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diff --git a/docs_html/.buildinfo b/docs_html/.buildinfo
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+# Sphinx build info version 1
+# This file hashes the configuration used when building these files. When it is not found, a full rebuild will be done.
+config: 898cedd8288133a4fd8b696205f292c6
+tags: 645f666f9bcd5a90fca523b33c5a78b7
diff --git a/docs_html/.doctrees/environment.pickle b/docs_html/.doctrees/environment.pickle
diff --git a/docs_html/.doctrees/index.doctree b/docs_html/.doctrees/index.doctree
diff --git a/docs_html/.doctrees/reference/dyson_equalizer.algorithm.doctree b/docs_html/.doctrees/reference/dyson_equalizer.algorithm.doctree
diff --git a/docs_html/.doctrees/reference/dyson_equalizer.doctree b/docs_html/.doctrees/reference/dyson_equalizer.doctree
diff --git a/docs_html/.doctrees/reference/dyson_equalizer.dyson_equalizer.doctree b/docs_html/.doctrees/reference/dyson_equalizer.dyson_equalizer.doctree
diff --git a/docs_html/.doctrees/reference/dyson_equalizer.examples.doctree b/docs_html/.doctrees/reference/dyson_equalizer.examples.doctree
diff --git a/docs_html/.doctrees/reference/dyson_equalizer.plots.doctree b/docs_html/.doctrees/reference/dyson_equalizer.plots.doctree
diff --git a/docs_html/.doctrees/reference/dyson_equalizer.validation.doctree b/docs_html/.doctrees/reference/dyson_equalizer.validation.doctree
diff --git a/docs_html/.doctrees/reference/modules.doctree b/docs_html/.doctrees/reference/modules.doctree
diff --git a/docs_html/_downloads/0120b171ab86899dce745bed5385fb30/dyson_equalizer-plots-1.py b/docs_html/_downloads/0120b171ab86899dce745bed5385fb30/dyson_equalizer-plots-1.py
@@ -0,0 +1,9 @@
+import numpy as np
+from dyson_equalizer.plots import plot_mp_density
+
+m, n = 100, 1000
+X = np.random.normal(size=(m, n))
+Y = X @ X.T / n
+eigs = sorted(np.linalg.eigvals(Y), reverse=True)
+
+plot_mp_density(eigs, gamma=m/n)
diff --git a/...ownloads/037b99d450fa064d99062275db9ab16e/dyson_equalizer-algorithm-1.hires.png b/...ownloads/037b99d450fa064d99062275db9ab16e/dyson_equalizer-algorithm-1.hires.png
diff --git a/docs_html/_downloads/040d40c8f1a75c7ba616f303c6741e0d/dyson_equalizer-1.pdf b/docs_html/_downloads/040d40c8f1a75c7ba616f303c6741e0d/dyson_equalizer-1.pdf
diff --git a/docs_html/_downloads/051a2146ef896cae0fa940692fdb0fa4/dyson_equalizer-2.png b/docs_html/_downloads/051a2146ef896cae0fa940692fdb0fa4/dyson_equalizer-2.png
diff --git a/docs_html/_downloads/179faf11df58dc8dbf2a9aa00791e8c4/dyson_equalizer-plots-1.pdf b/docs_html/_downloads/179faf11df58dc8dbf2a9aa00791e8c4/dyson_equalizer-plots-1.pdf
diff --git a/docs_html/_downloads/1d1027295f67536b84f29d02893b6b52/dyson_equalizer-2.pdf b/docs_html/_downloads/1d1027295f67536b84f29d02893b6b52/dyson_equalizer-2.pdf
diff --git a/docs_html/_downloads/3f43ce4f187c080c6a43421015fe260c/dyson_equalizer-algorithm-1.pdf b/docs_html/_downloads/3f43ce4f187c080c6a43421015fe260c/dyson_equalizer-algorithm-1.pdf
diff --git a/docs_html/_downloads/4029224c27cba68d5ec97a0f583a4484/dyson_equalizer-1.hires.png b/docs_html/_downloads/4029224c27cba68d5ec97a0f583a4484/dyson_equalizer-1.hires.png
diff --git a/docs_html/_downloads/5d36910c87e55f3fc827dd430d294b41/dyson_equalizer-2.py b/docs_html/_downloads/5d36910c87e55f3fc827dd430d294b41/dyson_equalizer-2.py
@@ -0,0 +1,9 @@
+import numpy as np
+from dyson_equalizer.plots import plot_mp_density
+
+m, n = 100, 1000
+X = np.random.normal(size=(m, n))
+Y = X @ X.T / n
+eigs = sorted(np.linalg.eigvals(Y), reverse=True)
+
+plot_mp_density(eigs, gamma=m/n)
