialogue.dialogue_label.dialogue_opponent_pbk,
-                                                                      "target": cfp.get("target")
-                                                                  })))
-            msg = FIPAMessage(message_id=new_msg_id, dialogue_id=cfp.get("dialogue_id"), performative=FIPAMessage.Performative.DECLINE, target=cfp.get("id"))
+            logger.debug(
+                "[{}]: sending to {} a Decline{}".format(
+                    self.agent_name,
+                    dialogue.dialogue_label.dialogue_opponent_pbk,
+                    pprint.pformat(
+                        {
+                            "msg_id": new_msg_id,
+                            "dialogue_id": cfp.get("dialogue_id"),
+                            "origin": dialogue.dialogue_label.dialogue_opponent_pbk,
+                            "target": cfp.get("target"),
+                        }
+                    ),
+                )
+            )
+            msg = FIPAMessage(
+                message_id=new_msg_id,
+                dialogue_id=cfp.get("dialogue_id"),
+                performative=FIPAMessage.Performative.DECLINE,
+                target=cfp.get("id"),
+            )
             dialogue.outgoing_extend([msg])
             msg_bytes = FIPASerializer().encode(msg)
-            response = Envelope(to=dialogue.dialogue_label.dialogue_opponent_pbk, sender=self.crypto.public_key, protocol_id=FIPAMessage.protocol_id, message=msg_bytes)
-            self.game_instance.stats_manager.add_dialogue_endstate(EndState.DECLINED_CFP, dialogue.is_self_initiated)
+            response = Envelope(
+                to=dialogue.dialogue_label.dialogue_opponent_pbk,
+                sender=self.crypto.public_key,
+                protocol_id=FIPAMessage.protocol_id,
+                message=msg_bytes,
+            )
+            self.game_instance.stats_manager.add_dialogue_endstate(
+                EndState.DECLINED_CFP, dialogue.is_self_initiated
+            )
         else:
             proposal = cast(Description, proposal)
-            transaction_id = generate_transaction_id(self.crypto.public_key, dialogue.dialogue_label.dialogue_opponent_pbk, dialogue.dialogue_label, dialogue.is_seller)
-            transaction = Transaction.from_proposal(proposal=proposal,
-                                                    transaction_id=transaction_id,
-                                                    is_sender_buyer=not dialogue.is_seller,
-                                                    counterparty=dialogue.dialogue_label.dialogue_opponent_pbk,
-                                                    sender=self.crypto.public_key)
-            self.game_instance.transaction_manager.add_pending_proposal(dialogue.dialogue_label, new_msg_id, transaction)
-            logger.debug("[{}]: sending to {} a Propose{}".format(self.agent_name, dialogue.dialogue_label.dialogue_opponent_pbk,
-                                                                  pprint.pformat({
-                                                                      "msg_id": new_msg_id,
-                                                                      "dialogue_id": cfp.get("dialogue_id"),
-                                                                      "origin": dialogue.dialogue_label.dialogue_opponent_pbk,
-                                                                      "target": cfp.get("id"),
-                                                                      "propose": proposal.values
-                                                                  })))
-            msg = FIPAMessage(performative=FIPAMessage.Performative.PROPOSE, message_id=new_msg_id, dialogue_id=cfp.get("dialogue_id"), target=cfp.get("id"), proposal=[proposal])
+            transaction_id = generate_transaction_id(
+                self.crypto.public_key,
+                dialogue.dialogue_label.dialogue_opponent_pbk,
+                dialogue.dialogue_label,
+                dialogue.is_seller,
+            )
+            transaction = Transaction.from_proposal(
+                proposal=proposal,
+                transaction_id=transaction_id,
+                is_sender_buyer=not dialogue.is_seller,
+                counterparty=dialogue.dialogue_label.dialogue_opponent_pbk,
+                sender=self.crypto.public_key,
+            )
+            self.game_instance.transaction_manager.add_pending_proposal(
+                dialogue.dialogue_label, new_msg_id, transaction
+            )
+            logger.debug(
+                "[{}]: sending to {} a Propose{}".format(
+                    self.agent_name,
+                    dialogue.dialogue_label.dialogue_opponent_pbk,
+                    pprint.pformat(
+                        {
+                            "msg_id": new_msg_id,
+                            "dialogue_id": cfp.get("dialogue_id"),
+                            "origin": dialogue.dialogue_label.dialogue_opponent_pbk,
+                            "target": cfp.get("id"),
+                            "propose": proposal.values,
+                        }
+                    ),
+                )
+            )
+            msg = FIPAMessage(
+                performative=FIPAMessage.Performative.PROPOSE,
+                message_id=new_msg_id,
+                dialogue_id=cfp.get("dialogue_id"),
+                target=cfp.get("id"),
+                proposal=[proposal],
+            )
             dialogue.outgoing_extend([msg])
             dialogue.outgoing_extend([msg])
             msg_bytes = FIPASerializer().encode(msg)
-            response = Envelope(to=dialogue.dialogue_label.dialogue_opponent_pbk, sender=self.crypto.public_key, protocol_id=FIPAMessage.protocol_id, message=msg_bytes)
+            response = Envelope(
+                to=dialogue.dialogue_label.dialogue_opponent_pbk,
+                sender=self.crypto.public_key,
+                protocol_id=FIPAMessage.protocol_id,
+                message=msg_bytes,
+            )
         return response
 
     def on_propose(self, propose: Message, dialogue: Dialogue) -> Envelope:
@@ -149,30 +209,72 @@ def on_propose(self, propose: Message, dialogue: Dialogue) -> Envelope:
         logger.debug("[{}]: on propose as {}.".format(self.agent_name, dialogue.role))
         assert propose.get("performative") == FIPAMessage.Performative.PROPOSE
         proposal = propose.get("proposal")[0]
-        transaction_id = generate_transaction_id(self.crypto.public_key, dialogue.dialogue_label.dialogue_opponent_pbk, dialogue.dialogue_label, dialogue.is_seller)
-        transaction = Transaction.from_proposal(proposal=proposal,
-                                                transaction_id=transaction_id,
-                                                is_sender_buyer=not dialogue.is_seller,
-                                                counterparty=dialogue.dialogue_label.dialogue_opponent_pbk,
-                                                sender=self.crypto.public_key)
+        transaction_id = generate_transaction_id(
+            self.crypto.public_key,
+            dialogue.dialogue_label.dialogue_opponent_pbk,
+            dialogue.dialogue_label,
+            dialogue.is_seller,
+        )
+        transaction = Transaction.from_proposal(
+            proposal=proposal,
+            transaction_id=transaction_id,
+            is_sender_buyer=not dialogue.is_seller,
+            counterparty=dialogue.dialogue_label.dialogue_opponent_pbk,
+            sender=self.crypto.public_key,
+        )
         new_msg_id = propose.get("id") + 1
-        is_profitable_transaction, propose_log_msg = self.game_instance.is_profitable_transaction(transaction, dialogue)
+        (
+            is_profitable_transaction,
+            propose_log_msg,
+        ) = self.game_instance.is_profitable_transaction(transaction, dialogue)
         logger.debug(propose_log_msg)
         if is_profitable_transaction:
-            logger.debug("[{}]: Accepting propose (as {}).".format(self.agent_name, dialogue.role))
-            self.game_instance.transaction_manager.add_locked_tx(transaction, as_seller=dialogue.is_seller)
-            self.game_instance.transaction_manager.add_pending_initial_acceptance(dialogue.dialogue_label, new_msg_id, transaction)
-            msg = FIPAMessage(message_id=new_msg_id, dialogue_id=propose.get("dialogue_id"), target=propose.get("id"), performative=FIPAMessage.Performative.ACCEPT)
+            logger.debug(
+                "[{}]: Accepting propose (as {}).".format(
+                    self.agent_name, dialogue.role
+                )
+            )
+            self.game_instance.transaction_manager.add_locked_tx(
+                transaction, as_seller=dialogue.is_seller
+            )
+            self.game_instance.transaction_manager.add_pending_initial_acceptance(
+                dialogue.dialogue_label, new_msg_id, transaction
+            )
+            msg = FIPAMessage(
+                message_id=new_msg_id,
+                dialogue_id=propose.get("dialogue_id"),
+                target=propose.get("id"),
+                performative=FIPAMessage.Performative.ACCEPT,
+            )
             dialogue.outgoing_extend([msg])
             msg_bytes = FIPASerializer().encode(msg)
-            result = Envelope(to=dialogue.dialogue_label.dialogue_opponent_pbk, sender=self.crypto.public_key, protocol_id=FIPAMessage.protocol_id, message=msg_bytes)
+            result = Envelope(
+                to=dialogue.dialogue_label.dialogue_opponent_pbk,
+                sender=self.crypto.public_key,
+                protocol_id=FIPAMessage.protocol_id,
+                message=msg_bytes,
+            )
         else:
-            logger.debug("[{}]: Declining propose (as {})".format(self.agent_name, dialogue.role))
-            msg = FIPAMessage(message_id=new_msg_id, dialogue_id=propose.get("dialogue_id"), target=propose.get("id"), performative=FIPAMessage.Performative.DECLINE)
+            logger.debug(
+                "[{}]: Declining propose (as {})".format(self.agent_name, dialogue.role)
+            )
+            msg = FIPAMessage(
+                message_id=new_msg_id,
+                dialogue_id=propose.get("dialogue_id"),
+                target=propose.get("id"),
+                performative=FIPAMessage.Performative.DECLINE,
+            )
             dialogue.outgoing_extend([msg])
             msg_bytes = FIPASerializer().encode(msg)
-            result = Envelope(to=dialogue.dialogue_label.dialogue_opponent_pbk, sender=self.crypto.public_key, protocol_id=FIPAMessage.protocol_id, message=msg_bytes)
-            self.game_instance.stats_manager.add_dialogue_endstate(EndState.DECLINED_PROPOSE, dialogue.is_self_initiated)
+            result = Envelope(
+                to=dialogue.dialogue_label.dialogue_opponent_pbk,
+                sender=self.crypto.public_key,
+                protocol_id=FIPAMessage.protocol_id,
+                message=msg_bytes,
+            )
+            self.game_instance.stats_manager.add_dialogue_endstate(
+                EndState.DECLINED_PROPOSE, dialogue.is_self_initiated
+            )
         return result
 
     def on_decline(self, decline: Message, dialogue: Dialogue) -> None:
@@ -185,20 +287,39 @@ def on_decline(self, decline: Message, dialogue: Dialogue) -> None:
         :return: None
         """
         assert decline.get("performative") == FIPAMessage.Performative.DECLINE
-        logger.debug("[{}]: on_decline: msg_id={}, dialogue_id={}, origin={}, target={}"
-                     .format(self.agent_name, decline.get("id"), decline.get("dialogue_id"), dialogue.dialogue_label.dialogue_opponent_pbk, decline.get("target")))
+        logger.debug(
+            "[{}]: on_decline: msg_id={}, dialogue_id={}, origin={}, target={}".format(
+                self.agent_name,
+                decline.get("id"),
+                decline.get("dialogue_id"),
+                dialogue.dialogue_label.dialogue_opponent_pbk,
+                decline.get("target"),
+            )
+        )
         target = decline.get("target")
         if target == 1:
-            self.game_instance.stats_manager.add_dialogue_endstate(EndState.DECLINED_CFP, dialogue.is_self_initiated)
+            self.game_instance.stats_manager.add_dialogue_endstate(
+                EndState.DECLINED_CFP, dialogue.is_self_initiated
+            )
         elif target == 2:
-            self.game_instance.stats_manager.add_dialogue_endstate(EndState.DECLINED_PROPOSE, dialogue.is_self_initiated)
-            transaction = self.game_instance.transaction_manager.pop_pending_proposal(dialogue.dialogue_label, target)
+            self.game_instance.stats_manager.add_dialogue_endstate(
+                EndState.DECLINED_PROPOSE, dialogue.is_self_initiated
+            )
+            transaction = self.game_instance.transaction_manager.pop_pending_proposal(
+                dialogue.dialogue_label, target
+            )
             if self.game_instance.strategy.is_world_modeling:
                 self.game_instance.world_state.update_on_declined_propose(transaction)
         elif target == 3:
-            self.game_instance.stats_manager.add_dialogue_endstate(EndState.DECLINED_ACCEPT, dialogue.is_self_initiated)
-            transaction = self.game_instance.transaction_manager.pop_pending_initial_acceptance(dialogue.dialogue_label, target)
-            self.game_instance.transaction_manager.pop_locked_tx(transaction.transaction_id)
+            self.game_instance.stats_manager.add_dialogue_endstate(
+                EndState.DECLINED_ACCEPT, dialogue.is_self_initiated
+            )
+            transaction = self.game_instance.transaction_manager.pop_pending_initial_acceptance(
+                dialogue.dialogue_label, target
+            )
+            self.game_instance.transaction_manager.pop_locked_tx(
+                transaction.transaction_id
+            )
 
         return None
 
@@ -210,47 +331,112 @@ def on_accept(self, accept: Message, dialogue: Dialogue) -> List[Envelope]:
         :param dialogue: the dialogue
         :return: a Decline, or an Accept and a Transaction, or a Transaction (in a Message object)
         """
-        assert accept.get("performative") == FIPAMessage.Performative.ACCEPT \
-            and dialogue.dialogue_label in self.game_instance.transaction_manager.pending_proposals \
-            and accept.get("target") in self.game_instance.transaction_manager.pending_proposals[dialogue.dialogue_label]
-        logger.debug("[{}]: on_accept: msg_id={}, dialogue_id={}, origin={}, target={}"
-                     .format(self.agent_name, accept.get("id"), accept.get("dialogue_id"), dialogue.dialogue_label.dialogue_opponent_pbk, accept.get("target")))
+        assert (
+            accept.get("performative") == FIPAMessage.Performative.ACCEPT
+            and dialogue.dialogue_label
+            in self.game_instance.transaction_manager.pending_proposals
+            and accept.get("target")
+            in self.game_instance.transaction_manager.pending_proposals[
+                dialogue.dialogue_label
+            ]
+        )
+        logger.debug(
+            "[{}]: on_accept: msg_id={}, dialogue_id={}, origin={}, target={}".format(
+                self.agent_name,
+                accept.get("id"),
+                accept.get("dialogue_id"),
+                dialogue.dialogue_label.dialogue_opponent_pbk,
+                accept.get("target"),
+            )
+        )
         new_msg_id = accept.get("id") + 1
         results = []
-        transaction = self.game_instance.transaction_manager.pop_pending_proposal(dialogue.dialogue_label, accept.get("target"))
-        is_profitable_transaction, accept_log_msg = self.game_instance.is_profitable_transaction(transaction, dialogue)
+        transaction = self.game_instance.transaction_manager.pop_pending_proposal(
+            dialogue.dialogue_label, accept.get("target")
+        )
+        (
+            is_profitable_transaction,
+            accept_log_msg,
+        ) = self.game_instance.is_profitable_transaction(transaction, dialogue)
         logger.debug(accept_log_msg)
         if is_profitable_transaction:
             if self.game_instance.strategy.is_world_modeling:
                 self.game_instance.world_state.update_on_initial_accept(transaction)
-            logger.debug("[{}]: Locking the current state (as {}).".format(self.agent_name, dialogue.role))
-            self.game_instance.transaction_manager.add_locked_tx(transaction, as_seller=dialogue.is_seller)
-
-            tac_msg = TACMessage(tac_type=TACMessage.Type.TRANSACTION,
-                                 transaction_id=transaction.transaction_id,
-                                 is_sender_buyer=transaction.is_sender_buyer,
-                                 counterparty=transaction.counterparty,
-                                 amount=transaction.amount,
-                                 quantities_by_good_pbk=transaction.quantities_by_good_pbk)
+            logger.debug(
+                "[{}]: Locking the current state (as {}).".format(
+                    self.agent_name, dialogue.role
+                )
+            )
+            self.game_instance.transaction_manager.add_locked_tx(
+                transaction, as_seller=dialogue.is_seller
+            )
+
+            tac_msg = TACMessage(
+                tac_type=TACMessage.Type.TRANSACTION,
+                transaction_id=transaction.transaction_id,
+                is_sender_buyer=transaction.is_sender_buyer,
+                counterparty=transaction.counterparty,
+                amount=transaction.amount,
+                quantities_by_good_pbk=transaction.quantities_by_good_pbk,
+            )
             dialogue.outgoing_extend([tac_msg])
             tac_bytes = TACSerializer().encode(tac_msg)
-            results.append(Envelope(to=self.game_instance.controller_pbk, sender=self.crypto.public_key, protocol_id=TACMessage.protocol_id, message=tac_bytes))
-
-            msg = FIPAMessage(message_id=new_msg_id, dialogue_id=accept.get("dialogue_id"), target=accept.get("id"), performative=FIPAMessage.Performative.MATCH_ACCEPT)
+            results.append(
+                Envelope(
+                    to=self.game_instance.controller_pbk,
+                    sender=self.crypto.public_key,
+                    protocol_id=TACMessage.protocol_id,
+                    message=tac_bytes,
+                )
+            )
+
+            msg = FIPAMessage(
+                message_id=new_msg_id,
+                dialogue_id=accept.get("dialogue_id"),
+                target=accept.get("id"),
+                performative=FIPAMessage.Performative.MATCH_ACCEPT,
+            )
             dialogue.outgoing_extend([msg])
             msg_bytes = FIPASerializer().encode(msg)
-            results.append(Envelope(to=dialogue.dialogue_label.dialogue_opponent_pbk, sender=self.crypto.public_key, protocol_id=FIPAMessage.protocol_id, message=msg_bytes))
+            results.append(
+                Envelope(
+                    to=dialogue.dialogue_label.dialogue_opponent_pbk,
+                    sender=self.crypto.public_key,
+                    protocol_id=FIPAMessage.protocol_id,
+                    message=msg_bytes,
+                )
+            )
         else:
-            logger.debug("[{}]: Decline the accept (as {}).".format(self.agent_name, dialogue.role))
-
-            msg = FIPAMessage(message_id=new_msg_id, dialogue_id=accept.get("dialogue_id"), target=accept.get("id"), performative=FIPAMessage.Performative.DECLINE)
+            logger.debug(
+                "[{}]: Decline the accept (as {}).".format(
+                    self.agent_name, dialogue.role
+                )
+            )
+
+            msg = FIPAMessage(
+                message_id=new_msg_id,
+                dialogue_id=accept.get("dialogue_id"),
+                target=accept.get("id"),
+                performative=FIPAMessage.Performative.DECLINE,
+            )
             dialogue.outgoing_extend([msg])
             msg_bytes = FIPASerializer().encode(msg)
-            results.append(Envelope(to=dialogue.dialogue_label.dialogue_opponent_pbk, sender=self.crypto.public_key, protocol_id=FIPAMessage.protocol_id, message=msg_bytes))
-            self.game_instance.stats_manager.add_dialogue_endstate(EndState.DECLINED_ACCEPT, dialogue.is_self_initiated)
+            results.append(
+                Envelope(
+                    to=dialogue.dialogue_label.dialogue_opponent_pbk,
+                    sender=self.crypto.public_key,
+                    protocol_id=FIPAMessage.protocol_id,
+                    message=msg_bytes,
+                )
+            )
+            self.game_instance.stats_manager.add_dialogue_endstate(
+                EndState.DECLINED_ACCEPT, dialogue.is_self_initiated
+            )
         return results
 
-    def on_match_accept(self, match_accept: Message, dialogue: Dialogue) -> List[Envelope]:
+    def on_match_accept(
+        self, match_accept: Message, dialogue: Dialogue
+    ) -> List[Envelope]:
         """
         Handle a matching Accept.
 
@@ -258,20 +444,44 @@ def on_match_accept(self, match_accept: Message, dialogue: Dialogue) -> List[Env
         :param dialogue: the dialogue
         :return: a Transaction
         """
-        assert match_accept.get("performative") == FIPAMessage.Performative.MATCH_ACCEPT \
-            and dialogue.dialogue_label in self.game_instance.transaction_manager.pending_initial_acceptances \
-            and match_accept.get("target") in self.game_instance.transaction_manager.pending_initial_acceptances[dialogue.dialogue_label]
-        logger.debug("[{}]: on_match_accept: msg_id={}, dialogue_id={}, origin={}, target={}"
-                     .format(self.agent_name, match_accept.get("id"), match_accept.get("dialogue_id"), dialogue.dialogue_label.dialogue_opponent_pbk, match_accept.get("target")))
+        assert (
+            match_accept.get("performative") == FIPAMessage.Performative.MATCH_ACCEPT
+            and dialogue.dialogue_label
+            in self.game_instance.transaction_manager.pending_initial_acceptances
+            and match_accept.get("target")
+            in self.game_instance.transaction_manager.pending_initial_acceptances[
+                dialogue.dialogue_label
+            ]
+        )
+        logger.debug(
+            "[{}]: on_match_accept: msg_id={}, dialogue_id={}, origin={}, target={}".format(
+                self.agent_name,
+                match_accept.get("id"),
+                match_accept.get("dialogue_id"),
+                dialogue.dialogue_label.dialogue_opponent_pbk,
+                match_accept.get("target"),
+            )
+        )
         results = []
-        transaction = self.game_instance.transaction_manager.pop_pending_initial_acceptance(dialogue.dialogue_label, match_accept.get("target"))
-        tac_msg = TACMessage(tac_type=TACMessage.Type.TRANSACTION,
-                             transaction_id=transaction.transaction_id,
-                             is_sender_buyer=transaction.is_sender_buyer,
-                             counterparty=transaction.counterparty,
-                             amount=transaction.amount,
-                             quantities_by_good_pbk=transaction.quantities_by_good_pbk)
+        transaction = self.game_instance.transaction_manager.pop_pending_initial_acceptance(
+            dialogue.dialogue_label, match_accept.get("target")
+        )
+        tac_msg = TACMessage(
+            tac_type=TACMessage.Type.TRANSACTION,
+            transaction_id=transaction.transaction_id,
+            is_sender_buyer=transaction.is_sender_buyer,
+            counterparty=transaction.counterparty,
+            amount=transaction.amount,
+            quantities_by_good_pbk=transaction.quantities_by_good_pbk,
+        )
         dialogue.outgoing_extend([tac_msg])
         tac_bytes = TACSerializer().encode(tac_msg)
-        results.append(Envelope(to=self.game_instance.controller_pbk, sender=self.crypto.public_key, protocol_id=TACMessage.protocol_id, message=tac_bytes))
+        results.append(
+            Envelope(
+                to=self.game_instance.controller_pbk,
+                sender=self.crypto.public_key,
+                protocol_id=TACMessage.protocol_id,
+                message=tac_bytes,
+            )
+        )
         return results
diff --git a/tac/agents/participant/v1/base/price_model.py b/tac/agents/participant/v1/base/price_model.py
index 762fba6d..0de622ea 100644
--- a/tac/agents/participant/v1/base/price_model.py
+++ b/tac/agents/participant/v1/base/price_model.py
@@ -64,8 +64,8 @@ class GoodPriceModel(object):
     def __init__(self):
         """Instantiate a good price model."""
         self.price_bandits = dict(
-            (price, PriceBandit(price))
-            for price in [i / 10 for i in range(201)])
+            (price, PriceBandit(price)) for price in [i / 10 for i in range(201)]
+        )
 
     def update(self, outcome: bool, price: float) -> None:
         """
@@ -89,7 +89,10 @@ def get_price_expectation(self, constraint: float, is_seller: bool) -> float:
         maxsample = -1
         winning_price = 20.0
         for price, bandit in self.price_bandits.items():
-            if (is_seller and price <= constraint) or (not is_seller and price >= constraint): continue
+            if (is_seller and price <= constraint) or (
+                not is_seller and price >= constraint
+            ):
+                continue
             sample = bandit.sample()
             if sample > maxsample:
                 maxsample = sample
diff --git a/tac/agents/participant/v1/base/reactions.py b/tac/agents/participant/v1/base/reactions.py
index 96b9d9cc..089885c4 100644
--- a/tac/agents/participant/v1/base/reactions.py
+++ b/tac/agents/participant/v1/base/reactions.py
@@ -40,9 +40,15 @@
 from aea.protocols.fipa.serialization import FIPASerializer
 from tac.agents.participant.v1.base.dialogues import Dialogue
 from tac.agents.participant.v1.base.game_instance import GameInstance, GamePhase
-from tac.agents.participant.v1.base.helpers import dialogue_label_from_transaction_id, TAC_DEMAND_DATAMODEL_NAME
-from tac.agents.participant.v1.base.interfaces import ControllerReactionInterface, OEFReactionInterface, \
-    DialogueReactionInterface
+from tac.agents.participant.v1.base.helpers import (
+    dialogue_label_from_transaction_id,
+    TAC_DEMAND_DATAMODEL_NAME,
+)
+from tac.agents.participant.v1.base.interfaces import (
+    ControllerReactionInterface,
+    OEFReactionInterface,
+    DialogueReactionInterface,
+)
 from tac.agents.participant.v1.base.negotiation_behaviours import FIPABehaviour
 from tac.agents.participant.v1.base.stats_manager import EndState
 from tac.platform.game.base import GameData
@@ -59,7 +65,14 @@
 class ControllerReactions(ControllerReactionInterface):
     """The ControllerReactions class defines the reactions of an agent towards the ControllerAgent."""
 
-    def __init__(self, crypto: Crypto, liveness: Liveness, game_instance: GameInstance, mailbox: MailBox, agent_name: str) -> None:
+    def __init__(
+        self,
+        crypto: Crypto,
+        liveness: Liveness,
+        game_instance: GameInstance,
+        mailbox: MailBox,
+        agent_name: str,
+    ) -> None:
         """
         Instantiate the ControllerReactions.
 
@@ -86,7 +99,11 @@ def on_dialogue_error(self, message: TACMessage, sender: Address) -> None:
 
         :return: None
         """
-        logger.warning("[{}]: Received Dialogue error from: details={}, sender={}".format(self.agent_name, message.get("details"), sender))
+        logger.warning(
+            "[{}]: Received Dialogue error from: details={}, sender={}".format(
+                self.agent_name, message.get("details"), sender
+            )
+        )
 
     def on_start(self, message: TACMessage, sender: Address) -> None:
         """
@@ -96,16 +113,32 @@ def on_start(self, message: TACMessage, sender: Address) -> None:
 
         :return: None
         """
-        logger.debug("[{}]: Received start event from the controller. Starting to compete...".format(self.agent_name))
-        game_data = GameData(sender, message.get("money"), message.get("endowment"), message.get("utility_params"),
-                             message.get("nb_agents"), message.get("nb_goods"), message.get("tx_fee"), message.get("agent_pbk_to_name"), message.get("good_pbk_to_name"), message.get("version_id"))
+        logger.debug(
+            "[{}]: Received start event from the controller. Starting to compete...".format(
+                self.agent_name
+            )
+        )
+        game_data = GameData(
+            sender,
+            message.get("money"),
+            message.get("endowment"),
+            message.get("utility_params"),
+            message.get("nb_agents"),
+            message.get("nb_goods"),
+            message.get("tx_fee"),
+            message.get("agent_pbk_to_name"),
+            message.get("good_pbk_to_name"),
+            message.get("version_id"),
+        )
         self.game_instance.init(game_data, self.crypto.public_key)
         self.game_instance._game_phase = GamePhase.GAME
 
         dashboard = self.game_instance.dashboard
         if dashboard is not None:
             dashboard.init()
-            dashboard.update_from_agent_state(self.game_instance.agent_state, append=False)
+            dashboard.update_from_agent_state(
+                self.game_instance.agent_state, append=False
+            )
 
     def on_transaction_confirmed(self, message: TACMessage, sender: Address) -> None:
         """
@@ -115,22 +148,48 @@ def on_transaction_confirmed(self, message: TACMessage, sender: Address) -> None
 
         :return: None
         """
-        logger.debug("[{}]: Received transaction confirmation from the controller: transaction_id={}".format(self.agent_name, message.get("transaction_id")))
-        if message.get("transaction_id") not in self.game_instance.transaction_manager.locked_txs:
-            logger.debug("[{}]: transaction not found - ask the controller an update of the state.".format(self.agent_name))
+        logger.debug(
+            "[{}]: Received transaction confirmation from the controller: transaction_id={}".format(
+                self.agent_name, message.get("transaction_id")
+            )
+        )
+        if (
+            message.get("transaction_id")
+            not in self.game_instance.transaction_manager.locked_txs
+        ):
+            logger.debug(
+                "[{}]: transaction not found - ask the controller an update of the state.".format(
+                    self.agent_name
+                )
+            )
             self._request_state_update()
             return
 
-        transaction = self.game_instance.transaction_manager.pop_locked_tx(message.get("transaction_id"))
-        self.game_instance.agent_state.update(transaction, self.game_instance.game_configuration.tx_fee)
-        dialogue_label = dialogue_label_from_transaction_id(self.crypto.public_key, message.get("transaction_id"))
-        self.game_instance.stats_manager.add_dialogue_endstate(EndState.SUCCESSFUL, self.crypto.public_key == dialogue_label.dialogue_starter_pbk)
+        transaction = self.game_instance.transaction_manager.pop_locked_tx(
+            message.get("transaction_id")
+        )
+        self.game_instance.agent_state.update(
+            transaction, self.game_instance.game_configuration.tx_fee
+        )
+        dialogue_label = dialogue_label_from_transaction_id(
+            self.crypto.public_key, message.get("transaction_id")
+        )
+        self.game_instance.stats_manager.add_dialogue_endstate(
+            EndState.SUCCESSFUL,
+            self.crypto.public_key == dialogue_label.dialogue_starter_pbk,
+        )
 
         dashboard = self.game_instance.dashboard
         if dashboard is not None:
-            dashboard.update_from_agent_state(self.game_instance.agent_state, append=True)
+            dashboard.update_from_agent_state(
+                self.game_instance.agent_state, append=True
+            )
             # recover agent agent_name from public key
-            agent_name = self.game_instance.game_configuration.agent_names[list(self.game_instance.game_configuration.agent_pbks).index(transaction.counterparty)]
+            agent_name = self.game_instance.game_configuration.agent_names[
+                list(self.game_instance.game_configuration.agent_pbks).index(
+                    transaction.counterparty
+                )
+            ]
             dashboard.add_transaction(transaction, agent_name=agent_name)
 
     def on_state_update(self, message: TACMessage, sender: Address) -> None:
@@ -141,11 +200,15 @@ def on_state_update(self, message: TACMessage, sender: Address) -> None:
 
         :return: None
         """
-        self.game_instance.on_state_update(message.get("state_update"), self.crypto.public_key)
+        self.game_instance.on_state_update(
+            message.get("state_update"), self.crypto.public_key
+        )
 
         dashboard = self.game_instance.dashboard
         if dashboard is not None:
-            dashboard.update_from_agent_state(self.game_instance.agent_state, append=False)
+            dashboard.update_from_agent_state(
+                self.game_instance.agent_state, append=False
+            )
 
     def on_cancelled(self) -> None:
         """
@@ -153,7 +216,9 @@ def on_cancelled(self) -> None:
 
         :return: None
         """
-        logger.debug("[{}]: Received cancellation from the controller.".format(self.agent_name))
+        logger.debug(
+            "[{}]: Received cancellation from the controller.".format(self.agent_name)
+        )
         self.liveness._is_stopped = True
         self.game_instance._game_phase = GamePhase.POST_GAME
 
@@ -166,7 +231,11 @@ def on_tac_error(self, message: TACMessage, sender: Address) -> None:
         :return: None
         """
         error_code = TACMessage.ErrorCode(message.get("error_code"))
-        logger.error("[{}]: Received error from the controller. error_msg={}".format(self.agent_name, TACMessage._from_ec_to_msg.get(error_code)))
+        logger.error(
+            "[{}]: Received error from the controller. error_msg={}".format(
+                self.agent_name, TACMessage._from_ec_to_msg.get(error_code)
+            )
+        )
         if error_code == TACMessage.ErrorCode.TRANSACTION_NOT_VALID:
             # if error in checking transaction, remove it from the pending transactions.
             start_idx_of_tx_id = len("Error in checking transaction: ")
@@ -174,14 +243,27 @@ def on_tac_error(self, message: TACMessage, sender: Address) -> None:
             if transaction_id in self.game_instance.transaction_manager.locked_txs:
                 self.game_instance.transaction_manager.pop_locked_tx(transaction_id)
             else:
-                logger.warning("[{}]: Received error on unknown transaction id: {}".format(self.agent_name, transaction_id))
+                logger.warning(
+                    "[{}]: Received error on unknown transaction id: {}".format(
+                        self.agent_name, transaction_id
+                    )
+                )
             pass
         elif error_code == TACMessage.ErrorCode.TRANSACTION_NOT_MATCHING:
             pass
-        elif error_code == TACMessage.ErrorCode.AGENT_PBK_ALREADY_REGISTERED or error_code == TACMessage.ErrorCode.AGENT_NAME_ALREADY_REGISTERED or error_code == TACMessage.ErrorCode.AGENT_NOT_REGISTERED:
+        elif (
+            error_code == TACMessage.ErrorCode.AGENT_PBK_ALREADY_REGISTERED
+            or error_code == TACMessage.ErrorCode.AGENT_NAME_ALREADY_REGISTERED
+            or error_code == TACMessage.ErrorCode.AGENT_NOT_REGISTERED
+        ):
             self.liveness._is_stopped = True
-        elif error_code == TACMessage.ErrorCode.REQUEST_NOT_VALID or error_code == TACMessage.ErrorCode.GENERIC_ERROR:
-            logger.warning("[{}]: Check last request sent and investigate!".format(self.agent_name))
+        elif (
+            error_code == TACMessage.ErrorCode.REQUEST_NOT_VALID
+            or error_code == TACMessage.ErrorCode.GENERIC_ERROR
+        ):
+            logger.warning(
+                "[{}]: Check last request sent and investigate!".format(self.agent_name)
+            )
 
     def _request_state_update(self) -> None:
         """
@@ -191,13 +273,26 @@ def _request_state_update(self) -> None:
         """
         tac_msg = TACMessage(tac_type=TACMessage.Type.GET_STATE_UPDATE)
         tac_bytes = TACSerializer().encode(tac_msg)
-        self.mailbox.outbox.put_message(to=self.game_instance.controller_pbk, sender=self.crypto.public_key, protocol_id=TACMessage.protocol_id, message=tac_bytes)
+        self.mailbox.outbox.put_message(
+            to=self.game_instance.controller_pbk,
+            sender=self.crypto.public_key,
+            protocol_id=TACMessage.protocol_id,
+            message=tac_bytes,
+        )
 
 
 class OEFReactions(OEFReactionInterface):
     """The OEFReactions class defines the reactions of an agent towards the OEF."""
 
-    def __init__(self, crypto: Crypto, liveness: Liveness, game_instance: GameInstance, mailbox: MailBox, agent_name: str, rejoin: bool = False) -> None:
+    def __init__(
+        self,
+        crypto: Crypto,
+        liveness: Liveness,
+        game_instance: GameInstance,
+        mailbox: MailBox,
+        agent_name: str,
+        rejoin: bool = False,
+    ) -> None:
         """
         Instantiate the OEFReactions.
 
@@ -227,7 +322,9 @@ def on_search_result(self, search_result: Message) -> None:
         """
         search_id = search_result.get("id")
         agents = search_result.get("agents")
-        logger.debug("[{}]: on search result: {} {}".format(self.agent_name, search_id, agents))
+        logger.debug(
+            "[{}]: on search result: {} {}".format(self.agent_name, search_id, agents)
+        )
         if search_id in self.game_instance.search.ids_for_tac:
             self._on_controller_search_result(agents)
         elif search_id in self.game_instance.search.ids_for_sellers:
@@ -235,7 +332,11 @@ def on_search_result(self, search_result: Message) -> None:
         elif search_id in self.game_instance.search.ids_for_buyers:
             self._on_services_search_result(agents, is_searching_for_sellers=False)
         else:
-            logger.debug("[{}]: Unknown search id: search_id={}".format(self.agent_name, search_id))
+            logger.debug(
+                "[{}]: Unknown search id: search_id={}".format(
+                    self.agent_name, search_id
+                )
+            )
 
     def on_oef_error(self, oef_error: Message) -> None:
         """
@@ -245,8 +346,11 @@ def on_oef_error(self, oef_error: Message) -> None:
 
         :return: None
         """
-        logger.error("[{}]: Received OEF error: answer_id={}, operation={}"
-                     .format(self.agent_name, oef_error.get("id"), oef_error.get("operation")))
+        logger.error(
+            "[{}]: Received OEF error: answer_id={}, operation={}".format(
+                self.agent_name, oef_error.get("id"), oef_error.get("operation")
+            )
+        )
 
     def on_dialogue_error(self, dialogue_error: Message) -> None:
         """
@@ -256,8 +360,14 @@ def on_dialogue_error(self, dialogue_error: Message) -> None:
 
         :return: None
         """
-        logger.error("[{}]: Received Dialogue error: answer_id={}, dialogue_id={}, origin={}"
-                     .format(self.agent_name, dialogue_error.get("id"), dialogue_error.get("dialogue_id"), dialogue_error.get("origin")))
+        logger.error(
+            "[{}]: Received Dialogue error: answer_id={}, dialogue_id={}, origin={}".format(
+                self.agent_name,
+                dialogue_error.get("id"),
+                dialogue_error.get("dialogue_id"),
+                dialogue_error.get("origin"),
+            )
+        )
 
     def _on_controller_search_result(self, agent_pbks: List[str]) -> None:
         """
@@ -268,24 +378,42 @@ def _on_controller_search_result(self, agent_pbks: List[str]) -> None:
         :return: None
         """
         if self.game_instance.game_phase != GamePhase.PRE_GAME:
-            logger.debug("[{}]: Ignoring controller search result, the agent is already competing.".format(self.agent_name))
+            logger.debug(
+                "[{}]: Ignoring controller search result, the agent is already competing.".format(
+                    self.agent_name
+                )
+            )
             return
 
         if len(agent_pbks) == 0:
-            logger.debug("[{}]: Couldn't find the TAC controller. Retrying...".format(self.agent_name))
+            logger.debug(
+                "[{}]: Couldn't find the TAC controller. Retrying...".format(
+                    self.agent_name
+                )
+            )
         elif len(agent_pbks) > 1:
-            logger.error("[{}]: Found more than one TAC controller. Stopping...".format(self.agent_name))
+            logger.error(
+                "[{}]: Found more than one TAC controller. Stopping...".format(
+                    self.agent_name
+                )
+            )
             self.liveness._is_stopped = True
         elif self.rejoin:
-            logger.debug("[{}]: Found the TAC controller. Rejoining...".format(self.agent_name))
+            logger.debug(
+                "[{}]: Found the TAC controller. Rejoining...".format(self.agent_name)
+            )
             controller_pbk = agent_pbks[0]
             self._rejoin_tac(controller_pbk)
         else:
-            logger.debug("[{}]: Found the TAC controller. Registering...".format(self.agent_name))
+            logger.debug(
+                "[{}]: Found the TAC controller. Registering...".format(self.agent_name)
+            )
             controller_pbk = agent_pbks[0]
             self._register_to_tac(controller_pbk)
 
-    def _on_services_search_result(self, agent_pbks: List[str], is_searching_for_sellers: bool) -> None:
+    def _on_services_search_result(
+        self, agent_pbks: List[str], is_searching_for_sellers: bool
+    ) -> None:
         """
         Process the search result for services.
 
@@ -298,23 +426,52 @@ def _on_services_search_result(self, agent_pbks: List[str], is_searching_for_sel
         if self.crypto.public_key in agent_pbks_set:
             agent_pbks_set.remove(self.crypto.public_key)
         agent_pbks = list(agent_pbks_set)
-        searched_for = 'sellers' if is_searching_for_sellers else 'buyers'
-        logger.debug("[{}]: Found potential {}: {}".format(self.agent_name, searched_for, agent_pbks))
-
-        services = self.game_instance.build_services_dict(is_supply=not is_searching_for_sellers)
+        searched_for = "sellers" if is_searching_for_sellers else "buyers"
+        logger.debug(
+            "[{}]: Found potential {}: {}".format(
+                self.agent_name, searched_for, agent_pbks
+            )
+        )
+
+        services = self.game_instance.build_services_dict(
+            is_supply=not is_searching_for_sellers
+        )
         if services is None:
-            response = 'demanding' if is_searching_for_sellers else 'supplying'
-            logger.debug("[{}]: No longer {} any goods...".format(self.agent_name, response))
+            response = "demanding" if is_searching_for_sellers else "supplying"
+            logger.debug(
+                "[{}]: No longer {} any goods...".format(self.agent_name, response)
+            )
             return
         for agent_pbk in agent_pbks:
-            dialogue = self.game_instance.dialogues.create_self_initiated(agent_pbk, self.crypto.public_key, not is_searching_for_sellers)
-            cfp = FIPAMessage(message_id=STARTING_MESSAGE_ID, dialogue_id=dialogue.dialogue_label.dialogue_id,
-                              target=STARTING_MESSAGE_TARGET, performative=FIPAMessage.Performative.CFP, query=json.dumps(services).encode('utf-8'))
+            dialogue = self.game_instance.dialogues.create_self_initiated(
+                agent_pbk, self.crypto.public_key, not is_searching_for_sellers
+            )
+            cfp = FIPAMessage(
+                message_id=STARTING_MESSAGE_ID,
+                dialogue_id=dialogue.dialogue_label.dialogue_id,
+                target=STARTING_MESSAGE_TARGET,
+                performative=FIPAMessage.Performative.CFP,
+                query=json.dumps(services).encode("utf-8"),
+            )
             dialogue.outgoing_extend([cfp])
             cfp_bytes = FIPASerializer().encode(cfp)
-            logger.debug("[{}]: send_cfp_as_{}: msg_id={}, dialogue_id={}, destination={}, target={}, services={}"
-                         .format(self.agent_name, dialogue.role, cfp.get("id"), cfp.get("dialogue_id"), agent_pbk, cfp.get("target"), services))
-            self.mailbox.outbox.put_message(to=agent_pbk, sender=self.crypto.public_key, protocol_id=FIPAMessage.protocol_id, message=cfp_bytes)
+            logger.debug(
+                "[{}]: send_cfp_as_{}: msg_id={}, dialogue_id={}, destination={}, target={}, services={}".format(
+                    self.agent_name,
+                    dialogue.role,
+                    cfp.get("id"),
+                    cfp.get("dialogue_id"),
+                    agent_pbk,
+                    cfp.get("target"),
+                    services,
+                )
+            )
+            self.mailbox.outbox.put_message(
+                to=agent_pbk,
+                sender=self.crypto.public_key,
+                protocol_id=FIPAMessage.protocol_id,
+                message=cfp_bytes,
+            )
 
     def _register_to_tac(self, controller_pbk: Address) -> None:
         """
@@ -326,9 +483,16 @@ def _register_to_tac(self, controller_pbk: Address) -> None:
         """
         self.game_instance.controller_pbk = controller_pbk
         self.game_instance._game_phase = GamePhase.GAME_SETUP
-        tac_msg = TACMessage(tac_type=TACMessage.Type.REGISTER, agent_name=self.agent_name)
+        tac_msg = TACMessage(
+            tac_type=TACMessage.Type.REGISTER, agent_name=self.agent_name
+        )
         tac_bytes = TACSerializer().encode(tac_msg)
-        self.mailbox.outbox.put_message(to=self.game_instance.controller_pbk, sender=self.crypto.public_key, protocol_id=TACMessage.protocol_id, message=tac_bytes)
+        self.mailbox.outbox.put_message(
+            to=self.game_instance.controller_pbk,
+            sender=self.crypto.public_key,
+            protocol_id=TACMessage.protocol_id,
+            message=tac_bytes,
+        )
 
     def _rejoin_tac(self, controller_pbk: Address) -> None:
         """
@@ -342,13 +506,25 @@ def _rejoin_tac(self, controller_pbk: Address) -> None:
         self.game_instance._game_phase = GamePhase.GAME_SETUP
         tac_msg = TACMessage(tac_type=TACMessage.Type.GET_STATE_UPDATE)
         tac_bytes = TACSerializer().encode(tac_msg)
-        self.mailbox.outbox.put_message(to=self.game_instance.controller_pbk, sender=self.crypto.public_key, protocol_id=TACMessage.protocol_id, message=tac_bytes)
+        self.mailbox.outbox.put_message(
+            to=self.game_instance.controller_pbk,
+            sender=self.crypto.public_key,
+            protocol_id=TACMessage.protocol_id,
+            message=tac_bytes,
+        )
 
 
 class DialogueReactions(DialogueReactionInterface):
     """The DialogueReactions class defines the reactions of an agent in the context of a Dialogue."""
 
-    def __init__(self, crypto: Crypto, liveness: Liveness, game_instance: GameInstance, mailbox: MailBox, agent_name: str) -> None:
+    def __init__(
+        self,
+        crypto: Crypto,
+        liveness: Liveness,
+        game_instance: GameInstance,
+        mailbox: MailBox,
+        agent_name: str,
+    ) -> None:
         """
         Instantiate the DialogueReactions.
 
@@ -377,10 +553,16 @@ def on_new_dialogue(self, message: Message, sender: Address) -> None:
         :return: None
         """
         assert message.get("performative") == FIPAMessage.Performative.CFP
-        services = json.loads(message.get("query").decode('utf-8'))
-        is_seller = services['description'] == TAC_DEMAND_DATAMODEL_NAME
-        dialogue = self.dialogues.create_opponent_initiated(sender, message.get("dialogue_id"), is_seller)
-        logger.debug("[{}]: saving dialogue (as {}): dialogue_id={}".format(self.agent_name, dialogue.role, dialogue.dialogue_label.dialogue_id))
+        services = json.loads(message.get("query").decode("utf-8"))
+        is_seller = services["description"] == TAC_DEMAND_DATAMODEL_NAME
+        dialogue = self.dialogues.create_opponent_initiated(
+            sender, message.get("dialogue_id"), is_seller
+        )
+        logger.debug(
+            "[{}]: saving dialogue (as {}): dialogue_id={}".format(
+                self.agent_name, dialogue.role, dialogue.dialogue_label.dialogue_id
+            )
+        )
         envelopes = self._handle(message, dialogue)
         for envelope in envelopes:
             self.mailbox.outbox.put(envelope)
@@ -408,9 +590,17 @@ def on_unidentified_dialogue(self, message: Message, sender: Address) -> None:
         :return: None
         """
         logger.debug("[{}]: Unidentified dialogue.".format(self.agent_name))
-        msg = DefaultMessage(type=DefaultMessage.Type.BYTES, content=b'This message belongs to an unidentified dialogue.')
+        msg = DefaultMessage(
+            type=DefaultMessage.Type.BYTES,
+            content=b"This message belongs to an unidentified dialogue.",
+        )
         msg_bytes = DefaultSerializer().encode(msg)
-        self.mailbox.outbox.put_message(to=sender, sender=self.crypto.public_key, protocol_id=DefaultMessage.protocol_id, message=msg_bytes)
+        self.mailbox.outbox.put_message(
+            to=sender,
+            sender=self.crypto.public_key,
+            protocol_id=DefaultMessage.protocol_id,
+            message=msg_bytes,
+        )
 
     def _handle(self, message: Message, dialogue: Dialogue) -> List[Envelope]:
         """
diff --git a/tac/agents/participant/v1/base/states.py b/tac/agents/participant/v1/base/states.py
index 22642818..541614d5 100644
--- a/tac/agents/participant/v1/base/states.py
+++ b/tac/agents/participant/v1/base/states.py
@@ -44,7 +44,9 @@
 class AgentState(BaseAgentState):
     """Represent the state of an agent during the game."""
 
