diff --git a/README.md b/README.md
index 466c0d1..b3d84dd 100644
--- a/README.md
+++ b/README.md
@@ -54,4 +54,14 @@ Video walkthroughs
 Video walkthroughs of the two notebook examples are available here https://youtu.be/hDt103zEML8
 and here https://youtu.be/DK1Pv5tuLgo. The videos give additional insights into
 Entropy Pooling theory and its sequential refinements. It is highly encouraged
-to watch these two quickly increase your understanding.
\ No newline at end of file
+to watch these two quickly increase your understanding.
+
+Portfolio Construction and Risk Management Book
+-----------------------------------------------
+
+Entropy Pooling is a core part of the next generation investment framework that
+also utilizes fully general Monte Carlo distributions and CVaR analysis, see
+[this YouTube video](https://youtu.be/4ESigySdGf8?si) for an introduction. To
+get a careful and pedagogical presentation of all the possibilities Entropy Pooling
+offers, see the [Portfolio Construction and Risk Management Book](https://igg.me/at/pcrm-book)
+crowdfunding campaign.
diff --git a/poetry.lock b/poetry.lock
index 0f27c68..6be8c64 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -1,65 +1,66 @@
-# This file is automatically @generated by Poetry 1.8.2 and should not be changed by hand.
+# This file is automatically @generated by Poetry and should not be changed by hand.
 
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+version = "1.2.1"
 description = "Python library for calculating contours of 2D quadrilateral grids"
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-numpy = ">=1.20,<2.0"
+numpy = ">=1.20"
 
 [package.extras]
 bokeh = ["bokeh", "selenium"]
 docs = ["furo", "sphinx (>=7.2)", "sphinx-copybutton"]
-mypy = ["contourpy[bokeh,docs]", "docutils-stubs", "mypy (==1.6.1)", "types-Pillow"]
+mypy = ["contourpy[bokeh,docs]", "docutils-stubs", "mypy (==1.8.0)", "types-Pillow"]
 test = ["Pillow", "contourpy[test-no-images]", "matplotlib"]
 test-no-images = ["pytest", "pytest-cov", "pytest-xdist", "wurlitzer"]
 
@@ -67,6 +68,7 @@ test-no-images = ["pytest", "pytest-cov", "pytest-xdist", "wurlitzer"]
 name = "cvxopt"
 version = "1.3.2"
 description = "Convex optimization package"
+category = "dev"
 optional = false
 python-versions = ">=3, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*"
 files = [
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 name = "cycler"
 version = "0.12.1"
 description = "Composable style cycles"
+category = "dev"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -112,53 +111,54 @@ tests = ["pytest", "pytest-cov", "pytest-xdist"]
 
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 ]
 
 [package.extras]
@@ -177,13 +177,14 @@ woff = ["brotli (>=1.0.1)", "brotlicffi (>=0.8.0)", "zopfli (>=0.1.4)"]
 
 [[package]]
 name = "fortitudo-tech"
-version = "1.0.4"
+version = "1.0.6"
 description = "Conditional Value-at-Risk (CVaR) portfolio optimization and Entropy Pooling views / stress-testing in Python."
+category = "dev"
 optional = false
-python-versions = ">=3.9,<3.13"
+python-versions = "<3.13,>=3.9"
 files = [
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-    {file = "fortitudo_tech-1.0.4.tar.gz", hash = "sha256:8d19a3d5327d68d1003c00288afce81d07459460723af0254386ae871fc5fa59"},
+    {file = "fortitudo_tech-1.0.6-py3-none-any.whl", hash = "sha256:c288b8e39f4de99b58e77585e59f7b3204fd4393fd242b5b868fc989cd9b2f4c"},
+    {file = "fortitudo_tech-1.0.6.tar.gz", hash = "sha256:7d3a1cbf76dc4511d2acf09860d7ba4850d8be7a72a5485af927a70c47504469"},
 ]
 
 [package.dependencies]
@@ -195,13 +196,14 @@ scipy = ">=1.10,<2.0"
 
 [[package]]
 name = "importlib-resources"
-version = "6.3.0"
+version = "6.4.0"
 description = "Read resources from Python packages"
+category = "dev"
 optional = false
 python-versions = ">=3.8"
 files = [
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 ]
 
 [package.dependencies]
@@ -209,12 +211,13 @@ zipp = {version = ">=3.1.0", markers = "python_version < \"3.10\""}
 