diff --git a/docs_html/_downloads/6b4c98d2bf7202d07025d20ff610f974/dyson_equalizer-plots-2.py b/docs_html/_downloads/6b4c98d2bf7202d07025d20ff610f974/dyson_equalizer-plots-2.py
@@ -0,0 +1,9 @@
+import numpy as np
+from dyson_equalizer.plots import plot_mp_eigenvalues
+
+m, n = 100, 1000
+X = np.random.normal(size=(m, n))
+Y = X @ X.T / n
+eigs = sorted(np.linalg.eigvals(Y), reverse=True)
+
+plot_mp_eigenvalues(eigs, gamma=m/n)
diff --git a/docs_html/_downloads/9abbacb94696994e6c973245be264d75/dyson_equalizer-plots-1.png b/docs_html/_downloads/9abbacb94696994e6c973245be264d75/dyson_equalizer-plots-1.png
diff --git a/docs_html/_downloads/9c544282a85f7168a992f66b7fe1349c/dyson_equalizer-2.hires.png b/docs_html/_downloads/9c544282a85f7168a992f66b7fe1349c/dyson_equalizer-2.hires.png
diff --git a/...l/_downloads/9d4b65ccaf42ddf84ea0b799f82a9288/dyson_equalizer-plots-1.hires.png b/...l/_downloads/9d4b65ccaf42ddf84ea0b799f82a9288/dyson_equalizer-plots-1.hires.png
diff --git a/docs_html/_downloads/a5c69e67e76ef2f144bc89a6dd7a27b9/dyson_equalizer-algorithm-1.py b/docs_html/_downloads/a5c69e67e76ef2f144bc89a6dd7a27b9/dyson_equalizer-algorithm-1.py
@@ -0,0 +1,8 @@
+import matplotlib.pyplot as plt
+import numpy as np
+from dyson_equalizer.dyson_equalizer import DysonEqualizer
+from dyson_equalizer.examples import generate_Y_with_correlated_noise
+
+X = generate_Y_with_correlated_noise()
+de = DysonEqualizer(X).compute()
+de.plot_mp_eigenvalues_and_densities(show_only_significant=1)
diff --git a/docs_html/_downloads/b0cb300918942c1c35d4a9bdb358a081/dyson_equalizer-3.pdf b/docs_html/_downloads/b0cb300918942c1c35d4a9bdb358a081/dyson_equalizer-3.pdf
diff --git a/docs_html/_downloads/b3aefda1e46a50b979105e1ff5d0559b/dyson_equalizer-1.py b/docs_html/_downloads/b3aefda1e46a50b979105e1ff5d0559b/dyson_equalizer-1.py
@@ -0,0 +1,8 @@
+import matplotlib.pyplot as plt
+import numpy as np
+from dyson_equalizer.dyson_equalizer import DysonEqualizer
+from dyson_equalizer.examples import generate_Y_with_correlated_noise
+
+Y = generate_Y_with_correlated_noise()
+de = DysonEqualizer(Y).compute()
+de.plot_mp_eigenvalues_and_densities(show_only_significant=1)
diff --git a/...l/_downloads/b614bca704fb8d38b7959e0a85083a69/dyson_equalizer-plots-2.hires.png b/...l/_downloads/b614bca704fb8d38b7959e0a85083a69/dyson_equalizer-plots-2.hires.png
diff --git a/docs_html/_downloads/bb3eea6d7317d0b80d23f9ed5cc105e5/dyson_equalizer-3.hires.png b/docs_html/_downloads/bb3eea6d7317d0b80d23f9ed5cc105e5/dyson_equalizer-3.hires.png
diff --git a/docs_html/_downloads/c0b6699c0991f006206d9c543e20007e/dyson_equalizer-3.png b/docs_html/_downloads/c0b6699c0991f006206d9c543e20007e/dyson_equalizer-3.png
diff --git a/docs_html/_downloads/c3e42fed7c5fb3188b259cfa49cacb47/dyson_equalizer-3.py b/docs_html/_downloads/c3e42fed7c5fb3188b259cfa49cacb47/dyson_equalizer-3.py
@@ -0,0 +1,9 @@
+import numpy as np
+from dyson_equalizer.plots import plot_mp_eigenvalues
+
+m, n = 100, 1000
+X = np.random.normal(size=(m, n))
+Y = X @ X.T / n
+eigs = sorted(np.linalg.eigvals(Y), reverse=True)
+
+plot_mp_eigenvalues(eigs, gamma=m/n)
diff --git a/...tml/_downloads/d0a95b0846a7db66bce8cb701c5004fc/dyson_equalizer-algorithm-1.png b/...tml/_downloads/d0a95b0846a7db66bce8cb701c5004fc/dyson_equalizer-algorithm-1.png
diff --git a/docs_html/_downloads/dc48c60a41224f72a0a8e45aacfa0d82/dyson_equalizer-plots-2.pdf b/docs_html/_downloads/dc48c60a41224f72a0a8e45aacfa0d82/dyson_equalizer-plots-2.pdf
diff --git a/docs_html/_downloads/de2b3b689926f94b1984cbf67ebe272f/dyson_equalizer-plots-2.png b/docs_html/_downloads/de2b3b689926f94b1984cbf67ebe272f/dyson_equalizer-plots-2.png