-    def __init__(self, money: float, endowment: Endowment, utility_params: UtilityParams):
+    def __init__(
+        self, money: float, endowment: Endowment, utility_params: UtilityParams
+    ):
         """
         Instantiate an agent state object.
 
@@ -112,7 +114,7 @@ def check_transaction_is_consistent(self, tx: Transaction, tx_fee: float) -> boo
                 result = result and (self._current_holdings[good_id] >= quantity)
         return result
 
-    def apply(self, transactions: List[Transaction], tx_fee: float) -> 'AgentState':
+    def apply(self, transactions: List[Transaction], tx_fee: float) -> "AgentState":
         """
         Apply a list of transactions to the current state.
 
@@ -151,26 +153,35 @@ def __copy__(self):
 
     def __str__(self):
         """From object to string."""
-        return "AgentState{}".format(pprint.pformat({
-            "money": self.balance,
-            "utility_params": self.utility_params,
-            "current_holdings": self._current_holdings
-        }))
+        return "AgentState{}".format(
+            pprint.pformat(
+                {
+                    "money": self.balance,
+                    "utility_params": self.utility_params,
+                    "current_holdings": self._current_holdings,
+                }
+            )
+        )
 
     def __eq__(self, other) -> bool:
         """Compare equality of two instances of the class."""
-        return isinstance(other, AgentState) and \
-            self.balance == other.balance and \
-            self.utility_params == other.utility_params and \
-            self._current_holdings == other._current_holdings
+        return (
+            isinstance(other, AgentState)
+            and self.balance == other.balance
+            and self.utility_params == other.utility_params
+            and self._current_holdings == other._current_holdings
+        )
 
 
 class WorldState(BaseWorldState):
     """Represent the state of the world from the perspective of the agent."""
 
-    def __init__(self, opponent_pbks: List[str],
-                 good_pbks: List[str],
-                 initial_agent_state: AgentState) -> None:
+    def __init__(
+        self,
+        opponent_pbks: List[str],
+        good_pbks: List[str],
+        initial_agent_state: AgentState,
+    ) -> None:
         """
         Instantiate an agent state object.
 
@@ -181,18 +192,22 @@ def __init__(self, opponent_pbks: List[str],
         """
         BaseWorldState.__init__(self)
         self.opponent_states = dict(
-            (agent_pbk,
+            (
+                agent_pbk,
                 AgentState(
                     self._expected_initial_money_amount(initial_agent_state.balance),
-                    self._expected_good_endowments(initial_agent_state.current_holdings),
-                    self._expected_utility_params(initial_agent_state.utility_params)
-                ))
-            for agent_pbk in opponent_pbks)  # type: Dict[str, AgentState]
+                    self._expected_good_endowments(
+                        initial_agent_state.current_holdings
+                    ),
+                    self._expected_utility_params(initial_agent_state.utility_params),
+                ),
+            )
+            for agent_pbk in opponent_pbks
+        )  # type: Dict[str, AgentState]
 
         self.good_price_models = dict(
-            (good_pbk,
-                GoodPriceModel())
-            for good_pbk in good_pbks)
+            (good_pbk, GoodPriceModel()) for good_pbk in good_pbks
+        )
 
     def update_on_cfp(self, query) -> None:
         """Update the world state when a new cfp is received."""
@@ -211,7 +226,9 @@ def update_on_declined_propose(self, transaction: Transaction) -> None:
         """
         self._from_transaction_update_price(transaction, is_accepted=False)
 
-    def _from_transaction_update_price(self, transaction: Transaction, is_accepted: bool) -> None:
+    def _from_transaction_update_price(
+        self, transaction: Transaction, is_accepted: bool
+    ) -> None:
         """
         Update the good price model based on a transaction.
 
@@ -270,7 +287,13 @@ def _expected_utility_params(self, utility_params: UtilityParams) -> UtilityPara
         expected_utility_params = utility_params
         return expected_utility_params
 
-    def expected_price(self, good_pbk: Address, marginal_utility: float, is_seller: bool, share_of_tx_fee: float) -> float:
+    def expected_price(
+        self,
+        good_pbk: Address,
+        marginal_utility: float,
+        is_seller: bool,
+        share_of_tx_fee: float,
+    ) -> float:
         """
         Compute expectation of the price for the good given a constraint.
 
@@ -280,7 +303,11 @@ def expected_price(self, good_pbk: Address, marginal_utility: float, is_seller:
         :param share_of_tx_fee: the share of the tx fee the agent pays
         :return: the expected price
         """
-        constraint = round(marginal_utility + share_of_tx_fee, 1) if is_seller else round(marginal_utility - share_of_tx_fee, 1)
+        constraint = (
+            round(marginal_utility + share_of_tx_fee, 1)
+            if is_seller
+            else round(marginal_utility - share_of_tx_fee, 1)
+        )
         good_price_model = self.good_price_models[good_pbk]
         expected_price = good_price_model.get_price_expectation(constraint, is_seller)
         return expected_price
diff --git a/tac/agents/participant/v1/base/stats_manager.py b/tac/agents/participant/v1/base/stats_manager.py
index efdda6d2..8f6a8e9a 100644
--- a/tac/agents/participant/v1/base/stats_manager.py
+++ b/tac/agents/participant/v1/base/stats_manager.py
@@ -59,14 +59,18 @@ def __init__(self, mail_stats, dashboard, task_timeout: float = 2.0) -> None:
 
         self._mail_stats = mail_stats
 
-        self._self_initiated_dialogue_stats = {EndState.SUCCESSFUL: 0,
-                                               EndState.DECLINED_CFP: 0,
-                                               EndState.DECLINED_PROPOSE: 0,
-                                               EndState.DECLINED_ACCEPT: 0}  # type: Dict[EndState, int]
-        self._other_initiated_dialogue_stats = {EndState.SUCCESSFUL: 0,
-                                                EndState.DECLINED_CFP: 0,
-                                                EndState.DECLINED_PROPOSE: 0,
-                                                EndState.DECLINED_ACCEPT: 0}  # type: Dict[EndState, int]
+        self._self_initiated_dialogue_stats = {
+            EndState.SUCCESSFUL: 0,
+            EndState.DECLINED_CFP: 0,
+            EndState.DECLINED_PROPOSE: 0,
+            EndState.DECLINED_ACCEPT: 0,
+        }  # type: Dict[EndState, int]
+        self._other_initiated_dialogue_stats = {
+            EndState.SUCCESSFUL: 0,
+            EndState.DECLINED_CFP: 0,
+            EndState.DECLINED_PROPOSE: 0,
+            EndState.DECLINED_ACCEPT: 0,
+        }  # type: Dict[EndState, int]
 
     @property
     def mail_stats(self) -> MailStats:
@@ -83,7 +87,9 @@ def other_initiated_dialogue_stats(self) -> Dict[EndState, int]:
         """Get the stats dictionary on other initiated dialogues."""
         return self._other_initiated_dialogue_stats
 
-    def add_dialogue_endstate(self, end_state: EndState, is_self_initiated: bool) -> None:
+    def add_dialogue_endstate(
+        self, end_state: EndState, is_self_initiated: bool
+    ) -> None:
         """
         Add dialogue endstate stats.
 
@@ -171,8 +177,10 @@ def stop(self) -> None:
 
         :return: None
         """
-        assert self._update_stats_task is not None, "Call start before calling stop."
         if self._update_stats_task_is_running:
+            assert (
+                self._update_stats_task is not None
+            ), "Call start before calling stop."
             self._update_stats_task_is_running = False
             self._update_stats_task.join()
 
diff --git a/tac/agents/participant/v1/base/strategy.py b/tac/agents/participant/v1/base/strategy.py
index f7f50b10..6d7facf3 100644
--- a/tac/agents/participant/v1/base/strategy.py
+++ b/tac/agents/participant/v1/base/strategy.py
@@ -32,23 +32,28 @@
 class RegisterAs(Enum):
     """This class defines the service registration options."""
 
-    SELLER = 'seller'
-    BUYER = 'buyer'
-    BOTH = 'both'
+    SELLER = "seller"
+    BUYER = "buyer"
+    BOTH = "both"
 
 
 class SearchFor(Enum):
     """This class defines the service search options."""
 
-    SELLERS = 'sellers'
-    BUYERS = 'buyers'
-    BOTH = 'both'
+    SELLERS = "sellers"
+    BUYERS = "buyers"
+    BOTH = "both"
 
 
 class Strategy:
     """This class defines an abstract strategy for the agent."""
 
-    def __init__(self, register_as: RegisterAs = RegisterAs.BOTH, search_for: SearchFor = SearchFor.BOTH, is_world_modeling: bool = False) -> None:
+    def __init__(
+        self,
+        register_as: RegisterAs = RegisterAs.BOTH,
+        search_for: SearchFor = SearchFor.BOTH,
+        is_world_modeling: bool = False,
+    ) -> None:
         """
         Initialize the strategy of the agent.
 
@@ -70,22 +75,32 @@ def is_world_modeling(self) -> bool:
     @property
     def is_registering_as_seller(self) -> bool:
         """Check if the agent registers as a seller on the OEF."""
-        return self._register_as == RegisterAs.SELLER or self._register_as == RegisterAs.BUYER
+        return (
+            self._register_as == RegisterAs.SELLER
+            or self._register_as == RegisterAs.BUYER
+        )
 
     @property
     def is_searching_for_sellers(self) -> bool:
         """Check if the agent searches for sellers on the OEF."""
-        return self._search_for == SearchFor.SELLERS or self._search_for == SearchFor.BOTH
+        return (
+            self._search_for == SearchFor.SELLERS or self._search_for == SearchFor.BOTH
+        )
 
     @property
     def is_registering_as_buyer(self) -> bool:
         """Check if the agent registers as a buyer on the OEF."""
-        return self._register_as == RegisterAs.BUYER or self._register_as == RegisterAs.BOTH
+        return (
+            self._register_as == RegisterAs.BUYER
+            or self._register_as == RegisterAs.BOTH
+        )
 
     @property
     def is_searching_for_buyers(self) -> bool:
         """Check if the agent searches for buyers on the OEF."""
-        return self._search_for == SearchFor.BUYERS or self._search_for == SearchFor.BOTH
+        return (
+            self._search_for == SearchFor.BUYERS or self._search_for == SearchFor.BOTH
+        )
 
     @abstractmethod
     def supplied_good_quantities(self, current_holdings: List[int]) -> List[int]:
@@ -98,7 +113,9 @@ def supplied_good_quantities(self, current_holdings: List[int]) -> List[int]:
         """
 
     @abstractmethod
-    def supplied_good_pbks(self, good_pbks: List[str], current_holdings: List[int]) -> Set[str]:
+    def supplied_good_pbks(
+        self, good_pbks: List[str], current_holdings: List[int]
+    ) -> Set[str]:
         """
         Generate a set of good public keys which are supplied by the agent.
 
@@ -119,7 +136,9 @@ def demanded_good_quantities(self, current_holdings: List[int]) -> List[int]:
         """
 
     @abstractmethod
-    def demanded_good_pbks(self, good_pbks: List[str], current_holdings: List[int]) -> Set[str]:
+    def demanded_good_pbks(
+        self, good_pbks: List[str], current_holdings: List[int]
+    ) -> Set[str]:
         """
         Generate a set of good public keys which are demanded by the agent.
 
@@ -130,8 +149,15 @@ def demanded_good_pbks(self, good_pbks: List[str], current_holdings: List[int])
         """
 
     @abstractmethod
-    def get_proposals(self, good_pbks: List[str], current_holdings: List[int], utility_params: List[float],
-                      tx_fee: float, is_seller: bool, world_state: Optional[WorldState]) -> List[Description]:
+    def get_proposals(
+        self,
+        good_pbks: List[str],
+        current_holdings: List[int],
+        utility_params: List[float],
+        tx_fee: float,
+        is_seller: bool,
+        world_state: Optional[WorldState],
+    ) -> List[Description]:
         """
         Generate proposals from the agent in the role of seller/buyer.
 
diff --git a/tac/agents/participant/v1/base/transaction_manager.py b/tac/agents/participant/v1/base/transaction_manager.py
index a2ff46f3..7c9852bd 100644
--- a/tac/agents/participant/v1/base/transaction_manager.py
+++ b/tac/agents/participant/v1/base/transaction_manager.py
@@ -48,8 +48,12 @@ def __init__(self, agent_name: str, pending_transaction_timeout: int = 30) -> No
         """
         self.agent_name = agent_name
 
-        self.pending_proposals = defaultdict(lambda: {})  # type: Dict[DialogueLabel, Dict[MESSAGE_ID, Transaction]]
-        self.pending_initial_acceptances = defaultdict(lambda: {})  # type: Dict[DialogueLabel, Dict[MESSAGE_ID, Transaction]]
+        self.pending_proposals = defaultdict(
+            lambda: {}
+        )  # type: Dict[DialogueLabel, Dict[MESSAGE_ID, Transaction]]
+        self.pending_initial_acceptances = defaultdict(
+            lambda: {}
+        )  # type: Dict[DialogueLabel, Dict[MESSAGE_ID, Transaction]]
 
         self.locked_txs = {}  # type: Dict[TRANSACTION_ID, Transaction]
         self.locked_txs_as_buyer = {}  # type: Dict[TRANSACTION_ID, Transaction]
@@ -57,7 +61,9 @@ def __init__(self, agent_name: str, pending_transaction_timeout: int = 30) -> No
 
         self.pending_transaction_timeout = pending_transaction_timeout
 
-        self._last_update_for_transactions = deque()  # type: Deque[Tuple[datetime.datetime, TRANSACTION_ID]]
+        self._last_update_for_transactions = (
+            deque()
+        )  # type: Deque[Tuple[datetime.datetime, TRANSACTION_ID]]
 
     def cleanup_pending_transactions(self) -> None:
         """
@@ -80,7 +86,9 @@ def cleanup_pending_transactions(self) -> None:
 
             # extract dialogue label and message id
             transaction_id = next_item
-            logger.debug("[{}]: Removing transaction: {}".format(self.agent_name, transaction_id))
+            logger.debug(
+                "[{}]: Removing transaction: {}".format(self.agent_name, transaction_id)
+            )
 
             # remove (safely) the associated pending proposal (if present)
             self.locked_txs.pop(transaction_id, None)
@@ -103,7 +111,9 @@ def _register_transaction_with_time(self, transaction_id: TransactionId) -> None
         now = datetime.datetime.now()
         self._last_update_for_transactions.append((now, transaction_id))
 
-    def add_pending_proposal(self, dialogue_label: DialogueLabel, proposal_id: int, transaction: Transaction) -> None:
+    def add_pending_proposal(
+        self, dialogue_label: DialogueLabel, proposal_id: int, transaction: Transaction
+    ) -> None:
         """
         Add a proposal (in the form of a transaction) to the pending list.
 
@@ -114,10 +124,15 @@ def add_pending_proposal(self, dialogue_label: DialogueLabel, proposal_id: int,
 
         :return: None
         """
-        assert dialogue_label not in self.pending_proposals and proposal_id not in self.pending_proposals[dialogue_label]
+        assert (
+            dialogue_label not in self.pending_proposals
+            and proposal_id not in self.pending_proposals[dialogue_label]
+        )
         self.pending_proposals[dialogue_label][proposal_id] = transaction
 
-    def pop_pending_proposal(self, dialogue_label: DialogueLabel, proposal_id: int) -> Transaction:
+    def pop_pending_proposal(
+        self, dialogue_label: DialogueLabel, proposal_id: int
+    ) -> Transaction:
         """
         Remove a proposal (in the form of a transaction) from the pending list.
 
@@ -127,11 +142,16 @@ def pop_pending_proposal(self, dialogue_label: DialogueLabel, proposal_id: int)
 
         :return: the transaction
         """
-        assert dialogue_label in self.pending_proposals and proposal_id in self.pending_proposals[dialogue_label]
+        assert (
+            dialogue_label in self.pending_proposals
+            and proposal_id in self.pending_proposals[dialogue_label]
+        )
         transaction = self.pending_proposals[dialogue_label].pop(proposal_id)
         return transaction
 
-    def add_pending_initial_acceptance(self, dialogue_label: DialogueLabel, proposal_id: int, transaction: Transaction) -> None:
+    def add_pending_initial_acceptance(
+        self, dialogue_label: DialogueLabel, proposal_id: int, transaction: Transaction
+    ) -> None:
         """
         Add an acceptance (in the form of a transaction) to the pending list.
 
@@ -142,10 +162,15 @@ def add_pending_initial_acceptance(self, dialogue_label: DialogueLabel, proposal
 
         :return: None
         """
-        assert dialogue_label not in self.pending_initial_acceptances and proposal_id not in self.pending_initial_acceptances[dialogue_label]
+        assert (
+            dialogue_label not in self.pending_initial_acceptances
+            and proposal_id not in self.pending_initial_acceptances[dialogue_label]
+        )
         self.pending_initial_acceptances[dialogue_label][proposal_id] = transaction
 
-    def pop_pending_initial_acceptance(self, dialogue_label: DialogueLabel, proposal_id: int) -> Transaction:
+    def pop_pending_initial_acceptance(
+        self, dialogue_label: DialogueLabel, proposal_id: int
+    ) -> Transaction:
         """
         Remove an acceptance (in the form of a transaction) from the pending list.
 
@@ -155,7 +180,10 @@ def pop_pending_initial_acceptance(self, dialogue_label: DialogueLabel, proposal
 
         :return: the transaction
         """
-        assert dialogue_label in self.pending_initial_acceptances and proposal_id in self.pending_initial_acceptances[dialogue_label]
+        assert (
+            dialogue_label in self.pending_initial_acceptances
+            and proposal_id in self.pending_initial_acceptances[dialogue_label]
+        )
         transaction = self.pending_initial_acceptances[dialogue_label].pop(proposal_id)
         return transaction
 
diff --git a/tac/agents/participant/v1/examples/baseline.py b/tac/agents/participant/v1/examples/baseline.py
index e054a59f..1bed53e0 100644
--- a/tac/agents/participant/v1/examples/baseline.py
+++ b/tac/agents/participant/v1/examples/baseline.py
@@ -37,10 +37,20 @@
 class BaselineAgent(ParticipantAgent):
     """A baseline agent implementation for TAC."""
 
-    def __init__(self, name: str, oef_addr: str, oef_port: int, strategy: Strategy, expected_version_id: str,
-                 agent_timeout: float = 1.0, max_reactions: int = 100, services_interval: int = 10,
-                 pending_transaction_timeout: int = 30, dashboard: Optional[AgentDashboard] = None,
-                 private_key_pem: Optional[str] = None):
+    def __init__(
+        self,
+        name: str,
+        oef_addr: str,
+        oef_port: int,
+        strategy: Strategy,
+        expected_version_id: str,
+        agent_timeout: float = 1.0,
+        max_reactions: int = 100,
+        services_interval: int = 10,
+        pending_transaction_timeout: int = 30,
+        dashboard: Optional[AgentDashboard] = None,
+        private_key_pem: Optional[str] = None,
+    ):
         """
         Instantiate the agent.
 
@@ -58,47 +68,126 @@ def __init__(self, name: str, oef_addr: str, oef_port: int, strategy: Strategy,
 
         :return: None
         """
-        super().__init__(name, oef_addr, oef_port, strategy, expected_version_id, agent_timeout, max_reactions, services_interval, pending_transaction_timeout, dashboard, private_key_pem)
+        super().__init__(
+            name,
+            oef_addr,
+            oef_port,
+            strategy,
+            expected_version_id,
+            agent_timeout,
+            max_reactions,
+            services_interval,
+            pending_transaction_timeout,
+            dashboard,
+            private_key_pem,
+        )
 
 
 def _parse_arguments():
-    parser = argparse.ArgumentParser("BaselineAgent", description="Launch the BaselineAgent.")
-    parser.add_argument("--name", type=str, default="baseline_agent", help="Name of the agent.")
-    parser.add_argument("--oef-addr", default="127.0.0.1", help="TCP/IP address of the OEF Agent")
-    parser.add_argument("--oef-port", default=10000, help="TCP/IP port of the OEF Agent")
-    parser.add_argument("--agent-timeout", type=float, default=1.0, help="The time in (fractions of) seconds to time out an agent between act and react.")
-    parser.add_argument("--max-reactions", type=int, default=100, help="The maximum number of reactions (messages processed) per call to react.")
-    parser.add_argument("--register-as", choices=['seller', 'buyer', 'both'], default='both', help="The string indicates whether the baseline agent registers as seller, buyer or both on the oef.")
-    parser.add_argument("--search-for", choices=['sellers', 'buyers', 'both'], default='both', help="The string indicates whether the baseline agent searches for sellers, buyers or both on the oef.")
-    parser.add_argument("--is-world-modeling", type=bool, default=False, help="Whether the agent uses a workd model or not.")
-    parser.add_argument("--services-interval", type=int, default=10, help="The number of seconds to wait before doing another search.")
-    parser.add_argument("--pending-transaction-timeout", type=int, default=30, help="The timeout in seconds to wait for pending transaction/negotiations.")
-    parser.add_argument("--private-key-pem", type=str, default=None, help="Path to a file containing a private key in PEM format.")
-    parser.add_argument("--rejoin", action="store_true", default=False, help="Whether the agent is joining a running TAC.")
-    parser.add_argument("--dashboard", action="store_true", help="Show the agent dashboard.")
-    parser.add_argument("--visdom_addr", type=str, default="localhost", help="Address of the Visdom server.")
-    parser.add_argument("--visdom_port", type=int, default=8097, help="Port of the Visdom server.")
-    parser.add_argument("--expected-version-id", type=str, default=str(random.randint(0, 10000)), help="The expected version id of the TAC.")
+    parser = argparse.ArgumentParser(
+        "BaselineAgent", description="Launch the BaselineAgent."
+    )
+    parser.add_argument(
+        "--name", type=str, default="baseline_agent", help="Name of the agent."
+    )
+    parser.add_argument(
+        "--oef-addr", default="127.0.0.1", help="TCP/IP address of the OEF Agent"
+    )
+    parser.add_argument(
+        "--oef-port", default=10000, help="TCP/IP port of the OEF Agent"
+    )
+    parser.add_argument(
+        "--agent-timeout",
+        type=float,
+        default=1.0,
+        help="The time in (fractions of) seconds to time out an agent between act and react.",
+    )
+    parser.add_argument(
+        "--max-reactions",
+        type=int,
+        default=100,
+        help="The maximum number of reactions (messages processed) per call to react.",
+    )
+    parser.add_argument(
+        "--register-as",
+        choices=["seller", "buyer", "both"],
+        default="both",
+        help="The string indicates whether the baseline agent registers as seller, buyer or both on the oef.",
+    )
+    parser.add_argument(
+        "--search-for",
+        choices=["sellers", "buyers", "both"],
+        default="both",
+        help="The string indicates whether the baseline agent searches for sellers, buyers or both on the oef.",
+    )
+    parser.add_argument(
+        "--is-world-modeling",
+        type=bool,
+        default=False,
+        help="Whether the agent uses a workd model or not.",
+    )
+    parser.add_argument(
+        "--services-interval",
+        type=int,
+        default=10,
+        help="The number of seconds to wait before doing another search.",
+    )
+    parser.add_argument(
+        "--pending-transaction-timeout",
+        type=int,
+        default=30,
+        help="The timeout in seconds to wait for pending transaction/negotiations.",
+    )
+    parser.add_argument(
+        "--private-key-pem",
+        type=str,
+        default=None,
+        help="Path to a file containing a private key in PEM format.",
+    )
+    parser.add_argument(
+        "--rejoin",
+        action="store_true",
+        default=False,
+        help="Whether the agent is joining a running TAC.",
+    )
+    parser.add_argument(
+        "--dashboard", action="store_true", help="Show the agent dashboard."
+    )
+    parser.add_argument(
+        "--visdom_addr",
+        type=str,
+        default="localhost",
+        help="Address of the Visdom server.",
+    )
+    parser.add_argument(
+        "--visdom_port", type=int, default=8097, help="Port of the Visdom server."
+    )
+    parser.add_argument(
+        "--expected-version-id",
+        type=str,
+        default=str(random.randint(0, 10000)),
+        help="The expected version id of the TAC.",
+    )
     return parser.parse_args()
 
 
 def main(
-        name: str = "baseline_agent",
-        oef_addr: str = "127.0.0.1",
-        oef_port: int = 10000,
-        agent_timeout: float = 1.0,
-        max_reactions: int = 100,
-        register_as: str = "both",
-        search_for: str = "both",
-        is_world_modeling: bool = False,
-        services_interval: int = 5,
-        pending_transaction_timeout: int = 30,
-        private_key_pem: Optional[str] = None,
-        rejoin: bool = False,
-        dashboard: bool = False,
-        visdom_addr: str = "127.0.0.1",
-        visdom_port: int = 8097,
-        expected_version_id: str = str(random.randint(0, 10000))
+    name: str = "baseline_agent",
+    oef_addr: str = "127.0.0.1",
+    oef_port: int = 10000,
+    agent_timeout: float = 1.0,
+    max_reactions: int = 100,
+    register_as: str = "both",
+    search_for: str = "both",
+    is_world_modeling: bool = False,
+    services_interval: int = 5,
+    pending_transaction_timeout: int = 30,
+    private_key_pem: Optional[str] = None,
+    rejoin: bool = False,
+    dashboard: bool = False,
+    visdom_addr: str = "127.0.0.1",
+    visdom_port: int = 8097,
+    expected_version_id: str = str(random.randint(0, 10000)),
 ):
     """
     Launch a baseline agent.
@@ -108,13 +197,31 @@ def main(
     """
     agent_dashboard = None  # type: Optional[AgentDashboard]
     if dashboard:
-        agent_dashboard = AgentDashboard(agent_name=name, env_name=name, visdom_addr=visdom_addr, visdom_port=visdom_port)
-
-    strategy = BaselineStrategy(register_as=RegisterAs(register_as), search_for=SearchFor(search_for), is_world_modeling=is_world_modeling)
-    agent = BaselineAgent(name=name, oef_addr=oef_addr, oef_port=oef_port, strategy=strategy, expected_version_id=expected_version_id,
-                          agent_timeout=agent_timeout, max_reactions=max_reactions, services_interval=services_interval,
-                          pending_transaction_timeout=pending_transaction_timeout, dashboard=agent_dashboard,
-                          private_key_pem=private_key_pem)
+        agent_dashboard = AgentDashboard(
+            agent_name=name,
+            env_name=name,
+            visdom_addr=visdom_addr,
+            visdom_port=visdom_port,
+        )
+
+    strategy = BaselineStrategy(
+        register_as=RegisterAs(register_as),
+        search_for=SearchFor(search_for),
+        is_world_modeling=is_world_modeling,
+    )
+    agent = BaselineAgent(
+        name=name,
+        oef_addr=oef_addr,
+        oef_port=oef_port,
+        strategy=strategy,
+        expected_version_id=expected_version_id,
+        agent_timeout=agent_timeout,
+        max_reactions=max_reactions,
+        services_interval=services_interval,
+        pending_transaction_timeout=pending_transaction_timeout,
+        dashboard=agent_dashboard,
+        private_key_pem=private_key_pem,
+    )
 
     try:
         agent.start(rejoin=rejoin)
@@ -124,6 +231,6 @@ def main(
         agent.stop()
 
 
-if __name__ == '__main__':
+if __name__ == "__main__":
     args = _parse_arguments()
     main(**args.__dict__)
diff --git a/tac/agents/participant/v1/examples/strategy.py b/tac/agents/participant/v1/examples/strategy.py
index b1585c9d..8c7bbaef 100644
--- a/tac/agents/participant/v1/examples/strategy.py
+++ b/tac/agents/participant/v1/examples/strategy.py
@@ -33,7 +33,12 @@
 class BaselineStrategy(Strategy):
     """This class defines a baseline strategy for the agent."""
 
-    def __init__(self, register_as: RegisterAs = RegisterAs.BOTH, search_for: SearchFor = SearchFor.BOTH, is_world_modeling: bool = False) -> None:
+    def __init__(
+        self,
+        register_as: RegisterAs = RegisterAs.BOTH,
+        search_for: SearchFor = SearchFor.BOTH,
+        is_world_modeling: bool = False,
+    ) -> None:
         """
         Initialize the strategy of the agent.
 
@@ -54,7 +59,9 @@ def supplied_good_quantities(self, current_holdings: List[int]) -> List[int]:
         """
         return [quantity - 1 for quantity in current_holdings]
 
-    def supplied_good_pbks(self, good_pbks: List[str], current_holdings: List[int]) -> Set[str]:
+    def supplied_good_pbks(
+        self, good_pbks: List[str], current_holdings: List[int]
+    ) -> Set[str]:
         """
         Generate a set of good public keys which are supplied.
 
@@ -63,7 +70,11 @@ def supplied_good_pbks(self, good_pbks: List[str], current_holdings: List[int])
 
         :return: a set of public keys
         """
-        return {good_pbk for good_pbk, quantity in zip(good_pbks, current_holdings) if quantity > 1}
+        return {
+            good_pbk
+            for good_pbk, quantity in zip(good_pbks, current_holdings)
+            if quantity > 1
+        }
 
     def demanded_good_quantities(self, current_holdings: List[int]) -> List[int]:
         """
@@ -75,7 +86,9 @@ def demanded_good_quantities(self, current_holdings: List[int]) -> List[int]:
         """
         return [1 for _ in current_holdings]
 
-    def demanded_good_pbks(self, good_pbks: List[str], current_holdings: List[int]) -> Set[str]:
+    def demanded_good_pbks(
+        self, good_pbks: List[str], current_holdings: List[int]
+    ) -> Set[str]:
         """
         Generate a set of good public keys which are demanded.
 
@@ -86,7 +99,15 @@ def demanded_good_pbks(self, good_pbks: List[str], current_holdings: List[int])
         """
         return {good_pbk for good_pbk, quantity in zip(good_pbks, current_holdings)}
 
-    def get_proposals(self, good_pbks: List[str], current_holdings: List[int], utility_params: List[float], tx_fee: float, is_seller: bool, world_state: Optional[WorldState]) -> List[Description]:
+    def get_proposals(
+        self,
+        good_pbks: List[str],
+        current_holdings: List[int],
+        utility_params: List[float],
+        tx_fee: float,
+        is_seller: bool,
+        world_state: Optional[WorldState],
+    ) -> List[Description]:
         """
         Generate a proposals from the seller/buyer.
 
@@ -99,26 +120,52 @@ def get_proposals(self, good_pbks: List[str], current_holdings: List[int], utili
 
         :return: a list of proposals in Description form
         """
-        quantities = self.supplied_good_quantities(current_holdings) if is_seller else self.demanded_good_quantities(current_holdings)
+        quantities = (
+            self.supplied_good_quantities(current_holdings)
+            if is_seller
+            else self.demanded_good_quantities(current_holdings)
+        )
         share_of_tx_fee = round(tx_fee / 2.0, 2)
         rounding_adjustment = 0.01
         proposals = []
         for good_id, good_pbk in zip(range(len(quantities)), good_pbks):
-            if is_seller and quantities[good_id] == 0: continue
+            if is_seller and quantities[good_id] == 0:
+                continue
             proposal = [0] * len(quantities)
             proposal[good_id] = 1
-            desc = get_goods_quantities_description(good_pbks, proposal, is_supply=is_seller)
+            desc = get_goods_quantities_description(
+                good_pbks, proposal, is_supply=is_seller
+            )
             delta_holdings = [i * -1 for i in proposal] if is_seller else proposal
             switch = -1 if is_seller else 1
-            marginal_utility_from_delta_holdings = marginal_utility(utility_params, current_holdings, delta_holdings) * switch
+            marginal_utility_from_delta_holdings = (
+                marginal_utility(utility_params, current_holdings, delta_holdings)
+                * switch
+            )
             if self.is_world_modeling:
-                assert world_state is not None, "Need to provide world state if is_world_modeling=True."
-                desc.values["price"] = world_state.expected_price(good_pbk, round(marginal_utility_from_delta_holdings, 2), is_seller, share_of_tx_fee)
+                assert (
+                    world_state is not None
+                ), "Need to provide world state if is_world_modeling=True."
+                desc.values["price"] = world_state.expected_price(
+                    good_pbk,
+                    round(marginal_utility_from_delta_holdings, 2),
+                    is_seller,
+                    share_of_tx_fee,
+                )
             else:
                 if is_seller:
-                    desc.values["price"] = round(marginal_utility_from_delta_holdings, 2) + share_of_tx_fee + rounding_adjustment
+                    desc.values["price"] = (
+                        round(marginal_utility_from_delta_holdings, 2)
+                        + share_of_tx_fee
+                        + rounding_adjustment
+                    )
                 else:
-                    desc.values["price"] = round(marginal_utility_from_delta_holdings, 2) - share_of_tx_fee - rounding_adjustment
-            if not desc.values["price"] > 0: continue
+                    desc.values["price"] = (
+                        round(marginal_utility_from_delta_holdings, 2)
+                        - share_of_tx_fee
+                        - rounding_adjustment
+                    )
+            if not desc.values["price"] > 0:
+                continue
             proposals.append(desc)
         return proposals
diff --git a/tac/agents/participant/v2/agent.py b/tac/agents/participant/v2/agent.py
index 50cca061..e740c3b0 100644
--- a/tac/agents/participant/v2/agent.py
+++ b/tac/agents/participant/v2/agent.py
@@ -35,13 +35,16 @@
 class ParticipantAgent(Agent):
     """The participant agent class implements a base agent for TAC."""
 
-    def __init__(self, name: str,
-                 oef_addr: str,
-                 oef_port: int,
-                 dashboard: Optional[AgentDashboard] = None,
-                 private_key_pem: Optional[str] = None,
-                 agent_timeout: Optional[float] = 1.0,
-                 debug: bool = False):
+    def __init__(
+        self,
+        name: str,
+        oef_addr: str,
+        oef_port: int,
+        dashboard: Optional[AgentDashboard] = None,
+        private_key_pem: Optional[str] = None,
+        agent_timeout: Optional[float] = 1.0,
+        debug: bool = False,
+    ):
         """
         Initialize a participant agent.
 
@@ -53,7 +56,9 @@ def __init__(self, name: str,
         :param private_key_pem: the path to a private key in PEM format.
         :param debug: if True, run the agent in debug mode.
         """
-        super().__init__(name, oef_addr, oef_port, private_key_pem, agent_timeout, debug=debug)
+        super().__init__(
+            name, oef_addr, oef_port, private_key_pem, agent_timeout, debug=debug
+        )
         self.mailbox = OEFMailBox(self.crypto.public_key, oef_addr, oef_port)
 
     def act(self) -> None:
@@ -72,7 +77,7 @@ def react(self) -> None:
         :return: None
         """
         counter = 0
-        while (not self.mailbox.inbox.empty() and counter < self.max_reactions):
+        while not self.mailbox.inbox.empty() and counter < self.max_reactions:
             counter += 1
             msg = self.mailbox.inbox.get_nowait()  # type: Envelope
             logger.debug("processing message of protocol={}".format(msg.protocol_id))
diff --git a/tac/agents/participant/v2/skills/fipa_negotiation/__version__.py b/tac/agents/participant/v2/skills/fipa_negotiation/__version__.py
index ef251f39..12c7679b 100644
--- a/tac/agents/participant/v2/skills/fipa_negotiation/__version__.py
+++ b/tac/agents/participant/v2/skills/fipa_negotiation/__version__.py
@@ -20,9 +20,9 @@
 
 """Specifies the version of the skill."""
 
-__title__ = 'fipa_negotiation_v1'
-__description__ = 'FIPA Negotiation'
-__version__ = '0.0.1'
-__author__ = 'Fetch.AI Limited'
-__license__ = 'Apache 2.0'
-__copyright__ = '2019 Fetch.AI Limited'
+__title__ = "fipa_negotiation_v1"
+__description__ = "FIPA Negotiation"
+__version__ = "0.0.1"
+__author__ = "Fetch.AI Limited"
+__license__ = "Apache 2.0"
+__copyright__ = "2019 Fetch.AI Limited"
diff --git a/tac/gui/README.md b/tac/gui/README.md
index 98576f2b..aef60ab9 100644
--- a/tac/gui/README.md
+++ b/tac/gui/README.md
@@ -19,7 +19,7 @@ Here `#{data_output_dir}/#{version_id}` is the path to the folder containing the
 
 Assuming the output of `sandbox/run_iterated_games.py` is in `sandbox/data`, do:
 
-    python tac/gui/dashboards/leaderboard.py --datadir sandbox/data
+    python tac/gui/dashboards/leaderboard.py --datadir sandbox/data --dump_stats
 
 ## Alternative Visualization
 
diff --git a/tac/gui/dashboards/agent.py b/tac/gui/dashboards/agent.py
index 777ac525..ed8461ed 100644
--- a/tac/gui/dashboards/agent.py
+++ b/tac/gui/dashboards/agent.py
@@ -51,7 +51,9 @@ def __init__(self):
         self.tx_table["Amount"] = []
         self.tx_table["Goods Exchanged"] = []
 
-    def add_transaction(self, tx: Transaction, agent_name: Optional[str] = None) -> None:
+    def add_transaction(
+        self, tx: Transaction, agent_name: Optional[str] = None
+    ) -> None:
         """
         Add a transaction to the table.
 
@@ -61,19 +63,27 @@ def add_transaction(self, tx: Transaction, agent_name: Optional[str] = None) ->
         """
         self.tx_table["#"].append(str(len(self.tx_table["#"])))
         self.tx_table["Agent Role"].append("Buyer" if tx.is_sender_buyer else "Seller")
-        self.tx_table["Counterparty"].append(agent_name if agent_name is not None else tx.counterparty[:5] + "..." + tx.counterparty[-5:])
+        self.tx_table["Counterparty"].append(
+            agent_name
+            if agent_name is not None
+            else tx.counterparty[:5] + "..." + tx.counterparty[-5:]
+        )
         self.tx_table["Amount"].append("{:02.2f}".format(tx.amount))
-        self.tx_table["Goods Exchanged"].append("\n"
-                                                .join(map(lambda x: "{}: {}".format(x[0], x[1]),
-                                                          filter(lambda x: x[1] > 0,
-                                                                 tx.quantities_by_good_pbk.items()))))
+        self.tx_table["Goods Exchanged"].append(
+            "\n".join(
+                map(
+                    lambda x: "{}: {}".format(x[0], x[1]),
+                    filter(lambda x: x[1] > 0, tx.quantities_by_good_pbk.items()),
+                )
+            )
+        )
 
     def to_html(self) -> str:
         """Convert the table to html."""
         srcdoc = generate_html_table_from_dict(self.tx_table, title="Transactions")
         html_code = '<iframe srcdoc="{encoded_html}" style="{style}" />'.format(
-            encoded_html=escape_html(srcdoc),
-            style="width: 1024px;height: 1024px;")
+            encoded_html=escape_html(srcdoc), style="width: 1024px;height: 1024px;"
+        )
         return html_code
 
 
@@ -85,10 +95,13 @@ class AgentDashboard(Dashboard):
     (default: http://localhost:8097)
     """
 
-    def __init__(self, agent_name: str,
-                 visdom_addr: str = "localhost",
-                 visdom_port: int = 8097,
-                 env_name: Optional[str] = None):
+    def __init__(
+        self,
+        agent_name: str,
+        visdom_addr: str = "localhost",
+        visdom_port: int = 8097,
+        env_name: Optional[str] = None,
+    ):
         """Instantiate an AgentDashboard."""
         super().__init__(visdom_addr, visdom_port, env_name)
 
@@ -101,9 +114,13 @@ def __init__(self, agent_name: str,
 
     def init(self):
         """Re-initiate the AgentDashboard."""
-        self._transaction_window = self.viz.text(self._transaction_table.to_html(), env=self.env_name)
+        self._transaction_window = self.viz.text(
+            self._transaction_table.to_html(), env=self.env_name
+        )
 
-    def add_transaction(self, new_tx: Transaction, agent_name: Optional[str] = None) -> None:
+    def add_transaction(
+        self, new_tx: Transaction, agent_name: Optional[str] = None
+    ) -> None:
         """
         Add a transaction to the transaction table.
 
@@ -112,94 +129,174 @@ def add_transaction(self, new_tx: Transaction, agent_name: Optional[str] = None)
         :return: None
         """
         self._transaction_table.add_transaction(new_tx, agent_name=agent_name)
-        self.viz.text(self._transaction_table.to_html(), win=self._transaction_window, env=self.env_name)
+        self.viz.text(
+            self._transaction_table.to_html(),
+            win=self._transaction_window,
+            env=self.env_name,
+        )
 
     def _update_holdings(self, agent_state: AgentState) -> None:
 
-        scaled_holdings = agent_state.current_holdings / np.sum(agent_state.current_holdings)
-        scaled_utility_params = agent_state.utility_params / np.sum(agent_state.utility_params)
+        scaled_holdings = agent_state.current_holdings / np.sum(
+            agent_state.current_holdings
+        )
+        scaled_utility_params = agent_state.utility_params / np.sum(
+            agent_state.utility_params
+        )
 
         window_name = "{}_utility_and_holdings".format(self.env_name)
-        self.viz.heatmap(np.vstack([scaled_utility_params, scaled_holdings]),
-                         env=self.env_name, win=window_name,
-                         opts=dict(
-                             title="{}'s Utilities vs Holdings".format(repr(self.agent_name)),
-                             rownames=["Utilities", "Holdings"],
-                             xlabel="Goods"))
+        self.viz.heatmap(
+            np.vstack([scaled_utility_params, scaled_holdings]),
+            env=self.env_name,
+            win=window_name,
+            opts=dict(
+                title="{}'s Utilities vs Holdings".format(repr(self.agent_name)),
+                rownames=["Utilities", "Holdings"],
+                xlabel="Goods",
+            ),
+        )
 
     def _update_score(self, agent_state: AgentState, append: bool = True) -> None:
 
         window_name = "{}_score_history".format(self.env_name)
-        self.viz.line(X=[self._update_nb_agent_state], Y=[agent_state.get_score()], update="append" if append else "replace",
-                      env=self.env_name, win=window_name,
-                      opts=dict(
-                          title="{}'s Score".format(repr(self.agent_name)),
-                          xlabel="Transactions",
-                          ylabel="Score"))
+        self.viz.line(
+            X=[self._update_nb_agent_state],
+            Y=[agent_state.get_score()],
+            update="append" if append else "replace",
+            env=self.env_name,
+            win=window_name,
+            opts=dict(
+                title="{}'s Score".format(repr(self.agent_name)),
+                xlabel="Transactions",
+                ylabel="Score",
+            ),
+        )
 
     def _update_balance(self, agent_state: AgentState, append: bool = True) -> None:
 
         window_name = "{}_balance_history".format(self.env_name)
-        self.viz.line(X=[self._update_nb_agent_state], Y=[agent_state.balance], env=self.env_name, win=window_name,
-                      update="append" if append else "replace",
-                      opts=dict(
-                          title="{}'s Balance".format(repr(self.agent_name)),
-                          xlabel="Transactions",
-                          ylabel="Score"))
-
-    def _update_search_count(self, stats_manager: StatsManager, append: bool = True) -> None:
+        self.viz.line(
+            X=[self._update_nb_agent_state],
+            Y=[agent_state.balance],
+            env=self.env_name,
+            win=window_name,
+            update="append" if append else "replace",
+            opts=dict(
+                title="{}'s Balance".format(repr(self.agent_name)),
+                xlabel="Transactions",
+                ylabel="Score",
+            ),
+        )
+
+    def _update_search_count(
+        self, stats_manager: StatsManager, append: bool = True
+    ) -> None:
 
         window_name = "{}_search_count".format(self.env_name)
-        self.viz.line(X=[self._update_nb_stats_manager], Y=[stats_manager.mail_stats.search_count], update="append" if append else "replace",
-                      env=self.env_name, win=window_name,
-                      opts=dict(
-                          title="{}'s Search Count".format(repr(self.agent_name)),
-                          xlabel="Ticks",
-                          ylabel="Search Count"))
-
-    def _update_avg_search_time(self, stats_manager: StatsManager, append: bool = True) -> None:
+        self.viz.line(
+            X=[self._update_nb_stats_manager],
+            Y=[stats_manager.mail_stats.search_count],
+            update="append" if append else "replace",
+            env=self.env_name,
+            win=window_name,
+            opts=dict(
+                title="{}'s Search Count".format(repr(self.agent_name)),
+                xlabel="Ticks",
+                ylabel="Search Count",
+            ),
+        )
+
+    def _update_avg_search_time(
+        self, stats_manager: StatsManager, append: bool = True
+    ) -> None:
 
         window_name = "{}_avg_search_time".format(self.env_name)
-        self.viz.line(X=[self._update_nb_stats_manager], Y=[stats_manager.avg_search_time()], update="append" if append else "replace",
-                      env=self.env_name, win=window_name,
-                      opts=dict(
-                          title="{}'s Avg Search Time".format(repr(self.agent_name)),
-                          xlabel="Ticks",
-                          ylabel="Avg Search Time"))
-
-    def _update_avg_search_result_counts(self, stats_manager: StatsManager, append: bool = True) -> None:
+        self.viz.line(
+            X=[self._update_nb_stats_manager],
+            Y=[stats_manager.avg_search_time()],
+            update="append" if append else "replace",
+            env=self.env_name,
+            win=window_name,
+            opts=dict(
+                title="{}'s Avg Search Time".format(repr(self.agent_name)),
+                xlabel="Ticks",
+                ylabel="Avg Search Time",
+            ),
+        )
+
+    def _update_avg_search_result_counts(
+        self, stats_manager: StatsManager, append: bool = True
+    ) -> None:
 
         window_name = "{}_avg_search_result_counts".format(self.env_name)
-        self.viz.line(X=[self._update_nb_stats_manager], Y=[stats_manager.avg_search_result_counts()], update="append" if append else "replace",
-                      env=self.env_name, win=window_name,
-                      opts=dict(
-                          title="{}'s Avg Search Result Counts".format(repr(self.agent_name)),
-                          xlabel="Ticks",
-                          ylabel="Avg Search Result Counts"))
-
-    def _update_negotiation_metrics_self(self, stats_manager: StatsManager, append: bool = True) -> None:
+        self.viz.line(
+            X=[self._update_nb_stats_manager],
+            Y=[stats_manager.avg_search_result_counts()],
+            update="append" if append else "replace",
+            env=self.env_name,
+            win=window_name,
+            opts=dict(
+                title="{}'s Avg Search Result Counts".format(repr(self.agent_name)),
+                xlabel="Ticks",
+                ylabel="Avg Search Result Counts",
+            ),
+        )
+
+    def _update_negotiation_metrics_self(
+        self, stats_manager: StatsManager, append: bool = True
+    ) -> None:
 
         window_name = "{}_negotiation_metrics_self".format(self.env_name)
-        self.viz.line(X=[self._update_nb_stats_manager], Y=[stats_manager.negotiation_metrics_self()], update="append" if append else "replace",
-                      env=self.env_name, win=window_name,
-                      opts=dict(
-                          legend=['successful', 'declined cfp', 'declined propose', 'declined accept'],
-                          title="{}'s Negotiation Counts (Self Initiated)".format(repr(self.agent_name)),
-                          xlabel="Ticks",
-                          ylabel="Count"))
-
-    def _update_negotiation_metrics_other(self, stats_manager: StatsManager, append: bool = True) -> None:
+        self.viz.line(
+            X=[self._update_nb_stats_manager],
+            Y=[stats_manager.negotiation_metrics_self()],
+            update="append" if append else "replace",
+            env=self.env_name,
+            win=window_name,
+            opts=dict(
+                legend=[
+                    "successful",
+                    "declined cfp",
+                    "declined propose",
+                    "declined accept",
+                ],
+                title="{}'s Negotiation Counts (Self Initiated)".format(
+                    repr(self.agent_name)
+                ),
+                xlabel="Ticks",
+                ylabel="Count",
+            ),
+        )
+
+    def _update_negotiation_metrics_other(
+        self, stats_manager: StatsManager, append: bool = True
+    ) -> None:
 
         window_name = "{}_negotiation_metrics_other".format(self.env_name)
-        self.viz.line(X=[self._update_nb_stats_manager], Y=[stats_manager.negotiation_metrics_other()], update="append" if append else "replace",
-                      env=self.env_name, win=window_name,
-                      opts=dict(
-                          legend=['successful', 'declined cfp', 'declined propose', 'declined accept'],
-                          title="{}'s Negotiation Counts (Other Initiated)".format(repr(self.agent_name)),
-                          xlabel="Ticks",
-                          ylabel="Count"))
-
-    def update_from_agent_state(self, agent_state: AgentState, append: bool = True) -> None:
+        self.viz.line(
+            X=[self._update_nb_stats_manager],
+            Y=[stats_manager.negotiation_metrics_other()],
+            update="append" if append else "replace",
+            env=self.env_name,
+            win=window_name,
+            opts=dict(
+                legend=[
+                    "successful",
+                    "declined cfp",
+                    "declined propose",
+                    "declined accept",
+                ],
+                title="{}'s Negotiation Counts (Other Initiated)".format(
+                    repr(self.agent_name)
+                ),
+                xlabel="Ticks",
+                ylabel="Count",
+            ),
+        )
+
+    def update_from_agent_state(
+        self, agent_state: AgentState, append: bool = True
+    ) -> None:
         """Update the dashboard from the agent state."""
         if not self._is_running():
             raise Exception("Dashboard not running, update not allowed.")
@@ -209,7 +306,9 @@ def update_from_agent_state(self, agent_state: AgentState, append: bool = True)
         self._update_score(agent_state, append=append)
         self._update_balance(agent_state, append=append)
 
-    def update_from_stats_manager(self, stats_manager: StatsManager, append: bool = True) -> None:
+    def update_from_stats_manager(
+        self, stats_manager: StatsManager, append: bool = True
+    ) -> None:
         """Update the dashboard from the stats manager."""
         if not self._is_running():
             raise Exception("Dashboard not running, update not allowed.")
diff --git a/tac/gui/dashboards/base.py b/tac/gui/dashboards/base.py
index 4336aa81..184ed5d2 100644
--- a/tac/gui/dashboards/base.py
+++ b/tac/gui/dashboards/base.py
@@ -35,10 +35,12 @@
 class Dashboard(object):
     """Visdom dashboard base class."""
 