 [package.extras]
 docs = ["furo", "jaraco.packaging (>=9.3)", "jaraco.tidelift (>=1.4)", "rst.linker (>=1.9)", "sphinx (<7.2.5)", "sphinx (>=3.5)", "sphinx-lint"]
-testing = ["jaraco.collections", "pytest (>=6)", "pytest-checkdocs (>=2.4)", "pytest-cov", "pytest-enabler (>=2.2)", "pytest-mypy", "pytest-ruff (>=0.2.1)", "zipp (>=3.17)"]
+testing = ["jaraco.test (>=5.4)", "pytest (>=6)", "pytest-checkdocs (>=2.4)", "pytest-cov", "pytest-enabler (>=2.2)", "pytest-mypy", "pytest-ruff (>=0.2.1)", "zipp (>=3.17)"]
 
 [[package]]
 name = "kiwisolver"
 version = "1.4.5"
 description = "A fast implementation of the Cassowary constraint solver"
+category = "dev"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -326,39 +329,40 @@ files = [
 
 [[package]]
 name = "matplotlib"
-version = "3.8.3"
+version = "3.8.4"
 description = "Python plotting package"
+category = "dev"
 optional = false
 python-versions = ">=3.9"
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 ]
 
 [package.dependencies]
@@ -367,7 +371,7 @@ cycler = ">=0.10"
 fonttools = ">=4.22.0"
 importlib-resources = {version = ">=3.2.0", markers = "python_version < \"3.10\""}
 kiwisolver = ">=1.3.1"
-numpy = ">=1.21,<2"
+numpy = ">=1.21"
 packaging = ">=20.0"
 pillow = ">=8"
 pyparsing = ">=2.3.1"
@@ -377,6 +381,7 @@ python-dateutil = ">=2.7"
 name = "numpy"
 version = "1.26.4"
 description = "Fundamental package for array computing in Python"
+category = "main"
 optional = false
 python-versions = ">=3.9"
 files = [
@@ -422,6 +427,7 @@ files = [
 name = "packaging"
 version = "24.0"
 description = "Core utilities for Python packages"
+category = "dev"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -431,47 +437,48 @@ files = [
 
 [[package]]
 name = "pandas"
-version = "2.2.1"
+version = "2.2.2"
 description = "Powerful data structures for data analysis, time series, and statistics"
+category = "dev"
 optional = false
 python-versions = ">=3.9"
 files = [
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 [package.dependencies]
 numpy = [
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-    {version = ">=1.23.2,<2", markers = "python_version == \"3.11\""},
-    {version = ">=1.26.0,<2", markers = "python_version >= \"3.12\""},
+    {version = ">=1.22.4", markers = "python_version < \"3.11\""},
+    {version = ">=1.23.2", markers = "python_version == \"3.11\""},
+    {version = ">=1.26.0", markers = "python_version >= \"3.12\""},
 ]
 python-dateutil = ">=2.8.2"
 pytz = ">=2020.1"
@@ -506,6 +513,7 @@ xml = ["lxml (>=4.9.2)"]
 name = "pillow"
 version = "10.3.0"
 description = "Python Imaging Library (Fork)"
+category = "dev"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -592,6 +600,7 @@ xmp = ["defusedxml"]
 name = "pyparsing"
 version = "3.1.2"
 description = "pyparsing module - Classes and methods to define and execute parsing grammars"
+category = "dev"
 optional = false
 python-versions = ">=3.6.8"
 files = [
@@ -606,6 +615,7 @@ diagrams = ["jinja2", "railroad-diagrams"]
 name = "python-dateutil"
 version = "2.9.0.post0"
 description = "Extensions to the standard Python datetime module"
+category = "dev"
 optional = false
 python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,>=2.7"
 files = [
@@ -620,6 +630,7 @@ six = ">=1.5"
 name = "pytz"
 version = "2024.1"
 description = "World timezone definitions, modern and historical"
+category = "dev"
 optional = false
 python-versions = "*"
 files = [
@@ -629,50 +640,52 @@ files = [
 