diff --git a/docs_html/_downloads/f6c7f1a817d48fbac50a0176409a16b8/dyson_equalizer-1.png b/docs_html/_downloads/f6c7f1a817d48fbac50a0176409a16b8/dyson_equalizer-1.png
diff --git a/docs_html/_images/dyson_equalizer-1.png b/docs_html/_images/dyson_equalizer-1.png
diff --git a/docs_html/_images/dyson_equalizer-2.png b/docs_html/_images/dyson_equalizer-2.png
diff --git a/docs_html/_images/dyson_equalizer-3.png b/docs_html/_images/dyson_equalizer-3.png
diff --git a/docs_html/_images/dyson_equalizer-algorithm-1.png b/docs_html/_images/dyson_equalizer-algorithm-1.png
diff --git a/docs_html/_images/dyson_equalizer-plots-1.png b/docs_html/_images/dyson_equalizer-plots-1.png
diff --git a/docs_html/_images/dyson_equalizer-plots-2.png b/docs_html/_images/dyson_equalizer-plots-2.png
diff --git a/docs_html/_sources/index.rst.txt b/docs_html/_sources/index.rst.txt
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+.. include:: ../../README.md
+   :parser: myst_parser.sphinx_
+
+
+Contents
+--------
+
+
+.. toctree::
+   :hidden:
+   :maxdepth: 2
+
+   self
+   reference/dyson_equalizer
+
+
+* :ref:`genindex`
+* :ref:`modindex`
+* :ref:`search`
+
+
diff --git a/docs_html/_sources/reference/dyson_equalizer.algorithm.rst.txt b/docs_html/_sources/reference/dyson_equalizer.algorithm.rst.txt
@@ -0,0 +1,7 @@
+dyson\_equalizer.algorithm module
+=================================
+
+.. automodule:: dyson_equalizer.algorithm
+   :members:
+   :undoc-members:
+   :show-inheritance:
diff --git a/docs_html/_sources/reference/dyson_equalizer.dyson_equalizer.rst.txt b/docs_html/_sources/reference/dyson_equalizer.dyson_equalizer.rst.txt
@@ -0,0 +1,7 @@
+dyson\_equalizer.dyson\_equalizer module
+========================================
+
+.. automodule:: dyson_equalizer.dyson_equalizer
+   :members:
+   :undoc-members:
+   :show-inheritance:
diff --git a/docs_html/_sources/reference/dyson_equalizer.examples.rst.txt b/docs_html/_sources/reference/dyson_equalizer.examples.rst.txt
@@ -0,0 +1,7 @@
+dyson\_equalizer.examples module
+================================
+
+.. automodule:: dyson_equalizer.examples
+   :members:
+   :undoc-members:
+   :show-inheritance:
diff --git a/docs_html/_sources/reference/dyson_equalizer.plots.rst.txt b/docs_html/_sources/reference/dyson_equalizer.plots.rst.txt
@@ -0,0 +1,7 @@
+dyson\_equalizer.plots module
+=============================
+
+.. automodule:: dyson_equalizer.plots
+   :members:
+   :undoc-members:
+   :show-inheritance:
diff --git a/docs_html/_sources/reference/dyson_equalizer.rst.txt b/docs_html/_sources/reference/dyson_equalizer.rst.txt
@@ -0,0 +1,19 @@
+dyson\_equalizer package
+========================
+
+.. automodule:: dyson_equalizer
+   :members:
+   :undoc-members:
+   :show-inheritance:
+
+Submodules
+----------
+
+.. toctree::
+   :maxdepth: 4
+
+   dyson_equalizer.algorithm
+   dyson_equalizer.dyson_equalizer
+   dyson_equalizer.examples
+   dyson_equalizer.plots
+   dyson_equalizer.validation
diff --git a/docs_html/_sources/reference/dyson_equalizer.validation.rst.txt b/docs_html/_sources/reference/dyson_equalizer.validation.rst.txt
@@ -0,0 +1,7 @@
+dyson\_equalizer.validation module
+==================================
+
+.. automodule:: dyson_equalizer.validation
+   :members:
+   :undoc-members:
+   :show-inheritance:
diff --git a/docs_html/_sources/reference/modules.rst.txt b/docs_html/_sources/reference/modules.rst.txt
@@ -0,0 +1,7 @@
+dyson_equalizer
+===============
+
+.. toctree::
+   :maxdepth: 4
+
+   dyson_equalizer