-    def __init__(self,
-                 visdom_addr: str = "localhost",
-                 visdom_port: int = 8097,
-                 env_name: Optional[str] = None):
+    def __init__(
+        self,
+        visdom_addr: str = "localhost",
+        visdom_port: int = 8097,
+        env_name: Optional[str] = None,
+    ):
         """Initialize the dashboard."""
         self._proc = None  # type: Optional[subprocess.Popen]
         self._viz = None  # type: Optional[Visdom]
@@ -58,7 +60,9 @@ def _is_running(self):
 
     def start(self):
         """Start the dashboard."""
-        self._viz = Visdom(server=self.visdom_addr, port=self.visdom_port, env=self.env_name)
+        self._viz = Visdom(
+            server=self.visdom_addr, port=self.visdom_port, env=self.env_name
+        )
 
     def stop(self):
         """Stop the dashboard."""
@@ -67,9 +71,17 @@ def stop(self):
 
 def start_visdom_server() -> subprocess.Popen:
     """Start the visdom server."""
-    visdom_server_args = ["python", "-m", "visdom.server", "-env_path", os.path.join(CUR_DIR, "..", ".visdom_env")]
+    visdom_server_args = [
+        "python",
+        "-m",
+        "visdom.server",
+        "-env_path",
+        os.path.join(CUR_DIR, "..", ".visdom_env"),
+    ]
     print(" ".join(visdom_server_args))
-    prog = subprocess.Popen(visdom_server_args, stdout=subprocess.DEVNULL, stderr=subprocess.DEVNULL)
+    prog = subprocess.Popen(
+        visdom_server_args, stdout=subprocess.DEVNULL, stderr=subprocess.DEVNULL
+    )
     time.sleep(1.0)
     print("Visdom server running at http://localhost:8097")
     return prog
diff --git a/tac/gui/dashboards/controller.py b/tac/gui/dashboards/controller.py
index 28b74e0f..b2da2494 100644
--- a/tac/gui/dashboards/controller.py
+++ b/tac/gui/dashboards/controller.py
@@ -43,10 +43,13 @@ class ControllerDashboard(Dashboard):
     (default: http://localhost:8097)
     """
 
-    def __init__(self, game_stats: Optional[GameStats] = None,
-                 visdom_addr: str = "localhost",
-                 visdom_port: int = 8097,
-                 env_name: Optional[str] = "tac_controller"):
+    def __init__(
+        self,
+        game_stats: Optional[GameStats] = None,
+        visdom_addr: str = "localhost",
+        visdom_port: int = 8097,
+        env_name: Optional[str] = "tac_controller",
+    ):
         """Instantiate a ControllerDashboard."""
         super().__init__(visdom_addr, visdom_port, env_name)
         self.game_stats = game_stats
@@ -72,7 +75,7 @@ def update(self):
             self._update_adjusted_score()
 
     @staticmethod
-    def from_datadir(datadir: str, env_name: str) -> 'ControllerDashboard':
+    def from_datadir(datadir: str, env_name: str) -> "ControllerDashboard":
         """
         Return a ControllerDashboard from a data directory.
 
@@ -89,129 +92,201 @@ def from_datadir(datadir: str, env_name: str) -> 'ControllerDashboard':
 
     def _update_info(self):
         window_name = "configuration_details"
-        self.viz.properties([
-            {'type': 'number', 'name': '# agents', 'value': self.game_stats.game.configuration.nb_agents},
-            {'type': 'number', 'name': '# goods', 'value': self.game_stats.game.configuration.nb_goods},
-            {'type': 'number', 'name': 'tx fee', 'value': self.game_stats.game.configuration.tx_fee},
-            {'type': 'number', 'name': '# transactions', 'value': len(self.game_stats.game.transactions)},
-        ], env=self.env_name, win=window_name, opts=dict(title="Configuration"))
+        self.viz.properties(
+            [
+                {
+                    "type": "number",
+                    "name": "# agents",
+                    "value": self.game_stats.game.configuration.nb_agents,
+                },
+                {
+                    "type": "number",
+                    "name": "# goods",
+                    "value": self.game_stats.game.configuration.nb_goods,
+                },
+                {
+                    "type": "number",
+                    "name": "tx fee",
+                    "value": self.game_stats.game.configuration.tx_fee,
+                },
+                {
+                    "type": "number",
+                    "name": "# transactions",
+                    "value": len(self.game_stats.game.transactions),
+                },
+            ],
+            env=self.env_name,
+            win=window_name,
+            opts=dict(title="Configuration"),
+        )
 
     def _update_registered_agents(self):
         window_name = "registered_agents"
-        self.viz.properties([
-            {'type': 'string', 'name': '{}'.format(agent_name), 'value': ""} for agent_name in self.agent_pbk_to_name.values()
-        ], env=self.env_name, win=window_name, opts=dict(title="Registered Agents"))
+        self.viz.properties(
+            [
+                {"type": "string", "name": "{}".format(agent_name), "value": ""}
+                for agent_name in self.agent_pbk_to_name.values()
+            ],
+            env=self.env_name,
+            win=window_name,
+            opts=dict(title="Registered Agents"),
+        )
 
     def _update_utility_params(self):
         utility_params = self.game_stats.game.initialization.utility_params
         utility_params = np.asarray(utility_params)
 
         window_name = "utility_params"
-        self.viz.heatmap(utility_params, env=self.env_name, win=window_name, opts=dict(
-            title="Utility Parameters",
-            xlabel="Goods",
-            ylabel="Agents"
-        ))
+        self.viz.heatmap(
+            utility_params,
+            env=self.env_name,
+            win=window_name,
+            opts=dict(title="Utility Parameters", xlabel="Goods", ylabel="Agents"),
+        )
 
     def _update_initial_holdings(self):
         initial_holdings = self.game_stats.holdings_history()[0]
 
         window_name = "initial_holdings"
-        self.viz.heatmap(initial_holdings, env=self.env_name, win=window_name, opts=dict(
-            title="Initial Holdings",
-            xlabel="Goods",
-            ylabel="Agents",
-            stacked=True,
-        ))
+        self.viz.heatmap(
+            initial_holdings,
+            env=self.env_name,
+            win=window_name,
+            opts=dict(
+                title="Initial Holdings", xlabel="Goods", ylabel="Agents", stacked=True,
+            ),
+        )
 
     def _update_current_holdings(self):
         initial_holdings = self.game_stats.holdings_history()[-1]
 
         window_name = "final_holdings"
-        self.viz.heatmap(initial_holdings, env=self.env_name, win=window_name,
-                         opts=dict(
-                             title="Current Holdings",
-                             xlabel="Goods",
-                             ylabel="Agents",
-                             stacked=True,
-                         ))
+        self.viz.heatmap(
+            initial_holdings,
+            env=self.env_name,
+            win=window_name,
+            opts=dict(
+                title="Current Holdings", xlabel="Goods", ylabel="Agents", stacked=True,
+            ),
+        )
 
     def _update_plot_scores(self):
         keys, score_history = self.game_stats.score_history()
-        agent_names = [self.game_stats.game.configuration.agent_pbk_to_name[agent_pbk] for agent_pbk in keys]
+        agent_names = [
+            self.game_stats.game.configuration.agent_pbk_to_name[agent_pbk]
+            for agent_pbk in keys
+        ]
 
         window_name = "score_history"
-        self.viz.line(X=np.arange(score_history.shape[0]), Y=score_history, env=self.env_name, win=window_name,
-                      opts=dict(
-                          legend=agent_names,
-                          title="Scores",
-                          xlabel="Transactions",
-                          ylabel="Score")
-                      )
+        self.viz.line(
+            X=np.arange(score_history.shape[0]),
+            Y=score_history,
+            env=self.env_name,
+            win=window_name,
+            opts=dict(
+                legend=agent_names,
+                title="Scores",
+                xlabel="Transactions",
+                ylabel="Score",
+            ),
+        )
 
     def _update_plot_balance_history(self):
         keys, balance_history = self.game_stats.balance_history()
-        agent_names = [self.game_stats.game.configuration.agent_pbk_to_name[agent_pbk] for agent_pbk in keys]
+        agent_names = [
+            self.game_stats.game.configuration.agent_pbk_to_name[agent_pbk]
+            for agent_pbk in keys
+        ]
 
         window_name = "balance_history"
-        self.viz.line(X=np.arange(balance_history.shape[0]), Y=balance_history, env=self.env_name, win=window_name,
-                      opts=dict(
-                          legend=agent_names,
-                          title="Balance history",
-                          xlabel="Transactions",
-                          ylabel="Money")
-                      )
+        self.viz.line(
+            X=np.arange(balance_history.shape[0]),
+            Y=balance_history,
+            env=self.env_name,
+            win=window_name,
+            opts=dict(
+                legend=agent_names,
+                title="Balance history",
+                xlabel="Transactions",
+                ylabel="Money",
+            ),
+        )
 
     def _update_plot_price_history(self):
         price_history = self.game_stats.price_history()
 
         window_name = "price_history"
-        self.viz.line(X=np.arange(price_history.shape[0]), Y=price_history, env=self.env_name, win=window_name,
-                      opts=dict(
-                          legend=list(self.game_stats.game.configuration.good_pbk_to_name.values()),
-                          title="Price history",
-                          xlabel="Transactions",
-                          ylabel="Price")
-                      )
+        self.viz.line(
+            X=np.arange(price_history.shape[0]),
+            Y=price_history,
+            env=self.env_name,
+            win=window_name,
+            opts=dict(
+                legend=list(
+                    self.game_stats.game.configuration.good_pbk_to_name.values()
+                ),
+                title="Price history",
+                xlabel="Transactions",
+                ylabel="Price",
+            ),
+        )
 
     def _update_plot_eq_vs_mean_price(self):
         good_names, eq_vs_mean_price = self.game_stats.eq_vs_mean_price()
 
         window_name = "eq_vs_mean_price"
-        self.viz.bar(X=eq_vs_mean_price, env=self.env_name, win=window_name,
-                     opts=dict(
-                         legend=['eq_price', 'mean_price'],
-                         title="Equilibrium vs Mean Prices",
-                         xlabel="Goods",
-                         ylabel="Price",
-                         rownames=good_names)
-                     )
+        self.viz.bar(
+            X=eq_vs_mean_price,
+            env=self.env_name,
+            win=window_name,
+            opts=dict(
+                legend=["eq_price", "mean_price"],
+                title="Equilibrium vs Mean Prices",
+                xlabel="Goods",
+                ylabel="Price",
+                rownames=good_names,
+            ),
+        )
 
     def _update_plot_eq_vs_current_score(self):
         keys, eq_vs_current_score = self.game_stats.eq_vs_current_score()
-        agent_names = [self.game_stats.game.configuration.agent_pbk_to_name[agent_pbk] for agent_pbk in keys]
+        agent_names = [
+            self.game_stats.game.configuration.agent_pbk_to_name[agent_pbk]
+            for agent_pbk in keys
+        ]
 
         window_name = "eq_vs_current_score"
-        self.viz.bar(X=eq_vs_current_score, env=self.env_name, win=window_name,
-                     opts=dict(
-                         legend=['eq_score', 'current_score'],
-                         title="Equilibrium vs Current Score",
-                         xlabel="Agents",
-                         ylabel="Score",
-                         rownames=agent_names)
-                     )
+        self.viz.bar(
+            X=eq_vs_current_score,
+            env=self.env_name,
+            win=window_name,
+            opts=dict(
+                legend=["eq_score", "current_score"],
+                title="Equilibrium vs Current Score",
+                xlabel="Agents",
+                ylabel="Score",
+                rownames=agent_names,
+            ),
+        )
 
     def _update_adjusted_score(self):
         keys, adjusted_score = self.game_stats.adjusted_score()
 
         window_name = "adjusted_score"
-        self.viz.bar(X=adjusted_score, env=self.env_name, win=window_name,
-                     opts=dict(
-                         title="Adjusted Score",
-                         xlabel="Agents",
-                         ylabel="Score",
-                         rownames=[self.game_stats.game.configuration.agent_pbk_to_name[agent_pbk] for agent_pbk in keys])
-                     )
+        self.viz.bar(
+            X=adjusted_score,
+            env=self.env_name,
+            win=window_name,
+            opts=dict(
+                title="Adjusted Score",
+                xlabel="Agents",
+                ylabel="Score",
+                rownames=[
+                    self.game_stats.game.configuration.agent_pbk_to_name[agent_pbk]
+                    for agent_pbk in keys
+                ],
+            ),
+        )
 
     def __enter__(self):
         """Enter the dashboard."""
@@ -225,15 +300,27 @@ def __exit__(self, exc_type, exc_val, exc_tb):
 
 def parse_args():
     """Parse the arguments."""
-    parser = argparse.ArgumentParser("dashboard", description="Data Visualization for the simulation outcome")
-    parser.add_argument("--datadir", type=str, required=True, help="The path to the simulation data folder.")
-    parser.add_argument("--env_name", type=str, default=None, help="The name of the environment to create.")
+    parser = argparse.ArgumentParser(
+        "dashboard", description="Data Visualization for the simulation outcome"
+    )
+    parser.add_argument(
+        "--datadir",
+        type=str,
+        required=True,
+        help="The path to the simulation data folder.",
+    )
+    parser.add_argument(
+        "--env_name",
+        type=str,
+        default=None,
+        help="The name of the environment to create.",
+    )
 
     arguments = parser.parse_args()
     return arguments
 
 
-if __name__ == '__main__':
+if __name__ == "__main__":
 
     arguments = parse_args()
     process = start_visdom_server()
diff --git a/tac/gui/dashboards/helpers.py b/tac/gui/dashboards/helpers.py
index 312e341f..3d13ea5e 100644
--- a/tac/gui/dashboards/helpers.py
+++ b/tac/gui/dashboards/helpers.py
@@ -62,5 +62,5 @@ def escape_html(string: str, quote=True) -> str:
     string = string.replace(">", "&gt;")
     if quote:
         string = string.replace('"', "&quot;")
-        string = string.replace('\'', "&#x27;")
+        string = string.replace("'", "&#x27;")
     return string
diff --git a/tac/gui/dashboards/leaderboard.py b/tac/gui/dashboards/leaderboard.py
index 11f3f19f..04f428b9 100644
--- a/tac/gui/dashboards/leaderboard.py
+++ b/tac/gui/dashboards/leaderboard.py
@@ -22,6 +22,8 @@
 
 import argparse
 import json
+import numpy as np
+import pandas as pd
 import os
 from collections import defaultdict
 from typing import Optional, Dict, List
@@ -50,6 +52,99 @@ def compute_aggregate_scores(all_game_stats: List[GameStats]) -> Dict[str, float
     return result
 
 
+def compute_statistics(all_game_stats: List[GameStats]) -> None:
+    """Compute statistics and dump them."""
+    results = []
+    equilibrium = []
+    initial = []
+    tx_results = {}  # type: Dict[str, Dict[str, int]]
+    tx_results_seller = []
+    tx_results_buyer = []
+    tx_prices = {
+        name: []
+        for name in all_game_stats[0].game.configuration.agent_pbk_to_name.values()
+    }  # type: Dict[str, List[float]]
+    name_to_idx = {}
+    first = True
+    for game_stats in all_game_stats:
+        pbk_to_name = game_stats.game.configuration.agent_pbk_to_name
+        pbk_to_score = game_stats.game.get_scores()
+        count = 0
+        result = [0.0] * len(pbk_to_name)
+        for pbk, score in pbk_to_score.items():
+            if first:
+                idx = count
+                name = pbk_to_name[pbk]
+                name_to_idx[name] = idx
+            else:
+                name = pbk_to_name[pbk]
+                idx = name_to_idx[name]
+            result[idx] = score
+            count += 1
+        results.append(result)
+        result = [0.0] * len(pbk_to_name)
+        for name, eq_score in game_stats.get_eq_scores().items():
+            idx = name_to_idx[name]
+            result[idx] = eq_score
+        equilibrium.append(result)
+        result = [0.0] * len(pbk_to_name)
+        for name, initial_score in game_stats.get_initial_scores().items():
+            idx = name_to_idx[name]
+            result[idx] = eq_score
+        initial.append(result)
+        counts = game_stats.tx_counts()
+        first = False
+        if tx_results == {}:
+            tx_results = counts.copy()
+        else:
+            for key, value in counts["seller"].items():
+                tx_results["seller"][key] += value
+            for key, value in counts["buyer"].items():
+                tx_results["buyer"][key] += value
+        result = [0] * len(pbk_to_name)
+        for name, count in counts["seller"].items():
+            idx = name_to_idx[name]
+            result[idx] = count
+        tx_results_seller.append(result)
+        result = [0] * len(pbk_to_name)
+        for name, count in counts["buyer"].items():
+            idx = name_to_idx[name]
+            result[idx] = count
+        tx_results_buyer.append(result)
+        prices = game_stats.tx_prices()
+        for name, price in prices.items():
+            tx_prices[name].extend(price)
+    scores = np.asarray(results)
+    df1 = pd.DataFrame(scores, columns=[key for key in name_to_idx.keys()])
+    df1.to_csv("scores_final.csv")
+    df2 = pd.DataFrame(equilibrium, columns=[key for key in name_to_idx.keys()])
+    df2.to_csv("scores_equilibrium.csv")
+    df3 = pd.DataFrame(initial, columns=[key for key in name_to_idx.keys()])
+    df3.to_csv("scores_initial.csv")
+    df4 = pd.DataFrame(
+        np.asarray(tx_results_buyer), columns=[key for key in name_to_idx.keys()]
+    )
+    df4.to_csv("transactions_buyer.csv")
+    df5 = pd.DataFrame(
+        np.asarray(tx_results_seller), columns=[key for key in name_to_idx.keys()]
+    )
+    df5.to_csv("transactions_seller.csv")
+    # df6 = pd.DataFrame(dict([(k, pd.Series(v)) for k, v in tx_prices.items()]))
+    prices_w = []
+    prices_b = []
+    for column_name, pricess in tx_prices.items():
+        if column_name[-3:] == "_wm":
+            prices_w.extend(pricess)
+        else:
+            prices_b.extend(pricess)
+    data_dict = {
+        "w_model": pd.Series(prices_w, dtype=np.float64),
+        "baseline": pd.Series(prices_b, dtype=np.float64),
+    }
+    df7 = pd.DataFrame(data_dict)
+    df7.to_csv("prices.csv")
+
+
 class LeaderboardDashboard(Dashboard):
     """
     Class to display the aggregated statistics of multiple TAC instances.
@@ -58,10 +153,14 @@ class LeaderboardDashboard(Dashboard):
     (default: http://localhost:8097)
     """
 
-    def __init__(self, competition_directory: str,
-                 visdom_addr: str = "localhost",
-                 visdom_port: int = 8097,
-                 env_name: Optional[str] = "leaderboard"):
+    def __init__(
+        self,
+        competition_directory: str,
+        visdom_addr: str = "localhost",
+        visdom_port: int = 8097,
+        env_name: Optional[str] = "leaderboard",
+        dump_stats: bool = False,
+    ):
         """Instantiate a LeaderboardDashboard.
 
         :param competition_directory: the path where to find the history of the games.
@@ -69,6 +168,7 @@ def __init__(self, competition_directory: str,
         super().__init__(visdom_addr, visdom_port, env_name)
         self.competition_directory = competition_directory
         self.game_stats_list = self._load()
+        self.dump_stats = dump_stats
 
     def _load(self) -> List[GameStats]:
         """Load all game statistics from iterated TAC output."""
@@ -76,8 +176,15 @@ def _load(self) -> List[GameStats]:
 
         game_dirs = sorted(os.listdir(self.competition_directory))
         for game_dir in game_dirs:
-            game_data_json_filepath = os.path.join(self.competition_directory, game_dir, "game.json")
+            game_data_json_filepath = os.path.join(
+                self.competition_directory, game_dir, "game.json"
+            )
+            if not os.path.exists(game_data_json_filepath):
+                continue
             game_data = json.load(open(game_data_json_filepath))
+            if game_data == {}:
+                print("Found incomplete data for game_dir={}!".format(game_dir))
+                continue
             game = Game.from_dict(game_data)
             game_stats = GameStats(game)
             result.append(game_stats)
@@ -98,31 +205,57 @@ def _display_ranking(self):
 
         aggregated_scores = compute_aggregate_scores(self.game_stats_list)
         properties = []
-        for name, score in sorted(aggregated_scores.items(), key=lambda x: x[1], reverse=True):
-            properties.append({'type': 'number', 'name': name, 'value': str(score)})
+        for name, score in sorted(
+            aggregated_scores.items(), key=lambda x: x[1], reverse=True
+        ):
+            properties.append({"type": "number", "name": name, "value": str(score)})
 
-        self.viz.properties(properties, env=self.env_name, win=window_name, opts=dict(title="Configuration"))
+        self.viz.properties(
+            properties,
+            env=self.env_name,
+            win=window_name,
+            opts=dict(title="Configuration"),
+        )
 
     def display(self):
         """Display the leaderboard."""
         self._display_ranking()
+        if self.dump_stats:
+            compute_statistics(self.game_stats_list)
 
 
 def parse_args():
     """Parse the arguments."""
-    parser = argparse.ArgumentParser("dashboard", description="Data Visualization for the simulation outcome")
-    parser.add_argument("--datadir", type=str, required=True, help="The path to the simulation data folder.")
-    parser.add_argument("--env_name", type=str, default=None, help="The name of the environment to create.")
+    parser = argparse.ArgumentParser(
+        "dashboard", description="Data Visualization for the simulation outcome"
+    )
+    parser.add_argument(
+        "--datadir",
+        type=str,
+        required=True,
+        help="The path to the simulation data folder.",
+    )
+    parser.add_argument(
+        "--env_name",
+        type=str,
+        default=None,
+        help="The name of the environment to create.",
+    )
+    parser.add_argument(
+        "--dump_stats", action="store_true", help="Dump some game stats."
+    )
 
     arguments = parser.parse_args()
     return arguments
 
 
-if __name__ == '__main__':
+if __name__ == "__main__":
 
     arguments = parse_args()
     process = start_visdom_server()
-    d = LeaderboardDashboard(arguments.datadir, env_name=arguments.env_name)
+    d = LeaderboardDashboard(
+        arguments.datadir, env_name=arguments.env_name, dump_stats=arguments.dump_stats
+    )
 
     d.start()
     d.display()
diff --git a/tac/gui/launcher/__init__.py b/tac/gui/launcher/__init__.py
index 5b95120c..54507b13 100644
--- a/tac/gui/launcher/__init__.py
+++ b/tac/gui/launcher/__init__.py
@@ -56,11 +56,15 @@ def run_sandbox_queue(self):
             logger.debug("Waiting for sandbox to execute...")
             try:
                 sandbox_runner = sandbox_queue.get(timeout=5.0)  # type: SandboxRunner
-                logger.debug("Launching the sandbox with id: {}".format(sandbox_runner.id))
+                logger.debug(
+                    "Launching the sandbox with id: {}".format(sandbox_runner.id)
+                )
                 sandbox_runner()
                 logger.debug("Waiting until it completes.")
                 sandbox_runner.wait()
-                logger.debug("Sandbox with ID={} has been completed.".format(sandbox_runner.id))
+                logger.debug(
+                    "Sandbox with ID={} has been completed.".format(sandbox_runner.id)
+                )
             except Empty:
                 pass
         logger.debug("Exiting from the job loop...")
diff --git a/tac/gui/launcher/api/__init__.py b/tac/gui/launcher/api/__init__.py
index 240b772a..a2669f62 100644
--- a/tac/gui/launcher/api/__init__.py
+++ b/tac/gui/launcher/api/__init__.py
@@ -28,7 +28,7 @@
 
 def create_api(app):
     """Wrap the Flask app with the Flask-RESTful Api object."""
-    api = Api(app, prefix='/api')
+    api = Api(app, prefix="/api")
 
     api.add_resource(SandboxList, "/sandboxes")
     api.add_resource(Sandbox, "/sandboxes/<int:sandbox_id>")
diff --git a/tac/gui/launcher/api/resources/agents.py b/tac/gui/launcher/api/resources/agents.py
index db71654b..3fcdbdfb 100644
--- a/tac/gui/launcher/api/resources/agents.py
+++ b/tac/gui/launcher/api/resources/agents.py
@@ -35,16 +35,64 @@
 
 parser = reqparse.RequestParser()
 parser.add_argument("name", default="my_baseline_agent", help="Name of the agent.")
-parser.add_argument("agent_timeout", type=float, default=1.0, help="The time in (fractions of) seconds to time out an agent between act and react.")
-parser.add_argument("max_reactions", type=int, default=100, help="The maximum number of reactions (messages processed) per call to react.")
-parser.add_argument("register_as", choices=['seller', 'buyer', 'both'], default='both', help="The string indicates whether the baseline agent registers as seller, buyer or both on the oef.")
-parser.add_argument("search_for", choices=['sellers', 'buyers', 'both'], default='both', help="The string indicates whether the baseline agent searches for sellers, buyers or both on the oef.")
-parser.add_argument("is_world_modeling", type=bool, default=False, help="Whether the agent uses a world model or not.")
-parser.add_argument("services_interval", type=int, default=5, help="The number of seconds to wait before doing another search.")
-parser.add_argument("pending_transaction_timeout", type=int, default=30, help="The timeout in seconds to wait for pending transaction/negotiations.")
-parser.add_argument("private_key_pem", default=None, help="Path to a file containing a private key in PEM format.")
-parser.add_argument("expected_version_id", default="", help="Version id of the game we are trying to connect to")
-parser.add_argument("rejoin", type=bool, default=False, help="Whether the agent is joining a running TAC.")
+parser.add_argument(
+    "agent_timeout",
+    type=float,
+    default=1.0,
+    help="The time in (fractions of) seconds to time out an agent between act and react.",
+)
+parser.add_argument(
+    "max_reactions",
+    type=int,
+    default=100,
+    help="The maximum number of reactions (messages processed) per call to react.",
+)
+parser.add_argument(
+    "register_as",
+    choices=["seller", "buyer", "both"],
+    default="both",
+    help="The string indicates whether the baseline agent registers as seller, buyer or both on the oef.",
+)
+parser.add_argument(
+    "search_for",
+    choices=["sellers", "buyers", "both"],
+    default="both",
+    help="The string indicates whether the baseline agent searches for sellers, buyers or both on the oef.",
+)
+parser.add_argument(
+    "is_world_modeling",
+    type=bool,
+    default=False,
+    help="Whether the agent uses a world model or not.",
+)
+parser.add_argument(
+    "services_interval",
+    type=int,
+    default=5,
+    help="The number of seconds to wait before doing another search.",
+)
+parser.add_argument(
+    "pending_transaction_timeout",
+    type=int,
+    default=30,
+    help="The timeout in seconds to wait for pending transaction/negotiations.",
+)
+parser.add_argument(
+    "private_key_pem",
+    default=None,
+    help="Path to a file containing a private key in PEM format.",
+)
+parser.add_argument(
+    "expected_version_id",
+    default="",
+    help="Version id of the game we are trying to connect to",
+)
+parser.add_argument(
+    "rejoin",
+    type=bool,
+    default=False,
+    help="Whether the agent is joining a running TAC.",
+)
 parser.add_argument("btn-start-agent", default="Test", help="Test")
 
 current_agent = None  # type: Optional[AgentRunner]
@@ -79,14 +127,24 @@ def __call__(self):
         if self.status != AgentState.NOT_STARTED:
             return
 
-        args = ["--name", str(self.params["name"]),
-                "--agent-timeout", str(self.params["agent_timeout"]),
-                "--max-reactions", str(self.params["max_reactions"]),
-                "--register-as", str(self.params["register_as"]),
-                "--search-for", str(self.params["search_for"]),
-                "--services-interval", str(self.params["services_interval"]),
-                "--pending-transaction-timeout", str(self.params["pending_transaction_timeout"]),
-                "--expected-version-id", str(self.params["expected_version_id"])]
+        args = [
+            "--name",
+            str(self.params["name"]),
+            "--agent-timeout",
+            str(self.params["agent_timeout"]),
+            "--max-reactions",
+            str(self.params["max_reactions"]),
+            "--register-as",
+            str(self.params["register_as"]),
+            "--search-for",
+            str(self.params["search_for"]),
+            "--services-interval",
+            str(self.params["services_interval"]),
+            "--pending-transaction-timeout",
+            str(self.params["pending_transaction_timeout"]),
+            "--expected-version-id",
+            str(self.params["expected_version_id"]),
+        ]
 
         if self.params["is_world_modeling"]:
             args.append("--is-world-modeling")
@@ -96,14 +154,27 @@ def __call__(self):
             args.append("--private-key-pem")
             args.append(self.params["--private-key-pem"])
 
-        self.process = subprocess.Popen([
-            "python3",
-            os.path.join(ROOT_DIR, "tac", "gui", "launcher", "api", "resources", "reporting_agent.py"),
-            *args,
-            "--dashboard",
-            "--visdom-addr", "127.0.0.1",
-            "--visdom-port", "8097",
-        ], stdout=subprocess.PIPE)
+        self.process = subprocess.Popen(
+            [
+                "python3",
+                os.path.join(
+                    ROOT_DIR,
+                    "tac",
+                    "gui",
+                    "launcher",
+                    "api",
+                    "resources",
+                    "reporting_agent.py",
+                ),
+                *args,
+                "--dashboard",
+                "--visdom-addr",
+                "127.0.0.1",
+                "--visdom-port",
+                "8097",
+            ],
+            stdout=subprocess.PIPE,
+        )
 
     @property
     def status(self) -> AgentState:
@@ -124,7 +195,7 @@ def to_dict(self):
         """Serialize the object into a dictionary."""
         game_id = self.params["expected_version_id"]
         agent_status = get_agent_state(game_id)
-        if (agent_status is not None):
+        if agent_status is not None:
             agent_status_text = agent_status.value
         else:
             agent_status_text = "Uninitialised"
@@ -133,7 +204,7 @@ def to_dict(self):
             "id": self.id,
             "process_status": self.status.value,
             "agent_status": agent_status_text,
-            "params": self.params
+            "params": self.params,
         }
 
     def stop(self):
diff --git a/tac/gui/launcher/api/resources/reporting_agent.py b/tac/gui/launcher/api/resources/reporting_agent.py
index 32cd7336..679ebeae 100644
--- a/tac/gui/launcher/api/resources/reporting_agent.py
+++ b/tac/gui/launcher/api/resources/reporting_agent.py
@@ -39,22 +39,86 @@
 def parse_arguments():
     """Arguments parsing."""
     parser = argparse.ArgumentParser("my_agent", description="Launch my agent.")
-    parser.add_argument("--name", default="my_baseline_agent", help="Name of the agent.")
-    parser.add_argument("--oef-addr", default="127.0.0.1", help="TCP/IP address of the OEF Agent")
-    parser.add_argument("--oef-port", default=10000, help="TCP/IP port of the OEF Agent")
-    parser.add_argument("--agent-timeout", type=float, default=1.0, help="The time in (fractions of) seconds to time out an agent between act and react.")
-    parser.add_argument("--max-reactions", type=int, default=100, help="The maximum number of reactions (messages processed) per call to react.")
-    parser.add_argument("--register-as", choices=['seller', 'buyer', 'both'], default='both', help="The string indicates whether the baseline agent registers as seller, buyer or both on the oef.")
-    parser.add_argument("--search-for", choices=['sellers', 'buyers', 'both'], default='both', help="The string indicates whether the baseline agent searches for sellers, buyers or both on the oef.")
-    parser.add_argument("--is-world-modeling", type=bool, default=False, help="Whether the agent uses a workd model or not.")
-    parser.add_argument("--services-interval", type=int, default=5, help="The number of seconds to wait before doing another search.")
-    parser.add_argument("--pending-transaction-timeout", type=int, default=30, help="The timeout in seconds to wait for pending transaction/negotiations.")
-    parser.add_argument("--private-key-pem", default=None, help="Path to a file containing a private key in PEM format.")
-    parser.add_argument("--expected-version-id", type=str, help="The expected version id of the TAC.")
-    parser.add_argument("--rejoin", action="store_true", default=False, help="Whether the agent is joining a running TAC.")
-    parser.add_argument("--dashboard", action="store_true", help="Show the agent dashboard.")
-    parser.add_argument("--visdom-addr", type=str, default="localhost", help="IP address to the Visdom server")
-    parser.add_argument("--visdom-port", type=int, default=8097, help="Port of the Visdom server")
+    parser.add_argument(
+        "--name", default="my_baseline_agent", help="Name of the agent."
+    )
+    parser.add_argument(
+        "--oef-addr", default="127.0.0.1", help="TCP/IP address of the OEF Agent"
+    )
+    parser.add_argument(
+        "--oef-port", default=10000, help="TCP/IP port of the OEF Agent"
+    )
+    parser.add_argument(
+        "--agent-timeout",
+        type=float,
+        default=1.0,
+        help="The time in (fractions of) seconds to time out an agent between act and react.",
+    )
+    parser.add_argument(
+        "--max-reactions",
+        type=int,
+        default=100,
+        help="The maximum number of reactions (messages processed) per call to react.",
+    )
+    parser.add_argument(
+        "--register-as",
+        choices=["seller", "buyer", "both"],
+        default="both",
+        help="The string indicates whether the baseline agent registers as seller, buyer or both on the oef.",
+    )
+    parser.add_argument(
+        "--search-for",
+        choices=["sellers", "buyers", "both"],
+        default="both",
+        help="The string indicates whether the baseline agent searches for sellers, buyers or both on the oef.",
+    )
+    parser.add_argument(
+        "--is-world-modeling",
+        type=bool,
+        default=False,
+        help="Whether the agent uses a workd model or not.",
+    )
+    parser.add_argument(
+        "--services-interval",
+        type=int,
+        default=5,
+        help="The number of seconds to wait before doing another search.",
+    )
+    parser.add_argument(
+        "--pending-transaction-timeout",
+        type=int,
+        default=30,
+        help="The timeout in seconds to wait for pending transaction/negotiations.",
+    )
+    parser.add_argument(
+        "--private-key-pem",
+        default=None,
+        help="Path to a file containing a private key in PEM format.",
+    )
+    parser.add_argument(
+        "--expected-version-id",
+        type=str,
+        help="The expected version id of the TAC.",
+        default="tac_v1",
+    )
+    parser.add_argument(
+        "--rejoin",
+        action="store_true",
+        default=False,
+        help="Whether the agent is joining a running TAC.",
+    )
+    parser.add_argument(
+        "--dashboard", action="store_true", help="Show the agent dashboard."
+    )
+    parser.add_argument(
+        "--visdom-addr",
+        type=str,
+        default="localhost",
+        help="IP address to the Visdom server",
+    )
+    parser.add_argument(
+        "--visdom-port", type=int, default=8097, help="Port of the Visdom server"
+    )
 
     return parser.parse_args()
 
@@ -62,7 +126,9 @@ def parse_arguments():
 def monitor_status(agent):
     """Poll agent and reports on status."""
     while True:
-        set_agent_state(str(agent._game_instance.expected_version_id), agent.agent_state)
+        set_agent_state(
+            str(agent._game_instance.expected_version_id), agent.agent_state
+        )
         time.sleep(1)
 
 
@@ -71,20 +137,39 @@ def main():
     args = parse_arguments()
 
     if args.dashboard:
-        agent_dashboard = AgentDashboard(agent_name=args.name, visdom_addr=args.visdom_addr, visdom_port=args.visdom_port, env_name=args.name)
+        agent_dashboard = AgentDashboard(
+            agent_name=args.name,
+            visdom_addr=args.visdom_addr,
+            visdom_port=args.visdom_port,
+            env_name=args.name,
+        )
     else:
         agent_dashboard = None
 
     set_agent_state(args.expected_version_id, None)
 
-    strategy = BaselineStrategy(register_as=RegisterAs(args.register_as), search_for=SearchFor(args.search_for), is_world_modeling=args.is_world_modeling)
-    agent = BaselineAgent(name=args.name, oef_addr=args.oef_addr, oef_port=args.oef_port, agent_timeout=args.agent_timeout, strategy=strategy,
-                          max_reactions=args.max_reactions, services_interval=args.services_interval, pending_transaction_timeout=args.pending_transaction_timeout,
-                          dashboard=agent_dashboard, private_key_pem=args.private_key_pem, expected_version_id=args.expected_version_id)
+    strategy = BaselineStrategy(
+        register_as=RegisterAs(args.register_as),
+        search_for=SearchFor(args.search_for),
+        is_world_modeling=args.is_world_modeling,
+    )
+    agent = BaselineAgent(
+        name=args.name,
+        oef_addr=args.oef_addr,
+        oef_port=args.oef_port,
+        agent_timeout=args.agent_timeout,
+        strategy=strategy,
+        max_reactions=args.max_reactions,
+        services_interval=args.services_interval,
+        pending_transaction_timeout=args.pending_transaction_timeout,
+        dashboard=agent_dashboard,
+        private_key_pem=args.private_key_pem,
+        expected_version_id=args.expected_version_id,
+    )
 
     # Create thread to pull status
     kill_event = threading.Event()
-    status_thread = threading.Thread(target=monitor_status, args=(agent, ))
+    status_thread = threading.Thread(target=monitor_status, args=(agent,))
     status_thread.start()
 
     try:
@@ -99,5 +184,5 @@ def main():
     set_agent_state(args.expected_version_id, None)
 
 
-if __name__ == '__main__':
+if __name__ == "__main__":
     main()
diff --git a/tac/gui/launcher/api/resources/sandboxes.py b/tac/gui/launcher/api/resources/sandboxes.py
index 850ec10f..566c81eb 100644
--- a/tac/gui/launcher/api/resources/sandboxes.py
+++ b/tac/gui/launcher/api/resources/sandboxes.py
@@ -33,33 +33,113 @@
 
 from flask_restful import Resource, reqparse
 
-from tac.platform.shared_sim_status import set_controller_state, get_controller_state, get_controller_last_time, remove_controller_state, ControllerAgentState, get_shared_dir
+from tac.platform.shared_sim_status import (
+    set_controller_state,
+    get_controller_state,
+    get_controller_last_time,
+    remove_controller_state,
+    ControllerAgentState,
+    get_shared_dir,
+)
 from tac import ROOT_DIR
 
 
 logger = logging.getLogger(__name__)
 
 parser = reqparse.RequestParser()
-parser.add_argument("nb_agents", type=int, default=10, help="(minimum) number of TAC agent to wait for the competition.")
-parser.add_argument("nb_goods", type=int, default=10, help="Number of TAC agent to run.")
-parser.add_argument("money_endowment", type=int, default=200, help="Initial amount of money.")
-parser.add_argument("base_good_endowment", default=2, type=int, help="The base amount of per good instances every agent receives.")
-parser.add_argument("lower_bound_factor", default=0, type=int, help="The lower bound factor of a uniform distribution.")
-parser.add_argument("upper_bound_factor", default=0, type=int, help="The upper bound factor of a uniform distribution.")
+parser.add_argument(
+    "nb_agents",
+    type=int,
+    default=10,
+    help="(minimum) number of TAC agent to wait for the competition.",
+)
+parser.add_argument(
+    "nb_goods", type=int, default=10, help="Number of TAC agent to run."
+)
+parser.add_argument(
+    "money_endowment", type=int, default=200, help="Initial amount of money."
+)
+parser.add_argument(
+    "base_good_endowment",
+    default=2,
+    type=int,
+    help="The base amount of per good instances every agent receives.",
+)
+parser.add_argument(
+    "lower_bound_factor",
+    default=0,
+    type=int,
+    help="The lower bound factor of a uniform distribution.",
+)
+parser.add_argument(
+    "upper_bound_factor",
+    default=0,
+    type=int,
+    help="The upper bound factor of a uniform distribution.",
+)
 parser.add_argument("tx_fee", default=0.1, type=float, help="The transaction fee.")
 # parser.add_argument("start_time", default=str(datetime.datetime.now() + datetime.timedelta(0, 10)), type=str, help="The start time for the competition (in UTC format).")
-parser.add_argument("registration_timeout", default=10, type=int, help="The amount of time (in seconds) to wait for agents to register before attempting to start the competition.")
-parser.add_argument("inactivity_timeout", default=60, type=int, help="The amount of time (in seconds) to wait during inactivity until the termination of the competition.")
-parser.add_argument("competition_timeout", default=240, type=int, help="The amount of time (in seconds) to wait from the start of the competition until the termination of the competition.")
-parser.add_argument("nb_baseline_agents", type=int, default=10, help="Number of baseline agent to run. Defaults to the number of agents of the competition.")
-parser.add_argument("data_output_dir", default="data", help="The output directory for the simulation data.")
+parser.add_argument(
+    "registration_timeout",
+    default=10,
+    type=int,
+    help="The amount of time (in seconds) to wait for agents to register before attempting to start the competition.",
+)
+parser.add_argument(
+    "inactivity_timeout",
+    default=60,
+    type=int,
+    help="The amount of time (in seconds) to wait during inactivity until the termination of the competition.",
+)
+parser.add_argument(
+    "competition_timeout",
+    default=240,
+    type=int,
+    help="The amount of time (in seconds) to wait from the start of the competition until the termination of the competition.",
+)
+parser.add_argument(
+    "nb_baseline_agents",
+    type=int,
+    default=10,
+    help="Number of baseline agent to run. Defaults to the number of agents of the competition.",
+)
+parser.add_argument(
+    "data_output_dir",
+    default="data",
+    help="The output directory for the simulation data.",
+)
 parser.add_argument("version_id", default=None, help="The version ID.")
 parser.add_argument("seed", default=42, help="The random seed of the simulation.")
-parser.add_argument("whitelist_file", default="", type=str, help="The file that contains the list of agent names to be whitelisted.")
-parser.add_argument("services_interval", default=5, type=int, help="The amount of time (in seconds) the baseline agents wait until it updates services again.")
-parser.add_argument("pending_transaction_timeout", default=120, type=int, help="The amount of time (in seconds) the baseline agents wait until the transaction confirmation.")
-parser.add_argument("register_as", choices=['seller', 'buyer', 'both'], default='both', help="The string indicates whether the baseline agent registers as seller, buyer or both on the oef.")
-parser.add_argument("search_for", choices=['sellers', 'buyers', 'both'], default='both', help="The string indicates whether the baseline agent searches for sellers, buyers or both on the oef.")
+parser.add_argument(
+    "whitelist_file",
+    default="",
+    type=str,
+    help="The file that contains the list of agent names to be whitelisted.",
+)
+parser.add_argument(
+    "services_interval",
+    default=5,
+    type=int,
+    help="The amount of time (in seconds) the baseline agents wait until it updates services again.",
+)
+parser.add_argument(
+    "pending_transaction_timeout",
+    default=120,
+    type=int,
+    help="The amount of time (in seconds) the baseline agents wait until the transaction confirmation.",
+)
+parser.add_argument(
+    "register_as",
+    choices=["seller", "buyer", "both"],
+    default="both",
+    help="The string indicates whether the baseline agent registers as seller, buyer or both on the oef.",
+)
+parser.add_argument(
+    "search_for",
+    choices=["sellers", "buyers", "both"],
+    default="both",
+    help="The string indicates whether the baseline agent searches for sellers, buyers or both on the oef.",
+)
 
 sandboxes = {}  # type: Dict[int, SandboxRunner]
 sandbox_queue = Queue()  # type: Queue
@@ -88,7 +168,9 @@ def __init__(self, id: int, params: Dict[str, Any], game_id: str):
         self.id = id
         self.params = params
         self.game_id = game_id
-        self.ui_is_starting = False     # set to true if the UI is trying to start the sandbox
+        self.ui_is_starting = (
+            False  # set to true if the UI is trying to start the sandbox
+        )
 
         self.process = None  # type: Optional[subprocess.Popen]
 
@@ -119,7 +201,7 @@ def __call__(self):
             "VERSION_ID": self.game_id,
             "WHITELIST": str(args["whitelist_file"]),
             "SHARED_DIR": str(get_shared_dir()),
-            **os.environ
+            **os.environ,
         }
 
         # print("env[SHARED_DIR] = {}".format(env["SHARED_DIR"]))
@@ -128,13 +210,16 @@ def __call__(self):
 
         self.ui_is_starting = True
         set_controller_state(self.game_id, ControllerAgentState.STARTING_DOCKER)
-        self.process = subprocess.Popen([
-            "docker-compose",
-            "-f",
-            os.path.join(ROOT_DIR, "sandbox", "docker-compose.yml"),
-            "up",
-            "--abort-on-container-exit"],
-            env=env)
+        self.process = subprocess.Popen(
+            [
+                "docker-compose",
+                "-f",
+                os.path.join(ROOT_DIR, "sandbox", "docker-compose.yml"),
+                "up",
+                "--abort-on-container-exit",
+            ],
+            env=env,
+        )
 
     @property
     def status(self) -> SandboxProcessState:
@@ -164,14 +249,16 @@ def to_dict(self) -> Dict[str, Any]:
 
         if controller_status == ControllerAgentState.REGISTRATION_OPEN:
             duration = time.time() - get_controller_last_time(self.game_id)
-            controller_status_text += ": " + str(1 + math.floor(self.rec_registration_timeout - duration))
+            controller_status_text += ": " + str(
+                1 + math.floor(self.rec_registration_timeout - duration)
+            )
 
         return {
             "id": self.id,
             "controller_status": controller_status_text,
             "process_status": self.status.value,
             "game_id": self.game_id,
-            "params": self.params
+            "params": self.params,
         }
 
     def stop(self) -> None:
@@ -219,7 +306,9 @@ class SandboxList(Resource):
 
     def get(self):
         """Get all the sandboxes."""
-        return {sandbox_id: sandbox.to_dict() for sandbox_id, sandbox in sandboxes.items()}
+        return {
+            sandbox_id: sandbox.to_dict() for sandbox_id, sandbox in sandboxes.items()
+        }
 
     def post(self):
         """Create a sandbox instance."""
diff --git a/tac/gui/launcher/app.py b/tac/gui/launcher/app.py
index 7424b462..b465c563 100644
--- a/tac/gui/launcher/app.py
+++ b/tac/gui/launcher/app.py
@@ -24,8 +24,10 @@
 from tac.gui.launcher import create_app
 from tac.platform.shared_sim_status import register_shared_dir
 
-if __name__ == '__main__':
-    register_shared_dir(os.path.join(os.path.dirname(os.path.abspath(__file__)), '../../../data/shared'))
+if __name__ == "__main__":
+    register_shared_dir(
+        os.path.join(os.path.dirname(os.path.abspath(__file__)), "../../../data/shared")
+    )
 
     app = create_app()
     app.run("127.0.0.1", 5000, debug=True, use_reloader=False)
diff --git a/tac/gui/launcher/forms/agent.py b/tac/gui/launcher/forms/agent.py
index 2db21f93..c367f0f5 100644
--- a/tac/gui/launcher/forms/agent.py
+++ b/tac/gui/launcher/forms/agent.py
@@ -27,13 +27,51 @@
 class AgentForm(Form):
     """The form to set the agent parameters."""
 