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 name = "scipy"
-version = "1.12.0"
+version = "1.13.0"
 description = "Fundamental algorithms for scientific computing in Python"
+category = "main"
 optional = false
 python-versions = ">=3.9"
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+    {file = "scipy-1.13.0-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:1e7626dfd91cdea5714f343ce1176b6c4745155d234f1033584154f60ef1ff42"},
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+    {file = "scipy-1.13.0-cp39-cp39-macosx_10_9_x86_64.whl", hash = "sha256:5407708195cb38d70fd2d6bb04b1b9dd5c92297d86e9f9daae1576bd9e06f602"},
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+    {file = "scipy-1.13.0-cp39-cp39-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:09c74543c4fbeb67af6ce457f6a6a28e5d3739a87f62412e4a16e46f164f0ae5"},
+    {file = "scipy-1.13.0-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:28e286bf9ac422d6beb559bc61312c348ca9b0f0dae0d7c5afde7f722d6ea13d"},
+    {file = "scipy-1.13.0-cp39-cp39-musllinux_1_1_x86_64.whl", hash = "sha256:33fde20efc380bd23a78a4d26d59fc8704e9b5fd9b08841693eb46716ba13d86"},
+    {file = "scipy-1.13.0-cp39-cp39-win_amd64.whl", hash = "sha256:45c08bec71d3546d606989ba6e7daa6f0992918171e2a6f7fbedfa7361c2de1e"},
+    {file = "scipy-1.13.0.tar.gz", hash = "sha256:58569af537ea29d3f78e5abd18398459f195546bb3be23d16677fb26616cc11e"},
 ]
 
 [package.dependencies]
-numpy = ">=1.22.4,<1.29.0"
+numpy = ">=1.22.4,<2.3"
 
 [package.extras]
-dev = ["click", "cython-lint (>=0.12.2)", "doit (>=0.36.0)", "mypy", "pycodestyle", "pydevtool", "rich-click", "ruff", "types-psutil", "typing_extensions"]
-doc = ["jupytext", "matplotlib (>2)", "myst-nb", "numpydoc", "pooch", "pydata-sphinx-theme (==0.9.0)", "sphinx (!=4.1.0)", "sphinx-design (>=0.2.0)"]
-test = ["asv", "gmpy2", "hypothesis", "mpmath", "pooch", "pytest", "pytest-cov", "pytest-timeout", "pytest-xdist", "scikit-umfpack", "threadpoolctl"]
+dev = ["cython-lint (>=0.12.2)", "doit (>=0.36.0)", "mypy", "pycodestyle", "pydevtool", "rich-click", "ruff", "types-psutil", "typing_extensions"]
+doc = ["jupyterlite-pyodide-kernel", "jupyterlite-sphinx (>=0.12.0)", "jupytext", "matplotlib (>=3.5)", "myst-nb", "numpydoc", "pooch", "pydata-sphinx-theme (>=0.15.2)", "sphinx (>=5.0.0)", "sphinx-design (>=0.4.0)"]
+test = ["array-api-strict", "asv", "gmpy2", "hypothesis (>=6.30)", "mpmath", "pooch", "pytest", "pytest-cov", "pytest-timeout", "pytest-xdist", "scikit-umfpack", "threadpoolctl"]
 
 [[package]]
 name = "six"
 version = "1.16.0"
 description = "Python 2 and 3 compatibility utilities"
+category = "dev"
 optional = false
 python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*"
 files = [
@@ -684,6 +697,7 @@ files = [
 name = "tzdata"
 version = "2024.1"
 description = "Provider of IANA time zone data"
+category = "dev"
 optional = false
 python-versions = ">=2"
 files = [
@@ -693,13 +707,14 @@ files = [
 
 [[package]]
 name = "zipp"
-version = "3.18.0"
+version = "3.18.1"
 description = "Backport of pathlib-compatible object wrapper for zip files"
+category = "dev"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "zipp-3.18.0-py3-none-any.whl", hash = "sha256:c1bb803ed69d2cce2373152797064f7e79bc43f0a3748eb494096a867e0ebf79"},
-    {file = "zipp-3.18.0.tar.gz", hash = "sha256:df8d042b02765029a09b157efd8e820451045890acc30f8e37dd2f94a060221f"},
+    {file = "zipp-3.18.1-py3-none-any.whl", hash = "sha256:206f5a15f2af3dbaee80769fb7dc6f249695e940acca08dfb2a4769fe61e538b"},
+    {file = "zipp-3.18.1.tar.gz", hash = "sha256:2884ed22e7d8961de1c9a05142eb69a247f120291bc0206a00a7642f09b5b715"},
 ]
 
 [package.extras]
diff --git a/pyproject.toml b/pyproject.toml
index 23b94eb..337a979 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -1,6 +1,6 @@
 [tool.poetry]
 name = "entropy-pooling"
-version = "1.0.3"
+version = "1.0.4"
 description = "Entropy Pooling in Python with a BSD 3-Clause license."
 authors = ["Fortitudo Technologies <software@fortitudo.tech>"]
 license = "BSD-3-Clause"