-    name = StringField("Agent name", default="my_baseline_agent", validators=[wtforms.validators.Length(min=1)])
-    agent_timeout = FloatField("Agent timeout", default=1.0, validators=[wtforms.validators.NumberRange(min=0.0)])
-    max_reactions = IntegerField("Max reactions", default=100, widget=widgets.Input(input_type="number"), validators=[wtforms.validators.NumberRange(min=0.0)])
-    register_as = wtforms.SelectField("Register as", choices=[("buyer", "buyer"), ("seller", "seller"), ("both", "both")], default="both")
-    search_for = wtforms.SelectField("Search for", choices=[("buyers", "buyers"), ("sellers", "sellers"), ("both", "both")], default="both")
+    name = StringField(
+        "Agent name",
+        default="my_baseline_agent",
+        validators=[wtforms.validators.Length(min=1)],
+    )
+    agent_timeout = FloatField(
+        "Agent timeout",
+        default=1.0,
+        validators=[wtforms.validators.NumberRange(min=0.0)],
+    )
+    max_reactions = IntegerField(
+        "Max reactions",
+        default=100,
+        widget=widgets.Input(input_type="number"),
+        validators=[wtforms.validators.NumberRange(min=0.0)],
+    )
+    register_as = wtforms.SelectField(
+        "Register as",
+        choices=[("buyer", "buyer"), ("seller", "seller"), ("both", "both")],
+        default="both",
+    )
+    search_for = wtforms.SelectField(
+        "Search for",
+        choices=[("buyers", "buyers"), ("sellers", "sellers"), ("both", "both")],
+        default="both",
+    )
     is_world_modeling = wtforms.BooleanField("Is world modeling?", default=False)
-    services_interval = IntegerField('Services interval', default=5, widget=widgets.Input(input_type="number"), validators=[wtforms.validators.NumberRange(min=2, message="At least two baseline agents.")],)
-    pending_transaction_timeout = IntegerField("Pending transaction timeout", default=30, validators=[wtforms.validators.NumberRange(min=0.0)])
-    private_key_pem = FileField("Private key PEM file path", default=None, validators=[wtforms.validators.Optional])
+    services_interval = IntegerField(
+        "Services interval",
+        default=5,
+        widget=widgets.Input(input_type="number"),
+        validators=[
+            wtforms.validators.NumberRange(
+                min=2, message="At least two baseline agents."
+            )
+        ],
+    )
+    pending_transaction_timeout = IntegerField(
+        "Pending transaction timeout",
+        default=30,
+        validators=[wtforms.validators.NumberRange(min=0.0)],
+    )
+    private_key_pem = FileField(
+        "Private key PEM file path",
+        default=None,
+        validators=[wtforms.validators.Optional()],
+    )
     rejoin = wtforms.BooleanField("Is rejoining?", default=False)
diff --git a/tac/gui/launcher/forms/sandbox.py b/tac/gui/launcher/forms/sandbox.py
index 69e88957..9337f20a 100644
--- a/tac/gui/launcher/forms/sandbox.py
+++ b/tac/gui/launcher/forms/sandbox.py
@@ -22,24 +22,102 @@
 
 # from datetime import datetime
 import wtforms
-from wtforms import Form, IntegerField, FileField, widgets, FloatField  # , DateTimeField, StringField
+from wtforms import (
+    Form,
+    IntegerField,
+    FileField,
+    widgets,
+    FloatField,
+)  # , DateTimeField, StringField
 
 
 class SandboxForm(Form):
     """The form to set the sandbox parameters."""
 
-    nb_agents = IntegerField('No. Agents', default=5, widget=widgets.Input(input_type="number"), validators=[wtforms.validators.NumberRange(min=2, message="At least two agents.")])
-    nb_goods = IntegerField('No. Goods', default=5, widget=widgets.Input(input_type="number"), validators=[wtforms.validators.NumberRange(min=2, message="At least two goods.")],)
-    nb_baseline_agents = IntegerField('No. Baseline Agents', default=5, widget=widgets.Input(input_type="number"), validators=[wtforms.validators.NumberRange(min=2, message="At least two baseline agents.")],)
-    services_interval = IntegerField('Services interval', default=5, widget=widgets.Input(input_type="number"), validators=[wtforms.validators.NumberRange(min=2, message="At least two baseline agents.")],)
+    nb_agents = IntegerField(
+        "No. Agents",
+        default=5,
+        widget=widgets.Input(input_type="number"),
+        validators=[
+            wtforms.validators.NumberRange(min=2, message="At least two agents.")
+        ],
+    )
+    nb_goods = IntegerField(
+        "No. Goods",
+        default=5,
+        widget=widgets.Input(input_type="number"),
+        validators=[
+            wtforms.validators.NumberRange(min=2, message="At least two goods.")
+        ],
+    )
+    nb_baseline_agents = IntegerField(
+        "No. Baseline Agents",
+        default=5,
+        widget=widgets.Input(input_type="number"),
+        validators=[
+            wtforms.validators.NumberRange(
+                min=2, message="At least two baseline agents."
+            )
+        ],
+    )
+    services_interval = IntegerField(
+        "Services interval",
+        default=5,
+        widget=widgets.Input(input_type="number"),
+        validators=[
+            wtforms.validators.NumberRange(
+                min=2, message="At least two baseline agents."
+            )
+        ],
+    )
     # data_output_dir = FileField("Data output directory", default="./data")
     # version_id = StringField("Version ID", [wtforms.validators.Required()], default="exp_1")
-    lower_bound_factor = IntegerField('Lower bound factor', default=0, widget=widgets.Input(input_type="number"), validators=[wtforms.validators.NumberRange(min=0, message="Must be non-negative")],)
-    upper_bound_factor = IntegerField('Upper bound factor', default=0, widget=widgets.Input(input_type="number"), validators=[wtforms.validators.NumberRange(min=0, message="Must be non-negative")],)
-    tx_fee = FloatField("Transaction fee", default=0.1, validators=[wtforms.validators.NumberRange(min=0, message="Must be non-negative")],)
-    registration_timeout = IntegerField("Registration timeout", default=20, validators=[wtforms.validators.NumberRange(min=0, message="Must be non-negative")])
-    inactivity_timeout = IntegerField("Inactivity timeout", default=60, validators=[wtforms.validators.NumberRange(min=0, message="Must be non-negative")])
-    competition_timeout = IntegerField("Competition timeout", default=240, validators=[wtforms.validators.NumberRange(min=0, message="Must be non-negative")])
+    lower_bound_factor = IntegerField(
+        "Lower bound factor",
+        default=0,
+        widget=widgets.Input(input_type="number"),
+        validators=[
+            wtforms.validators.NumberRange(min=0, message="Must be non-negative")
+        ],
+    )
+    upper_bound_factor = IntegerField(
+        "Upper bound factor",
+        default=0,
+        widget=widgets.Input(input_type="number"),
+        validators=[
+            wtforms.validators.NumberRange(min=0, message="Must be non-negative")
+        ],
+    )
+    tx_fee = FloatField(
+        "Transaction fee",
+        default=0.1,
+        validators=[
+            wtforms.validators.NumberRange(min=0, message="Must be non-negative")
+        ],
+    )
+    registration_timeout = IntegerField(
+        "Registration timeout",
+        default=20,
+        validators=[
+            wtforms.validators.NumberRange(min=0, message="Must be non-negative")
+        ],
+    )
+    inactivity_timeout = IntegerField(
+        "Inactivity timeout",
+        default=60,
+        validators=[
+            wtforms.validators.NumberRange(min=0, message="Must be non-negative")
+        ],
+    )
+    competition_timeout = IntegerField(
+        "Competition timeout",
+        default=240,
+        validators=[
+            wtforms.validators.NumberRange(min=0, message="Must be non-negative")
+        ],
+    )
     # start_time = DateTimeField("Start time", id='datepick', validators=[wtforms.validators.Required()])
     seed = IntegerField("Seed", default=42)
-    whitelist_file = FileField("Whitelist file", default=None, validators=[wtforms.validators.Optional])
+    whitelist_file = FileField(
+        "Whitelist file", default=None, validators=[wtforms.validators.Optional()]
+    )
diff --git a/tac/gui/launcher/home.py b/tac/gui/launcher/home.py
index e897e592..d1cd4aa2 100644
--- a/tac/gui/launcher/home.py
+++ b/tac/gui/launcher/home.py
@@ -39,7 +39,9 @@ def launcher():
     """Render the launcher page."""
     sandbox_form = SandboxForm()
     agent_form = AgentForm()
-    return render_template("launcher.html", form_sandbox=sandbox_form, form_agent=agent_form)
+    return render_template(
+        "launcher.html", form_sandbox=sandbox_form, form_agent=agent_form
+    )
 
 
 @bp.route("/grid-search", methods=["GET"])
diff --git a/tac/gui/monitor.py b/tac/gui/monitor.py
index bbc9c5eb..74093b1d 100644
--- a/tac/gui/monitor.py
+++ b/tac/gui/monitor.py
@@ -97,7 +97,9 @@ def start(self, game_stats: Optional[GameStats] = None):
         """Start the monitor."""
         if self.is_running:
             raise Exception("A dashboard is already running.")
-        self._dashboard = ControllerDashboard(game_stats, self.visdom_addr, self.visdom_port)
+        self._dashboard = ControllerDashboard(
+            game_stats, self.visdom_addr, self.visdom_port
+        )
         self.dashboard.start()
 
     def update(self):
diff --git a/tac/platform/game/base.py b/tac/platform/game/base.py
index 57aa49a8..de5a4fe6 100644
--- a/tac/platform/game/base.py
+++ b/tac/platform/game/base.py
@@ -49,22 +49,24 @@
 class GamePhase(Enum):
     """This class defines the TAC game stages."""
 
-    PRE_GAME = 'pre_game'
-    GAME_SETUP = 'game_setup'
-    GAME = 'game'
-    POST_GAME = 'post_game'
+    PRE_GAME = "pre_game"
+    GAME_SETUP = "game_setup"
+    GAME = "game"
+    POST_GAME = "post_game"
 
 
 class GameConfiguration:
     """Class containing the game configuration of a TAC instance."""
 
-    def __init__(self,
-                 version_id: str,
-                 nb_agents: int,
-                 nb_goods: int,
-                 tx_fee: float,
-                 agent_pbk_to_name: Dict[str, str],
-                 good_pbk_to_name: Dict[str, str]):
+    def __init__(
+        self,
+        version_id: str,
+        nb_agents: int,
+        nb_goods: int,
+        tx_fee: float,
+        agent_pbk_to_name: Dict[str, str],
+        good_pbk_to_name: Dict[str, str],
+    ):
         """
         Instantiate a game configuration.
 
@@ -145,10 +147,18 @@ def _check_consistency(self):
         assert self.tx_fee >= 0, "Tx fee must be non-negative."
         assert self.nb_agents > 1, "Must have at least two agents."
         assert self.nb_goods > 1, "Must have at least two goods."
-        assert len(self.agent_pbks) == self.nb_agents, "There must be one public key for each agent."
-        assert len(set(self.agent_names)) == self.nb_agents, "Agents' names must be unique."
-        assert len(self.good_pbks) == self.nb_goods, "There must be one public key for each good."
-        assert len(set(self.good_names)) == self.nb_goods, "Goods' names must be unique."
+        assert (
+            len(self.agent_pbks) == self.nb_agents
+        ), "There must be one public key for each agent."
+        assert (
+            len(set(self.agent_names)) == self.nb_agents
+        ), "Agents' names must be unique."
+        assert (
+            len(self.good_pbks) == self.nb_goods
+        ), "There must be one public key for each good."
+        assert (
+            len(set(self.good_names)) == self.nb_goods
+        ), "Goods' names must be unique."
 
     def to_dict(self) -> Dict[str, Any]:
         """Get a dictionary from the object."""
@@ -158,11 +168,11 @@ def to_dict(self) -> Dict[str, Any]:
             "nb_goods": self.nb_goods,
             "tx_fee": self.tx_fee,
             "agent_pbk_to_name": self.agent_pbk_to_name,
-            "good_pbk_to_name": self.good_pbk_to_name
+            "good_pbk_to_name": self.good_pbk_to_name,
         }
 
     @classmethod
-    def from_dict(cls, d: Dict[str, Any]) -> 'GameConfiguration':
+    def from_dict(cls, d: Dict[str, Any]) -> "GameConfiguration":
         """Instantiate an object from the dictionary."""
         obj = cls(
             d["version_id"],
@@ -170,19 +180,21 @@ def from_dict(cls, d: Dict[str, Any]) -> 'GameConfiguration':
             d["nb_goods"],
             d["tx_fee"],
             d["agent_pbk_to_name"],
-            d["good_pbk_to_name"]
+            d["good_pbk_to_name"],
         )
         return obj
 
     def __eq__(self, other):
         """Compare equality of two objects."""
-        return isinstance(other, GameConfiguration) and \
-            self.version_id == other.version_id and \
-            self.nb_agents == other.nb_agents and \
-            self.nb_goods == other.nb_goods and \
-            self.tx_fee == other.tx_fee and \
-            self.agent_pbk_to_name == other.agent_pbk_to_name and \
-            self.good_pbk_to_name == other.good_pbk_to_name
+        return (
+            isinstance(other, GameConfiguration)
+            and self.version_id == other.version_id
+            and self.nb_agents == other.nb_agents
+            and self.nb_goods == other.nb_goods
+            and self.tx_fee == other.tx_fee
+            and self.agent_pbk_to_name == other.agent_pbk_to_name
+            and self.good_pbk_to_name == other.good_pbk_to_name
+        )
 
 
 class GoodState:
@@ -212,8 +224,15 @@ def _check_consistency(self) -> None:
 class Transaction:
     """Convenience representation of a transaction."""
 
-    def __init__(self, transaction_id: TransactionId, is_sender_buyer: bool, counterparty: Address,
-                 amount: float, quantities_by_good_pbk: Dict[str, int], sender: Address) -> None:
+    def __init__(
+        self,
+        transaction_id: TransactionId,
+        is_sender_buyer: bool,
+        counterparty: Address,
+        amount: float,
+        quantities_by_good_pbk: Dict[str, int],
+        sender: Address,
+    ) -> None:
         """
         Instantiate transaction request.
 
@@ -261,7 +280,9 @@ def _check_consistency(self) -> None:
         """
         assert self.sender != self.counterparty
         assert self.amount >= 0
-        assert len(self.quantities_by_good_pbk.keys()) == len(set(self.quantities_by_good_pbk.keys()))
+        assert len(self.quantities_by_good_pbk.keys()) == len(
+            set(self.quantities_by_good_pbk.keys())
+        )
         assert all(quantity >= 0 for quantity in self.quantities_by_good_pbk.values())
 
     def to_dict(self) -> Dict[str, Any]:
@@ -272,11 +293,11 @@ def to_dict(self) -> Dict[str, Any]:
             "counterparty": self.counterparty,
             "amount": self.amount,
             "quantities_by_good_pbk": self.quantities_by_good_pbk,
-            "sender": self.sender
+            "sender": self.sender,
         }
 
     @classmethod
-    def from_dict(cls, d: Dict[str, Any]) -> 'Transaction':
+    def from_dict(cls, d: Dict[str, Any]) -> "Transaction":
         """Return a class instance from a dictionary."""
         return cls(
             transaction_id=d["transaction_id"],
@@ -284,12 +305,18 @@ def from_dict(cls, d: Dict[str, Any]) -> 'Transaction':
             counterparty=d["counterparty"],
             amount=d["amount"],
             quantities_by_good_pbk=d["quantities_by_good_pbk"],
-            sender=d["sender"]
+            sender=d["sender"],
         )
 
     @classmethod
-    def from_proposal(cls, proposal: Description, transaction_id: TransactionId,
-                      is_sender_buyer: bool, counterparty: Address, sender: Address) -> 'Transaction':
+    def from_proposal(
+        cls,
+        proposal: Description,
+        transaction_id: TransactionId,
+        is_sender_buyer: bool,
+        counterparty: Address,
+        sender: Address,
+    ) -> "Transaction":
         """
         Create a transaction from a proposal.
 
@@ -303,19 +330,33 @@ def from_proposal(cls, proposal: Description, transaction_id: TransactionId,
         data = copy.deepcopy(proposal.values)
         price = data.pop("price")
         quantity_by_good_pbk = {key: value for key, value in data.items()}
-        return Transaction(transaction_id, is_sender_buyer, counterparty, price, quantity_by_good_pbk, sender)
+        return Transaction(
+            transaction_id,
+            is_sender_buyer,
+            counterparty,
+            price,
+            quantity_by_good_pbk,
+            sender,
+        )
 
     @classmethod
-    def from_message(cls, message: TACMessage, sender: Address) -> 'Transaction':
+    def from_message(cls, message: TACMessage, sender: Address) -> "Transaction":
         """
         Create a transaction from a proposal.
 
         :param message: the message
         :return: Transaction
         """
-        return Transaction(message.get("transaction_id"), message.get("is_sender_buyer"), message.get("counterparty"), message.get("amount"), message.get("quantities_by_good_pbk"), sender)
+        return Transaction(
+            message.get("transaction_id"),
+            message.get("is_sender_buyer"),
+            message.get("counterparty"),
+            message.get("amount"),
+            message.get("quantities_by_good_pbk"),
+            sender,
+        )
 
-    def matches(self, other: 'Transaction') -> bool:
+    def matches(self, other: "Transaction") -> bool:
         """
         Check if the transaction matches with another (mirroring) transaction.
 
@@ -340,22 +381,35 @@ def matches(self, other: 'Transaction') -> bool:
 
     def __eq__(self, other):
         """Compare to another object."""
-        return isinstance(other, Transaction) \
-            and self.transaction_id == other.transaction_id \
-            and self.is_sender_buyer == other.is_sender_buyer \
-            and self.counterparty == other.counterparty \
-            and self.amount == other.amount \
-            and self.quantities_by_good_pbk == other.quantities_by_good_pbk \
-            and self.sender == other.sender \
-            and self.buyer_pbk == other.buyer_pbk \
+        return (
+            isinstance(other, Transaction)
+            and self.transaction_id == other.transaction_id
+            and self.is_sender_buyer == other.is_sender_buyer
+            and self.counterparty == other.counterparty
+            and self.amount == other.amount
+            and self.quantities_by_good_pbk == other.quantities_by_good_pbk
+            and self.sender == other.sender
+            and self.buyer_pbk == other.buyer_pbk
             and self.seller_pbk == other.seller_pbk
+        )
 
 
 class GameData:
     """Convenience representation of the game data."""
 
-    def __init__(self, sender: Address, money: float, endowment: List[int], utility_params: List[float],
-                 nb_agents: int, nb_goods: int, tx_fee: float, agent_pbk_to_name: Dict[str, str], good_pbk_to_name: Dict[str, str], version_id: str) -> None:
+    def __init__(
+        self,
+        sender: Address,
+        money: float,
+        endowment: List[int],
+        utility_params: List[float],
+        nb_agents: int,
+        nb_goods: int,
+        tx_fee: float,
+        agent_pbk_to_name: Dict[str, str],
+        good_pbk_to_name: Dict[str, str],
+        version_id: str,
+    ) -> None:
         """
         Initialize a game data object.
 
diff --git a/tac/platform/game/helpers.py b/tac/platform/game/helpers.py
index 048ed0b0..86681908 100644
--- a/tac/platform/game/helpers.py
+++ b/tac/platform/game/helpers.py
@@ -44,7 +44,13 @@ def determine_scaling_factor(money_endowment: int) -> float:
     return scaling_factor
 
 
-def generate_good_endowments(nb_goods: int, nb_agents: int, base_amount: int, uniform_lower_bound_factor: int, uniform_upper_bound_factor: int) -> List[List[int]]:
+def generate_good_endowments(
+    nb_goods: int,
+    nb_agents: int,
+    base_amount: int,
+    uniform_lower_bound_factor: int,
+    uniform_upper_bound_factor: int,
+) -> List[List[int]]:
     """
     Compute good endowments per agent. That is, a matrix of shape (nb_agents, nb_goods).
 
@@ -56,8 +62,13 @@ def generate_good_endowments(nb_goods: int, nb_agents: int, base_amount: int, un
     :return: the endowments matrix.
     """
     # sample good instances
-    instances_per_good = _sample_good_instances(nb_agents, nb_goods, base_amount,
-                                                uniform_lower_bound_factor, uniform_upper_bound_factor)
+    instances_per_good = _sample_good_instances(
+        nb_agents,
+        nb_goods,
+        base_amount,
+        uniform_lower_bound_factor,
+        uniform_upper_bound_factor,
+    )
     # each agent receives at least two good
     endowments = [[base_amount] * nb_goods for _ in range(nb_agents)]
     # randomly assign additional goods to create differences
@@ -68,7 +79,9 @@ def generate_good_endowments(nb_goods: int, nb_agents: int, base_amount: int, un
     return endowments
 
 
-def generate_utility_params(nb_agents: int, nb_goods: int, scaling_factor: float) -> List[List[float]]:
+def generate_utility_params(
+    nb_agents: int, nb_goods: int, scaling_factor: float
+) -> List[List[float]]:
     """
     Compute the preference matrix. That is, a generic element e_ij is the utility of good j for agent i.
 
@@ -77,11 +90,15 @@ def generate_utility_params(nb_agents: int, nb_goods: int, scaling_factor: float
     :param scaling_factor: a scaling factor for all the utility params generated.
     :return: the preference matrix.
     """
-    utility_params = _sample_utility_function_params(nb_goods, nb_agents, scaling_factor)
+    utility_params = _sample_utility_function_params(
+        nb_goods, nb_agents, scaling_factor
+    )
     return utility_params
 
 
-def _sample_utility_function_params(nb_goods: int, nb_agents: int, scaling_factor: float) -> List[List[float]]:
+def _sample_utility_function_params(
+    nb_goods: int, nb_agents: int, scaling_factor: float
+) -> List[List[float]]:
     """
     Sample utility function params for each agent.
 
@@ -95,9 +112,13 @@ def _sample_utility_function_params(nb_goods: int, nb_agents: int, scaling_facto
     for i in range(nb_agents):
         random_integers = [random.randint(1, 101) for _ in range(nb_goods)]
         total = sum(random_integers)
-        normalized_fractions = [round(i / float(total), decimals) for i in random_integers]
+        normalized_fractions = [
+            round(i / float(total), decimals) for i in random_integers
+        ]
         if not sum(normalized_fractions) == 1.0:
-            normalized_fractions[-1] = round(1.0 - sum(normalized_fractions[0:-1]), decimals)
+            normalized_fractions[-1] = round(
+                1.0 - sum(normalized_fractions[0:-1]), decimals
+            )
         utility_function_params.append(normalized_fractions)
 
     # scale the utility params
@@ -108,8 +129,13 @@ def _sample_utility_function_params(nb_goods: int, nb_agents: int, scaling_facto
     return utility_function_params
 
 
-def _sample_good_instances(nb_agents: int, nb_goods: int, base_amount: int,
-                           uniform_lower_bound_factor: int, uniform_upper_bound_factor: int) -> List[int]:
+def _sample_good_instances(
+    nb_agents: int,
+    nb_goods: int,
+    base_amount: int,
+    uniform_lower_bound_factor: int,
+    uniform_upper_bound_factor: int,
+) -> List[int]:
     """
     Sample the number of instances for a good.
 
@@ -138,7 +164,13 @@ def generate_money_endowments(nb_agents: int, money_endowment: int) -> List[floa
     return [money_endowment * 1.0] * nb_agents
 
 
-def generate_equilibrium_prices_and_holdings(endowments: List[List[int]], utility_function_params: List[List[float]], money_endowment: float, scaling_factor: float, quantity_shift: int = QUANTITY_SHIFT) -> Tuple[List[float], List[List[float]], List[float]]:
+def generate_equilibrium_prices_and_holdings(
+    endowments: List[List[int]],
+    utility_function_params: List[List[float]],
+    money_endowment: float,
+    scaling_factor: float,
+    quantity_shift: int = QUANTITY_SHIFT,
+) -> Tuple[List[float], List[List[float]], List[float]]:
     """
     Compute the competitive equilibrium prices and allocation.
 
@@ -150,16 +182,30 @@ def generate_equilibrium_prices_and_holdings(endowments: List[List[int]], utilit
     :return: the lists of equilibrium prices, equilibrium good holdings and equilibrium money holdings
     """
     endowments_a = np.array(endowments, dtype=np.int)
-    scaled_utility_function_params_a = np.array(utility_function_params, dtype=np.float)  # note, they are already scaled
+    scaled_utility_function_params_a = np.array(
+        utility_function_params, dtype=np.float
+    )  # note, they are already scaled
     endowments_by_good = np.sum(endowments_a, axis=0)
     scaled_params_by_good = np.sum(scaled_utility_function_params_a, axis=0)
-    eq_prices = np.divide(scaled_params_by_good, quantity_shift * len(endowments) + endowments_by_good)
-    eq_good_holdings = np.divide(scaled_utility_function_params_a, eq_prices) - quantity_shift
-    eq_money_holdings = np.transpose(np.dot(eq_prices, np.transpose(endowments_a + quantity_shift))) + money_endowment - scaling_factor
+    eq_prices = np.divide(
+        scaled_params_by_good, quantity_shift * len(endowments) + endowments_by_good
+    )
+    eq_good_holdings = (
+        np.divide(scaled_utility_function_params_a, eq_prices) - quantity_shift
+    )
+    eq_money_holdings = (
+        np.transpose(np.dot(eq_prices, np.transpose(endowments_a + quantity_shift)))
+        + money_endowment
+        - scaling_factor
+    )
     return eq_prices.tolist(), eq_good_holdings.tolist(), eq_money_holdings.tolist()
 
 
-def logarithmic_utility(utility_function_params: List[float], good_bundle: List[int], quantity_shift: int = QUANTITY_SHIFT) -> float:
+def logarithmic_utility(
+    utility_function_params: List[float],
+    good_bundle: List[int],
+    quantity_shift: int = QUANTITY_SHIFT,
+) -> float:
     """
     Compute agent's utility given her utility function params and a good bundle.
 
@@ -168,12 +214,20 @@ def logarithmic_utility(utility_function_params: List[float], good_bundle: List[
     :param quantity_shift: a factor to shift the quantities in the utility function (to ensure the natural logarithm can be used on the entire range of quantities)
     :return: utility value
     """
-    goodwise_utility = [param * math.log(quantity + quantity_shift) if quantity + quantity_shift > 0 else -10000
-                        for param, quantity in zip(utility_function_params, good_bundle)]
+    goodwise_utility = [
+        param * math.log(quantity + quantity_shift)
+        if quantity + quantity_shift > 0
+        else -10000
+        for param, quantity in zip(utility_function_params, good_bundle)
+    ]
     return sum(goodwise_utility)
 
 
-def marginal_utility(utility_function_params: List[float], current_holdings: List[int], delta_holdings: List[int]) -> float:
+def marginal_utility(
+    utility_function_params: List[float],
+    current_holdings: List[int],
+    delta_holdings: List[int],
+) -> float:
     """
     Compute agent's utility given her utility function params and a good bundle.
 
diff --git a/tac/platform/game/stats.py b/tac/platform/game/stats.py
index a98fe732..bf96b6d0 100644
--- a/tac/platform/game/stats.py
+++ b/tac/platform/game/stats.py
@@ -66,7 +66,9 @@ def holdings_history(self):
         # (remember that indexes of the transaction start from one, because index 0 is reserved for the initial scores)
         for idx, tx in enumerate(self.game.transactions):
             temp_game.settle_transaction(tx)
-            result[idx + 1, :] = np.asarray(temp_game.get_holdings_matrix(), dtype=np.int32)
+            result[idx + 1, :] = np.asarray(
+                temp_game.get_holdings_matrix(), dtype=np.int32
+            )
 
         return result
 
@@ -118,7 +120,9 @@ def balance_history(self) -> Tuple[List[str], np.ndarray]:
         for idx, tx in enumerate(self.game.transactions):
             temp_game.settle_transaction(tx)
             balances_dict = temp_game.get_balances()
-            result[idx + 1, :] = np.asarray(list(balances_dict.values()), dtype=np.int32)
+            result[idx + 1, :] = np.asarray(
+                list(balances_dict.values()), dtype=np.int32
+            )
 
         return keys, result
 
@@ -139,6 +143,40 @@ def price_history(self) -> np.ndarray:
 
         return result
 
+    def tx_counts(self) -> Dict[str, Dict[str, int]]:
+        """Get the tx counts."""
+        agent_pbk_to_name = self.game.configuration.agent_pbk_to_name
+        result = {agent_name: 0 for agent_name in agent_pbk_to_name.values()}
+        results = {"seller": result.copy(), "buyer": result.copy()}
+
+        temp_game = Game(self.game.configuration, self.game.initialization)
+
+        # compute the partial scores for every agent after every transaction
+        # (remember that indexes of the transaction start from one, because index 0 is reserved for the initial scores)
+        for idx, tx in enumerate(self.game.transactions):
+            temp_game.settle_transaction(tx)
+            results["seller"][agent_pbk_to_name[tx.seller_pbk]] += 1
+            results["buyer"][agent_pbk_to_name[tx.buyer_pbk]] += 1
+
+        return results
+
+    def tx_prices(self) -> Dict[str, List[float]]:
+        """Get the tx counts."""
+        agent_pbk_to_name = self.game.configuration.agent_pbk_to_name
+        results = {
+            agent_name: [] for agent_name in agent_pbk_to_name.values()
+        }  # type: Dict[str, List[float]]
+
+        temp_game = Game(self.game.configuration, self.game.initialization)
+
+        # compute the partial scores for every agent after every transaction
+        # (remember that indexes of the transaction start from one, because index 0 is reserved for the initial scores)
+        for idx, tx in enumerate(self.game.transactions):
+            temp_game.settle_transaction(tx)
+            results[agent_pbk_to_name[tx.seller_pbk]].append(tx.amount)
+
+        return results
+
     def eq_vs_mean_price(self) -> Tuple[List[str], np.ndarray]:
         """
         Compute the mean price of each good and display it together with the equilibrium price.
@@ -152,7 +190,9 @@ def eq_vs_mean_price(self) -> Tuple[List[str], np.ndarray]:
         result = np.zeros((2, nb_goods), dtype=np.float32)
         result[0, :] = np.asarray(eq_prices, dtype=np.float32)
 
-        prices_by_transactions = np.zeros((nb_transactions + 1, nb_goods), dtype=np.float32)
+        prices_by_transactions = np.zeros(
+            (nb_transactions + 1, nb_goods), dtype=np.float32
+        )
 
         # initial prices
         prices_by_transactions[0, :] = np.asarray(0, dtype=np.float32)
@@ -161,7 +201,9 @@ def eq_vs_mean_price(self) -> Tuple[List[str], np.ndarray]:
 
         for idx, tx in enumerate(self.game.transactions):
             temp_game.settle_transaction(tx)
-            prices_by_transactions[idx + 1, :] = np.asarray(temp_game.get_prices(), dtype=np.float32)
+            prices_by_transactions[idx + 1, :] = np.asarray(
+                temp_game.get_prices(), dtype=np.float32
+            )
 
         denominator = (prices_by_transactions != 0).sum(0)
         result[1, :] = np.true_divide(prices_by_transactions.sum(0), denominator)
@@ -181,16 +223,24 @@ def eq_vs_current_score(self) -> Tuple[List[str], np.ndarray]:
         current_scores = np.zeros((1, nb_agents), dtype=np.float32)
 
         eq_agent_states = dict(
-            (agent_pbk,
+            (
+                agent_pbk,
                 AgentState(
                     self.game.initialization.eq_money_holdings[i],
                     [int(h) for h in self.game.initialization.eq_good_holdings[i]],
-                    self.game.initialization.utility_params[i]
-                ))
-            for agent_pbk, i in zip(self.game.configuration.agent_pbks, range(self.game.configuration.nb_agents)))  # type: Dict[str, AgentState]
+                    self.game.initialization.utility_params[i],
+                ),
+            )
+            for agent_pbk, i in zip(
+                self.game.configuration.agent_pbks,
+                range(self.game.configuration.nb_agents),
+            )
+        )  # type: Dict[str, AgentState]
 
         result = np.zeros((2, nb_agents), dtype=np.float32)
-        result[0, :] = [eq_agent_state.get_score() for eq_agent_state in eq_agent_states.values()]
+        result[0, :] = [
+            eq_agent_state.get_score() for eq_agent_state in eq_agent_states.values()
+        ]
 
         temp_game = Game(self.game.configuration, self.game.initialization)
 
@@ -211,6 +261,48 @@ def eq_vs_current_score(self) -> Tuple[List[str], np.ndarray]:
 
         return keys, result
 
+    def get_eq_scores(self) -> Dict[str, float]:
+        """
+        Get the equilibrium score for all agents.
+
+        :return: dictionary mapping agent name to equilibrium score.
+        """
+        eq_agent_states = dict(
+            (
+                agent_pbk,
+                AgentState(
+                    self.game.initialization.eq_money_holdings[i],
+                    [int(h) for h in self.game.initialization.eq_good_holdings[i]],
+                    self.game.initialization.utility_params[i],
+                ),
+            )
+            for agent_pbk, i in zip(
+                self.game.configuration.agent_pbks,
+                range(self.game.configuration.nb_agents),
+            )
+        )  # type: Dict[str, AgentState]
+
+        result = {
+            self.game.configuration.agent_pbk_to_name[
+                agent_pbk
+            ]: eq_agent_state.get_score()
+            for agent_pbk, eq_agent_state in eq_agent_states.items()
+        }
+        return result
+
+    def get_initial_scores(self) -> Dict[str, float]:
+        """
+        Get the initial score for all agents.
+
+        :return: dictionary mapping agent name to initial score.
+        """
+        temp_game = Game(self.game.configuration, self.game.initialization)
+        scores_dict = {
+            self.game.configuration.agent_pbk_to_name[agent_pbk]: score
+            for agent_pbk, score in temp_game.get_scores().items()
+        }
+        return scores_dict
+
     def adjusted_score(self) -> Tuple[List[str], np.ndarray]:
         """
         Compute the adjusted score of each agent.
@@ -221,18 +313,26 @@ def adjusted_score(self) -> Tuple[List[str], np.ndarray]:
         current_scores = np.zeros((1, nb_agents), dtype=np.float32)
 
         eq_agent_states = dict(
-            (agent_pbk,
+            (
+                agent_pbk,
                 AgentState(
                     self.game.initialization.eq_money_holdings[i],
                     [int(h) for h in self.game.initialization.eq_good_holdings[i]],
-                    self.game.initialization.utility_params[i]
-                ))
-            for agent_pbk, i in zip(self.game.configuration.agent_pbks, range(self.game.configuration.nb_agents)))  # type: Dict[str, AgentState]
+                    self.game.initialization.utility_params[i],
+                ),
+            )
+            for agent_pbk, i in zip(
+                self.game.configuration.agent_pbks,
+                range(self.game.configuration.nb_agents),
+            )
+        )  # type: Dict[str, AgentState]
 
         result = np.zeros((1, nb_agents), dtype=np.float32)
 
         eq_scores = np.zeros((1, nb_agents), dtype=np.float32)
-        eq_scores[0, :] = [eq_agent_state.get_score() for eq_agent_state in eq_agent_states.values()]
+        eq_scores[0, :] = [
+            eq_agent_state.get_score() for eq_agent_state in eq_agent_states.values()
+        ]
 
         temp_game = Game(self.game.configuration, self.game.initialization)
 
@@ -251,7 +351,10 @@ def adjusted_score(self) -> Tuple[List[str], np.ndarray]:
             scores_dict = temp_game.get_scores()
             current_scores[0, :] = list(scores_dict.values())
 
-        result[0, :] = np.divide(np.subtract(current_scores, initial_scores), np.subtract(eq_scores, initial_scores))
+        result[0, :] = np.divide(
+            np.subtract(current_scores, initial_scores),
+            np.subtract(eq_scores, initial_scores),
+        )
         result = np.transpose(result)
 
         return keys, result
diff --git a/tac/platform/oef_health_check.py b/tac/platform/oef_health_check.py
index 39243fcf..56e784f6 100644
--- a/tac/platform/oef_health_check.py
+++ b/tac/platform/oef_health_check.py
@@ -33,14 +33,23 @@
 
 
 parser = argparse.ArgumentParser("oef_healthcheck", description=__doc__)
-parser.add_argument("--oef-addr", default="127.0.0.1", type=str, help="TCP/IP address of the OEF Agent")
-parser.add_argument("--oef-port", default=10000, type=int, help="TCP/IP port of the OEF Agent")
+parser.add_argument(
+    "--oef-addr", default="127.0.0.1", type=str, help="TCP/IP address of the OEF Agent"
+)
+parser.add_argument(
+    "--oef-port", default=10000, type=int, help="TCP/IP port of the OEF Agent"
+)
 
 
 class OEFHealthCheck(object):
     """A health check class."""
 
-    def __init__(self, oef_addr: str, oef_port: int, loop: Optional[asyncio.AbstractEventLoop] = None):
+    def __init__(
+        self,
+        oef_addr: str,
+        oef_port: int,
+        loop: Optional[asyncio.AbstractEventLoop] = None,
+    ):
         """
         Initialize.
 
@@ -53,7 +62,9 @@ def __init__(self, oef_addr: str, oef_port: int, loop: Optional[asyncio.Abstract
         self._result = False
         self._stop = False
         self._core = AsyncioCore()
-        self.agent = OEFAgent("check", core=self._core, oef_addr=self.oef_addr, oef_port=self.oef_port)
+        self.agent = OEFAgent(
+            "check", core=self._core, oef_addr=self.oef_addr, oef_port=self.oef_port
+        )
         self.agent.on_connect_success = self.on_connect_ok
         self.agent.on_connection_terminated = self.on_connect_terminated
         self.agent.on_connect_failed = self.exception_handler
@@ -87,7 +98,7 @@ def stop_connection_attempt(self):
             if self.agent.state == "connecting":
                 self.agent.state = "failed"
 
-        t = Timer(1.5, stop_connection_attempt, args=(self, ))
+        t = Timer(1.5, stop_connection_attempt, args=(self,))
 
         try:
             print("Connecting to {}:{}...".format(self.oef_addr, self.oef_port))
diff --git a/tac/platform/protocols/tac/message.py b/tac/platform/protocols/tac/message.py
index 94102be9..479b2108 100644
--- a/tac/platform/protocols/tac/message.py
+++ b/tac/platform/protocols/tac/message.py
@@ -71,11 +71,10 @@ class ErrorCode(Enum):
         ErrorCode.TRANSACTION_NOT_MATCHING: "The transaction request does not match with a previous transaction request with the same id.",
         ErrorCode.AGENT_NAME_NOT_IN_WHITELIST: "Agent name not in whitelist.",
         ErrorCode.COMPETITION_NOT_RUNNING: "The competition is not running yet.",
-        ErrorCode.DIALOGUE_INCONSISTENT: "The message is inconsistent with the dialogue."
+        ErrorCode.DIALOGUE_INCONSISTENT: "The message is inconsistent with the dialogue.",
     }  # type: Dict[ErrorCode, str]
 
-    def __init__(self, tac_type: Optional[Type] = None,
-                 **kwargs):
+    def __init__(self, tac_type: Optional[Type] = None, **kwargs):
         """
         Initialize.
 
@@ -100,9 +99,15 @@ def check_consistency(self) -> bool:
                 amount = cast(float, self.get("amount"))
                 assert amount >= 0.0
                 assert self.is_set("quantities_by_good_pbk")
-                quantities_by_good_pbk = cast(Dict[str, int], self.get("quantities_by_good_pbk"))
-                assert len(quantities_by_good_pbk.keys()) == len(set(quantities_by_good_pbk.keys()))
-                assert all(quantity >= 0 for quantity in quantities_by_good_pbk.values())
+                quantities_by_good_pbk = cast(
+                    Dict[str, int], self.get("quantities_by_good_pbk")
+                )
+                assert len(quantities_by_good_pbk.keys()) == len(
+                    set(quantities_by_good_pbk.keys())
+                )
+                assert all(
+                    quantity >= 0 for quantity in quantities_by_good_pbk.values()
+                )
             elif tac_type == TACMessage.Type.GET_STATE_UPDATE:
                 pass
             elif tac_type == TACMessage.Type.CANCELLED:
diff --git a/tac/platform/protocols/tac/serialization.py b/tac/platform/protocols/tac/serialization.py
index 1aea4534..41ce4397 100644
--- a/tac/platform/protocols/tac/serialization.py
+++ b/tac/platform/protocols/tac/serialization.py
@@ -82,7 +82,9 @@ def encode(self, msg: Message) -> bytes:
             tac_msg.is_sender_buyer = msg.get("is_sender_buyer")
             tac_msg.counterparty = msg.get("counterparty")
             tac_msg.amount = msg.get("amount")
-            tac_msg.quantities.extend(_from_dict_to_pairs(msg.get("quantities_by_good_pbk")))
+            tac_msg.quantities.extend(
+                _from_dict_to_pairs(msg.get("quantities_by_good_pbk"))
+            )
             tac_container.transaction.CopyFrom(tac_msg)
         elif tac_type == TACMessage.Type.GET_STATE_UPDATE:
             tac_msg = tac_pb2.TACAgent.GetStateUpdate()  # type: ignore
@@ -98,8 +100,12 @@ def encode(self, msg: Message) -> bytes:
             tac_msg.nb_agents = msg.get("nb_agents")
             tac_msg.nb_goods = msg.get("nb_goods")
             tac_msg.tx_fee = msg.get("tx_fee")
-            tac_msg.agent_pbk_to_name.extend(_from_dict_to_pairs(msg.get("agent_pbk_to_name")))
-            tac_msg.good_pbk_to_name.extend(_from_dict_to_pairs(msg.get("good_pbk_to_name")))
+            tac_msg.agent_pbk_to_name.extend(
+                _from_dict_to_pairs(msg.get("agent_pbk_to_name"))
+            )
+            tac_msg.good_pbk_to_name.extend(
+                _from_dict_to_pairs(msg.get("good_pbk_to_name"))
+            )
             tac_container.game_data.CopyFrom(tac_msg)
         elif tac_type == TACMessage.Type.TRANSACTION_CONFIRMATION:
             tac_msg = tac_pb2.TACController.TransactionConfirmation()  # type: ignore
@@ -128,7 +134,9 @@ def encode(self, msg: Message) -> bytes:
                 tx.is_sender_buyer = t.get("is_sender_buyer")
                 tx.counterparty = t.get("counterparty")
                 tx.amount = t.get("amount")
-                tx.quantities.extend(_from_dict_to_pairs(t.get("quantities_by_good_pbk")))
+                tx.quantities.extend(
+                    _from_dict_to_pairs(t.get("quantities_by_good_pbk"))
+                )
                 transactions.append(tx)
             tac_msg.txs.extend(transactions)
             tac_container.state_update.CopyFrom(tac_msg)
@@ -171,7 +179,9 @@ def decode(self, obj: bytes) -> Message:
             new_body["is_sender_buyer"] = tac_container.transaction.is_sender_buyer
             new_body["counterparty"] = tac_container.transaction.counterparty
             new_body["amount"] = tac_container.transaction.amount
-            new_body["quantities_by_good_pbk"] = _from_pairs_to_dict(tac_container.transaction.quantities)
+            new_body["quantities_by_good_pbk"] = _from_pairs_to_dict(
+                tac_container.transaction.quantities
+            )
         elif tac_type == "get_state_update":
             new_body["type"] = TACMessage.Type.GET_STATE_UPDATE
         elif tac_type == "cancelled":
@@ -184,11 +194,17 @@ def decode(self, obj: bytes) -> Message:
             new_body["nb_agents"] = tac_container.game_data.nb_agents
             new_body["nb_goods"] = tac_container.game_data.nb_goods
             new_body["tx_fee"] = tac_container.game_data.tx_fee
-            new_body["agent_pbk_to_name"] = _from_pairs_to_dict(tac_container.game_data.agent_pbk_to_name)
-            new_body["good_pbk_to_name"] = _from_pairs_to_dict(tac_container.game_data.good_pbk_to_name)
+            new_body["agent_pbk_to_name"] = _from_pairs_to_dict(
+                tac_container.game_data.agent_pbk_to_name
+            )
+            new_body["good_pbk_to_name"] = _from_pairs_to_dict(
+                tac_container.game_data.good_pbk_to_name
+            )
         elif tac_type == "transaction_confirmation":
             new_body["type"] = TACMessage.Type.TRANSACTION_CONFIRMATION
-            new_body["transaction_id"] = tac_container.transaction_confirmation.transaction_id
+            new_body[
+                "transaction_id"
+            ] = tac_container.transaction_confirmation.transaction_id
         elif tac_type == "state_update":
             new_body["type"] = TACMessage.Type.STATE_UPDATE
             game_data = dict(
@@ -198,8 +214,12 @@ def decode(self, obj: bytes) -> Message:
                 nb_agents=tac_container.state_update.initial_state.nb_agents,
                 nb_goods=tac_container.state_update.initial_state.nb_goods,
                 tx_fee=tac_container.state_update.initial_state.tx_fee,
-                agent_pbk_to_name=_from_pairs_to_dict(tac_container.state_update.initial_state.agent_pbk_to_name),
-                good_pbk_to_name=_from_pairs_to_dict(tac_container.state_update.initial_state.good_pbk_to_name),
+                agent_pbk_to_name=_from_pairs_to_dict(
+                    tac_container.state_update.initial_state.agent_pbk_to_name
+                ),
+                good_pbk_to_name=_from_pairs_to_dict(
+                    tac_container.state_update.initial_state.good_pbk_to_name
+                ),
             )
             new_body["initial_state"] = game_data
             transactions = []
@@ -215,7 +235,9 @@ def decode(self, obj: bytes) -> Message:
             new_body["transactions"] = transactions
         elif tac_type == "error":
             new_body["type"] = TACMessage.Type.TAC_ERROR
-            new_body["error_code"] = TACMessage.ErrorCode(tac_container.error.error_code)
+            new_body["error_code"] = TACMessage.ErrorCode(
+                tac_container.error.error_code
+            )
             if tac_container.error.error_msg:
                 new_body["error_msg"] = tac_container.error.error_msg
             if tac_container.error.details:
diff --git a/tac/platform/protocols/tac/tac_pb2.py b/tac/platform/protocols/tac/tac_pb2.py
index 5eb63f23..799b1d94 100644
--- a/tac/platform/protocols/tac/tac_pb2.py
+++ b/tac/platform/protocols/tac/tac_pb2.py
@@ -2,12 +2,14 @@
 # source: tac.proto
 
 import sys
-_b=sys.version_info[0]<3 and (lambda x:x) or (lambda x:x.encode('latin1'))
+
+_b = sys.version_info[0] < 3 and (lambda x: x) or (lambda x: x.encode("latin1"))
 from google.protobuf import descriptor as _descriptor
 from google.protobuf import message as _message
 from google.protobuf import reflection as _reflection
 from google.protobuf import symbol_database as _symbol_database
 from google.protobuf import descriptor_pb2
+
 # @@protoc_insertion_point(imports)
 
 _sym_db = _symbol_database.Default()
@@ -17,829 +19,1209 @@
 
 
 DESCRIPTOR = _descriptor.FileDescriptor(
-  name='tac.proto',
-  package='fetch.oef.pb',
-  syntax='proto3',
-  serialized_pb=_b('\n\ttac.proto\x12\x0c\x66\x65tch.oef.pb\x1a\x1cgoogle/protobuf/struct.proto\"+\n\nStrIntPair\x12\r\n\x05\x66irst\x18\x01 \x01(\t\x12\x0e\n\x06second\x18\x02 \x01(\x05\"+\n\nStrStrPair\x12\r\n\x05\x66irst\x18\x01 \x01(\t\x12\x0e\n\x06second\x18\x02 \x01(\t\"\x80\x07\n\rTACController\x1a\x0c\n\nRegistered\x1a\x0e\n\x0cUnregistered\x1a\x0b\n\tCancelled\x1a\xe2\x01\n\x08GameData\x12\r\n\x05money\x18\x01 \x01(\x01\x12\x11\n\tendowment\x18\x02 \x03(\x05\x12\x16\n\x0eutility_params\x18\x03 \x03(\x01\x12\x11\n\tnb_agents\x18\x04 \x01(\x05\x12\x10\n\x08nb_goods\x18\x05 \x01(\x05\x12\x0e\n\x06tx_fee\x18\x06 \x01(\x01\x12\x33\n\x11\x61gent_pbk_to_name\x18\x07 \x03(\x0b\x32\x18.fetch.oef.pb.StrStrPair\x12\x32\n\x10good_pbk_to_name\x18\x08 \x03(\x0b\x32\x18.fetch.oef.pb.StrStrPair\x1a\x31\n\x17TransactionConfirmation\x12\x16\n\x0etransaction_id\x18\x01 \x01(\t\x1a{\n\x0bStateUpdate\x12;\n\rinitial_state\x18\x01 \x01(\x0b\x32$.fetch.oef.pb.TACController.GameData\x12/\n\x03txs\x18\x02 \x03(\x0b\x32\".fetch.oef.pb.TACAgent.Transaction\x1a\xae\x03\n\x05\x45rror\x12?\n\nerror_code\x18\x01 \x01(\x0e\x32+.fetch.oef.pb.TACController.Error.ErrorCode\x12\x11\n\terror_msg\x18\x02 \x01(\t\x12(\n\x07\x64\x65tails\x18\x03 \x01(\x0b\x32\x17.google.protobuf.Struct\"\xa6\x02\n\tErrorCode\x12\x11\n\rGENERIC_ERROR\x10\x00\x12\x15\n\x11REQUEST_NOT_VALID\x10\x01\x12 \n\x1c\x41GENT_PBK_ALREADY_REGISTERED\x10\x02\x12!\n\x1d\x41GENT_NAME_ALREADY_REGISTERED\x10\x03\x12\x18\n\x14\x41GENT_NOT_REGISTERED\x10\x04\x12\x19\n\x15TRANSACTION_NOT_VALID\x10\x05\x12\x1c\n\x18TRANSACTION_NOT_MATCHING\x10\x06\x12\x1f\n\x1b\x41GENT_NAME_NOT_IN_WHITELIST\x10\x07\x12\x1b\n\x17\x43OMPETITION_NOT_RUNNING\x10\x08\x12\x19\n\x15\x44IALOGUE_INCONSISTENT\x10\t\"\xdf\x01\n\x08TACAgent\x1a\x1e\n\x08Register\x12\x12\n\nagent_name\x18\x01 \x01(\t\x1a\x0c\n\nUnregister\x1a\x92\x01\n\x0bTransaction\x12\x16\n\x0etransaction_id\x18\x01 \x01(\t\x12\x17\n\x0fis_sender_buyer\x18\x02 \x01(\x08\x12\x14\n\x0c\x63ounterparty\x18\x03 \x01(\t\x12\x0e\n\x06\x61mount\x18\x04 \x01(\x01\x12,\n\nquantities\x18\x05 \x03(\x0b\x32\x18.fetch.oef.pb.StrIntPair\x1a\x10\n\x0eGetStateUpdate\"\xc8\x05\n\nTACMessage\x12\x33\n\x08register\x18\x01 \x01(\x0b\x32\x1f.fetch.oef.pb.TACAgent.RegisterH\x00\x12\x37\n\nunregister\x18\x02 \x01(\x0b\x32!.fetch.oef.pb.TACAgent.UnregisterH\x00\x12\x39\n\x0btransaction\x18\x03 \x01(\x0b\x32\".fetch.oef.pb.TACAgent.TransactionH\x00\x12\x41\n\x10get_state_update\x18\x04 \x01(\x0b\x32%.fetch.oef.pb.TACAgent.GetStateUpdateH\x00\x12<\n\nregistered\x18\x05 \x01(\x0b\x32&.fetch.oef.pb.TACController.RegisteredH\x00\x12@\n\x0cunregistered\x18\x06 \x01(\x0b\x32(.fetch.oef.pb.TACController.UnregisteredH\x00\x12:\n\tcancelled\x18\x07 \x01(\x0b\x32%.fetch.oef.pb.TACController.CancelledH\x00\x12\x39\n\tgame_data\x18\x08 \x01(\x0b\x32$.fetch.oef.pb.TACController.GameDataH\x00\x12W\n\x18transaction_confirmation\x18\t \x01(\x0b\x32\x33.fetch.oef.pb.TACController.TransactionConfirmationH\x00\x12?\n\x0cstate_update\x18\n \x01(\x0b\x32\'.fetch.oef.pb.TACController.StateUpdateH\x00\x12\x32\n\x05\x65rror\x18\x0b \x01(\x0b\x32!.fetch.oef.pb.TACController.ErrorH\x00\x42\t\n\x07\x63ontentb\x06proto3')
-  ,
-  dependencies=[google_dot_protobuf_dot_struct__pb2.DESCRIPTOR,])
+    name="tac.proto",
+    package="fetch.oef.pb",
+    syntax="proto3",
+    serialized_pb=_b(
+        '\n\ttac.proto\x12\x0c\x66\x65tch.oef.pb\x1a\x1cgoogle/protobuf/struct.proto"+\n\nStrIntPair\x12\r\n\x05\x66irst\x18\x01 \x01(\t\x12\x0e\n\x06second\x18\x02 \x01(\x05"+\n\nStrStrPair\x12\r\n\x05\x66irst\x18\x01 \x01(\t\x12\x0e\n\x06second\x18\x02 \x01(\t"\x80\x07\n\rTACController\x1a\x0c\n\nRegistered\x1a\x0e\n\x0cUnregistered\x1a\x0b\n\tCancelled\x1a\xe2\x01\n\x08GameData\x12\r\n\x05money\x18\x01 \x01(\x01\x12\x11\n\tendowment\x18\x02 \x03(\x05\x12\x16\n\x0eutility_params\x18\x03 \x03(\x01\x12\x11\n\tnb_agents\x18\x04 \x01(\x05\x12\x10\n\x08nb_goods\x18\x05 \x01(\x05\x12\x0e\n\x06tx_fee\x18\x06 \x01(\x01\x12\x33\n\x11\x61gent_pbk_to_name\x18\x07 \x03(\x0b\x32\x18.fetch.oef.pb.StrStrPair\x12\x32\n\x10good_pbk_to_name\x18\x08 \x03(\x0b\x32\x18.fetch.oef.pb.StrStrPair\x1a\x31\n\x17TransactionConfirmation\x12\x16\n\x0etransaction_id\x18\x01 \x01(\t\x1a{\n\x0bStateUpdate\x12;\n\rinitial_state\x18\x01 \x01(\x0b\x32$.fetch.oef.pb.TACController.GameData\x12/\n\x03txs\x18\x02 \x03(\x0b\x32".fetch.oef.pb.TACAgent.Transaction\x1a\xae\x03\n\x05\x45rror\x12?\n\nerror_code\x18\x01 \x01(\x0e\x32+.fetch.oef.pb.TACController.Error.ErrorCode\x12\x11\n\terror_msg\x18\x02 \x01(\t\x12(\n\x07\x64\x65tails\x18\x03 \x01(\x0b\x32\x17.google.protobuf.Struct"\xa6\x02\n\tErrorCode\x12\x11\n\rGENERIC_ERROR\x10\x00\x12\x15\n\x11REQUEST_NOT_VALID\x10\x01\x12 \n\x1c\x41GENT_PBK_ALREADY_REGISTERED\x10\x02\x12!\n\x1d\x41GENT_NAME_ALREADY_REGISTERED\x10\x03\x12\x18\n\x14\x41GENT_NOT_REGISTERED\x10\x04\x12\x19\n\x15TRANSACTION_NOT_VALID\x10\x05\x12\x1c\n\x18TRANSACTION_NOT_MATCHING\x10\x06\x12\x1f\n\x1b\x41GENT_NAME_NOT_IN_WHITELIST\x10\x07\x12\x1b\n\x17\x43OMPETITION_NOT_RUNNING\x10\x08\x12\x19\n\x15\x44IALOGUE_INCONSISTENT\x10\t"\xdf\x01\n\x08TACAgent\x1a\x1e\n\x08Register\x12\x12\n\nagent_name\x18\x01 \x01(\t\x1a\x0c\n\nUnregister\x1a\x92\x01\n\x0bTransaction\x12\x16\n\x0etransaction_id\x18\x01 \x01(\t\x12\x17\n\x0fis_sender_buyer\x18\x02 \x01(\x08\x12\x14\n\x0c\x63ounterparty\x18\x03 \x01(\t\x12\x0e\n\x06\x61mount\x18\x04 \x01(\x01\x12,\n\nquantities\x18\x05 \x03(\x0b\x32\x18.fetch.oef.pb.StrIntPair\x1a\x10\n\x0eGetStateUpdate"\xc8\x05\n\nTACMessage\x12\x33\n\x08register\x18\x01 \x01(\x0b\x32\x1f.fetch.oef.pb.TACAgent.RegisterH\x00\x12\x37\n\nunregister\x18\x02 \x01(\x0b\x32!.fetch.oef.pb.TACAgent.UnregisterH\x00\x12\x39\n\x0btransaction\x18\x03 \x01(\x0b\x32".fetch.oef.pb.TACAgent.TransactionH\x00\x12\x41\n\x10get_state_update\x18\x04 \x01(\x0b\x32%.fetch.oef.pb.TACAgent.GetStateUpdateH\x00\x12<\n\nregistered\x18\x05 \x01(\x0b\x32&.fetch.oef.pb.TACController.RegisteredH\x00\x12@\n\x0cunregistered\x18\x06 \x01(\x0b\x32(.fetch.oef.pb.TACController.UnregisteredH\x00\x12:\n\tcancelled\x18\x07 \x01(\x0b\x32%.fetch.oef.pb.TACController.CancelledH\x00\x12\x39\n\tgame_data\x18\x08 \x01(\x0b\x32$.fetch.oef.pb.TACController.GameDataH\x00\x12W\n\x18transaction_confirmation\x18\t \x01(\x0b\x32\x33.fetch.oef.pb.TACController.TransactionConfirmationH\x00\x12?\n\x0cstate_update\x18\n \x01(\x0b\x32\'.fetch.oef.pb.TACController.StateUpdateH\x00\x12\x32\n\x05\x65rror\x18\x0b \x01(\x0b\x32!.fetch.oef.pb.TACController.ErrorH\x00\x42\t\n\x07\x63ontentb\x06proto3'
+    ),
+    dependencies=[google_dot_protobuf_dot_struct__pb2.DESCRIPTOR,],
+)
 _sym_db.RegisterFileDescriptor(DESCRIPTOR)
 
 
-
 _TACCONTROLLER_ERROR_ERRORCODE = _descriptor.EnumDescriptor(
-  name='ErrorCode',
-  full_name='fetch.oef.pb.TACController.Error.ErrorCode',
-  filename=None,
-  file=DESCRIPTOR,
-  values=[
-    _descriptor.EnumValueDescriptor(
-      name='GENERIC_ERROR', index=0, number=0,
-      options=None,
-      type=None),
-    _descriptor.EnumValueDescriptor(
-      name='REQUEST_NOT_VALID', index=1, number=1,
-      options=None,
-      type=None),
-    _descriptor.EnumValueDescriptor(
-      name='AGENT_PBK_ALREADY_REGISTERED', index=2, number=2,
-      options=None,
-      type=None),
-    _descriptor.EnumValueDescriptor(
-      name='AGENT_NAME_ALREADY_REGISTERED', index=3, number=3,
-      options=None,
-      type=None),
-    _descriptor.EnumValueDescriptor(
-      name='AGENT_NOT_REGISTERED', index=4, number=4,
-      options=None,
-      type=None),
-    _descriptor.EnumValueDescriptor(
-      name='TRANSACTION_NOT_VALID', index=5, number=5,
-      options=None,
-      type=None),
-    _descriptor.EnumValueDescriptor(
-      name='TRANSACTION_NOT_MATCHING', index=6, number=6,
-      options=None,
-      type=None),
-    _descriptor.EnumValueDescriptor(
-      name='AGENT_NAME_NOT_IN_WHITELIST', index=7, number=7,
-      options=None,
-      type=None),
-    _descriptor.EnumValueDescriptor(
-      name='COMPETITION_NOT_RUNNING', index=8, number=8,
-      options=None,
-      type=None),
-    _descriptor.EnumValueDescriptor(
-      name='DIALOGUE_INCONSISTENT', index=9, number=9,
-      options=None,
-      type=None),
-  ],
-  containing_type=None,
-  options=None,
-  serialized_start=750,
-  serialized_end=1044,
+    name="ErrorCode",
+    full_name="fetch.oef.pb.TACController.Error.ErrorCode",
+    filename=None,
+    file=DESCRIPTOR,
+    values=[
+        _descriptor.EnumValueDescriptor(
+            name="GENERIC_ERROR", index=0, number=0, options=None, type=None
+        ),
+        _descriptor.EnumValueDescriptor(
+            name="REQUEST_NOT_VALID", index=1, number=1, options=None, type=None
+        ),
+        _descriptor.EnumValueDescriptor(
+            name="AGENT_PBK_ALREADY_REGISTERED",
+            index=2,
+            number=2,
+            options=None,
+            type=None,
+        ),
+        _descriptor.EnumValueDescriptor(
+            name="AGENT_NAME_ALREADY_REGISTERED",
+            index=3,
+            number=3,
+            options=None,
+            type=None,
+        ),
+        _descriptor.EnumValueDescriptor(
+            name="AGENT_NOT_REGISTERED", index=4, number=4, options=None, type=None
+        ),
+        _descriptor.EnumValueDescriptor(
+            name="TRANSACTION_NOT_VALID", index=5, number=5, options=None, type=None
+        ),
+        _descriptor.EnumValueDescriptor(
+            name="TRANSACTION_NOT_MATCHING", index=6, number=6, options=None, type=None
+        ),
+        _descriptor.EnumValueDescriptor(
+            name="AGENT_NAME_NOT_IN_WHITELIST",
+            index=7,
+            number=7,
+            options=None,
+            type=None,
+        ),
+        _descriptor.EnumValueDescriptor(
+            name="COMPETITION_NOT_RUNNING", index=8, number=8, options=None, type=None
+        ),
+        _descriptor.EnumValueDescriptor(
+            name="DIALOGUE_INCONSISTENT", index=9, number=9, options=None, type=None
+        ),
+    ],
+    containing_type=None,
+    options=None,
+    serialized_start=750,
+    serialized_end=1044,
 )
 _sym_db.RegisterEnumDescriptor(_TACCONTROLLER_ERROR_ERRORCODE)
 
 
 _STRINTPAIR = _descriptor.Descriptor(
-  name='StrIntPair',
-  full_name='fetch.oef.pb.StrIntPair',
-  filename=None,
-  file=DESCRIPTOR,
-  containing_type=None,
-  fields=[
-    _descriptor.FieldDescriptor(
-      name='first', full_name='fetch.oef.pb.StrIntPair.first', index=0,
-      number=1, type=9, cpp_type=9, label=1,
-      has_default_value=False, default_value=_b("").decode('utf-8'),
-      message_type=None, enum_type=None, containing_type=None,
-      is_extension=False, extension_scope=None,
-      options=None),
-    _descriptor.FieldDescriptor(
-      name='second', full_name='fetch.oef.pb.StrIntPair.second', index=1,
-      number=2, type=5, cpp_type=1, label=1,
-      has_default_value=False, default_value=0,
-      message_type=None, enum_type=None, containing_type=None,
-      is_extension=False, extension_scope=None,
-      options=None),
-  ],
-  extensions=[
-  ],
-  nested_types=[],
-  enum_types=[
-  ],
-  options=None,
-  is_extendable=False,
-  syntax='proto3',
-  extension_ranges=[],
-  oneofs=[
-  ],
-  serialized_start=57,
-  serialized_end=100,
+    name="StrIntPair",
+    full_name="fetch.oef.pb.StrIntPair",
+    filename=None,
+    file=DESCRIPTOR,
+    containing_type=None,
+    fields=[
+        _descriptor.FieldDescriptor(
+            name="first",
+            full_name="fetch.oef.pb.StrIntPair.first",
+            index=0,
+            number=1,
+            type=9,
+            cpp_type=9,
+            label=1,
+            has_default_value=False,
+            default_value=_b("").decode("utf-8"),
+            message_type=None,
+            enum_type=None,
+            containing_type=None,
+            is_extension=False,
+            extension_scope=None,
+            options=None,
+        ),
+        _descriptor.FieldDescriptor(
+            name="second",
+            full_name="fetch.oef.pb.StrIntPair.second",
+            index=1,
+            number=2,
+            type=5,
+            cpp_type=1,
+            label=1,
+            has_default_value=False,
+            default_value=0,
+            message_type=None,
+            enum_type=None,
+            containing_type=None,
+            is_extension=False,
+            extension_scope=None,
+            options=None,
+        ),
+    ],
+    extensions=[],
+    nested_types=[],
+    enum_types=[],
+    options=None,
+    is_extendable=False,
+    syntax="proto3",
+    extension_ranges=[],
+    oneofs=[],
+    serialized_start=57,
+    serialized_end=100,
 )
 
 
 _STRSTRPAIR = _descriptor.Descriptor(
-  name='StrStrPair',
-  full_name='fetch.oef.pb.StrStrPair',
-  filename=None,
-  file=DESCRIPTOR,
-  containing_type=None,
-  fields=[
-    _descriptor.FieldDescriptor(
-      name='first', full_name='fetch.oef.pb.StrStrPair.first', index=0,
-      number=1, type=9, cpp_type=9, label=1,
-      has_default_value=False, default_value=_b("").decode('utf-8'),
-      message_type=None, enum_type=None, containing_type=None,
-      is_extension=False, extension_scope=None,
-      options=None),
-    _descriptor.FieldDescriptor(
-      name='second', full_name='fetch.oef.pb.StrStrPair.second', index=1,
-      number=2, type=9, cpp_type=9, label=1,
-      has_default_value=False, default_value=_b("").decode('utf-8'),
-      message_type=None, enum_type=None, containing_type=None,
-      is_extension=False, extension_scope=None,
-      options=None),
-  ],
-  extensions=[
-  ],
-  nested_types=[],
-  enum_types=[
-  ],
-  options=None,
-  is_extendable=False,
-  syntax='proto3',
-  extension_ranges=[],
-  oneofs=[
-  ],
-  serialized_start=102,
-  serialized_end=145,
+    name="StrStrPair",
+    full_name="fetch.oef.pb.StrStrPair",
+    filename=None,
+    file=DESCRIPTOR,
+    containing_type=None,
+    fields=[
+        _descriptor.FieldDescriptor(
+            name="first",
+            full_name="fetch.oef.pb.StrStrPair.first",
+            index=0,
+            number=1,
+            type=9,
+            cpp_type=9,
+            label=1,
+            has_default_value=False,
+            default_value=_b("").decode("utf-8"),
+            message_type=None,
+            enum_type=None,
+            containing_type=None,
+            is_extension=False,
+            extension_scope=None,
+            options=None,
+        ),
+        _descriptor.FieldDescriptor(
+            name="second",
+            full_name="fetch.oef.pb.StrStrPair.second",
+            index=1,
+            number=2,
+            type=9,
+            cpp_type=9,
+            label=1,
+            has_default_value=False,
+            default_value=_b("").decode("utf-8"),
+            message_type=None,
+            enum_type=None,
+            containing_type=None,
+            is_extension=False,
+            extension_scope=None,
+            options=None,
+        ),
+    ],
+    extensions=[],
+    nested_types=[],
+    enum_types=[],
+    options=None,
+    is_extendable=False,
+    syntax="proto3",
+    extension_ranges=[],
+    oneofs=[],
+    serialized_start=102,
+    serialized_end=145,
 )
 
 
 _TACCONTROLLER_REGISTERED = _descriptor.Descriptor(
-  name='Registered',
-  full_name='fetch.oef.pb.TACController.Registered',
-  filename=None,
-  file=DESCRIPTOR,
-  containing_type=None,
-  fields=[
-  ],
-  extensions=[
-  ],
-  nested_types=[],
-  enum_types=[
-  ],
-  options=None,
-  is_extendable=False,
-  syntax='proto3',
-  extension_ranges=[],
-  oneofs=[
-  ],
-  serialized_start=165,
-  serialized_end=177,
+    name="Registered",
+    full_name="fetch.oef.pb.TACController.Registered",
+    filename=None,
+    file=DESCRIPTOR,
+    containing_type=None,
+    fields=[],
+    extensions=[],
+    nested_types=[],
+    enum_types=[],
+    options=None,
+    is_extendable=False,
+    syntax="proto3",
+    extension_ranges=[],
+    oneofs=[],
+    serialized_start=165,
+    serialized_end=177,
 )
 
 _TACCONTROLLER_UNREGISTERED = _descriptor.Descriptor(
-  name='Unregistered',
-  full_name='fetch.oef.pb.TACController.Unregistered',
-  filename=None,
-  file=DESCRIPTOR,
-  containing_type=None,
-  fields=[
-  ],
-  extensions=[
-  ],
-  nested_types=[],
-  enum_types=[
-  ],
-  options=None,
-  is_extendable=False,
-  syntax='proto3',
-  extension_ranges=[],
-  oneofs=[
-  ],
-  serialized_start=179,
-  serialized_end=193,
+    name="Unregistered",
+    full_name="fetch.oef.pb.TACController.Unregistered",
+    filename=None,
+    file=DESCRIPTOR,
+    containing_type=None,
+    fields=[],
+    extensions=[],
+    nested_types=[],
+    enum_types=[],
+    options=None,
+    is_extendable=False,
+    syntax="proto3",
+    extension_ranges=[],
+    oneofs=[],
+    serialized_start=179,
+    serialized_end=193,
 )
 
 _TACCONTROLLER_CANCELLED = _descriptor.Descriptor(
-  name='Cancelled',
-  full_name='fetch.oef.pb.TACController.Cancelled',
-  filename=None,
-  file=DESCRIPTOR,
-  containing_type=None,
-  fields=[
-  ],
-  extensions=[
-  ],
-  nested_types=[],
-  enum_types=[
-  ],
-  options=None,
-  is_extendable=False,
-  syntax='proto3',
-  extension_ranges=[],
-  oneofs=[
-  ],
-  serialized_start=195,
-  serialized_end=206,
+    name="Cancelled",
+    full_name="fetch.oef.pb.TACController.Cancelled",
+    filename=None,
+    file=DESCRIPTOR,
+    containing_type=None,
+    fields=[],
+    extensions=[],
+    nested_types=[],
+    enum_types=[],
+    options=None,
+    is_extendable=False,
+    syntax="proto3",
+    extension_ranges=[],
+    oneofs=[],
+    serialized_start=195,
+    serialized_end=206,
 )
 
 _TACCONTROLLER_GAMEDATA = _descriptor.Descriptor(
-  name='GameData',
-  full_name='fetch.oef.pb.TACController.GameData',
-  filename=None,
-  file=DESCRIPTOR,
-  containing_type=None,
-  fields=[
-    _descriptor.FieldDescriptor(
-      name='money', full_name='fetch.oef.pb.TACController.GameData.money', index=0,
-      number=1, type=1, cpp_type=5, label=1,
-      has_default_value=False, default_value=float(0),
-      message_type=None, enum_type=None, containing_type=None,
-      is_extension=False, extension_scope=None,
-      options=None),
-    _descriptor.FieldDescriptor(
-      name='endowment', full_name='fetch.oef.pb.TACController.GameData.endowment', index=1,
-      number=2, type=5, cpp_type=1, label=3,
-      has_default_value=False, default_value=[],
-      message_type=None, enum_type=None, containing_type=None,
-      is_extension=False, extension_scope=None,
-      options=None),
-    _descriptor.FieldDescriptor(
-      name='utility_params', full_name='fetch.oef.pb.TACController.GameData.utility_params', index=2,
-      number=3, type=1, cpp_type=5, label=3,
-      has_default_value=False, default_value=[],
-      message_type=None, enum_type=None, containing_type=None,
-      is_extension=False, extension_scope=None,
-      options=None),
-    _descriptor.FieldDescriptor(
-      name='nb_agents', full_name='fetch.oef.pb.TACController.GameData.nb_agents', index=3,
-      number=4, type=5, cpp_type=1, label=1,
-      has_default_value=False, default_value=0,
-      message_type=None, enum_type=None, containing_type=None,
-      is_extension=False, extension_scope=None,
-      options=None),
-    _descriptor.FieldDescriptor(
-      name='nb_goods', full_name='fetch.oef.pb.TACController.GameData.nb_goods', index=4,
-      number=5, type=5, cpp_type=1, label=1,
-      has_default_value=False, default_value=0,
-      message_type=None, enum_type=None, containing_type=None,
-      is_extension=False, extension_scope=None,
-      options=None),
-    _descriptor.FieldDescriptor(
-      name='tx_fee', full_name='fetch.oef.pb.TACController.GameData.tx_fee', index=5,
-      number=6, type=1, cpp_type=5, label=1,
-      has_default_value=False, default_value=float(0),
-      message_type=None, enum_type=None, containing_type=None,
-      is_extension=False, extension_scope=None,
-      options=None),
-    _descriptor.FieldDescriptor(
-      name='agent_pbk_to_name', full_name='fetch.oef.pb.TACController.GameData.agent_pbk_to_name', index=6,
-      number=7, type=11, cpp_type=10, label=3,
-      has_default_value=False, default_value=[],
-      message_type=None, enum_type=None, containing_type=None,
-      is_extension=False, extension_scope=None,
-      options=None),
-    _descriptor.FieldDescriptor(
-      name='good_pbk_to_name', full_name='fetch.oef.pb.TACController.GameData.good_pbk_to_name', index=7,
-      number=8, type=11, cpp_type=10, label=3,
-      has_default_value=False, default_value=[],
-      message_type=None, enum_type=None, containing_type=None,
-      is_extension=False, extension_scope=None,
-      options=None),
-  ],
-  extensions=[
-  ],
-  nested_types=[],
-  enum_types=[
-  ],
-  options=None,
-  is_extendable=False,
-  syntax='proto3',
-  extension_ranges=[],
-  oneofs=[
-  ],
-  serialized_start=209,
-  serialized_end=435,
+    name="GameData",
+    full_name="fetch.oef.pb.TACController.GameData",
+    filename=None,
+    file=DESCRIPTOR,
+    containing_type=None,
+    fields=[
+        _descriptor.FieldDescriptor(
+            name="money",
+            full_name="fetch.oef.pb.TACController.GameData.money",
+            index=0,
+            number=1,
+            type=1,
+            cpp_type=5,
+            label=1,
+            has_default_value=False,
+            default_value=float(0),
+            message_type=None,
+            enum_type=None,
+            containing_type=None,
+            is_extension=False,
+            extension_scope=None,
+            options=None,
+        ),
+        _descriptor.FieldDescriptor(
+            name="endowment",
+            full_name="fetch.oef.pb.TACController.GameData.endowment",
+            index=1,
+            number=2,
+            type=5,
+            cpp_type=1,
+            label=3,
+            has_default_value=False,
+            default_value=[],
+            message_type=None,
+            enum_type=None,
+            containing_type=None,
+            is_extension=False,
+            extension_scope=None,
+            options=None,
+        ),
+        _descriptor.FieldDescriptor(
+            name="utility_params",
+            full_name="fetch.oef.pb.TACController.GameData.utility_params",
+            index=2,
+            number=3,
+            type=1,
+            cpp_type=5,
+            label=3,
+            has_default_value=False,
+            default_value=[],
+            message_type=None,
+            enum_type=None,
+            containing_type=None,
+            is_extension=False,
+            extension_scope=None,
+            options=None,
+        ),
+        _descriptor.FieldDescriptor(
+            name="nb_agents",
+            full_name="fetch.oef.pb.TACController.GameData.nb_agents",
+            index=3,
+            number=4,
+            type=5,
+            cpp_type=1,
+            label=1,
+            has_default_value=False,
+            default_value=0,
+            message_type=None,
+            enum_type=None,
+            containing_type=None,
+            is_extension=False,
+            extension_scope=None,
+            options=None,
+        ),
+        _descriptor.FieldDescriptor(
+            name="nb_goods",
+            full_name="fetch.oef.pb.TACController.GameData.nb_goods",
+            index=4,
+            number=5,
+            type=5,
+            cpp_type=1,
+            label=1,
+            has_default_value=False,
+            default_value=0,
+            message_type=None,
+            enum_type=None,
+            containing_type=None,
+            is_extension=False,
+            extension_scope=None,
+            options=None,
+        ),
+        _descriptor.FieldDescriptor(
+            name="tx_fee",
+            full_name="fetch.oef.pb.TACController.GameData.tx_fee",
+            index=5,
+            number=6,
+            type=1,
+            cpp_type=5,
+            label=1,
+            has_default_value=False,
+            default_value=float(0),
+            message_type=None,
+            enum_type=None,
+            containing_type=None,
+            is_extension=False,
+            extension_scope=None,
+            options=None,
+        ),
+        _descriptor.FieldDescriptor(
+            name="agent_pbk_to_name",
+            full_name="fetch.oef.pb.TACController.GameData.agent_pbk_to_name",
+            index=6,
+            number=7,
+            type=11,
+            cpp_type=10,
+            label=3,
+            has_default_value=False,
+            default_value=[],
+            message_type=None,
+            enum_type=None,
+            containing_type=None,
+            is_extension=False,
+            extension_scope=None,
+            options=None,
+        ),
+        _descriptor.FieldDescriptor(
+            name="good_pbk_to_name",
+            full_name="fetch.oef.pb.TACController.GameData.good_pbk_to_name",
+            index=7,
+            number=8,
+            type=11,
+            cpp_type=10,
+            label=3,
+            has_default_value=False,
+            default_value=[],
+            message_type=None,
+            enum_type=None,
+            containing_type=None,
+            is_extension=False,
+            extension_scope=None,
+            options=None,
+        ),
+    ],
+    extensions=[],
+    nested_types=[],
+    enum_types=[],
+    options=None,
+    is_extendable=False,
+    syntax="proto3",
+    extension_ranges=[],
+    oneofs=[],
+    serialized_start=209,
+    serialized_end=435,
 )
 
 _TACCONTROLLER_TRANSACTIONCONFIRMATION = _descriptor.Descriptor(
-  name='TransactionConfirmation',
-  full_name='fetch.oef.pb.TACController.TransactionConfirmation',
-  filename=None,
-  file=DESCRIPTOR,
-  containing_type=None,
-  fields=[
-    _descriptor.FieldDescriptor(
-      name='transaction_id', full_name='fetch.oef.pb.TACController.TransactionConfirmation.transaction_id', index=0,
-      number=1, type=9, cpp_type=9, label=1,
-      has_default_value=False, default_value=_b("").decode('utf-8'),
-      message_type=None, enum_type=None, containing_type=None,
-      is_extension=False, extension_scope=None,
-      options=None),
-  ],
-  extensions=[
-  ],
-  nested_types=[],
-  enum_types=[
-  ],
-  options=None,
-  is_extendable=False,
-  syntax='proto3',
-  extension_ranges=[],
-  oneofs=[
-  ],
-  serialized_start=437,
-  serialized_end=486,
+    name="TransactionConfirmation",
+    full_name="fetch.oef.pb.TACController.TransactionConfirmation",
+    filename=None,
+    file=DESCRIPTOR,
+    containing_type=None,
+    fields=[
+        _descriptor.FieldDescriptor(
+            name="transaction_id",
+            full_name="fetch.oef.pb.TACController.TransactionConfirmation.transaction_id",
+            index=0,
+            number=1,
+            type=9,
+            cpp_type=9,
+            label=1,
+            has_default_value=False,
+            default_value=_b("").decode("utf-8"),
+            message_type=None,
+            enum_type=None,
+            containing_type=None,
+            is_extension=False,
+            extension_scope=None,
+            options=None,
+        ),
+    ],
+    extensions=[],
+    nested_types=[],
+    enum_types=[],
+    options=None,
+    is_extendable=False,
+    syntax="proto3",
+    extension_ranges=[],
+    oneofs=[],
+    serialized_start=437,
+    serialized_end=486,
 )
 
 _TACCONTROLLER_STATEUPDATE = _descriptor.Descriptor(
-  name='StateUpdate',
-  full_name='fetch.oef.pb.TACController.StateUpdate',
-  filename=None,
-  file=DESCRIPTOR,
-  containing_type=None,
-  fields=[
-    _descriptor.FieldDescriptor(
-      name='initial_state', full_name='fetch.oef.pb.TACController.StateUpdate.initial_state', index=0,
-      number=1, type=11, cpp_type=10, label=1,
-      has_default_value=False, default_value=None,
-      message_type=None, enum_type=None, containing_type=None,
-      is_extension=False, extension_scope=None,
-      options=None),
-    _descriptor.FieldDescriptor(
-      name='txs', full_name='fetch.oef.pb.TACController.StateUpdate.txs', index=1,
-      number=2, type=11, cpp_type=10, label=3,
-      has_default_value=False, default_value=[],
-      message_type=None, enum_type=None, containing_type=None,
-      is_extension=False, extension_scope=None,
-      options=None),
-  ],
-  extensions=[
-  ],
-  nested_types=[],
-  enum_types=[
-  ],
-  options=None,
-  is_extendable=False,
-  syntax='proto3',
-  extension_ranges=[],
-  oneofs=[
-  ],
-  serialized_start=488,
-  serialized_end=611,
+    name="StateUpdate",
+    full_name="fetch.oef.pb.TACController.StateUpdate",
+    filename=None,
+    file=DESCRIPTOR,
+    containing_type=None,
+    fields=[
+        _descriptor.FieldDescriptor(
+            name="initial_state",
+            full_name="fetch.oef.pb.TACController.StateUpdate.initial_state",
+            index=0,
+            number=1,
+            type=11,
+            cpp_type=10,
+            label=1,
+            has_default_value=False,
+            default_value=None,
+            message_type=None,
+            enum_type=None,
+            containing_type=None,
+            is_extension=False,
+            extension_scope=None,
+            options=None,
+        ),
+        _descriptor.FieldDescriptor(
+            name="txs",
+            full_name="fetch.oef.pb.TACController.StateUpdate.txs",
+            index=1,
+            number=2,
+            type=11,
+            cpp_type=10,
+            label=3,
+            has_default_value=False,
+            default_value=[],
+            message_type=None,
+            enum_type=None,
+            containing_type=None,
+            is_extension=False,
+            extension_scope=None,
+            options=None,
+        ),
+    ],
+    extensions=[],
+    nested_types=[],
+    enum_types=[],
+    options=None,
+    is_extendable=False,
+    syntax="proto3",
+    extension_ranges=[],
+    oneofs=[],
+    serialized_start=488,
+    serialized_end=611,
 )
 
 _TACCONTROLLER_ERROR = _descriptor.Descriptor(
-  name='Error',
-  full_name='fetch.oef.pb.TACController.Error',
-  filename=None,
-  file=DESCRIPTOR,
-  containing_type=None,
-  fields=[
-    _descriptor.FieldDescriptor(
-      name='error_code', full_name='fetch.oef.pb.TACController.Error.error_code', index=0,
-      number=1, type=14, cpp_type=8, label=1,
-      has_default_value=False, default_value=0,
-      message_type=None, enum_type=None, containing_type=None,
-      is_extension=False, extension_scope=None,
-      options=None),
-    _descriptor.FieldDescriptor(
-      name='error_msg', full_name='fetch.oef.pb.TACController.Error.error_msg', index=1,
-      number=2, type=9, cpp_type=9, label=1,
-      has_default_value=False, default_value=_b("").decode('utf-8'),
-      message_type=None, enum_type=None, containing_type=None,
-      is_extension=False, extension_scope=None,
-      options=None),
-    _descriptor.FieldDescriptor(
-      name='details', full_name='fetch.oef.pb.TACController.Error.details', index=2,
-      number=3, type=11, cpp_type=10, label=1,
-      has_default_value=False, default_value=None,
-      message_type=None, enum_type=None, containing_type=None,
-      is_extension=False, extension_scope=None,
-      options=None),
-  ],
-  extensions=[
-  ],
-  nested_types=[],
-  enum_types=[
-    _TACCONTROLLER_ERROR_ERRORCODE,
-  ],
-  options=None,
-  is_extendable=False,
-  syntax='proto3',
-  extension_ranges=[],
-  oneofs=[
-  ],
-  serialized_start=614,
-  serialized_end=1044,
+    name="Error",
+    full_name="fetch.oef.pb.TACController.Error",
+    filename=None,
+    file=DESCRIPTOR,
+    containing_type=None,
+    fields=[
+        _descriptor.FieldDescriptor(
+            name="error_code",
+            full_name="fetch.oef.pb.TACController.Error.error_code",
+            index=0,
+            number=1,
+            type=14,
+            cpp_type=8,
+            label=1,
+            has_default_value=False,
+            default_value=0,
+            message_type=None,
+            enum_type=None,
+            containing_type=None,
+            is_extension=False,
+            extension_scope=None,
+            options=None,
+        ),
+        _descriptor.FieldDescriptor(
+            name="error_msg",
+            full_name="fetch.oef.pb.TACController.Error.error_msg",
+            index=1,
+            number=2,
+            type=9,
+            cpp_type=9,
+            label=1,
+            has_default_value=False,
+            default_value=_b("").decode("utf-8"),
+            message_type=None,
+            enum_type=None,
+            containing_type=None,
+            is_extension=False,
+            extension_scope=None,
+            options=None,
+        ),
+        _descriptor.FieldDescriptor(
+            name="details",
+            full_name="fetch.oef.pb.TACController.Error.details",
+            index=2,
+            number=3,
+            type=11,
+            cpp_type=10,
+            label=1,
+            has_default_value=False,
+            default_value=None,
+            message_type=None,
+            enum_type=None,
+            containing_type=None,
+            is_extension=False,
+            extension_scope=None,
+            options=None,
+        ),
+    ],
+    extensions=[],
+    nested_types=[],
+    enum_types=[_TACCONTROLLER_ERROR_ERRORCODE,],
+    options=None,
+    is_extendable=False,
+    syntax="proto3",
+    extension_ranges=[],
+    oneofs=[],
+    serialized_start=614,
+    serialized_end=1044,
 )
 
 _TACCONTROLLER = _descriptor.Descriptor(
-  name='TACController',
-  full_name='fetch.oef.pb.TACController',
-  filename=None,
-  file=DESCRIPTOR,
-  containing_type=None,
-  fields=[
-  ],
-  extensions=[
-  ],
-  nested_types=[_TACCONTROLLER_REGISTERED, _TACCONTROLLER_UNREGISTERED, _TACCONTROLLER_CANCELLED, _TACCONTROLLER_GAMEDATA, _TACCONTROLLER_TRANSACTIONCONFIRMATION, _TACCONTROLLER_STATEUPDATE, _TACCONTROLLER_ERROR, ],
-  enum_types=[
-  ],
-  options=None,
-  is_extendable=False,
-  syntax='proto3',
-  extension_ranges=[],
-  oneofs=[
-  ],
-  serialized_start=148,
-  serialized_end=1044,
+    name="TACController",
+    full_name="fetch.oef.pb.TACController",
+    filename=None,
+    file=DESCRIPTOR,
+    containing_type=None,
+    fields=[],
+    extensions=[],
+    nested_types=[
+        _TACCONTROLLER_REGISTERED,
+        _TACCONTROLLER_UNREGISTERED,
+        _TACCONTROLLER_CANCELLED,
+        _TACCONTROLLER_GAMEDATA,
+        _TACCONTROLLER_TRANSACTIONCONFIRMATION,
+        _TACCONTROLLER_STATEUPDATE,
+        _TACCONTROLLER_ERROR,
+    ],
+    enum_types=[],
+    options=None,
+    is_extendable=False,
+    syntax="proto3",
+    extension_ranges=[],
+    oneofs=[],
+    serialized_start=148,
+    serialized_end=1044,
 )
 
 
 _TACAGENT_REGISTER = _descriptor.Descriptor(
-  name='Register',
-  full_name='fetch.oef.pb.TACAgent.Register',
-  filename=None,
-  file=DESCRIPTOR,
-  containing_type=None,
-  fields=[
-    _descriptor.FieldDescriptor(
-      name='agent_name', full_name='fetch.oef.pb.TACAgent.Register.agent_name', index=0,
-      number=1, type=9, cpp_type=9, label=1,
-      has_default_value=False, default_value=_b("").decode('utf-8'),
-      message_type=None, enum_type=None, containing_type=None,
-      is_extension=False, extension_scope=None,
-      options=None),
-  ],
-  extensions=[
-  ],
-  nested_types=[],
-  enum_types=[
-  ],
-  options=None,
-  is_extendable=False,
-  syntax='proto3',
-  extension_ranges=[],
-  oneofs=[
-  ],
-  serialized_start=1059,
-  serialized_end=1089,
+    name="Register",
+    full_name="fetch.oef.pb.TACAgent.Register",
+    filename=None,
+    file=DESCRIPTOR,
+    containing_type=None,
+    fields=[
+        _descriptor.FieldDescriptor(
+            name="agent_name",
+            full_name="fetch.oef.pb.TACAgent.Register.agent_name",
+            index=0,
+            number=1,
+            type=9,
+            cpp_type=9,
+            label=1,
+            has_default_value=False,
+            default_value=_b("").decode("utf-8"),
+            message_type=None,
+            enum_type=None,
+            containing_type=None,
+            is_extension=False,
+            extension_scope=None,
+            options=None,
+        ),
+    ],
+    extensions=[],
+    nested_types=[],
+    enum_types=[],
+    options=None,
+    is_extendable=False,
+    syntax="proto3",
+    extension_ranges=[],
+    oneofs=[],
+    serialized_start=1059,
+    serialized_end=1089,
 )
 
 _TACAGENT_UNREGISTER = _descriptor.Descriptor(
-  name='Unregister',
-  full_name='fetch.oef.pb.TACAgent.Unregister',
-  filename=None,
-  file=DESCRIPTOR,
-  containing_type=None,
-  fields=[
-  ],
-  extensions=[
-  ],
-  nested_types=[],
-  enum_types=[
-  ],
-  options=None,
-  is_extendable=False,
-  syntax='proto3',
-  extension_ranges=[],
-  oneofs=[
-  ],
-  serialized_start=1091,
-  serialized_end=1103,
+    name="Unregister",
+    full_name="fetch.oef.pb.TACAgent.Unregister",
+    filename=None,
+    file=DESCRIPTOR,
+    containing_type=None,
+    fields=[],
+    extensions=[],
+    nested_types=[],
+    enum_types=[],
+    options=None,
+    is_extendable=False,
+    syntax="proto3",
+    extension_ranges=[],
+    oneofs=[],
+    serialized_start=1091,
+    serialized_end=1103,
 )
 
 _TACAGENT_TRANSACTION = _descriptor.Descriptor(
-  name='Transaction',
-  full_name='fetch.oef.pb.TACAgent.Transaction',
-  filename=None,
-  file=DESCRIPTOR,
-  containing_type=None,
-  fields=[
-    _descriptor.FieldDescriptor(
-      name='transaction_id', full_name='fetch.oef.pb.TACAgent.Transaction.transaction_id', index=0,
-      number=1, type=9, cpp_type=9, label=1,
-      has_default_value=False, default_value=_b("").decode('utf-8'),
-      message_type=None, enum_type=None, containing_type=None,
-      is_extension=False, extension_scope=None,
-      options=None),
-    _descriptor.FieldDescriptor(
-      name='is_sender_buyer', full_name='fetch.oef.pb.TACAgent.Transaction.is_sender_buyer', index=1,
-      number=2, type=8, cpp_type=7, label=1,
-      has_default_value=False, default_value=False,
-      message_type=None, enum_type=None, containing_type=None,
-      is_extension=False, extension_scope=None,
-      options=None),
-    _descriptor.FieldDescriptor(
-      name='counterparty', full_name='fetch.oef.pb.TACAgent.Transaction.counterparty', index=2,
-      number=3, type=9, cpp_type=9, label=1,
-      has_default_value=False, default_value=_b("").decode('utf-8'),
-      message_type=None, enum_type=None, containing_type=None,
-      is_extension=False, extension_scope=None,
-      options=None),
-    _descriptor.FieldDescriptor(
-      name='amount', full_name='fetch.oef.pb.TACAgent.Transaction.amount', index=3,
-      number=4, type=1, cpp_type=5, label=1,
-      has_default_value=False, default_value=float(0),
-      message_type=None, enum_type=None, containing_type=None,
-      is_extension=False, extension_scope=None,
-      options=None),
-    _descriptor.FieldDescriptor(
-      name='quantities', full_name='fetch.oef.pb.TACAgent.Transaction.quantities', index=4,
-      number=5, type=11, cpp_type=10, label=3,
-      has_default_value=False, default_value=[],
-      message_type=None, enum_type=None, containing_type=None,
-      is_extension=False, extension_scope=None,
-      options=None),
-  ],
-  extensions=[
-  ],
-  nested_types=[],
-  enum_types=[
-  ],
-  options=None,
-  is_extendable=False,
-  syntax='proto3',
-  extension_ranges=[],
-  oneofs=[
-  ],
-  serialized_start=1106,
-  serialized_end=1252,
+    name="Transaction",
+    full_name="fetch.oef.pb.TACAgent.Transaction",
+    filename=None,
+    file=DESCRIPTOR,
+    containing_type=None,
+    fields=[
+        _descriptor.FieldDescriptor(
+            name="transaction_id",
+            full_name="fetch.oef.pb.TACAgent.Transaction.transaction_id",
+            index=0,
+            number=1,
+            type=9,
+            cpp_type=9,
+            label=1,
+            has_default_value=False,
+            default_value=_b("").decode("utf-8"),
+            message_type=None,
+            enum_type=None,
+            containing_type=None,
+            is_extension=False,
+            extension_scope=None,
+            options=None,
+        ),
+        _descriptor.FieldDescriptor(
+            name="is_sender_buyer",
+            full_name="fetch.oef.pb.TACAgent.Transaction.is_sender_buyer",
+            index=1,
+            number=2,
+            type=8,
+            cpp_type=7,
+            label=1,
+            has_default_value=False,
+            default_value=False,
+            message_type=None,
+            enum_type=None,
+            containing_type=None,
+            is_extension=False,
+            extension_scope=None,
+            options=None,
+        ),
+        _descriptor.FieldDescriptor(
+            name="counterparty",
+            full_name="fetch.oef.pb.TACAgent.Transaction.counterparty",
+            index=2,
+            number=3,
+            type=9,
+            cpp_type=9,
+            label=1,
+            has_default_value=False,
+            default_value=_b("").decode("utf-8"),
+            message_type=None,
+            enum_type=None,
+            containing_type=None,
+            is_extension=False,
+            extension_scope=None,
+            options=None,
+        ),
+        _descriptor.FieldDescriptor(
+            name="amount",
+            full_name="fetch.oef.pb.TACAgent.Transaction.amount",
+            index=3,
+            number=4,
+            type=1,
+            cpp_type=5,
+            label=1,
+            has_default_value=False,
+            default_value=float(0),
+            message_type=None,
+            enum_type=None,
+            containing_type=None,
+            is_extension=False,
+            extension_scope=None,
+            options=None,
+        ),
+        _descriptor.FieldDescriptor(
+            name="quantities",
+            full_name="fetch.oef.pb.TACAgent.Transaction.quantities",
+            index=4,
+            number=5,
+            type=11,
+            cpp_type=10,
+            label=3,
+            has_default_value=False,
+            default_value=[],
+            message_type=None,
+            enum_type=None,
+            containing_type=None,
+            is_extension=False,
+            extension_scope=None,
+            options=None,
+        ),
+    ],
+    extensions=[],
+    nested_types=[],
+    enum_types=[],
+    options=None,
+    is_extendable=False,
+    syntax="proto3",
+    extension_ranges=[],
+    oneofs=[],
+    serialized_start=1106,
+    serialized_end=1252,
 )
 
 _TACAGENT_GETSTATEUPDATE = _descriptor.Descriptor(
-  name='GetStateUpdate',
-  full_name='fetch.oef.pb.TACAgent.GetStateUpdate',
-  filename=None,
-  file=DESCRIPTOR,
-  containing_type=None,
-  fields=[
-  ],
-  extensions=[
-  ],
-  nested_types=[],
-  enum_types=[
-  ],
-  options=None,
-  is_extendable=False,
-  syntax='proto3',
-  extension_ranges=[],
-  oneofs=[
-  ],
-  serialized_start=1254,
-  serialized_end=1270,
+    name="GetStateUpdate",
+    full_name="fetch.oef.pb.TACAgent.GetStateUpdate",
+    filename=None,
+    file=DESCRIPTOR,
+    containing_type=None,
+    fields=[],
+    extensions=[],
+    nested_types=[],
+    enum_types=[],
+    options=None,
+    is_extendable=False,
+    syntax="proto3",
+    extension_ranges=[],
+    oneofs=[],
+    serialized_start=1254,
+    serialized_end=1270,
 )
 
 _TACAGENT = _descriptor.Descriptor(
-  name='TACAgent',
-  full_name='fetch.oef.pb.TACAgent',
-  filename=None,
-  file=DESCRIPTOR,
-  containing_type=None,
-  fields=[
-  ],
-  extensions=[
-  ],
-  nested_types=[_TACAGENT_REGISTER, _TACAGENT_UNREGISTER, _TACAGENT_TRANSACTION, _TACAGENT_GETSTATEUPDATE, ],
-  enum_types=[
-  ],
-  options=None,
-  is_extendable=False,
-  syntax='proto3',
-  extension_ranges=[],
-  oneofs=[
-  ],
-  serialized_start=1047,
-  serialized_end=1270,
+    name="TACAgent",
+    full_name="fetch.oef.pb.TACAgent",
+    filename=None,
+    file=DESCRIPTOR,
+    containing_type=None,
+    fields=[],
+    extensions=[],
+    nested_types=[
+        _TACAGENT_REGISTER,
+        _TACAGENT_UNREGISTER,
+        _TACAGENT_TRANSACTION,
+        _TACAGENT_GETSTATEUPDATE,
+    ],
+    enum_types=[],
+    options=None,
+    is_extendable=False,
+    syntax="proto3",
+    extension_ranges=[],
+    oneofs=[],
+    serialized_start=1047,
+    serialized_end=1270,
 )
 
 
 _TACMESSAGE = _descriptor.Descriptor(
-  name='TACMessage',
-  full_name='fetch.oef.pb.TACMessage',
-  filename=None,
-  file=DESCRIPTOR,
-  containing_type=None,
-  fields=[
-    _descriptor.FieldDescriptor(
-      name='register', full_name='fetch.oef.pb.TACMessage.register', index=0,
-      number=1, type=11, cpp_type=10, label=1,
-      has_default_value=False, default_value=None,
-      message_type=None, enum_type=None, containing_type=None,
-      is_extension=False, extension_scope=None,
-      options=None),
-    _descriptor.FieldDescriptor(
-      name='unregister', full_name='fetch.oef.pb.TACMessage.unregister', index=1,
-      number=2, type=11, cpp_type=10, label=1,
-      has_default_value=False, default_value=None,
-      message_type=None, enum_type=None, containing_type=None,
-      is_extension=False, extension_scope=None,
-      options=None),
-    _descriptor.FieldDescriptor(
-      name='transaction', full_name='fetch.oef.pb.TACMessage.transaction', index=2,
-      number=3, type=11, cpp_type=10, label=1,
-      has_default_value=False, default_value=None,
-      message_type=None, enum_type=None, containing_type=None,
-      is_extension=False, extension_scope=None,
-      options=None),
-    _descriptor.FieldDescriptor(
-      name='get_state_update', full_name='fetch.oef.pb.TACMessage.get_state_update', index=3,
-      number=4, type=11, cpp_type=10, label=1,
-      has_default_value=False, default_value=None,
-      message_type=None, enum_type=None, containing_type=None,
-      is_extension=False, extension_scope=None,
-      options=None),
-    _descriptor.FieldDescriptor(
-      name='registered', full_name='fetch.oef.pb.TACMessage.registered', index=4,
-      number=5, type=11, cpp_type=10, label=1,
-      has_default_value=False, default_value=None,
-      message_type=None, enum_type=None, containing_type=None,
-      is_extension=False, extension_scope=None,
-      options=None),
-    _descriptor.FieldDescriptor(
-      name='unregistered', full_name='fetch.oef.pb.TACMessage.unregistered', index=5,
-      number=6, type=11, cpp_type=10, label=1,
-      has_default_value=False, default_value=None,
-      message_type=None, enum_type=None, containing_type=None,
-      is_extension=False, extension_scope=None,
-      options=None),
-    _descriptor.FieldDescriptor(
-      name='cancelled', full_name='fetch.oef.pb.TACMessage.cancelled', index=6,
-      number=7, type=11, cpp_type=10, label=1,
-      has_default_value=False, default_value=None,
-      message_type=None, enum_type=None, containing_type=None,
-      is_extension=False, extension_scope=None,
-      options=None),
-    _descriptor.FieldDescriptor(
-      name='game_data', full_name='fetch.oef.pb.TACMessage.game_data', index=7,
-      number=8, type=11, cpp_type=10, label=1,
-      has_default_value=False, default_value=None,
-      message_type=None, enum_type=None, containing_type=None,
-      is_extension=False, extension_scope=None,
-      options=None),
-    _descriptor.FieldDescriptor(
-      name='transaction_confirmation', full_name='fetch.oef.pb.TACMessage.transaction_confirmation', index=8,
-      number=9, type=11, cpp_type=10, label=1,
-      has_default_value=False, default_value=None,
-      message_type=None, enum_type=None, containing_type=None,
-      is_extension=False, extension_scope=None,
-      options=None),
-    _descriptor.FieldDescriptor(
-      name='state_update', full_name='fetch.oef.pb.TACMessage.state_update', index=9,
-      number=10, type=11, cpp_type=10, label=1,
-      has_default_value=False, default_value=None,
-      message_type=None, enum_type=None, containing_type=None,
-      is_extension=False, extension_scope=None,
-      options=None),
-    _descriptor.FieldDescriptor(
-      name='error', full_name='fetch.oef.pb.TACMessage.error', index=10,
-      number=11, type=11, cpp_type=10, label=1,
-      has_default_value=False, default_value=None,
-      message_type=None, enum_type=None, containing_type=None,
-      is_extension=False, extension_scope=None,
-      options=None),
-  ],
-  extensions=[
-  ],
-  nested_types=[],
-  enum_types=[
-  ],
-  options=None,
-  is_extendable=False,
-  syntax='proto3',
-  extension_ranges=[],
-  oneofs=[
-    _descriptor.OneofDescriptor(
-      name='content', full_name='fetch.oef.pb.TACMessage.content',
-      index=0, containing_type=None, fields=[]),
-  ],
-  serialized_start=1273,
-  serialized_end=1985,
+    name="TACMessage",
+    full_name="fetch.oef.pb.TACMessage",
+    filename=None,
+    file=DESCRIPTOR,
+    containing_type=None,
+    fields=[
+        _descriptor.FieldDescriptor(
+            name="register",
+            full_name="fetch.oef.pb.TACMessage.register",
+            index=0,
+            number=1,
+            type=11,
+            cpp_type=10,
+            label=1,
+            has_default_value=False,
+            default_value=None,
+            message_type=None,
+            enum_type=None,
+            containing_type=None,
+            is_extension=False,
+            extension_scope=None,
+            options=None,
+        ),
+        _descriptor.FieldDescriptor(
+            name="unregister",
+            full_name="fetch.oef.pb.TACMessage.unregister",
+            index=1,
+            number=2,
+            type=11,
+            cpp_type=10,
+            label=1,
+            has_default_value=False,
+            default_value=None,
+            message_type=None,
+            enum_type=None,
+            containing_type=None,
+            is_extension=False,
+            extension_scope=None,
+            options=None,
+        ),
+        _descriptor.FieldDescriptor(
+            name="transaction",
+            full_name="fetch.oef.pb.TACMessage.transaction",
+            index=2,
+            number=3,
+            type=11,
+            cpp_type=10,
+            label=1,
+            has_default_value=False,
+            default_value=None,
+            message_type=None,
+            enum_type=None,
+            containing_type=None,
+            is_extension=False,
+            extension_scope=None,
+            options=None,
+        ),
+        _descriptor.FieldDescriptor(
+            name="get_state_update",
+            full_name="fetch.oef.pb.TACMessage.get_state_update",
+            index=3,
+            number=4,
+            type=11,
+            cpp_type=10,
+            label=1,
+            has_default_value=False,
+            default_value=None,
+            message_type=None,
+            enum_type=None,
+            containing_type=None,
+            is_extension=False,
+            extension_scope=None,
+            options=None,
+        ),
+        _descriptor.FieldDescriptor(
+            name="registered",
+            full_name="fetch.oef.pb.TACMessage.registered",
+            index=4,
+            number=5,
+            type=11,
+            cpp_type=10,
+            label=1,
+            has_default_value=False,
+            default_value=None,
+            message_type=None,
+            enum_type=None,
+            containing_type=None,
+            is_extension=False,
+            extension_scope=None,
+            options=None,
+        ),
+        _descriptor.FieldDescriptor(
+            name="unregistered",
+            full_name="fetch.oef.pb.TACMessage.unregistered",
+            index=5,
+            number=6,
+            type=11,
+            cpp_type=10,
+            label=1,
+            has_default_value=False,
+            default_value=None,
+            message_type=None,
+            enum_type=None,
+            containing_type=None,
+            is_extension=False,
+            extension_scope=None,
+            options=None,
+        ),
+        _descriptor.FieldDescriptor(
+            name="cancelled",
+            full_name="fetch.oef.pb.TACMessage.cancelled",
+            index=6,
+            number=7,
+            type=11,
+            cpp_type=10,
+            label=1,
+            has_default_value=False,
+            default_value=None,
+            message_type=None,
+            enum_type=None,
+            containing_type=None,
+            is_extension=False,
+            extension_scope=None,
+            options=None,
+        ),
+        _descriptor.FieldDescriptor(
+            name="game_data",
+            full_name="fetch.oef.pb.TACMessage.game_data",
+            index=7,
+            number=8,
+            type=11,
+            cpp_type=10,
+            label=1,
+            has_default_value=False,
+            default_value=None,
+            message_type=None,
+            enum_type=None,
+            containing_type=None,
+            is_extension=False,
+            extension_scope=None,
+            options=None,
+        ),
+        _descriptor.FieldDescriptor(
+            name="transaction_confirmation",
+            full_name="fetch.oef.pb.TACMessage.transaction_confirmation",
+            index=8,
+            number=9,
+            type=11,
+            cpp_type=10,
+            label=1,
+            has_default_value=False,
+            default_value=None,
+            message_type=None,
+            enum_type=None,
+            containing_type=None,
+            is_extension=False,
+            extension_scope=None,
+            options=None,
+        ),
+        _descriptor.FieldDescriptor(
+            name="state_update",
+            full_name="fetch.oef.pb.TACMessage.state_update",
+            index=9,
+            number=10,
+            type=11,
+            cpp_type=10,
+            label=1,
+            has_default_value=False,
+            default_value=None,
+            message_type=None,
+            enum_type=None,
+            containing_type=None,
+            is_extension=False,
+            extension_scope=None,
+            options=None,
+        ),
+        _descriptor.FieldDescriptor(
+            name="error",
+            full_name="fetch.oef.pb.TACMessage.error",
+            index=10,
+            number=11,
+            type=11,
+            cpp_type=10,
+            label=1,
+            has_default_value=False,
+            default_value=None,
+            message_type=None,
+            enum_type=None,
+            containing_type=None,
+            is_extension=False,
+            extension_scope=None,
+            options=None,
+        ),
+    ],
+    extensions=[],
+    nested_types=[],
+    enum_types=[],
+    options=None,
+    is_extendable=False,
+    syntax="proto3",
+    extension_ranges=[],
+    oneofs=[
+        _descriptor.OneofDescriptor(
+            name="content",
+            full_name="fetch.oef.pb.TACMessage.content",
+            index=0,
+            containing_type=None,
+            fields=[],
+        ),
+    ],
+    serialized_start=1273,
+    serialized_end=1985,
 )
 
 _TACCONTROLLER_REGISTERED.containing_type = _TACCONTROLLER
 _TACCONTROLLER_UNREGISTERED.containing_type = _TACCONTROLLER
 _TACCONTROLLER_CANCELLED.containing_type = _TACCONTROLLER
-_TACCONTROLLER_GAMEDATA.fields_by_name['agent_pbk_to_name'].message_type = _STRSTRPAIR
-_TACCONTROLLER_GAMEDATA.fields_by_name['good_pbk_to_name'].message_type = _STRSTRPAIR
+_TACCONTROLLER_GAMEDATA.fields_by_name["agent_pbk_to_name"].message_type = _STRSTRPAIR
+_TACCONTROLLER_GAMEDATA.fields_by_name["good_pbk_to_name"].message_type = _STRSTRPAIR
 _TACCONTROLLER_GAMEDATA.containing_type = _TACCONTROLLER
 _TACCONTROLLER_TRANSACTIONCONFIRMATION.containing_type = _TACCONTROLLER
-_TACCONTROLLER_STATEUPDATE.fields_by_name['initial_state'].message_type = _TACCONTROLLER_GAMEDATA
-_TACCONTROLLER_STATEUPDATE.fields_by_name['txs'].message_type = _TACAGENT_TRANSACTION
+_TACCONTROLLER_STATEUPDATE.fields_by_name[
+    "initial_state"
+].message_type = _TACCONTROLLER_GAMEDATA
+_TACCONTROLLER_STATEUPDATE.fields_by_name["txs"].message_type = _TACAGENT_TRANSACTION
 _TACCONTROLLER_STATEUPDATE.containing_type = _TACCONTROLLER
-_TACCONTROLLER_ERROR.fields_by_name['error_code'].enum_type = _TACCONTROLLER_ERROR_ERRORCODE
-_TACCONTROLLER_ERROR.fields_by_name['details'].message_type = google_dot_protobuf_dot_struct__pb2._STRUCT
+_TACCONTROLLER_ERROR.fields_by_name[
+    "error_code"
+].enum_type = _TACCONTROLLER_ERROR_ERRORCODE
+_TACCONTROLLER_ERROR.fields_by_name[
+    "details"
+].message_type = google_dot_protobuf_dot_struct__pb2._STRUCT
 _TACCONTROLLER_ERROR.containing_type = _TACCONTROLLER
 _TACCONTROLLER_ERROR_ERRORCODE.containing_type = _TACCONTROLLER_ERROR
 _TACAGENT_REGISTER.containing_type = _TACAGENT
 _TACAGENT_UNREGISTER.containing_type = _TACAGENT
-_TACAGENT_TRANSACTION.fields_by_name['quantities'].message_type = _STRINTPAIR
+_TACAGENT_TRANSACTION.fields_by_name["quantities"].message_type = _STRINTPAIR
 _TACAGENT_TRANSACTION.containing_type = _TACAGENT
 _TACAGENT_GETSTATEUPDATE.containing_type = _TACAGENT
-_TACMESSAGE.fields_by_name['register'].message_type = _TACAGENT_REGISTER
-_TACMESSAGE.fields_by_name['unregister'].message_type = _TACAGENT_UNREGISTER
-_TACMESSAGE.fields_by_name['transaction'].message_type = _TACAGENT_TRANSACTION
-_TACMESSAGE.fields_by_name['get_state_update'].message_type = _TACAGENT_GETSTATEUPDATE
-_TACMESSAGE.fields_by_name['registered'].message_type = _TACCONTROLLER_REGISTERED
-_TACMESSAGE.fields_by_name['unregistered'].message_type = _TACCONTROLLER_UNREGISTERED
-_TACMESSAGE.fields_by_name['cancelled'].message_type = _TACCONTROLLER_CANCELLED
-_TACMESSAGE.fields_by_name['game_data'].message_type = _TACCONTROLLER_GAMEDATA
-_TACMESSAGE.fields_by_name['transaction_confirmation'].message_type = _TACCONTROLLER_TRANSACTIONCONFIRMATION
-_TACMESSAGE.fields_by_name['state_update'].message_type = _TACCONTROLLER_STATEUPDATE
-_TACMESSAGE.fields_by_name['error'].message_type = _TACCONTROLLER_ERROR
-_TACMESSAGE.oneofs_by_name['content'].fields.append(
-  _TACMESSAGE.fields_by_name['register'])
-_TACMESSAGE.fields_by_name['register'].containing_oneof = _TACMESSAGE.oneofs_by_name['content']
-_TACMESSAGE.oneofs_by_name['content'].fields.append(
-  _TACMESSAGE.fields_by_name['unregister'])
-_TACMESSAGE.fields_by_name['unregister'].containing_oneof = _TACMESSAGE.oneofs_by_name['content']
-_TACMESSAGE.oneofs_by_name['content'].fields.append(
-  _TACMESSAGE.fields_by_name['transaction'])
-_TACMESSAGE.fields_by_name['transaction'].containing_oneof = _TACMESSAGE.oneofs_by_name['content']
-_TACMESSAGE.oneofs_by_name['content'].fields.append(
-  _TACMESSAGE.fields_by_name['get_state_update'])
-_TACMESSAGE.fields_by_name['get_state_update'].containing_oneof = _TACMESSAGE.oneofs_by_name['content']
-_TACMESSAGE.oneofs_by_name['content'].fields.append(
-  _TACMESSAGE.fields_by_name['registered'])
-_TACMESSAGE.fields_by_name['registered'].containing_oneof = _TACMESSAGE.oneofs_by_name['content']
-_TACMESSAGE.oneofs_by_name['content'].fields.append(
-  _TACMESSAGE.fields_by_name['unregistered'])
-_TACMESSAGE.fields_by_name['unregistered'].containing_oneof = _TACMESSAGE.oneofs_by_name['content']
-_TACMESSAGE.oneofs_by_name['content'].fields.append(
-  _TACMESSAGE.fields_by_name['cancelled'])
-_TACMESSAGE.fields_by_name['cancelled'].containing_oneof = _TACMESSAGE.oneofs_by_name['content']
-_TACMESSAGE.oneofs_by_name['content'].fields.append(
-  _TACMESSAGE.fields_by_name['game_data'])
-_TACMESSAGE.fields_by_name['game_data'].containing_oneof = _TACMESSAGE.oneofs_by_name['content']
-_TACMESSAGE.oneofs_by_name['content'].fields.append(
-  _TACMESSAGE.fields_by_name['transaction_confirmation'])
-_TACMESSAGE.fields_by_name['transaction_confirmation'].containing_oneof = _TACMESSAGE.oneofs_by_name['content']
-_TACMESSAGE.oneofs_by_name['content'].fields.append(
-  _TACMESSAGE.fields_by_name['state_update'])
-_TACMESSAGE.fields_by_name['state_update'].containing_oneof = _TACMESSAGE.oneofs_by_name['content']
-_TACMESSAGE.oneofs_by_name['content'].fields.append(
-  _TACMESSAGE.fields_by_name['error'])
-_TACMESSAGE.fields_by_name['error'].containing_oneof = _TACMESSAGE.oneofs_by_name['content']
-DESCRIPTOR.message_types_by_name['StrIntPair'] = _STRINTPAIR
-DESCRIPTOR.message_types_by_name['StrStrPair'] = _STRSTRPAIR
-DESCRIPTOR.message_types_by_name['TACController'] = _TACCONTROLLER
-DESCRIPTOR.message_types_by_name['TACAgent'] = _TACAGENT
-DESCRIPTOR.message_types_by_name['TACMessage'] = _TACMESSAGE
-
-StrIntPair = _reflection.GeneratedProtocolMessageType('StrIntPair', (_message.Message,), dict(
-  DESCRIPTOR = _STRINTPAIR,
-  __module__ = 'tac_pb2'
-  # @@protoc_insertion_point(class_scope:fetch.oef.pb.StrIntPair)
-  ))
+_TACMESSAGE.fields_by_name["register"].message_type = _TACAGENT_REGISTER
+_TACMESSAGE.fields_by_name["unregister"].message_type = _TACAGENT_UNREGISTER
+_TACMESSAGE.fields_by_name["transaction"].message_type = _TACAGENT_TRANSACTION
+_TACMESSAGE.fields_by_name["get_state_update"].message_type = _TACAGENT_GETSTATEUPDATE
+_TACMESSAGE.fields_by_name["registered"].message_type = _TACCONTROLLER_REGISTERED
+_TACMESSAGE.fields_by_name["unregistered"].message_type = _TACCONTROLLER_UNREGISTERED
+_TACMESSAGE.fields_by_name["cancelled"].message_type = _TACCONTROLLER_CANCELLED
+_TACMESSAGE.fields_by_name["game_data"].message_type = _TACCONTROLLER_GAMEDATA
+_TACMESSAGE.fields_by_name[
+    "transaction_confirmation"
+].message_type = _TACCONTROLLER_TRANSACTIONCONFIRMATION
+_TACMESSAGE.fields_by_name["state_update"].message_type = _TACCONTROLLER_STATEUPDATE
+_TACMESSAGE.fields_by_name["error"].message_type = _TACCONTROLLER_ERROR
+_TACMESSAGE.oneofs_by_name["content"].fields.append(
+    _TACMESSAGE.fields_by_name["register"]
+)
+_TACMESSAGE.fields_by_name["register"].containing_oneof = _TACMESSAGE.oneofs_by_name[
+    "content"
+]
+_TACMESSAGE.oneofs_by_name["content"].fields.append(
+    _TACMESSAGE.fields_by_name["unregister"]
+)
+_TACMESSAGE.fields_by_name["unregister"].containing_oneof = _TACMESSAGE.oneofs_by_name[
+    "content"
+]
+_TACMESSAGE.oneofs_by_name["content"].fields.append(
+    _TACMESSAGE.fields_by_name["transaction"]
+)
+_TACMESSAGE.fields_by_name["transaction"].containing_oneof = _TACMESSAGE.oneofs_by_name[
+    "content"
+]
+_TACMESSAGE.oneofs_by_name["content"].fields.append(
+    _TACMESSAGE.fields_by_name["get_state_update"]
+)
+_TACMESSAGE.fields_by_name[
+    "get_state_update"
+].containing_oneof = _TACMESSAGE.oneofs_by_name["content"]
+_TACMESSAGE.oneofs_by_name["content"].fields.append(
+    _TACMESSAGE.fields_by_name["registered"]
+)
+_TACMESSAGE.fields_by_name["registered"].containing_oneof = _TACMESSAGE.oneofs_by_name[
+    "content"
+]
+_TACMESSAGE.oneofs_by_name["content"].fields.append(
+    _TACMESSAGE.fields_by_name["unregistered"]
+)
+_TACMESSAGE.fields_by_name[
+    "unregistered"
+].containing_oneof = _TACMESSAGE.oneofs_by_name["content"]
+_TACMESSAGE.oneofs_by_name["content"].fields.append(
+    _TACMESSAGE.fields_by_name["cancelled"]
+)
+_TACMESSAGE.fields_by_name["cancelled"].containing_oneof = _TACMESSAGE.oneofs_by_name[
+    "content"
+]
+_TACMESSAGE.oneofs_by_name["content"].fields.append(
+    _TACMESSAGE.fields_by_name["game_data"]
+)
+_TACMESSAGE.fields_by_name["game_data"].containing_oneof = _TACMESSAGE.oneofs_by_name[
+    "content"
+]
+_TACMESSAGE.oneofs_by_name["content"].fields.append(
+    _TACMESSAGE.fields_by_name["transaction_confirmation"]
+)
+_TACMESSAGE.fields_by_name[
+    "transaction_confirmation"
+].containing_oneof = _TACMESSAGE.oneofs_by_name["content"]
+_TACMESSAGE.oneofs_by_name["content"].fields.append(
+    _TACMESSAGE.fields_by_name["state_update"]
+)
+_TACMESSAGE.fields_by_name[
+    "state_update"
+].containing_oneof = _TACMESSAGE.oneofs_by_name["content"]
+_TACMESSAGE.oneofs_by_name["content"].fields.append(_TACMESSAGE.fields_by_name["error"])
+_TACMESSAGE.fields_by_name["error"].containing_oneof = _TACMESSAGE.oneofs_by_name[
+    "content"
+]
+DESCRIPTOR.message_types_by_name["StrIntPair"] = _STRINTPAIR
+DESCRIPTOR.message_types_by_name["StrStrPair"] = _STRSTRPAIR
+DESCRIPTOR.message_types_by_name["TACController"] = _TACCONTROLLER
+DESCRIPTOR.message_types_by_name["TACAgent"] = _TACAGENT
+DESCRIPTOR.message_types_by_name["TACMessage"] = _TACMESSAGE
+
+StrIntPair = _reflection.GeneratedProtocolMessageType(
+    "StrIntPair",
+    (_message.Message,),
+    dict(
+        DESCRIPTOR=_STRINTPAIR,
+        __module__="tac_pb2"
+        # @@protoc_insertion_point(class_scope:fetch.oef.pb.StrIntPair)
+    ),
+)
 _sym_db.RegisterMessage(StrIntPair)
 
-StrStrPair = _reflection.GeneratedProtocolMessageType('StrStrPair', (_message.Message,), dict(
-  DESCRIPTOR = _STRSTRPAIR,
-  __module__ = 'tac_pb2'
-  # @@protoc_insertion_point(class_scope:fetch.oef.pb.StrStrPair)
-  ))
+StrStrPair = _reflection.GeneratedProtocolMessageType(
+    "StrStrPair",
+    (_message.Message,),
+    dict(
+        DESCRIPTOR=_STRSTRPAIR,
+        __module__="tac_pb2"
+        # @@protoc_insertion_point(class_scope:fetch.oef.pb.StrStrPair)
+    ),
+)
 _sym_db.RegisterMessage(StrStrPair)
 
-TACController = _reflection.GeneratedProtocolMessageType('TACController', (_message.Message,), dict(
-
-  Registered = _reflection.GeneratedProtocolMessageType('Registered', (_message.Message,), dict(
-    DESCRIPTOR = _TACCONTROLLER_REGISTERED,
-    __module__ = 'tac_pb2'
-    # @@protoc_insertion_point(class_scope:fetch.oef.pb.TACController.Registered)
-    ))
-  ,
-
-  Unregistered = _reflection.GeneratedProtocolMessageType('Unregistered', (_message.Message,), dict(
-    DESCRIPTOR = _TACCONTROLLER_UNREGISTERED,
-    __module__ = 'tac_pb2'
-    # @@protoc_insertion_point(class_scope:fetch.oef.pb.TACController.Unregistered)
-    ))
-  ,
-
-  Cancelled = _reflection.GeneratedProtocolMessageType('Cancelled', (_message.Message,), dict(
-    DESCRIPTOR = _TACCONTROLLER_CANCELLED,
-    __module__ = 'tac_pb2'
-    # @@protoc_insertion_point(class_scope:fetch.oef.pb.TACController.Cancelled)
-    ))
-  ,
-
-  GameData = _reflection.GeneratedProtocolMessageType('GameData', (_message.Message,), dict(
-    DESCRIPTOR = _TACCONTROLLER_GAMEDATA,
-    __module__ = 'tac_pb2'
-    # @@protoc_insertion_point(class_scope:fetch.oef.pb.TACController.GameData)
-    ))
-  ,
-
-  TransactionConfirmation = _reflection.GeneratedProtocolMessageType('TransactionConfirmation', (_message.Message,), dict(
-    DESCRIPTOR = _TACCONTROLLER_TRANSACTIONCONFIRMATION,
-    __module__ = 'tac_pb2'
-    # @@protoc_insertion_point(class_scope:fetch.oef.pb.TACController.TransactionConfirmation)
-    ))
-  ,
-
-  StateUpdate = _reflection.GeneratedProtocolMessageType('StateUpdate', (_message.Message,), dict(
-    DESCRIPTOR = _TACCONTROLLER_STATEUPDATE,
-    __module__ = 'tac_pb2'
-    # @@protoc_insertion_point(class_scope:fetch.oef.pb.TACController.StateUpdate)
-    ))
-  ,
-
-  Error = _reflection.GeneratedProtocolMessageType('Error', (_message.Message,), dict(
-    DESCRIPTOR = _TACCONTROLLER_ERROR,
-    __module__ = 'tac_pb2'
-    # @@protoc_insertion_point(class_scope:fetch.oef.pb.TACController.Error)
-    ))
-  ,
-  DESCRIPTOR = _TACCONTROLLER,
-  __module__ = 'tac_pb2'
-  # @@protoc_insertion_point(class_scope:fetch.oef.pb.TACController)
-  ))
+TACController = _reflection.GeneratedProtocolMessageType(
+    "TACController",
+    (_message.Message,),
+    dict(
+        Registered=_reflection.GeneratedProtocolMessageType(
+            "Registered",
+            (_message.Message,),
+            dict(
+                DESCRIPTOR=_TACCONTROLLER_REGISTERED,
+                __module__="tac_pb2"
+                # @@protoc_insertion_point(class_scope:fetch.oef.pb.TACController.Registered)
+            ),
+        ),
+        Unregistered=_reflection.GeneratedProtocolMessageType(
+            "Unregistered",
+            (_message.Message,),
+            dict(
+                DESCRIPTOR=_TACCONTROLLER_UNREGISTERED,
+                __module__="tac_pb2"
+                # @@protoc_insertion_point(class_scope:fetch.oef.pb.TACController.Unregistered)
+            ),
+        ),
+        Cancelled=_reflection.GeneratedProtocolMessageType(
+            "Cancelled",
+            (_message.Message,),
+            dict(
+                DESCRIPTOR=_TACCONTROLLER_CANCELLED,
+                __module__="tac_pb2"
+                # @@protoc_insertion_point(class_scope:fetch.oef.pb.TACController.Cancelled)
+            ),
+        ),
+        GameData=_reflection.GeneratedProtocolMessageType(
+            "GameData",
+            (_message.Message,),
+            dict(
+                DESCRIPTOR=_TACCONTROLLER_GAMEDATA,
+                __module__="tac_pb2"
+                # @@protoc_insertion_point(class_scope:fetch.oef.pb.TACController.GameData)
+            ),
+        ),
+        TransactionConfirmation=_reflection.GeneratedProtocolMessageType(
+            "TransactionConfirmation",
+            (_message.Message,),
+            dict(
+                DESCRIPTOR=_TACCONTROLLER_TRANSACTIONCONFIRMATION,
+                __module__="tac_pb2"
+                # @@protoc_insertion_point(class_scope:fetch.oef.pb.TACController.TransactionConfirmation)
+            ),
+        ),
+        StateUpdate=_reflection.GeneratedProtocolMessageType(
+            "StateUpdate",
+            (_message.Message,),
+            dict(
+                DESCRIPTOR=_TACCONTROLLER_STATEUPDATE,
+                __module__="tac_pb2"
+                # @@protoc_insertion_point(class_scope:fetch.oef.pb.TACController.StateUpdate)
+            ),
+        ),
+        Error=_reflection.GeneratedProtocolMessageType(
+            "Error",
+            (_message.Message,),
+            dict(
+                DESCRIPTOR=_TACCONTROLLER_ERROR,
+                __module__="tac_pb2"
+                # @@protoc_insertion_point(class_scope:fetch.oef.pb.TACController.Error)
+            ),
+        ),
+        DESCRIPTOR=_TACCONTROLLER,
+        __module__="tac_pb2"
+        # @@protoc_insertion_point(class_scope:fetch.oef.pb.TACController)
+    ),
+)
 _sym_db.RegisterMessage(TACController)
 _sym_db.RegisterMessage(TACController.Registered)
 _sym_db.RegisterMessage(TACController.Unregistered)
@@ -849,50 +1231,66 @@
 _sym_db.RegisterMessage(TACController.StateUpdate)
 _sym_db.RegisterMessage(TACController.Error)
 
-TACAgent = _reflection.GeneratedProtocolMessageType('TACAgent', (_message.Message,), dict(
-
-  Register = _reflection.GeneratedProtocolMessageType('Register', (_message.Message,), dict(
-    DESCRIPTOR = _TACAGENT_REGISTER,
-    __module__ = 'tac_pb2'
-    # @@protoc_insertion_point(class_scope:fetch.oef.pb.TACAgent.Register)
-    ))
-  ,
-
-  Unregister = _reflection.GeneratedProtocolMessageType('Unregister', (_message.Message,), dict(
-    DESCRIPTOR = _TACAGENT_UNREGISTER,
-    __module__ = 'tac_pb2'
-    # @@protoc_insertion_point(class_scope:fetch.oef.pb.TACAgent.Unregister)
-    ))
-  ,
-
-  Transaction = _reflection.GeneratedProtocolMessageType('Transaction', (_message.Message,), dict(
-    DESCRIPTOR = _TACAGENT_TRANSACTION,
-    __module__ = 'tac_pb2'
-    # @@protoc_insertion_point(class_scope:fetch.oef.pb.TACAgent.Transaction)
-    ))
-  ,
-
-  GetStateUpdate = _reflection.GeneratedProtocolMessageType('GetStateUpdate', (_message.Message,), dict(
-    DESCRIPTOR = _TACAGENT_GETSTATEUPDATE,
-    __module__ = 'tac_pb2'
-    # @@protoc_insertion_point(class_scope:fetch.oef.pb.TACAgent.GetStateUpdate)
-    ))
-  ,
-  DESCRIPTOR = _TACAGENT,
-  __module__ = 'tac_pb2'
-  # @@protoc_insertion_point(class_scope:fetch.oef.pb.TACAgent)
-  ))
+TACAgent = _reflection.GeneratedProtocolMessageType(
+    "TACAgent",
+    (_message.Message,),
+    dict(
+        Register=_reflection.GeneratedProtocolMessageType(
+            "Register",
+            (_message.Message,),
+            dict(
+                DESCRIPTOR=_TACAGENT_REGISTER,
+                __module__="tac_pb2"
+                # @@protoc_insertion_point(class_scope:fetch.oef.pb.TACAgent.Register)
+            ),
+        ),
+        Unregister=_reflection.GeneratedProtocolMessageType(
+            "Unregister",
+            (_message.Message,),
+            dict(
+                DESCRIPTOR=_TACAGENT_UNREGISTER,
+                __module__="tac_pb2"
+                # @@protoc_insertion_point(class_scope:fetch.oef.pb.TACAgent.Unregister)
+            ),
+        ),
+        Transaction=_reflection.GeneratedProtocolMessageType(
+            "Transaction",
+            (_message.Message,),
+            dict(
+                DESCRIPTOR=_TACAGENT_TRANSACTION,
+                __module__="tac_pb2"
+                # @@protoc_insertion_point(class_scope:fetch.oef.pb.TACAgent.Transaction)
+            ),
+        ),
+        GetStateUpdate=_reflection.GeneratedProtocolMessageType(
+            "GetStateUpdate",
+            (_message.Message,),
+            dict(
+                DESCRIPTOR=_TACAGENT_GETSTATEUPDATE,
+                __module__="tac_pb2"
+                # @@protoc_insertion_point(class_scope:fetch.oef.pb.TACAgent.GetStateUpdate)
+            ),
+        ),
+        DESCRIPTOR=_TACAGENT,
+        __module__="tac_pb2"
+        # @@protoc_insertion_point(class_scope:fetch.oef.pb.TACAgent)
+    ),
+)
 _sym_db.RegisterMessage(TACAgent)
 _sym_db.RegisterMessage(TACAgent.Register)
 _sym_db.RegisterMessage(TACAgent.Unregister)
 _sym_db.RegisterMessage(TACAgent.Transaction)
 _sym_db.RegisterMessage(TACAgent.GetStateUpdate)
 
-TACMessage = _reflection.GeneratedProtocolMessageType('TACMessage', (_message.Message,), dict(
-  DESCRIPTOR = _TACMESSAGE,
-  __module__ = 'tac_pb2'
-  # @@protoc_insertion_point(class_scope:fetch.oef.pb.TACMessage)
-  ))
+TACMessage = _reflection.GeneratedProtocolMessageType(
+    "TACMessage",
+    (_message.Message,),
+    dict(
+        DESCRIPTOR=_TACMESSAGE,
+        __module__="tac_pb2"
+        # @@protoc_insertion_point(class_scope:fetch.oef.pb.TACMessage)
+    ),
+)
 _sym_db.RegisterMessage(TACMessage)
 
 
diff --git a/tac/platform/shared_sim_status.py b/tac/platform/shared_sim_status.py
index a7a10d04..25facd88 100644
--- a/tac/platform/shared_sim_status.py
+++ b/tac/platform/shared_sim_status.py
@@ -46,20 +46,19 @@ def register_shared_dir(temp_dir) -> None:
     """Call this from somewhere near the entry point of the program to set he location of the temp directory."""
     # print("register_shared_dir: " + temp_dir)
     # logging.error("register_shared_dir: " + temp_dir)
-
-    os.environ['TAC_SHARED_DIR'] = temp_dir
+    os.environ["SHARED_DIR"] = temp_dir
 
 
 def get_shared_dir() -> str:
     """Call this to return the bases shared folder location."""
-    return os.environ['TAC_SHARED_DIR']
+    return os.environ["SHARED_DIR"]
 
 
 def clear_temp_dir() -> None:
     """Call this once at the beginning (after registering the temp director) - cleans out dir of old status files."""
-    shared_dir = str(os.getenv('TAC_SHARED_DIR'))
+    shared_dir = str(os.getenv("SHARED_DIR"))
     # Get a list of all the file paths that ends with .txt from in specified directory
-    file_list = glob.glob(os.path.join(shared_dir, '*.txt'))
+    file_list = glob.glob(os.path.join(shared_dir, "*.txt"))
 
     # Iterate over the list of filepaths & remove each file.
     for filePath in file_list:
@@ -80,7 +79,7 @@ def get_controller_state(game_id: str) -> ControllerAgentState:
         return ControllerAgentState.NONE
 
 
-def get_controller_last_time(game_id: str, ) -> float:
+def get_controller_last_time(game_id: str,) -> float:
     """Return the last time the controller state was changed as UTC time."""
     return _get_last_status_time("controller_" + game_id)
 
@@ -123,7 +122,7 @@ def _get_last_status_time(id_name) -> float:
 
 
 def _construct_temp_filename(id_name) -> str:
-    shared_dir = os.getenv('TAC_SHARED_DIR')
+    shared_dir = os.getenv("SHARED_DIR")
 
     # Actually it is fine not to set this up - should just fail gracefully as
     # this is only needed when using the GUI launcher
@@ -145,7 +144,7 @@ def _set_str_status(id_name, status) -> None:
 def _get_str_status(id_name):
     temp_file_path = _construct_temp_filename(id_name)
     if temp_file_path != "":
-        if (os.path.isfile(temp_file_path)):
+        if os.path.isfile(temp_file_path):
             f = open(temp_file_path, "r")
             status = f.read()
             f.close()
diff --git a/tac/platform/simulation.py b/tac/platform/simulation.py
index 95a1600b..e6348e7b 100644
--- a/tac/platform/simulation.py
+++ b/tac/platform/simulation.py
@@ -55,23 +55,25 @@
 class SimulationParams:
     """Class to hold simulation parameters."""
 
-    def __init__(self,
-                 oef_addr: str = "localhost",
-                 oef_port: int = 10000,
-                 nb_baseline_agents: int = 5,
-                 register_as: RegisterAs = RegisterAs.BOTH,
-                 search_for: SearchFor = SearchFor.BOTH,
-                 services_interval: int = 5,
-                 pending_transaction_timeout: int = 120,
-                 verbose: bool = False,
-                 dashboard: bool = False,
-                 visdom_addr: str = "localhost",
-                 visdom_port: int = 8097,
-                 data_output_dir: Optional[str] = "data",
-                 version_id: str = str(random.randint(0, 10000)),
-                 seed: int = 42,
-                 nb_baseline_agents_world_modeling: int = 1,
-                 tac_parameters: Optional[TACParameters] = None):
+    def __init__(
+        self,
+        oef_addr: str = "localhost",
+        oef_port: int = 10000,
+        nb_baseline_agents: int = 10,
+        register_as: RegisterAs = RegisterAs.BOTH,
+        search_for: SearchFor = SearchFor.BOTH,
+        services_interval: int = 1,
+        pending_transaction_timeout: int = 120,
+        verbose: bool = False,
+        dashboard: bool = False,
+        visdom_addr: str = "localhost",
+        visdom_port: int = 8097,
+        data_output_dir: Optional[str] = "data",
+        version_id: str = str(random.randint(0, 10000)),
+        seed: int = 42,
+        nb_baseline_agents_world_modeling: int = 0,
+        tac_parameters: Optional[TACParameters] = None,
+    ):
         """
         Initialize a SimulationParams class.
 
@@ -92,7 +94,9 @@ def __init__(self,
         :param nb_baseline_agents_world_modeling: the number of world modelling baseline agents.
         :param tac_parameters: the parameters for the TAC.
         """
-        self.tac_parameters = tac_parameters if tac_parameters is not None else TACParameters()
+        self.tac_parameters = (
+            tac_parameters if tac_parameters is not None else TACParameters()
+        )
         self.oef_addr = oef_addr
         self.oef_port = oef_port
         self.nb_baseline_agents = nb_baseline_agents
@@ -117,30 +121,33 @@ def spawn_controller_agent(params: SimulationParams) -> multiprocessing.Process:
     :param params: the simulation params.
     :return: the process running the controller.
     """
-    process = multiprocessing.Process(target=controller_main, kwargs=dict(
-        name="tac_controller",
-        nb_agents=params.tac_parameters.min_nb_agents,
-        nb_goods=params.tac_parameters.nb_goods,
-        money_endowment=params.tac_parameters.money_endowment,
-        base_good_endowment=params.tac_parameters.base_good_endowment,
-        lower_bound_factor=params.tac_parameters.lower_bound_factor,
-        upper_bound_factor=params.tac_parameters.upper_bound_factor,
-        tx_fee=params.tac_parameters.tx_fee,
-        oef_addr=params.oef_addr,
-        oef_port=params.oef_port,
-        start_time=params.tac_parameters.start_time,
-        registration_timeout=params.tac_parameters.registration_timeout,
-        inactivity_timeout=params.tac_parameters.inactivity_timeout,
-        competition_timeout=params.tac_parameters.competition_timeout,
-        whitelist_file=params.tac_parameters.whitelist,
-        verbose=True,
-        dashboard=params.dashboard,
-        visdom_addr=params.visdom_addr,
-        visdom_port=params.visdom_port,
-        data_output_dir=params.data_output_dir,
-        version_id=params.version_id,
-        seed=params.seed,
-    ))
+    process = multiprocessing.Process(
+        target=controller_main,
+        kwargs=dict(
+            name="tac_controller",
+            nb_agents=params.tac_parameters.min_nb_agents,
+            nb_goods=params.tac_parameters.nb_goods,
+            money_endowment=params.tac_parameters.money_endowment,
+            base_good_endowment=params.tac_parameters.base_good_endowment,
+            lower_bound_factor=params.tac_parameters.lower_bound_factor,
+            upper_bound_factor=params.tac_parameters.upper_bound_factor,
+            tx_fee=params.tac_parameters.tx_fee,
+            oef_addr=params.oef_addr,
+            oef_port=params.oef_port,
+            start_time=params.tac_parameters.start_time,
+            registration_timeout=params.tac_parameters.registration_timeout,
+            inactivity_timeout=params.tac_parameters.inactivity_timeout,
+            competition_timeout=params.tac_parameters.competition_timeout,
+            whitelist_file=params.tac_parameters.whitelist,
+            verbose=True,
+            dashboard=params.dashboard,
+            visdom_addr=params.visdom_addr,
+            visdom_port=params.visdom_port,
+            data_output_dir=params.data_output_dir,
+            version_id=params.version_id,
+            seed=params.seed,
+        ),
+    )
     process.start()
     return process
 
@@ -152,19 +159,30 @@ def spawn_baseline_agents(params: SimulationParams) -> List[multiprocessing.Proc
     :param params: the simulation params.
     :return: the processes running the agents (as a list).
     """
-    processes = [multiprocessing.Process(target=baseline_main, kwargs=dict(
-        name=make_agent_name(i, i < params.nb_baseline_agents_world_modeling, params.nb_baseline_agents),
-        oef_addr=params.oef_addr,
-        oef_port=params.oef_port,
-        register_as=params.register_as,
-        search_for=params.search_for,
-        is_world_modeling=i < params.nb_baseline_agents_world_modeling,
-        services_interval=params.services_interval,
-        pending_transaction_timeout=params.pending_transaction_timeout,
-        dashboard=params.dashboard,
-        visdom_addr=params.visdom_addr,
-        visdom_port=params.visdom_port,
-        expected_version_id=params.version_id)) for i in range(params.nb_baseline_agents)]
+    processes = [
+        multiprocessing.Process(
+            target=baseline_main,
+            kwargs=dict(
+                name=make_agent_name(
+                    i,
+                    i < params.nb_baseline_agents_world_modeling,
+                    params.nb_baseline_agents,
+                ),
+                oef_addr=params.oef_addr,
+                oef_port=params.oef_port,
+                register_as=params.register_as,
+                search_for=params.search_for,
+                is_world_modeling=i < params.nb_baseline_agents_world_modeling,
+                services_interval=params.services_interval,
+                pending_transaction_timeout=params.pending_transaction_timeout,
+                dashboard=params.dashboard,
+                visdom_addr=params.visdom_addr,
+                visdom_port=params.visdom_port,
+                expected_version_id=params.version_id,
+            ),
+        )
+        for i in range(params.nb_baseline_agents)
+    ]
 
     for process in processes:
         process.start()
@@ -175,32 +193,134 @@ def spawn_baseline_agents(params: SimulationParams) -> List[multiprocessing.Proc
 def parse_arguments():
     """Arguments parsing."""
     parser = argparse.ArgumentParser("tac_agent_spawner")
-    parser.add_argument("--nb-agents", type=int, default=10, help="(minimum) number of TAC agent to wait for the competition.")
-    parser.add_argument("--nb-goods", type=int, default=10, help="Number of TAC agent to run.")
-    parser.add_argument("--money-endowment", type=int, default=200, help="Initial amount of money.")
-    parser.add_argument("--base-good-endowment", default=2, type=int, help="The base amount of per good instances every agent receives.")
-    parser.add_argument("--lower-bound-factor", default=0, type=int, help="The lower bound factor of a uniform distribution.")
-    parser.add_argument("--upper-bound-factor", default=0, type=int, help="The upper bound factor of a uniform distribution.")
-    parser.add_argument("--tx-fee", default=0.1, type=float, help="The transaction fee.")
-    parser.add_argument("--oef-addr", default="127.0.0.1", help="TCP/IP address of the OEF Agent")
-    parser.add_argument("--oef-port", default=10000, help="TCP/IP port of the OEF Agent")
-    parser.add_argument("--nb-baseline-agents", type=int, default=10, help="Number of baseline agent to run. Defaults to the number of agents of the competition.")
-    parser.add_argument("--start-time", default=str(datetime.datetime.now() + datetime.timedelta(0, 10)), type=str, help="The start time for the competition (in UTC format).")
-    parser.add_argument("--registration-timeout", default=20, type=int, help="The amount of time (in seconds) to wait for agents to register before attempting to start the competition.")
-    parser.add_argument("--inactivity-timeout", default=60, type=int, help="The amount of time (in seconds) to wait during inactivity until the termination of the competition.")
-    parser.add_argument("--competition-timeout", default=240, type=int, help="The amount of time (in seconds) to wait from the start of the competition until the termination of the competition.")
-    parser.add_argument("--services-interval", default=5, type=int, help="The amount of time (in seconds) the baseline agents wait until it updates services again.")
-    parser.add_argument("--pending-transaction-timeout", default=120, type=int, help="The amount of time (in seconds) the baseline agents wait until the transaction confirmation.")
-    parser.add_argument("--register-as", choices=['seller', 'buyer', 'both'], default='both', help="The string indicates whether the baseline agent registers as seller, buyer or both on the oef.")
-    parser.add_argument("--search-for", choices=['sellers', 'buyers', 'both'], default='both', help="The string indicates whether the baseline agent searches for sellers, buyers or both on the oef.")
-    parser.add_argument("--dashboard", action="store_true", help="Enable the agent dashboard.")
-    parser.add_argument("--data-output-dir", default="data", help="The output directory for the simulation data.")
-    parser.add_argument("--version-id", default=str(random.randint(0, 10000)), type=str, help="The version ID.")
-    parser.add_argument("--visdom-addr", default="localhost", help="TCP/IP address of the Visdom server")
-    parser.add_argument("--visdom-port", default=8097, help="TCP/IP port of the Visdom server")
+    parser.add_argument(
+        "--nb-agents",
+        type=int,
+        default=10,
+        help="(minimum) number of TAC agent to wait for the competition.",
+    )
+    parser.add_argument(
+        "--nb-goods", type=int, default=10, help="Number of TAC agent to run."
+    )
+    parser.add_argument(
+        "--money-endowment", type=int, default=200, help="Initial amount of money."
+    )
+    parser.add_argument(
+        "--base-good-endowment",
+        default=2,
+        type=int,
+        help="The base amount of per good instances every agent receives.",
+    )
+    parser.add_argument(
+        "--lower-bound-factor",
+        default=0,
+        type=int,
+        help="The lower bound factor of a uniform distribution.",
+    )
+    parser.add_argument(
+        "--upper-bound-factor",
+        default=0,
+        type=int,
+        help="The upper bound factor of a uniform distribution.",
+    )
+    parser.add_argument(
+        "--tx-fee", default=0.1, type=float, help="The transaction fee."
+    )
+    parser.add_argument(
+        "--oef-addr", default="127.0.0.1", help="TCP/IP address of the OEF Agent"
+    )
+    parser.add_argument(
+        "--oef-port", default=10000, help="TCP/IP port of the OEF Agent"
+    )
+    parser.add_argument(
+        "--nb-baseline-agents",
+        type=int,
+        default=10,
+        help="Number of baseline agent to run. Defaults to the number of agents of the competition.",
+    )
+    parser.add_argument(
+        "--start-time",
+        default=str(datetime.datetime.now() + datetime.timedelta(0, 10)),
+        type=str,
+        help="The start time for the competition (in UTC format).",
+    )
+    parser.add_argument(
+        "--registration-timeout",
+        default=20,
+        type=int,
+        help="The amount of time (in seconds) to wait for agents to register before attempting to start the competition.",
+    )
+    parser.add_argument(
+        "--inactivity-timeout",
+        default=60,
+        type=int,
+        help="The amount of time (in seconds) to wait during inactivity until the termination of the competition.",
+    )
+    parser.add_argument(
+        "--competition-timeout",
+        default=300,
+        type=int,
+        help="The amount of time (in seconds) to wait from the start of the competition until the termination of the competition.",
+    )
+    parser.add_argument(
+        "--services-interval",
+        default=1,
+        type=int,
+        help="The amount of time (in seconds) the baseline agents wait until it updates services again.",
+    )
+    parser.add_argument(
+        "--pending-transaction-timeout",
+        default=120,
+        type=int,
+        help="The amount of time (in seconds) the baseline agents wait until the transaction confirmation.",
+    )
+    parser.add_argument(
+        "--register-as",
+        choices=["seller", "buyer", "both"],
+        default="both",
+        help="The string indicates whether the baseline agent registers as seller, buyer or both on the oef.",
+    )
+    parser.add_argument(
+        "--search-for",
+        choices=["sellers", "buyers", "both"],
+        default="both",
+        help="The string indicates whether the baseline agent searches for sellers, buyers or both on the oef.",
+    )
+    parser.add_argument(
+        "--dashboard", action="store_true", help="Enable the agent dashboard."
+    )
+    parser.add_argument(
+        "--data-output-dir",
+        default="data",
+        help="The output directory for the simulation data.",
+    )
+    parser.add_argument(
+        "--version-id",
+        default=str(random.randint(0, 10000)),
+        type=str,
+        help="The version ID.",
+    )
+    parser.add_argument(
+        "--visdom-addr", default="localhost", help="TCP/IP address of the Visdom server"
+    )
+    parser.add_argument(
+        "--visdom-port", default=8097, help="TCP/IP port of the Visdom server"
+    )
     parser.add_argument("--seed", default=42, help="The random seed of the simulation.")
-    parser.add_argument("--fraction-world-modeling", default=0.1, type=float, choices=[0.1, 0.2, 0.3, 0.4, 0.5, 0.6, 0.7, 0.8, 0.9, 1.0], help="The fraction of world modelling baseline agents.")
-    parser.add_argument("--whitelist-file", nargs="?", default=None, type=str, help="The file that contains the list of agent names to be whitelisted.")
+    parser.add_argument(
+        "--fraction-world-modeling",
+        default=0.5,
+        type=float,
+        choices=[0.0, 0.1, 0.2, 0.3, 0.4, 0.5, 0.6, 0.7, 0.8, 0.9, 1.0],
+        help="The fraction of world modelling baseline agents.",
+    )
+    parser.add_argument(
+        "--whitelist-file",
+        nargs="?",
+        default=None,
+        type=str,
+        help="The file that contains the list of agent names to be whitelisted.",
+    )
 
     arguments = parser.parse_args()
     logger.debug("Arguments: {}".format(pprint.pformat(arguments.__dict__)))
@@ -229,7 +349,7 @@ def build_simulation_parameters(arguments: argparse.Namespace) -> SimulationPara
         inactivity_timeout=arguments.inactivity_timeout,
         whitelist=arguments.whitelist_file,
         data_output_dir=arguments.data_output_dir,
-        version_id=arguments.version_id
+        version_id=arguments.version_id,
     )
 
     simulation_params = SimulationParams(
@@ -242,8 +362,10 @@ def build_simulation_parameters(arguments: argparse.Namespace) -> SimulationPara
         data_output_dir=arguments.data_output_dir,
         version_id=arguments.version_id,
         seed=arguments.seed,
-        nb_baseline_agents_world_modeling=round(arguments.nb_baseline_agents * arguments.fraction_world_modeling),
-        tac_parameters=tac_parameters
+        nb_baseline_agents_world_modeling=round(
+            arguments.nb_baseline_agents * arguments.fraction_world_modeling
+        ),
+        tac_parameters=tac_parameters,
     )
 
     return simulation_params
@@ -284,7 +406,7 @@ def run(params: SimulationParams) -> None:
             process.terminate()
 
 
-if __name__ == '__main__':
+if __name__ == "__main__":
     arguments = parse_arguments()
     simulation_parameters = build_simulation_parameters(arguments)
     run(simulation_parameters)
diff --git a/templates/v1/advanced.py b/templates/v1/advanced.py
index 6f95cd18..122f4ec2 100644
--- a/templates/v1/advanced.py
+++ b/templates/v1/advanced.py
@@ -38,21 +38,83 @@ def parse_arguments():
     """Arguments parsing."""
     parser = argparse.ArgumentParser("my_agent", description="Launch my agent.")
     parser.add_argument("--name", default="my_agent", help="Name of the agent")
-    parser.add_argument("--oef-addr", default="127.0.0.1", help="TCP/IP address of the OEF Agent")
-    parser.add_argument("--oef-port", default=10000, help="TCP/IP port of the OEF Agent")
-    parser.add_argument("--agent-timeout", type=float, default=1.0, help="The time in (fractions of) seconds to time out an agent between act and react.")
-    parser.add_argument("--max-reactions", type=int, default=100, help="The maximum number of reactions (messages processed) per call to react.")
-    parser.add_argument("--register-as", choices=['seller', 'buyer', 'both'], default='both', help="The string indicates whether the baseline agent registers as seller, buyer or both on the oef.")
-    parser.add_argument("--search-for", choices=['sellers', 'buyers', 'both'], default='both', help="The string indicates whether the baseline agent searches for sellers, buyers or both on the oef.")
-    parser.add_argument("--is-world-modeling", type=bool, default=False, help="Whether the agent uses a workd model or not.")
-    parser.add_argument("--services-interval", type=int, default=10, help="The number of seconds to wait before doing another search.")
-    parser.add_argument("--pending-transaction-timeout", type=int, default=30, help="The timeout in seconds to wait for pending transaction/negotiations.")
-    parser.add_argument("--private-key-pem", default=None, help="Path to a file containing a private key in PEM format.")
-    parser.add_argument("--expected-version-id", type=str, help="The epected version id of the TAC.")
-    parser.add_argument("--rejoin", action="store_true", default=False, help="Whether the agent is joining a running TAC.")
-    parser.add_argument("--dashboard", action="store_true", help="Show the agent dashboard.")
-    parser.add_argument("--visdom-addr", type=str, default="localhost", help="IP address to the Visdom server")
-    parser.add_argument("--visdom-port", type=int, default=8097, help="Port of the Visdom server")
+    parser.add_argument(
+        "--oef-addr", default="127.0.0.1", help="TCP/IP address of the OEF Agent"
+    )
+    parser.add_argument(
+        "--oef-port", default=10000, help="TCP/IP port of the OEF Agent"
+    )
+    parser.add_argument(
+        "--agent-timeout",
+        type=float,
+        default=1.0,
+        help="The time in (fractions of) seconds to time out an agent between act and react.",
+    )
+    parser.add_argument(
+        "--max-reactions",
+        type=int,
+        default=100,
+        help="The maximum number of reactions (messages processed) per call to react.",
+    )
+    parser.add_argument(
+        "--register-as",
+        choices=["seller", "buyer", "both"],
+        default="both",
+        help="The string indicates whether the baseline agent registers as seller, buyer or both on the oef.",
+    )
+    parser.add_argument(
+        "--search-for",
+        choices=["sellers", "buyers", "both"],
+        default="both",
+        help="The string indicates whether the baseline agent searches for sellers, buyers or both on the oef.",
+    )
+    parser.add_argument(
+        "--is-world-modeling",
+        type=bool,
+        default=False,
+        help="Whether the agent uses a workd model or not.",
+    )
+    parser.add_argument(
+        "--services-interval",
+        type=int,
+        default=10,
+        help="The number of seconds to wait before doing another search.",
+    )
+    parser.add_argument(
+        "--pending-transaction-timeout",
+        type=int,
+        default=30,
+        help="The timeout in seconds to wait for pending transaction/negotiations.",
+    )
+    parser.add_argument(
+        "--private-key-pem",
+        default=None,
+        help="Path to a file containing a private key in PEM format.",
+    )
+    parser.add_argument(
+        "--expected-version-id",
+        type=str,
+        help="The expected version id of the TAC.",
+        default="tac_v1",
+    )
+    parser.add_argument(
+        "--rejoin",
+        action="store_true",
+        default=False,
+        help="Whether the agent is joining a running TAC.",
+    )
+    parser.add_argument(
+        "--dashboard", action="store_true", help="Show the agent dashboard."
+    )
+    parser.add_argument(
+        "--visdom-addr",
+        type=str,
+        default="localhost",
+        help="IP address to the Visdom server",
+    )
+    parser.add_argument(
+        "--visdom-port", type=int, default=8097, help="Port of the Visdom server"
+    )
 
     return parser.parse_args()
 
@@ -60,7 +122,12 @@ def parse_arguments():
 class MyStrategy(Strategy):
     """My strategy implementation."""
 
-    def __init__(self, register_as: RegisterAs = RegisterAs.BOTH, search_for: SearchFor = SearchFor.BOTH, is_world_modeling: bool = False):
+    def __init__(
+        self,
+        register_as: RegisterAs = RegisterAs.BOTH,
+        search_for: SearchFor = SearchFor.BOTH,
+        is_world_modeling: bool = False,
+    ):
         """Strategy initialization."""
         super().__init__(register_as, search_for, is_world_modeling)
 
@@ -73,7 +140,9 @@ def supplied_good_quantities(self, current_holdings: List[int]) -> List[int]:
         """
         raise NotImplementedError("Your agent must implement this method.")
 
-    def supplied_good_pbks(self, good_pbks: List[str], current_holdings: List[int]) -> Set[str]:
+    def supplied_good_pbks(
+        self, good_pbks: List[str], current_holdings: List[int]
+    ) -> Set[str]:
         """
         To generate a set of good pbks which are supplied.
 
@@ -92,7 +161,9 @@ def demanded_good_quantities(self, current_holdings: List[int]) -> List[int]:
         """
         raise NotImplementedError("Your agent must implement this method.")
 
-    def demanded_good_pbks(self, good_pbks: List[str], current_holdings: List[int]) -> Set[str]:
+    def demanded_good_pbks(
+        self, good_pbks: List[str], current_holdings: List[int]
+    ) -> Set[str]:
         """
         To generate a set of good pbks which are demanded.
 
@@ -102,7 +173,15 @@ def demanded_good_pbks(self, good_pbks: List[str], current_holdings: List[int])
         """
         raise NotImplementedError("Your agent must implement this method.")
 
-    def get_proposals(self, good_pbks: List[str], current_holdings: List[int], utility_params: List[float], tx_fee: float, is_seller: bool, world_state: Optional[WorldState]) -> List[Description]:
+    def get_proposals(
+        self,
+        good_pbks: List[str],
+        current_holdings: List[int],
+        utility_params: List[float],
+        tx_fee: float,
+        is_seller: bool,
+        world_state: Optional[WorldState],
+    ) -> List[Description]:
         """
         To generate a proposals from the seller/buyer.
 
@@ -122,14 +201,33 @@ def main():
     args = parse_arguments()
 
     if args.dashboard:
-        agent_dashboard = AgentDashboard(agent_name=args.name, visdom_addr=args.visdom_addr, visdom_port=args.visdom_port, env_name=args.name)
+        agent_dashboard = AgentDashboard(
+            agent_name=args.name,
+            visdom_addr=args.visdom_addr,
+            visdom_port=args.visdom_port,
+            env_name=args.name,
+        )
     else:
         agent_dashboard = None
 
-    strategy = MyStrategy(register_as=RegisterAs(args.register_as), search_for=SearchFor(args.search_for), is_world_modeling=args.is_world_modeling)
-    agent = BaselineAgent(name=args.name, oef_addr=args.oef_addr, oef_port=args.oef_port, agent_timeout=args.agent_timeout, strategy=strategy,
-                          max_reactions=args.max_reactions, services_interval=args.services_interval, pending_transaction_timeout=args.pending_transaction_timeout,
-                          dashboard=agent_dashboard, private_key_pem=args.private_key_pem, expected_version_id=args.expected_version_id)
+    strategy = MyStrategy(
+        register_as=RegisterAs(args.register_as),
+        search_for=SearchFor(args.search_for),
+        is_world_modeling=args.is_world_modeling,
+    )
+    agent = BaselineAgent(
+        name=args.name,
+        oef_addr=args.oef_addr,
+        oef_port=args.oef_port,
+        agent_timeout=args.agent_timeout,
+        strategy=strategy,
+        max_reactions=args.max_reactions,
+        services_interval=args.services_interval,
+        pending_transaction_timeout=args.pending_transaction_timeout,
+        dashboard=agent_dashboard,
+        private_key_pem=args.private_key_pem,
+        expected_version_id=args.expected_version_id,
+    )
 
     try:
         agent.start(rejoin=args.rejoin)
@@ -137,5 +235,5 @@ def main():
         agent.stop()
 
 
-if __name__ == '__main__':
+if __name__ == "__main__":
     main()
diff --git a/templates/v1/basic.py b/templates/v1/basic.py
index 1b32ac91..9e0f95e1 100644
--- a/templates/v1/basic.py
+++ b/templates/v1/basic.py
@@ -36,22 +36,86 @@
 def parse_arguments():
     """Arguments parsing."""
     parser = argparse.ArgumentParser("my_agent", description="Launch my agent.")
-    parser.add_argument("--name", default="my_baseline_agent", help="Name of the agent.")
-    parser.add_argument("--oef-addr", default="127.0.0.1", help="TCP/IP address of the OEF Agent")
-    parser.add_argument("--oef-port", default=10000, help="TCP/IP port of the OEF Agent")
-    parser.add_argument("--agent-timeout", type=float, default=1.0, help="The time in (fractions of) seconds to time out an agent between act and react.")
-    parser.add_argument("--max-reactions", type=int, default=100, help="The maximum number of reactions (messages processed) per call to react.")
-    parser.add_argument("--register-as", choices=['seller', 'buyer', 'both'], default='both', help="The string indicates whether the baseline agent registers as seller, buyer or both on the oef.")
-    parser.add_argument("--search-for", choices=['sellers', 'buyers', 'both'], default='both', help="The string indicates whether the baseline agent searches for sellers, buyers or both on the oef.")
-    parser.add_argument("--is-world-modeling", type=bool, default=False, help="Whether the agent uses a workd model or not.")
-    parser.add_argument("--services-interval", type=int, default=5, help="The number of seconds to wait before doing another search.")
-    parser.add_argument("--pending-transaction-timeout", type=int, default=30, help="The timeout in seconds to wait for pending transaction/negotiations.")
-    parser.add_argument("--private-key-pem", default=None, help="Path to a file containing a private key in PEM format.")
-    parser.add_argument("--expected-version-id", type=str, help="The expected version id of the TAC.")
-    parser.add_argument("--rejoin", action="store_true", default=False, help="Whether the agent is joining a running TAC.")
-    parser.add_argument("--dashboard", action="store_true", help="Show the agent dashboard.")
-    parser.add_argument("--visdom-addr", type=str, default="localhost", help="IP address to the Visdom server")
-    parser.add_argument("--visdom-port", type=int, default=8097, help="Port of the Visdom server")
+    parser.add_argument(
+        "--name", default="my_baseline_agent", help="Name of the agent."
+    )
+    parser.add_argument(
+        "--oef-addr", default="127.0.0.1", help="TCP/IP address of the OEF Agent"
+    )
+    parser.add_argument(
+        "--oef-port", default=10000, help="TCP/IP port of the OEF Agent"
+    )
+    parser.add_argument(
+        "--agent-timeout",
+        type=float,
+        default=1.0,
+        help="The time in (fractions of) seconds to time out an agent between act and react.",
+    )
+    parser.add_argument(
+        "--max-reactions",
+        type=int,
+        default=100,
+        help="The maximum number of reactions (messages processed) per call to react.",
+    )
+    parser.add_argument(
+        "--register-as",
+        choices=["seller", "buyer", "both"],
+        default="both",
+        help="The string indicates whether the baseline agent registers as seller, buyer or both on the oef.",
+    )
+    parser.add_argument(
+        "--search-for",
+        choices=["sellers", "buyers", "both"],
+        default="both",
+        help="The string indicates whether the baseline agent searches for sellers, buyers or both on the oef.",
+    )
+    parser.add_argument(
+        "--is-world-modeling",
+        type=bool,
+        default=False,
+        help="Whether the agent uses a workd model or not.",
+    )
+    parser.add_argument(
+        "--services-interval",
+        type=int,
+        default=5,
+        help="The number of seconds to wait before doing another search.",
+    )
+    parser.add_argument(
+        "--pending-transaction-timeout",
+        type=int,
+        default=30,
+        help="The timeout in seconds to wait for pending transaction/negotiations.",
+    )
+    parser.add_argument(
+        "--private-key-pem",
+        default=None,
+        help="Path to a file containing a private key in PEM format.",
+    )
+    parser.add_argument(
+        "--expected-version-id",
+        type=str,
+        help="The expected version id of the TAC.",
+        default="tac_v1",
+    )
+    parser.add_argument(
+        "--rejoin",
+        action="store_true",
+        default=False,
+        help="Whether the agent is joining a running TAC.",
+    )
+    parser.add_argument(
+        "--dashboard", action="store_true", help="Show the agent dashboard."
+    )
+    parser.add_argument(
+        "--visdom-addr",
+        type=str,
+        default="localhost",
+        help="IP address to the Visdom server",
+    )
+    parser.add_argument(
+        "--visdom-port", type=int, default=8097, help="Port of the Visdom server"
+    )
 
     return parser.parse_args()
 
@@ -61,14 +125,33 @@ def main():
     args = parse_arguments()
 
     if args.dashboard:
-        agent_dashboard = AgentDashboard(agent_name=args.name, visdom_addr=args.visdom_addr, visdom_port=args.visdom_port, env_name=args.name)
+        agent_dashboard = AgentDashboard(
+            agent_name=args.name,
+            visdom_addr=args.visdom_addr,
+            visdom_port=args.visdom_port,
+            env_name=args.name,
+        )
     else:
         agent_dashboard = None
 
-    strategy = BaselineStrategy(register_as=RegisterAs(args.register_as), search_for=SearchFor(args.search_for), is_world_modeling=args.is_world_modeling)
-    agent = BaselineAgent(name=args.name, oef_addr=args.oef_addr, oef_port=args.oef_port, agent_timeout=args.agent_timeout, strategy=strategy,
-                          max_reactions=args.max_reactions, services_interval=args.services_interval, pending_transaction_timeout=args.pending_transaction_timeout,
-                          dashboard=agent_dashboard, private_key_pem=args.private_key_pem, expected_version_id=args.expected_version_id)
+    strategy = BaselineStrategy(
+        register_as=RegisterAs(args.register_as),
+        search_for=SearchFor(args.search_for),
+        is_world_modeling=args.is_world_modeling,
+    )
+    agent = BaselineAgent(
+        name=args.name,
+        oef_addr=args.oef_addr,
+        oef_port=args.oef_port,
+        agent_timeout=args.agent_timeout,
+        strategy=strategy,
+        max_reactions=args.max_reactions,
+        services_interval=args.services_interval,
+        pending_transaction_timeout=args.pending_transaction_timeout,
+        dashboard=agent_dashboard,
+        private_key_pem=args.private_key_pem,
+        expected_version_id=args.expected_version_id,
+    )
 
     try:
         agent.start(rejoin=args.rejoin)
@@ -76,5 +159,5 @@ def main():
         agent.stop()
 
 
-if __name__ == '__main__':
+if __name__ == "__main__":
     main()
diff --git a/templates/v1/expert.py b/templates/v1/expert.py
index a73dcf3a..19575e93 100644
--- a/templates/v1/expert.py
+++ b/templates/v1/expert.py
@@ -36,11 +36,29 @@ def parse_arguments():
     """Arguments parsing."""
     parser = argparse.ArgumentParser("my_agent", description="Launch my agent.")
     parser.add_argument("--name", default="my_agent", help="Name of the agent")
-    parser.add_argument("--oef-addr", default="127.0.0.1", help="TCP/IP address of the OEF Agent")
-    parser.add_argument("--oef-port", default=10000, help="TCP/IP port of the OEF Agent")
-    parser.add_argument("--agent-timeout", type=float, default=1.0, help="The time in (fractions of) seconds to time out an agent between act and react.")
-    parser.add_argument("--private-key-pem", default=None, help="Path to a file containing a private key in PEM format.")
-    parser.add_argument("--expected-version-id", type=str, help="The epected version id of the TAC.")
+    parser.add_argument(
+        "--oef-addr", default="127.0.0.1", help="TCP/IP address of the OEF Agent"
+    )
+    parser.add_argument(
+        "--oef-port", default=10000, help="TCP/IP port of the OEF Agent"
+    )
+    parser.add_argument(
+        "--agent-timeout",
+        type=float,
+        default=1.0,
+        help="The time in (fractions of) seconds to time out an agent between act and react.",
+    )
+    parser.add_argument(
+        "--private-key-pem",
+        default=None,
+        help="Path to a file containing a private key in PEM format.",
+    )
+    parser.add_argument(
+        "--expected-version-id",
+        type=str,
+        help="The epected version id of the TAC.",
+        default="tac_v1",
+    )
 
     return parser.parse_args()
 
@@ -48,20 +66,37 @@ def parse_arguments():
 class MyAgent(Agent):
     """My agent implementation."""
 
-    def __init__(self, name: str, oef_addr: str, oef_port: int, agent_timeout: float = 1.0, private_key_pem_path: Optional[str] = None, expected_version_id: str = str(random.randint(0, 10000))):
+    def __init__(
+        self,
+        name: str,
+        oef_addr: str,
+        oef_port: int,
+        agent_timeout: float = 1.0,
+        private_key_pem_path: Optional[str] = None,
+        expected_version_id: str = str(random.randint(0, 10000)),
+    ):
         """Agent initialization."""
         super().__init__(name, private_key_pem_path, agent_timeout)
         self.mailbox = OEFMailBox(self.crypto.public_key, oef_addr, oef_port)
         self.expected_version_id = expected_version_id
 
-        raise NotImplementedError("Your agent must implement the interface defined in Agent.")
+        raise NotImplementedError(
+            "Your agent must implement the interface defined in Agent."
+        )
 
 
 def main():
     """Run the script."""
     args = parse_arguments()
 
-    agent = MyAgent(name=args.name, oef_addr=args.oef_addr, oef_port=args.oef_port, agent_timeout=args.agent_timeout, private_key_pem_path=args.private_key_pem, expected_version_id=args.expected_version_id)
+    agent = MyAgent(
+        name=args.name,
+        oef_addr=args.oef_addr,
+        oef_port=args.oef_port,
+        agent_timeout=args.agent_timeout,
+        private_key_pem_path=args.private_key_pem,
+        expected_version_id=args.expected_version_id,
+    )
 
     try:
         agent.start()
@@ -69,5 +104,5 @@ def main():
         agent.stop()
 
 
-if __name__ == '__main__':
+if __name__ == "__main__":
     main()
diff --git a/tests/conftest.py b/tests/conftest.py
index f23b1800..6308e755 100644
--- a/tests/conftest.py
+++ b/tests/conftest.py
@@ -22,7 +22,10 @@
 import inspect
 import logging
 import os
+
 # import subprocess
+import shutil
+import tempfile
 import time
 
 import docker
@@ -37,12 +40,6 @@
 ROOT_DIR = os.path.join(os.path.dirname(CUR_PATH), "..")
 
 
-def pytest_addoption(parser):
-    """Add options to the parser."""
-    parser.addoption("--ci", action="store_true", default=False)
-    parser.addoption("--no-oef", action="store_true", default=False, help="Skip tests that require the OEF.")
-
-
 @pytest.fixture(scope="session")
 def oef_addr() -> str:
     """IP address pointing to the OEF Node to use during the tests."""
@@ -76,7 +73,9 @@ def _wait_for_oef(max_attempts: int = 15, sleep_rate: float = 1.0):
         if result:
             success = True
         else:
-            logger.info("OEF not available yet - sleeping for {} second...".format(sleep_rate))
+            logger.info(
+                "OEF not available yet - sleeping for {} second...".format(sleep_rate)
+            )
             time.sleep(sleep_rate)
 
     return success
@@ -85,48 +84,54 @@ def _wait_for_oef(max_attempts: int = 15, sleep_rate: float = 1.0):
 def _create_oef_docker_image(oef_addr_, oef_port_) -> Container:
     client = docker.from_env()
 
-    logger.info(ROOT_DIR + '/scripts/oef')
-    ports = {'20000/tcp': ("0.0.0.0", 20000), '30000/tcp': ("0.0.0.0", 30000),
-             '{}/tcp'.format(oef_port_): ("0.0.0.0", oef_port_)}
-    volumes = {ROOT_DIR + '/scripts/oef': {'bind': '/config', 'mode': 'rw'}, ROOT_DIR + '/data/oef-logs': {'bind': '/logs', 'mode': 'rw'}}
-    c = client.containers.run("fetchai/oef-search:0.7",
-                              "/config/node_config.json",
-                              detach=True, ports=ports, volumes=volumes)
+    logger.info(ROOT_DIR + "/scripts/oef")
+    ports = {
+        "20000/tcp": ("0.0.0.0", 20000),
+        "30000/tcp": ("0.0.0.0", 30000),
+        "{}/tcp".format(oef_port_): ("0.0.0.0", oef_port_),
+    }
+    volumes = {
+        ROOT_DIR + "/scripts/oef": {"bind": "/config", "mode": "rw"},
+        ROOT_DIR + "/data/oef-logs": {"bind": "/logs", "mode": "rw"},
+    }
+    c = client.containers.run(
+        "fetchai/oef-search:0.7",
+        "/config/node_config.json",
+        detach=True,
+        ports=ports,
+        volumes=volumes,
+    )
     return c
 
 
 @pytest.fixture(scope="session")
 def network_node(oef_addr, oef_port, pytestconfig):
     """Network node initialization."""
-    if pytestconfig.getoption("no_oef"):
-        pytest.skip('skipped: no OEF running')
-        return
-
-    if pytestconfig.getoption("ci"):
-        logger.warning("Skipping creation of OEF Docker image...")
-        success = _wait_for_oef(max_attempts=10, sleep_rate=2.0)
-        if not success:
-            pytest.fail("OEF doesn't work. Exiting...")
-        else:
-            yield
-            return
-    else:
-        _stop_oef_search_images()
-        c = _create_oef_docker_image(oef_addr, oef_port)
+    _stop_oef_search_images()
+    c = _create_oef_docker_image(oef_addr, oef_port)
 
-        # wait for the setup...
-        logger.info("Setting up the OEF node...")
-        success = _wait_for_oef(max_attempts=10, sleep_rate=2.0)
+    # wait for the setup...
+    logger.info("Setting up the OEF node...")
+    success = _wait_for_oef(max_attempts=10, sleep_rate=2.0)
 
-        if not success:
-            c.stop()
-            c.remove()
-            pytest.fail("OEF doesn't work. Exiting...")
-        else:
-            logger.info("Done!")
-            time.sleep(1.0)
-            yield
-            logger.info("Stopping the OEF node...")
-            c.stop()
-            c.remove()
-            logger.info("Stopped the OEF node.")
+    if not success:
+        c.stop()
+        c.remove()
+        pytest.fail("OEF doesn't work. Exiting...")
+    else:
+        logger.info("Done!")
+        time.sleep(1.0)
+        yield
+        logger.info("Stopping the OEF node...")
+        c.stop()
+        c.remove()
+        logger.info("Stopped the OEF node.")
+
+
+@pytest.fixture(scope="session", autouse=True)
+def environ():
+    """Set the environment."""
+    d = tempfile.mkdtemp()
+    os.environ["SHARED_DIR"] = d
+    yield
+    shutil.rmtree(d, ignore_errors=False)
diff --git a/tests/test_agent/test_agent_state.py b/tests/test_agent/test_agent_state.py
index 2b6b980a..35ca593b 100644
--- a/tests/test_agent/test_agent_state.py
+++ b/tests/test_agent/test_agent_state.py
@@ -26,6 +26,8 @@
 from aea.agent import Agent, AgentState
 from aea.channels.oef.connection import OEFMailBox
 
+import pytest
+
 
 class TAgent(Agent):
     """A class to implement an agent for testing."""
@@ -36,7 +38,7 @@ def __init__(self):
         self.mailbox = OEFMailBox(self.crypto.public_key, "127.0.0.1", 10000)
 
     def setup(self) -> None:
-        """Setup."""
+        """Set up the agent."""
         pass
 
     def teardown(self) -> None:
@@ -59,6 +61,7 @@ def test_agent_initiated():
     assert test_agent.agent_state == AgentState.INITIATED
 
 
+@pytest.mark.integration
 def test_agent_connected(network_node):
     """Test that when the agent is connected, her state is AgentState.CONNECTED."""
     test_agent = TAgent()
@@ -67,6 +70,7 @@ def test_agent_connected(network_node):
     test_agent.mailbox.disconnect()
 
 
+@pytest.mark.integration
 def test_agent_running(network_node):
     """Test that when the agent is running, her state is AgentState.RUNNING."""
     test_agent = TAgent()
diff --git a/tests/test_controller.py b/tests/test_controller.py
index 8f6cb273..5c77e9b0 100644
--- a/tests/test_controller.py
+++ b/tests/test_controller.py
@@ -37,6 +37,7 @@
 logger = logging.getLogger(__name__)
 
 
+@pytest.mark.integration
 class TestCompetitionStopsNoAgentRegistered:
     """Test the case when the controller starts, and no agent registers."""
 
@@ -47,8 +48,12 @@ def _start_oef_node(self, network_node):
     @classmethod
     def setup_class(cls):
         """Test that if the controller agent does not receive enough registrations, it stops."""
-        tac_parameters = TACParameters(min_nb_agents=2, start_time=datetime.datetime.now(), registration_timeout=5)
-        cls.controller_agent = ControllerAgent('controller', '127.0.0.1', 10000, tac_parameters, NullMonitor())
+        tac_parameters = TACParameters(
+            min_nb_agents=2, start_time=datetime.datetime.now(), registration_timeout=5
+        )
+        cls.controller_agent = ControllerAgent(
+            "controller", "127.0.0.1", 10000, tac_parameters, NullMonitor()
+        )
 
     def test_no_registered_agents(self):
         """Test no agent is registered."""
@@ -64,6 +69,7 @@ def teardown_class(cls):
         cls.controller_agent.stop()
 
 
+@pytest.mark.integration
 class TestCompetitionStopsTooFewAgentRegistered:
     """Test the case when the controller starts, and not enough agents register for TAC."""
 
@@ -74,20 +80,31 @@ def _start_oef_node(self, network_node):
     @classmethod
     def setup_class(cls):
         """Test that if the controller agent does not receive enough registrations, it stops."""
-        tac_parameters = TACParameters(min_nb_agents=2, start_time=datetime.datetime.now(), registration_timeout=5)
-        cls.controller_agent = ControllerAgent('controller', '127.0.0.1', 10000, tac_parameters, NullMonitor())
+        tac_parameters = TACParameters(
+            min_nb_agents=2, start_time=datetime.datetime.now(), registration_timeout=5
+        )
+        cls.controller_agent = ControllerAgent(
+            "controller", "127.0.0.1", 10000, tac_parameters, NullMonitor()
+        )
 
         cls.controller_agent.mailbox.connect()
         job = Thread(target=cls.controller_agent.start)
         job.start()
 
         cls.crypto = Crypto()
-        cls.agent1 = TOEFAgent(cls.crypto.public_key, oef_addr='127.0.0.1', oef_port=10000)
+        cls.agent1 = TOEFAgent(
+            cls.crypto.public_key, oef_addr="127.0.0.1", oef_port=10000
+        )
         cls.agent1.connect()
 
-        tac_msg = TACMessage(tac_type=TACMessage.Type.REGISTER, agent_name='agent_name')
+        tac_msg = TACMessage(tac_type=TACMessage.Type.REGISTER, agent_name="agent_name")
         tac_bytes = TACSerializer().encode(tac_msg)
-        cls.agent1.outbox.put_message(to=cls.controller_agent.crypto.public_key, sender=cls.crypto.public_key, protocol_id=TACMessage.protocol_id, message=tac_bytes)
+        cls.agent1.outbox.put_message(
+            to=cls.controller_agent.crypto.public_key,
+            sender=cls.crypto.public_key,
+            protocol_id=TACMessage.protocol_id,
+            message=tac_bytes,
+        )
 
         job.join()
 
@@ -103,7 +120,10 @@ def test_agent_receives_cancelled_message(self):
         while not self.agent1.inbox.empty():
             counter += 1
             msg = self.agent1.inbox.get_nowait()
-            assert msg is not None and msg.sender == self.controller_agent.crypto.public_key
+            assert (
+                msg is not None
+                and msg.sender == self.controller_agent.crypto.public_key
+            )
         assert counter == 1
 
     @classmethod
diff --git a/tests/test_game.py b/tests/test_game.py
index d5d85da7..629fe9cb 100644
--- a/tests/test_game.py
+++ b/tests/test_game.py
@@ -33,102 +33,123 @@ def test_not_enough_agents_raises_exception(self):
         """Test that if we try to instantiate a game_configuration with not enough agents, we raise an AssertionError."""
         with pytest.raises(AssertionError, match="Must have at least two agents."):
             GameConfiguration(
-                '1',
+                "1",
                 1,
                 2,
                 1.0,
-                {'tac_agent_0_pbk': 'tac_agent_0'},
-                {'tac_good_0': 'Good 0', 'tac_good_1': 'Good 1'}
+                {"tac_agent_0_pbk": "tac_agent_0"},
+                {"tac_good_0": "Good 0", "tac_good_1": "Good 1"},
             )
 
     def test_not_enough_goods_raises_exception(self):
         """Test that if we try to instantiate a game_configuration with not enough goods, we raise an AssertionError."""
         with pytest.raises(AssertionError, match="Must have at least two goods."):
             GameConfiguration(
-                '1',
+                "1",
                 2,
                 1,
                 1.0,
-                {'tac_agent_0_pbk': 'tac_agent_0', 'tac_agent_1_pbk': 'tac_agent_1'},
-                {'tac_good_0': 'Good 0'}
+                {"tac_agent_0_pbk": "tac_agent_0", "tac_agent_1_pbk": "tac_agent_1"},
+                {"tac_good_0": "Good 0"},
             )
 
     def test_negative_tx_fee_raises_exception(self):
         """Test that if we try to instantiate a game_configuration with a negative tx_fee, we raise an AssertionError."""
         with pytest.raises(AssertionError, match="Tx fee must be non-negative."):
             GameConfiguration(
-                '1',
+                "1",
                 2,
                 2,
-                - 1.0,
-                {'tac_agent_0_pbk': 'tac_agent_0', 'tac_agent_1_pbk': 'tac_agent_1'},
-                {'tac_good_0': 'Good 0', 'tac_good_1': 'Good 1'}
+                -1.0,
+                {"tac_agent_0_pbk": "tac_agent_0", "tac_agent_1_pbk": "tac_agent_1"},
+                {"tac_good_0": "Good 0", "tac_good_1": "Good 1"},
             )
 
     def test_non_unique_agent_names_raises_exception(self):
         """Test that if we try to instantiate a game_configuration with non unique agent names, we raise an AssertionError."""
         with pytest.raises(AssertionError, match="Agents' names must be unique."):
             GameConfiguration(
-                '1',
+                "1",
                 2,
                 2,
                 1.0,
-                {'tac_agent_0_pbk': 'tac_agent_0', 'tac_agent_1_pbk': 'tac_agent_0'},
-                {'tac_good_0': 'Good 0', 'tac_good_1': 'Good 1'}
+                {"tac_agent_0_pbk": "tac_agent_0", "tac_agent_1_pbk": "tac_agent_0"},
+                {"tac_good_0": "Good 0", "tac_good_1": "Good 1"},
             )
 
     def test_agent_nb_and_public_keys_nonmatch_raises_exception(self):
         """Test that if we try to instantiate a game_configuration with a different number of agents from agent public keys, we raise an AssertionError."""
-        with pytest.raises(AssertionError, match="There must be one public key for each agent."):
+        with pytest.raises(
+            AssertionError, match="There must be one public key for each agent."
+        ):
             GameConfiguration(
-                '1',
+                "1",
                 3,
                 2,
                 1.0,
-                {'tac_agent_0_pbk': 'tac_agent_0', 'tac_agent_1_pbk': 'tac_agent_1'},
-                {'tac_good_0': 'Good 0', 'tac_good_1': 'Good 1'}
+                {"tac_agent_0_pbk": "tac_agent_0", "tac_agent_1_pbk": "tac_agent_1"},
+                {"tac_good_0": "Good 0", "tac_good_1": "Good 1"},
             )
 
     def test_non_unique_good_names_raises_exception(self):
         """Test that if we try to instantiate a game_configuration with non unique good names, we raise an AssertionError."""
         with pytest.raises(AssertionError, match="Goods' names must be unique."):
             GameConfiguration(
-                '1',
+                "1",
                 2,
                 2,
                 1.0,
-                {'tac_agent_0_pbk': 'tac_agent_0', 'tac_agent_1_pbk': 'tac_agent_1'},
-                {'tac_good_0': 'Good 0', 'tac_good_1': 'Good 0'}
+                {"tac_agent_0_pbk": "tac_agent_0", "tac_agent_1_pbk": "tac_agent_1"},
+                {"tac_good_0": "Good 0", "tac_good_1": "Good 0"},
             )
 
     def test_good_nb_and_public_keys_nonmatch_raises_exception(self):
         """Test that if we try to instantiate a game_configuration with a different number of goods from good public keys, we raise an AssertionError."""
-        with pytest.raises(AssertionError, match="There must be one public key for each good."):
+        with pytest.raises(
+            AssertionError, match="There must be one public key for each good."
+        ):
             GameConfiguration(
-                '1',
+                "1",
                 2,
                 3,
                 1.0,
-                {'tac_agent_0_pbk': 'tac_agent_0', 'tac_agent_1_pbk': 'tac_agent_1'},
-                {'tac_good_0': 'Good 0', 'tac_good_1': 'Good 1'}
+                {"tac_agent_0_pbk": "tac_agent_0", "tac_agent_1_pbk": "tac_agent_1"},
+                {"tac_good_0": "Good 0", "tac_good_1": "Good 1"},
             )
 
     def test_to_dict(self):
         """Test that conversion into dict works as expected."""
-        version_id = '1'
+        version_id = "1"
         nb_agents = 10
         nb_goods = 10
         tx_fee = 2.5
-        agent_pbk_to_name = {'tac_agent_0_pbk': 'tac_agent_0', 'tac_agent_1_pbk': 'tac_agent_1', 'tac_agent_2_pbk': 'tac_agent_2', 'tac_agent_3_pbk': 'tac_agent_3', 'tac_agent_4_pbk': 'tac_agent_4', 'tac_agent_5_pbk': 'tac_agent_5', 'tac_agent_6_pbk': 'tac_agent_6', 'tac_agent_7_pbk': 'tac_agent_7', 'tac_agent_8_pbk': 'tac_agent_8', 'tac_agent_9_pbk': 'tac_agent_9'}
-        good_pbk_to_name = {'tac_good_0_pbk': 'tac_good_0', 'tac_good_1_pbk': 'tac_good_1', 'tac_good_2_pbk': 'tac_good_2', 'tac_good_3_pbk': 'tac_good_3', 'tac_good_4_pbk': 'tac_good_4', 'tac_good_5_pbk': 'tac_good_5', 'tac_good_6_pbk': 'tac_good_6', 'tac_good_7_pbk': 'tac_good_7', 'tac_good_8_pbk': 'tac_good_8', 'tac_good_9_pbk': 'tac_good_9'}
+        agent_pbk_to_name = {
+            "tac_agent_0_pbk": "tac_agent_0",
+            "tac_agent_1_pbk": "tac_agent_1",
+            "tac_agent_2_pbk": "tac_agent_2",
+            "tac_agent_3_pbk": "tac_agent_3",
+            "tac_agent_4_pbk": "tac_agent_4",
+            "tac_agent_5_pbk": "tac_agent_5",
+            "tac_agent_6_pbk": "tac_agent_6",
+            "tac_agent_7_pbk": "tac_agent_7",
+            "tac_agent_8_pbk": "tac_agent_8",
+            "tac_agent_9_pbk": "tac_agent_9",
+        }
+        good_pbk_to_name = {
+            "tac_good_0_pbk": "tac_good_0",
+            "tac_good_1_pbk": "tac_good_1",
+            "tac_good_2_pbk": "tac_good_2",
+            "tac_good_3_pbk": "tac_good_3",
+            "tac_good_4_pbk": "tac_good_4",
+            "tac_good_5_pbk": "tac_good_5",
+            "tac_good_6_pbk": "tac_good_6",
+            "tac_good_7_pbk": "tac_good_7",
+            "tac_good_8_pbk": "tac_good_8",
+            "tac_good_9_pbk": "tac_good_9",
+        }
 
         game_configuration = GameConfiguration(
-            version_id,
-            nb_agents,
-            nb_goods,
-            tx_fee,
-            agent_pbk_to_name,
-            good_pbk_to_name
+            version_id, nb_agents, nb_goods, tx_fee, agent_pbk_to_name, good_pbk_to_name
         )
 
         actual_game_configuration_dict = game_configuration.to_dict()
@@ -138,22 +159,48 @@ def test_to_dict(self):
             "nb_goods": nb_goods,
             "tx_fee": tx_fee,
             "agent_pbk_to_name": agent_pbk_to_name,
-            "good_pbk_to_name": good_pbk_to_name
+            "good_pbk_to_name": good_pbk_to_name,
         }
 
         assert actual_game_configuration_dict == expected_game_configuration_dict
 
     def test_from_dict(self):
         """Test that conversion from dict works as expected."""
-        version_id = '1'
+        version_id = "1"
         nb_agents = 10
         nb_goods = 10
         tx_fee = 2.5
-        agent_pbk_to_name = {'tac_agent_0_pbk': 'tac_agent_0', 'tac_agent_1_pbk': 'tac_agent_1', 'tac_agent_2_pbk': 'tac_agent_2', 'tac_agent_3_pbk': 'tac_agent_3', 'tac_agent_4_pbk': 'tac_agent_4', 'tac_agent_5_pbk': 'tac_agent_5', 'tac_agent_6_pbk': 'tac_agent_6', 'tac_agent_7_pbk': 'tac_agent_7', 'tac_agent_8_pbk': 'tac_agent_8', 'tac_agent_9_pbk': 'tac_agent_9'}
-        good_pbk_to_name = {'tac_good_0_pbk': 'tac_good_0', 'tac_good_1_pbk': 'tac_good_1', 'tac_good_2_pbk': 'tac_good_2', 'tac_good_3_pbk': 'tac_good_3', 'tac_good_4_pbk': 'tac_good_4', 'tac_good_5_pbk': 'tac_good_5', 'tac_good_6_pbk': 'tac_good_6', 'tac_good_7_pbk': 'tac_good_7', 'tac_good_8_pbk': 'tac_good_8', 'tac_good_9_pbk': 'tac_good_9'}
+        agent_pbk_to_name = {
+            "tac_agent_0_pbk": "tac_agent_0",
+            "tac_agent_1_pbk": "tac_agent_1",
+            "tac_agent_2_pbk": "tac_agent_2",
+            "tac_agent_3_pbk": "tac_agent_3",
+            "tac_agent_4_pbk": "tac_agent_4",
+            "tac_agent_5_pbk": "tac_agent_5",
+            "tac_agent_6_pbk": "tac_agent_6",
+            "tac_agent_7_pbk": "tac_agent_7",
+            "tac_agent_8_pbk": "tac_agent_8",
+            "tac_agent_9_pbk": "tac_agent_9",
+        }
+        good_pbk_to_name = {
+            "tac_good_0_pbk": "tac_good_0",
+            "tac_good_1_pbk": "tac_good_1",
+            "tac_good_2_pbk": "tac_good_2",
+            "tac_good_3_pbk": "tac_good_3",
+            "tac_good_4_pbk": "tac_good_4",
+            "tac_good_5_pbk": "tac_good_5",
+            "tac_good_6_pbk": "tac_good_6",
+            "tac_good_7_pbk": "tac_good_7",
+            "tac_good_8_pbk": "tac_good_8",
+            "tac_good_9_pbk": "tac_good_9",
+        }
 
-        expected_game_configuration = GameConfiguration(version_id, nb_agents, nb_goods, tx_fee, agent_pbk_to_name, good_pbk_to_name)
-        actual_game_configuration = GameConfiguration.from_dict(expected_game_configuration.to_dict())
+        expected_game_configuration = GameConfiguration(
+            version_id, nb_agents, nb_goods, tx_fee, agent_pbk_to_name, good_pbk_to_name
+        )
+        actual_game_configuration = GameConfiguration.from_dict(
+            expected_game_configuration.to_dict()
+        )
 
         assert actual_game_configuration == expected_game_configuration
 
@@ -164,22 +211,10 @@ class TestGameIntitialization:
     def test_negative_money_raises_exception(self):
         """Test that if we try to instantiate a game with a negative amount of money, we raise an AssertionError."""
         initial_money_amounts = [-20, 20, 20]
-        endowments = [
-            [1, 1, 4],
-            [1, 5, 1],
-            [6, 1, 2]
-        ]
-        utility_params = [
-            [0.3, 0.4, 0.3],
-            [0.1, 0.8, 0.1],
-            [0.3, 0.2, 0.5]
-        ]
+        endowments = [[1, 1, 4], [1, 5, 1], [6, 1, 2]]
+        utility_params = [[0.3, 0.4, 0.3], [0.1, 0.8, 0.1], [0.3, 0.2, 0.5]]
         eq_prices = [1.0, 1.0, 4.0]
-        eq_good_holdings = [
-            [1.0, 1.0, 4.0],
-            [1.0, 5.0, 1.0],
-            [6.0, 1.0, 2.0]
-        ]
+        eq_good_holdings = [[1.0, 1.0, 4.0], [1.0, 5.0, 1.0], [6.0, 1.0, 2.0]]
         eq_money_holdings = [20.0, 20.0, 20.0]
         with pytest.raises(AssertionError, match="Money must be non-negative."):
             GameInitialization(
@@ -188,88 +223,56 @@ def test_negative_money_raises_exception(self):
                 utility_params,
                 eq_prices,
                 eq_good_holdings,
-                eq_money_holdings
+                eq_money_holdings,
             )
 
     def test_negative_endowments_raises_exception(self):
         """Test that if we try to instantiate a game with a negative amount of money, we raise an AssertionError."""
         initial_money_amounts = [20, 20, 20]
-        endowments = [
-            [-1, 1, 4],
-            [1, 5, 1],
-            [6, 1, 2]
-        ]
-        utility_params = [
-            [0.3, 0.4, 0.3],
-            [0.1, 0.8, 0.1],
-            [0.3, 0.2, 0.5]
-        ]
+        endowments = [[-1, 1, 4], [1, 5, 1], [6, 1, 2]]
+        utility_params = [[0.3, 0.4, 0.3], [0.1, 0.8, 0.1], [0.3, 0.2, 0.5]]
         eq_prices = [1.0, 1.0, 4.0]
-        eq_good_holdings = [
-            [1.0, 1.0, 4.0],
-            [1.0, 5.0, 1.0],
-            [6.0, 1.0, 2.0]
-        ]
+        eq_good_holdings = [[1.0, 1.0, 4.0], [1.0, 5.0, 1.0], [6.0, 1.0, 2.0]]
         eq_money_holdings = [20.0, 20.0, 20.0]
-        with pytest.raises(AssertionError, match="Endowments must be strictly positive."):
+        with pytest.raises(
+            AssertionError, match="Endowments must be strictly positive."
+        ):
             GameInitialization(
                 initial_money_amounts,
                 endowments,
                 utility_params,
                 eq_prices,
                 eq_good_holdings,
-                eq_money_holdings
+                eq_money_holdings,
             )
 
     def test_negative_utilities_raises_exception(self):
         """Test that if we try to instantiate a game with a negative utility, we raise an AssertionError."""
         initial_money_amounts = [20, 20, 20]
-        endowments = [
-            [1, 1, 4],
-            [1, 5, 1],
-            [6, 1, 2]
-        ]
-        utility_params = [
-            [0.3, -0.4, 0.3],
-            [0.1, 0.8, 0.1],
-            [0.3, 0.2, 0.5]
-        ]
+        endowments = [[1, 1, 4], [1, 5, 1], [6, 1, 2]]
+        utility_params = [[0.3, -0.4, 0.3], [0.1, 0.8, 0.1], [0.3, 0.2, 0.5]]
         eq_prices = [1.0, 1.0, 4.0]
-        eq_good_holdings = [
-            [1.0, 1.0, 4.0],
-            [1.0, 5.0, 1.0],
-            [6.0, 1.0, 2.0]
-        ]
+        eq_good_holdings = [[1.0, 1.0, 4.0], [1.0, 5.0, 1.0], [6.0, 1.0, 2.0]]
         eq_money_holdings = [20.0, 20.0, 20.0]
-        with pytest.raises(AssertionError, match="UtilityParams must be strictly positive."):
+        with pytest.raises(
+            AssertionError, match="UtilityParams must be strictly positive."
+        ):
             GameInitialization(
                 initial_money_amounts,
                 endowments,
                 utility_params,
                 eq_prices,
                 eq_good_holdings,
-                eq_money_holdings
+                eq_money_holdings,
             )
 
     def test_to_dict(self):
         """Test that conversion into dict works as expected."""
         initial_money_amounts = [20, 20, 20]
-        endowments = [
-            [1, 1, 4],
-            [1, 5, 1],
-            [6, 1, 2]
-        ]
-        utility_params = [
-            [0.3, 0.4, 0.3],
-            [0.1, 0.8, 0.1],
-            [0.3, 0.2, 0.5]
-        ]
+        endowments = [[1, 1, 4], [1, 5, 1], [6, 1, 2]]
+        utility_params = [[0.3, 0.4, 0.3], [0.1, 0.8, 0.1], [0.3, 0.2, 0.5]]
         eq_prices = [1.0, 1.0, 4.0]
-        eq_good_holdings = [
-            [1.0, 1.0, 4.0],
-            [1.0, 5.0, 1.0],
-            [6.0, 1.0, 2.0]
-        ]
+        eq_good_holdings = [[1.0, 1.0, 4.0], [1.0, 5.0, 1.0], [6.0, 1.0, 2.0]]
         eq_money_holdings = [20.0, 20.0, 20.0]
 
         game_initialization = GameInitialization(
@@ -278,7 +281,7 @@ def test_to_dict(self):
             utility_params,
             eq_prices,
             eq_good_holdings,
-            eq_money_holdings
+            eq_money_holdings,
         )
 
         actual_game_initialization_dict = game_initialization.to_dict()
@@ -288,7 +291,7 @@ def test_to_dict(self):
             "utility_params": utility_params,
             "eq_prices": eq_prices,
             "eq_good_holdings": eq_good_holdings,
-            "eq_money_holdings": eq_money_holdings
+            "eq_money_holdings": eq_money_holdings,
         }
 
         assert actual_game_initialization_dict == expected_game_initialization_dict
@@ -296,22 +299,10 @@ def test_to_dict(self):
     def test_from_dict(self):
         """Test that conversion from dict works as expected."""
         initial_money_amounts = [20, 20, 20]
-        endowments = [
-            [1, 1, 4],
-            [1, 5, 1],
-            [6, 1, 2]
-        ]
-        utility_params = [
-            [0.3, 0.4, 0.3],
-            [0.1, 0.8, 0.1],
-            [0.3, 0.2, 0.5]
-        ]
+        endowments = [[1, 1, 4], [1, 5, 1], [6, 1, 2]]
+        utility_params = [[0.3, 0.4, 0.3], [0.1, 0.8, 0.1], [0.3, 0.2, 0.5]]
         eq_prices = [1.0, 1.0, 4.0]
-        eq_good_holdings = [
-            [1.0, 1.0, 4.0],
-            [1.0, 5.0, 1.0],
-            [6.0, 1.0, 2.0]
-        ]
+        eq_good_holdings = [[1.0, 1.0, 4.0], [1.0, 5.0, 1.0], [6.0, 1.0, 2.0]]
         eq_money_holdings = [20.0, 20.0, 20.0]
 
         expected_game_initialization = GameInitialization(
@@ -320,9 +311,11 @@ def test_from_dict(self):
             utility_params,
             eq_prices,
             eq_good_holdings,
-            eq_money_holdings
+            eq_money_holdings,
+        )
+        actual_game_initialization = GameInitialization.from_dict(
+            expected_game_initialization.to_dict()
         )
-        actual_game_initialization = GameInitialization.from_dict(expected_game_initialization.to_dict())
 
         assert actual_game_initialization == expected_game_initialization
 
@@ -335,34 +328,25 @@ def test_transaction_invalid_if_buyer_does_not_have_enough_money(self):
         nb_agents = 3
         nb_goods = 3
         tx_fee = 1.0
-        agent_pbk_to_name = {'tac_agent_0_pbk': 'tac_agent_0', 'tac_agent_1_pbk': 'tac_agent_1', 'tac_agent_2_pbk': 'tac_agent_2'}
-        good_pbk_to_name = {'tac_good_0_pbk': 'tac_good_0', 'tac_good_1_pbk': 'tac_good_1', 'tac_good_2_pbk': 'tac_good_2'}
+        agent_pbk_to_name = {
+            "tac_agent_0_pbk": "tac_agent_0",
+            "tac_agent_1_pbk": "tac_agent_1",
+            "tac_agent_2_pbk": "tac_agent_2",
+        }
+        good_pbk_to_name = {
+            "tac_good_0_pbk": "tac_good_0",
+            "tac_good_1_pbk": "tac_good_1",
+            "tac_good_2_pbk": "tac_good_2",
+        }
         money_amounts = [20, 20, 20]
-        endowments = [
-            [1, 1, 1],
-            [2, 1, 1],
-            [1, 1, 2]
-        ]
-        utility_params = [
-            [20.0, 40.0, 40.0],
-            [10.0, 50.0, 40.0],
-            [40.0, 30.0, 30.0]
-        ]
+        endowments = [[1, 1, 1], [2, 1, 1], [1, 1, 2]]
+        utility_params = [[20.0, 40.0, 40.0], [10.0, 50.0, 40.0], [40.0, 30.0, 30.0]]
         eq_prices = [1.0, 1.0, 4.0]
-        eq_good_holdings = [
-            [1.0, 1.0, 4.0],
-            [1.0, 5.0, 1.0],
-            [6.0, 1.0, 2.0]
-        ]
+        eq_good_holdings = [[1.0, 1.0, 4.0], [1.0, 5.0, 1.0], [6.0, 1.0, 2.0]]
         eq_money_holdings = [20.0, 20.0, 20.0]
 
         game_configuration = GameConfiguration(
-            '1',
-            nb_agents,
-            nb_goods,
-            tx_fee,
-            agent_pbk_to_name,
-            good_pbk_to_name
+            "1", nb_agents, nb_goods, tx_fee, agent_pbk_to_name, good_pbk_to_name
         )
         game_initialization = GameInitialization(
             money_amounts,
@@ -370,19 +354,21 @@ def test_transaction_invalid_if_buyer_does_not_have_enough_money(self):
             utility_params,
             eq_prices,
             eq_good_holdings,
-            eq_money_holdings
+            eq_money_holdings,
         )
 
         game = Game(game_configuration, game_initialization)
 
         # not enough money: amount + fee > balance of player 0
-        tx_id = 'some_tx_id'
+        tx_id = "some_tx_id"
         is_sender_buyer = True
-        buyer_pbk = 'tac_agent_0_pbk'
-        seller_pbk = 'tac_agent_1_pbk'
+        buyer_pbk = "tac_agent_0_pbk"
+        seller_pbk = "tac_agent_1_pbk"
         amount = 20
         quantities_by_good = {0: 1, 1: 1, 2: 1}
-        invalid_transaction = Transaction(tx_id, is_sender_buyer, buyer_pbk, amount, quantities_by_good, seller_pbk)
+        invalid_transaction = Transaction(
+            tx_id, is_sender_buyer, buyer_pbk, amount, quantities_by_good, seller_pbk
+        )
 
         # transaction is invalide because buyer_balance < amount + fee
         assert not game.is_transaction_valid(invalid_transaction)
@@ -392,34 +378,25 @@ def test_transaction_invalid_if_seller_does_not_have_enough_quantities(self):
         nb_agents = 3
         nb_goods = 3
         tx_fee = 1.0
-        agent_pbk_to_name = {'tac_agent_0_pbk': 'tac_agent_0', 'tac_agent_1_pbk': 'tac_agent_1', 'tac_agent_2_pbk': 'tac_agent_2'}
-        good_pbk_to_name = {'tac_good_0_pbk': 'tac_good_0', 'tac_good_1_pbk': 'tac_good_1', 'tac_good_2_pbk': 'tac_good_2'}
+        agent_pbk_to_name = {
+            "tac_agent_0_pbk": "tac_agent_0",
+            "tac_agent_1_pbk": "tac_agent_1",
+            "tac_agent_2_pbk": "tac_agent_2",
+        }
+        good_pbk_to_name = {
+            "tac_good_0_pbk": "tac_good_0",
+            "tac_good_1_pbk": "tac_good_1",
+            "tac_good_2_pbk": "tac_good_2",
+        }
         money_amounts = [20, 20, 20]
-        endowments = [
-            [1, 1, 1],
-            [2, 1, 1],
-            [1, 1, 2]
-        ]
-        utility_params = [
-            [20.0, 40.0, 40.0],
-            [10.0, 50.0, 40.0],
-            [40.0, 30.0, 30.0]
-        ]
+        endowments = [[1, 1, 1], [2, 1, 1], [1, 1, 2]]
+        utility_params = [[20.0, 40.0, 40.0], [10.0, 50.0, 40.0], [40.0, 30.0, 30.0]]
         eq_prices = [1.0, 1.0, 4.0]
-        eq_good_holdings = [
-            [1.0, 1.0, 4.0],
-            [1.0, 5.0, 1.0],
-            [6.0, 1.0, 2.0]
-        ]
+        eq_good_holdings = [[1.0, 1.0, 4.0], [1.0, 5.0, 1.0], [6.0, 1.0, 2.0]]
         eq_money_holdings = [20.0, 20.0, 20.0]
 
         game_configuration = GameConfiguration(
-            '1',
-            nb_agents,
-            nb_goods,
-            tx_fee,
-            agent_pbk_to_name,
-            good_pbk_to_name
+            "1", nb_agents, nb_goods, tx_fee, agent_pbk_to_name, good_pbk_to_name
         )
         game_initialization = GameInitialization(
             money_amounts,
@@ -427,24 +404,31 @@ def test_transaction_invalid_if_seller_does_not_have_enough_quantities(self):
             utility_params,
             eq_prices,
             eq_good_holdings,
-            eq_money_holdings
+            eq_money_holdings,
         )
 
         game = Game(game_configuration, game_initialization)
 
-        tx_id = 'some_tx_id'
-        sender_pbk = 'tac_agent_0_pbk'
+        tx_id = "some_tx_id"
+        sender_pbk = "tac_agent_0_pbk"
         is_sender_buyer = True
-        counterparty_pbk = 'tac_agent_1_pbk'
+        counterparty_pbk = "tac_agent_1_pbk"
         amount = 20
         quantities_by_good = {0: 3, 1: 0, 2: 0}
-        invalid_transaction = Transaction(tx_id, is_sender_buyer, counterparty_pbk, amount, quantities_by_good, sender_pbk)
+        invalid_transaction = Transaction(
+            tx_id,
+            is_sender_buyer,
+            counterparty_pbk,
+            amount,
+            quantities_by_good,
+            sender_pbk,
+        )
 
         assert not game.is_transaction_valid(invalid_transaction)
 
     def test_generate_game(self):
         """Test the game generation algorithm."""
-        version_id = '1'
+        version_id = "1"
         nb_agents = 3
         nb_goods = 3
         money_endowment = 20
@@ -452,47 +436,57 @@ def test_generate_game(self):
         base_amount = 2
         lower_bound_factor = 1
         upper_bound_factor = 3
-        agent_pbk_to_name = {'tac_agent_0_pbk': 'tac_agent_0', 'tac_agent_1_pbk': 'tac_agent_1', 'tac_agent_2_pbk': 'tac_agent_2'}
-        good_pbk_to_name = {'tac_good_0_pbk': 'tac_good_0', 'tac_good_1_pbk': 'tac_good_1', 'tac_good_2_pbk': 'tac_good_2'}
+        agent_pbk_to_name = {
+            "tac_agent_0_pbk": "tac_agent_0",
+            "tac_agent_1_pbk": "tac_agent_1",
+            "tac_agent_2_pbk": "tac_agent_2",
+        }
+        good_pbk_to_name = {
+            "tac_good_0_pbk": "tac_good_0",
+            "tac_good_1_pbk": "tac_good_1",
+            "tac_good_2_pbk": "tac_good_2",
+        }
 
-        _ = Game.generate_game(version_id, nb_agents, nb_goods, money_endowment, tx_fee, base_amount, lower_bound_factor, upper_bound_factor, agent_pbk_to_name, good_pbk_to_name)
+        _ = Game.generate_game(
+            version_id,
+            nb_agents,
+            nb_goods,
+            money_endowment,
+            tx_fee,
+            base_amount,
+            lower_bound_factor,
+            upper_bound_factor,
+            agent_pbk_to_name,
+            good_pbk_to_name,
+        )
 
         # please look at the assertions in tac.game.GameConfiguration._check_consistency()
 
     def test_get_game_data_from_agent_label(self):
         """Test that the getter of game states by agent label works as expected."""
-        version_id = '1'
+        version_id = "1"
         nb_agents = 3
         nb_goods = 3
         tx_fee = 1.0
-        agent_pbk_to_name = {'tac_agent_0_pbk': 'tac_agent_0', 'tac_agent_1_pbk': 'tac_agent_1', 'tac_agent_2_pbk': 'tac_agent_2'}
-        good_pbk_to_name = {'tac_good_0_pbk': 'tac_good_0', 'tac_good_1_pbk': 'tac_good_1', 'tac_good_2_pbk': 'tac_good_2'}
+        agent_pbk_to_name = {
+            "tac_agent_0_pbk": "tac_agent_0",
+            "tac_agent_1_pbk": "tac_agent_1",
+            "tac_agent_2_pbk": "tac_agent_2",
+        }
+        good_pbk_to_name = {
+            "tac_good_0_pbk": "tac_good_0",
+            "tac_good_1_pbk": "tac_good_1",
+            "tac_good_2_pbk": "tac_good_2",
+        }
         money_amounts = [20, 20, 20]
-        endowments = [
-            [1, 1, 1],
-            [2, 1, 1],
-            [1, 1, 2]
-        ]
-        utility_params = [
-            [20.0, 40.0, 40.0],
-            [10.0, 50.0, 40.0],
-            [40.0, 30.0, 30.0]
-        ]
+        endowments = [[1, 1, 1], [2, 1, 1], [1, 1, 2]]
+        utility_params = [[20.0, 40.0, 40.0], [10.0, 50.0, 40.0], [40.0, 30.0, 30.0]]
         eq_prices = [1.0, 1.0, 4.0]
-        eq_good_holdings = [
-            [1.0, 1.0, 4.0],
-            [1.0, 5.0, 1.0],
-            [6.0, 1.0, 2.0]
-        ]
+        eq_good_holdings = [[1.0, 1.0, 4.0], [1.0, 5.0, 1.0], [6.0, 1.0, 2.0]]
         eq_money_holdings = [20.0, 20.0, 20.0]
 
         game_configuration = GameConfiguration(
-            version_id,
-            nb_agents,
-            nb_goods,
-            tx_fee,
-            agent_pbk_to_name,
-            good_pbk_to_name
+            version_id, nb_agents, nb_goods, tx_fee, agent_pbk_to_name, good_pbk_to_name
         )
         game_initialization = GameInitialization(
             money_amounts,
@@ -500,7 +494,7 @@ def test_get_game_data_from_agent_label(self):
             utility_params,
             eq_prices,
             eq_good_holdings,
-            eq_money_holdings
+            eq_money_holdings,
         )
 
         game = Game(game_configuration, game_initialization)
@@ -508,46 +502,41 @@ def test_get_game_data_from_agent_label(self):
         actual_agent_state_0 = game.get_agent_state_from_agent_pbk("tac_agent_0_pbk")
         actual_agent_state_1 = game.get_agent_state_from_agent_pbk("tac_agent_1_pbk")
 
-        expected_agent_state_0 = AgentState(money_amounts[0], endowments[0], utility_params[0])
-        expected_agent_state_1 = AgentState(money_amounts[1], endowments[1], utility_params[1])
+        expected_agent_state_0 = AgentState(
+            money_amounts[0], endowments[0], utility_params[0]
+        )
+        expected_agent_state_1 = AgentState(
+            money_amounts[1], endowments[1], utility_params[1]
+        )
 
         assert actual_agent_state_0 == expected_agent_state_0
         assert actual_agent_state_1 == expected_agent_state_1
 
     def test_to_dict(self):
         """Test that conversion into dict works as expected."""
-        version_id = '1'
+        version_id = "1"
         nb_agents = 3
         nb_goods = 3
         tx_fee = 1.0
-        agent_pbk_to_name = {'tac_agent_0_pbk': 'tac_agent_0', 'tac_agent_1_pbk': 'tac_agent_1', 'tac_agent_2_pbk': 'tac_agent_2'}
-        good_pbk_to_name = {'tac_good_0_pbk': 'tac_good_0', 'tac_good_1_pbk': 'tac_good_1', 'tac_good_2_pbk': 'tac_good_2'}
+        agent_pbk_to_name = {
+            "tac_agent_0_pbk": "tac_agent_0",
+            "tac_agent_1_pbk": "tac_agent_1",
+            "tac_agent_2_pbk": "tac_agent_2",
+        }
+        good_pbk_to_name = {
+            "tac_good_0_pbk": "tac_good_0",
+            "tac_good_1_pbk": "tac_good_1",
+            "tac_good_2_pbk": "tac_good_2",
+        }
         money_amounts = [20, 20, 20]
-        endowments = [
-            [1, 1, 1],
-            [2, 1, 1],
-            [1, 1, 2]
-        ]
-        utility_params = [
-            [20.0, 40.0, 40.0],
-            [10.0, 50.0, 40.0],
-            [40.0, 30.0, 30.0]
-        ]
+        endowments = [[1, 1, 1], [2, 1, 1], [1, 1, 2]]
+        utility_params = [[20.0, 40.0, 40.0], [10.0, 50.0, 40.0], [40.0, 30.0, 30.0]]
         eq_prices = [1.0, 1.0, 4.0]
-        eq_good_holdings = [
-            [1.0, 1.0, 4.0],
-            [1.0, 5.0, 1.0],
-            [6.0, 1.0, 2.0]
-        ]
+        eq_good_holdings = [[1.0, 1.0, 4.0], [1.0, 5.0, 1.0], [6.0, 1.0, 2.0]]
         eq_money_holdings = [20.0, 20.0, 20.0]
 
         game_configuration = GameConfiguration(
-            version_id,
-            nb_agents,
-            nb_goods,
-            tx_fee,
-            agent_pbk_to_name,
-            good_pbk_to_name
+            version_id, nb_agents, nb_goods, tx_fee, agent_pbk_to_name, good_pbk_to_name
         )
         game_initialization = GameInitialization(
             money_amounts,
@@ -555,16 +544,20 @@ def test_to_dict(self):
             utility_params,
             eq_prices,
             eq_good_holdings,
-            eq_money_holdings
+            eq_money_holdings,
         )
 
         game = Game(game_configuration, game_initialization)
 
-        tx_id = 'some_tx_id'
-        sender_pbk = 'tac_agent_0_pbk'
-        counterparty_pbk = 'tac_agent_1_pbk'
-        transaction_1 = Transaction(tx_id, True, counterparty_pbk, 10, {'tac_good_0_pbk': 1}, sender_pbk)
-        transaction_2 = Transaction(tx_id, False, counterparty_pbk, 10, {'tac_good_0_pbk': 1}, sender_pbk)
+        tx_id = "some_tx_id"
+        sender_pbk = "tac_agent_0_pbk"
+        counterparty_pbk = "tac_agent_1_pbk"
+        transaction_1 = Transaction(
+            tx_id, True, counterparty_pbk, 10, {"tac_good_0_pbk": 1}, sender_pbk
+        )
+        transaction_2 = Transaction(
+            tx_id, False, counterparty_pbk, 10, {"tac_good_0_pbk": 1}, sender_pbk
+        )
         game.settle_transaction(transaction_1)
         game.settle_transaction(transaction_2)
 
@@ -572,48 +565,36 @@ def test_to_dict(self):
         expected_game_dict = {
             "configuration": game_configuration.to_dict(),
             "initialization": game_initialization.to_dict(),
-            "transactions": [
-                transaction_1.to_dict(),
-                transaction_2.to_dict()
-            ]
+            "transactions": [transaction_1.to_dict(), transaction_2.to_dict()],
         }
 
         assert actual_game_dict == expected_game_dict
 
     def test_from_dict(self):
         """Test that conversion from dict works as expected."""
-        version_id = '1'
+        version_id = "1"
         nb_agents = 3
         nb_goods = 3
         tx_fee = 1.0
-        agent_pbk_to_name = {'tac_agent_0_pbk': 'tac_agent_0', 'tac_agent_1_pbk': 'tac_agent_1', 'tac_agent_2_pbk': 'tac_agent_2'}
-        good_pbk_to_name = {'tac_good_0_pbk': 'tac_good_0', 'tac_good_1_pbk': 'tac_good_1', 'tac_good_2_pbk': 'tac_good_2'}
+        agent_pbk_to_name = {
+            "tac_agent_0_pbk": "tac_agent_0",
+            "tac_agent_1_pbk": "tac_agent_1",
+            "tac_agent_2_pbk": "tac_agent_2",
+        }
+        good_pbk_to_name = {
+            "tac_good_0_pbk": "tac_good_0",
+            "tac_good_1_pbk": "tac_good_1",
+            "tac_good_2_pbk": "tac_good_2",
+        }
         money_amounts = [20.0, 20.0, 20.0]
-        endowments = [
-            [1, 1, 1],
-            [2, 1, 1],
-            [1, 1, 2]
-        ]
-        utility_params = [
-            [20.0, 40.0, 40.0],
-            [10.0, 50.0, 40.0],
-            [40.0, 30.0, 30.0]
-        ]
+        endowments = [[1, 1, 1], [2, 1, 1], [1, 1, 2]]
+        utility_params = [[20.0, 40.0, 40.0], [10.0, 50.0, 40.0], [40.0, 30.0, 30.0]]
         eq_prices = [1.0, 1.0, 4.0]
-        eq_good_holdings = [
-            [1.0, 1.0, 4.0],
-            [1.0, 5.0, 1.0],
-            [6.0, 1.0, 2.0]
-        ]
+        eq_good_holdings = [[1.0, 1.0, 4.0], [1.0, 5.0, 1.0], [6.0, 1.0, 2.0]]
         eq_money_holdings = [20.0, 20.0, 20.0]
 
         game_configuration = GameConfiguration(
-            version_id,
-            nb_agents,
-            nb_goods,
-            tx_fee,
-            agent_pbk_to_name,
-            good_pbk_to_name
+            version_id, nb_agents, nb_goods, tx_fee, agent_pbk_to_name, good_pbk_to_name
         )
         game_initialization = GameInitialization(
             money_amounts,
@@ -621,16 +602,20 @@ def test_from_dict(self):
             utility_params,
             eq_prices,
             eq_good_holdings,
-            eq_money_holdings
+            eq_money_holdings,
         )
 
         expected_game = Game(game_configuration, game_initialization)
 
-        tx_id = 'some_tx_id'
-        sender_pbk = 'tac_agent_0_pbk'
-        counterparty_pbk = 'tac_agent_1_pbk'
-        transaction_1 = Transaction(tx_id, True, counterparty_pbk, 10.0, {'tac_good_0_pbk': 1}, sender_pbk)
-        transaction_2 = Transaction(tx_id, False, counterparty_pbk, 10.0, {'tac_good_0_pbk': 1}, sender_pbk)
+        tx_id = "some_tx_id"
+        sender_pbk = "tac_agent_0_pbk"
+        counterparty_pbk = "tac_agent_1_pbk"
+        transaction_1 = Transaction(
+            tx_id, True, counterparty_pbk, 10.0, {"tac_good_0_pbk": 1}, sender_pbk
+        )
+        transaction_2 = Transaction(
+            tx_id, False, counterparty_pbk, 10.0, {"tac_good_0_pbk": 1}, sender_pbk
+        )
         expected_game.settle_transaction(transaction_1)
         expected_game.settle_transaction(transaction_2)
 
@@ -645,6 +630,4 @@ class TestGoodState:
     def test_negative_price_raises_exception(self):
         """Test that if we try to instantiate a good_state with a negative price, we raise an AssertionError."""
         with pytest.raises(AssertionError, match="The price must be non-negative."):
-            GoodState(
-                -1
-            )
+            GoodState(-1)
diff --git a/tests/test_mail.py b/tests/test_mail.py
index 02f5d0c6..e9bea81b 100644
--- a/tests/test_mail.py
+++ b/tests/test_mail.py
@@ -28,7 +28,10 @@
 from aea.protocols.default.serialization import DefaultSerializer
 from aea.protocols.fipa.serialization import FIPASerializer
 
+import pytest
 
+
+@pytest.mark.integration
 def test_example(network_node):
     """Test the mailbox."""
     crypto1 = Crypto()
@@ -42,23 +45,80 @@ def test_example(network_node):
 
     msg = DefaultMessage(type=DefaultMessage.Type.BYTES, content=b"hello")
     msg_bytes = DefaultSerializer().encode(msg)
-    mailbox1.outbox.put(Envelope(to=crypto2.public_key, sender=crypto1.public_key, protocol_id=DefaultMessage.protocol_id, message=msg_bytes))
+    mailbox1.outbox.put(
+        Envelope(
+            to=crypto2.public_key,
+            sender=crypto1.public_key,
+            protocol_id=DefaultMessage.protocol_id,
+            message=msg_bytes,
+        )
+    )
 
-    msg = FIPAMessage(message_id=0, dialogue_id=0, target=0, performative=FIPAMessage.Performative.CFP, query=None)
+    msg = FIPAMessage(
+        message_id=0,
+        dialogue_id=0,
+        target=0,
+        performative=FIPAMessage.Performative.CFP,
+        query=None,
+    )
     msg_bytes = FIPASerializer().encode(msg)
-    mailbox1.outbox.put(Envelope(to=crypto2.public_key, sender=crypto1.public_key, protocol_id=FIPAMessage.protocol_id, message=msg_bytes))
+    mailbox1.outbox.put(
+        Envelope(
+            to=crypto2.public_key,
+            sender=crypto1.public_key,
+            protocol_id=FIPAMessage.protocol_id,
+            message=msg_bytes,
+        )
+    )
 
-    msg = FIPAMessage(message_id=0, dialogue_id=0, target=0, performative=FIPAMessage.Performative.PROPOSE, proposal=[])
+    msg = FIPAMessage(
+        message_id=0,
+        dialogue_id=0,
+        target=0,
+        performative=FIPAMessage.Performative.PROPOSE,
+        proposal=[],
+    )
     msg_bytes = FIPASerializer().encode(msg)
-    mailbox1.outbox.put(Envelope(to=crypto2.public_key, sender=crypto1.public_key, protocol_id=FIPAMessage.protocol_id, message=msg_bytes))
+    mailbox1.outbox.put(
+        Envelope(
+            to=crypto2.public_key,
+            sender=crypto1.public_key,
+            protocol_id=FIPAMessage.protocol_id,
+            message=msg_bytes,
+        )
+    )
 
-    msg = FIPAMessage(message_id=0, dialogue_id=0, target=0, performative=FIPAMessage.Performative.ACCEPT)
+    msg = FIPAMessage(
+        message_id=0,
+        dialogue_id=0,
+        target=0,
+        performative=FIPAMessage.Performative.ACCEPT,
+    )
     msg_bytes = FIPASerializer().encode(msg)
-    mailbox1.outbox.put(Envelope(to=crypto2.public_key, sender=crypto1.public_key, protocol_id=FIPAMessage.protocol_id, message=msg_bytes))
+    mailbox1.outbox.put(
+        Envelope(
+            to=crypto2.public_key,
+            sender=crypto1.public_key,
+            protocol_id=FIPAMessage.protocol_id,
+            message=msg_bytes,
+        )
+    )
 
-    msg = FIPAMessage(message_id=0, dialogue_id=0, target=0, performative=FIPAMessage.Performative.DECLINE)
+    msg = FIPAMessage(
+        message_id=0,
+        dialogue_id=0,
+        target=0,
+        performative=FIPAMessage.Performative.DECLINE,
+    )
     msg_bytes = FIPASerializer().encode(msg)
-    mailbox1.outbox.put(Envelope(to=crypto2.public_key, sender=crypto1.public_key, protocol_id=FIPAMessage.protocol_id, message=msg_bytes))
+    mailbox1.outbox.put(
+        Envelope(
+            to=crypto2.public_key,
+            sender=crypto1.public_key,
+            protocol_id=FIPAMessage.protocol_id,
+            message=msg_bytes,
+        )
+    )
 
     time.sleep(5.0)
 
diff --git a/tests/test_simulation.py b/tests/test_simulation.py
index b35ef2ba..a1491b70 100644
--- a/tests/test_simulation.py
+++ b/tests/test_simulation.py
@@ -35,13 +35,24 @@
 from tac.gui.monitor import NullMonitor
 
 
-def _init_baseline_agents(n: int, agent_version: str, oef_addr: str, oef_port: int, tac_version_id: str) -> List[BaselineAgentV1]:
+def _init_baseline_agents(
+    n: int, agent_version: str, oef_addr: str, oef_port: int, tac_version_id: str
+) -> List[BaselineAgentV1]:
     """Baseline agents initialization."""
     if agent_version == "v1":
-        return [BaselineAgentV1("baseline_{:02}".format(i), "127.0.0.1", 10000,
-                                BaselineStrategy(search_for=SearchFor.BOTH, register_as=RegisterAs.BOTH),
-                                expected_version_id=tac_version_id,
-                                pending_transaction_timeout=120) for i in range(n)]
+        return [
+            BaselineAgentV1(
+                "baseline_{:02}".format(i),
+                "127.0.0.1",
+                10000,
+                BaselineStrategy(
+                    search_for=SearchFor.BOTH, register_as=RegisterAs.BOTH
+                ),
+                expected_version_id=tac_version_id,
+                pending_transaction_timeout=120,
+            )
+            for i in range(n)
+        ]
     else:
         raise ValueError("Invalid version.")
 
@@ -60,6 +71,7 @@ def baseline_version(request):
     return request.param
 
 
+@pytest.mark.integration
 class TestSimulation:
     """Class to test the simulation."""
 
@@ -70,31 +82,39 @@ def _start_oef_node(self, network_node):
     @classmethod
     def setup_class(cls):
         """Class setup."""
-        cls.tac_version_id = '1'
-        cls.agent_version = 'v1'
-        cls.baseline_agents = _init_baseline_agents(5, cls.agent_version, "127.0.0.1", 10000, cls.tac_version_id)
-
-        cls.tac_parameters = TACParameters(min_nb_agents=5,
-                                           money_endowment=200,
-                                           nb_goods=5,
-                                           tx_fee=1.0,
-                                           base_good_endowment=2,
-                                           lower_bound_factor=0,
-                                           upper_bound_factor=0,
-                                           start_time=datetime.datetime.now() + datetime.timedelta(0, 2),
-                                           registration_timeout=8,
-                                           competition_timeout=20,
-                                           inactivity_timeout=15,
-                                           version_id=cls.tac_version_id)
-
-        cls.tac_controller = ControllerAgent('controller', '127.0.0.1', 10000, cls.tac_parameters, NullMonitor())
+        cls.tac_version_id = "1"
+        cls.agent_version = "v1"
+        cls.baseline_agents = _init_baseline_agents(
+            5, cls.agent_version, "127.0.0.1", 10000, cls.tac_version_id
+        )
+
+        cls.tac_parameters = TACParameters(
+            min_nb_agents=5,
+            money_endowment=200,
+            nb_goods=5,
+            tx_fee=1.0,
+            base_good_endowment=2,
+            lower_bound_factor=0,
+            upper_bound_factor=0,
+            start_time=datetime.datetime.now() + datetime.timedelta(0, 2),
+            registration_timeout=8,
+            competition_timeout=20,
+            inactivity_timeout=15,
+            version_id=cls.tac_version_id,
+        )
+
+        cls.tac_controller = ControllerAgent(
+            "controller", "127.0.0.1", 10000, cls.tac_parameters, NullMonitor()
+        )
 
         # run the simulation
         try:
             controller_thread = Thread(target=cls.tac_controller.start)
 
-            baseline_threads = [Thread(target=_run_baseline_agent, args=[baseline_agent, "v1"])
-                                for baseline_agent in cls.baseline_agents]
+            baseline_threads = [
+                Thread(target=_run_baseline_agent, args=[baseline_agent, "v1"])
+                for baseline_agent in cls.baseline_agents
+            ]
 
             # launch all thread.
             all_threads = [controller_thread] + baseline_threads
diff --git a/tox.ini b/tox.ini
index 1c8df40b..a1aa0426 100644
--- a/tox.ini
+++ b/tox.ini
@@ -1,28 +1,58 @@
 [tox]
-envlist = flake8, mypy, py37, py36
-skipsdist = True
+envlist = flake8, mypy, py3.7
+skipsdist = False
 ignore_basepython_conflict = True
 
-[testenv]
+[testenv:py3.6]
+basepython = python3.6
+whitelist_externals = pipenv
+deps =
+    pytest==5.3.5
+    pytest-cov==2.8.1
+    docker
+
+commands =
+    pipenv install
+    pytest -rfE --doctest-modules tac tests/ --cov-report=html --cov-report=term --cov=tac {posargs}
+
+[testenv:py3.7]
 basepython = python3.7
 whitelist_externals = pipenv
 deps =
-    pytest
-    pytest-cov
+    pytest==5.3.5
+    pytest-cov==2.8.1
+    docker
+
+commands =
+    pipenv install
+    pytest -rfE --doctest-modules tac tests/ --cov-report=html --cov-report=term --cov=tac {posargs}
+
+[testenv:py3.8]
+basepython = python3.8
+whitelist_externals = pipenv
+deps =
+    pytest==5.3.5
+    pytest-cov==2.8.1
     docker
 
 commands =
     pipenv install
-    pytest --doctest-modules tac tests/ --cov-report=html --cov-report=term --cov=tac {posargs}
+    pytest -rfE --doctest-modules tac tests/ --cov-report=html --cov-report=term --cov=tac {posargs}
 
 [testenv:flake8]
-basepython = python3.7
-deps = flake8
-       flake8-docstrings
+deps = flake8==3.7.9
+       flake8-docstrings==1.5.0
        pydocstyle==3.0.0
-commands = flake8 tac simulation sandbox scripts templates tests --exclude=tac/gui/static,tac/gui/templates,.md,tac/*_pb2.py,tac/gui/.visdom_env,tac/__init__.py,scripts/oef/launch.py --ignore=E501,E701
+commands = flake8 tac simulation sandbox scripts setup.py templates tests --exclude=tac/gui/static,tac/gui/templates,.md,tac/*_pb2.py,tac/gui/.visdom_env,tac/__init__.py,scripts/oef/launch.py --ignore=E501,E701,W503
 
 [testenv:mypy]
-basepython = python3.7
 deps = mypy
-commands = mypy sandbox scripts simulation/v1 tac tests templates --config-file mypy.ini
+commands = mypy sandbox scripts setup.py simulation/v1 tac templates tests --config-file mypy.ini
+
+[testenv:black]
+deps = black==19.10b0
+commands = black sandbox scripts setup.py simulation/v1 tac templates tests
+
+[testenv:black-check]
+deps = black==19.10b0
+commands = black sandbox scripts setup.py simulation/v1 tac templates tests --check --verbose