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index 4215c1e..8dd6636 100644
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index de631e2..76c930a 100644
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diff --git a/docs/_build/doctrees/modules/Metrics.doctree b/docs/_build/doctrees/modules/Metrics.doctree
index 525ea0f..39cf177 100644
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diff --git a/docs/_build/doctrees/modules/Tree.doctree b/docs/_build/doctrees/modules/Tree.doctree
index 7057347..c645ea8 100644
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diff --git a/docs/_build/doctrees/sg_execution_times.doctree b/docs/_build/doctrees/sg_execution_times.doctree
index adaf21f..bc1f6cf 100644
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diff --git a/docs/_build/html/.buildinfo b/docs/_build/html/.buildinfo
index 43b548f..62d10c6 100644
--- a/docs/_build/html/.buildinfo
+++ b/docs/_build/html/.buildinfo
@@ -1,4 +1,4 @@
# 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: 8ebcdd3a94cc8c783fb6bee52f77602b
+config: 19038d3bb86d3a352ec79e7137dca909
tags: 645f666f9bcd5a90fca523b33c5a78b7
diff --git a/docs/_build/html/API Reference.html b/docs/_build/html/API Reference.html
index 88fbf00..ec42411 100644
--- a/docs/_build/html/API Reference.html
+++ b/docs/_build/html/API Reference.html
@@ -4,7 +4,7 @@
-
API Reference — survivors 1.7.0 documentation
+ API Reference — survivors 1.7.1 documentation
@@ -19,7 +19,7 @@
-
+
@@ -70,6 +70,11 @@
Why survivors?
Installation
Citing survivors
+
+Tutorials
+
@@ -112,11 +117,22 @@ Criteria
diff --git a/docs/_build/html/AboutSA.html b/docs/_build/html/AboutSA.html
index 21f5d21..689e931 100644
--- a/docs/_build/html/AboutSA.html
+++ b/docs/_build/html/AboutSA.html
@@ -4,7 +4,7 @@
- About Survival Analysis — survivors 1.7.0 documentation
+ About Survival Analysis — survivors 1.7.1 documentation
@@ -19,7 +19,7 @@
-
+
@@ -59,6 +59,11 @@
- Why survivors?
- Installation
- Citing survivors
+
+Tutorials
+
diff --git a/docs/_build/html/Citing.html b/docs/_build/html/Citing.html
index 4bdc567..0a38048 100644
--- a/docs/_build/html/Citing.html
+++ b/docs/_build/html/Citing.html
@@ -4,7 +4,7 @@
- Citing survivors — survivors 1.7.0 documentation
+ Citing survivors — survivors 1.7.1 documentation
@@ -19,12 +19,13 @@
-
+
+
@@ -58,6 +59,11 @@
Why survivors?
Installation
Citing survivors
+
+Tutorials
+
@@ -123,6 +129,7 @@ Citing survivors Previous
+ Next
diff --git a/docs/_build/html/Component description.html b/docs/_build/html/Component description.html
index 5ac8027..390012f 100644
--- a/docs/_build/html/Component description.html
+++ b/docs/_build/html/Component description.html
@@ -4,7 +4,7 @@
- Component description — survivors 1.7.0 documentation
+ Component description — survivors 1.7.1 documentation
@@ -19,7 +19,7 @@
-
+
@@ -59,6 +59,11 @@
Why survivors?
Installation
Citing survivors
+
+Tutorials
+
diff --git a/docs/_build/html/Installation.html b/docs/_build/html/Installation.html
index a94b3ed..dbd8d76 100644
--- a/docs/_build/html/Installation.html
+++ b/docs/_build/html/Installation.html
@@ -4,7 +4,7 @@
- Installation — survivors 1.7.0 documentation
+ Installation — survivors 1.7.1 documentation
@@ -19,7 +19,7 @@
-
+
@@ -59,6 +59,11 @@
Why survivors?
Installation
Citing survivors
+
+Tutorials
+
diff --git a/docs/_build/html/Why.html b/docs/_build/html/Why.html
index 4a6558f..9941aa1 100644
--- a/docs/_build/html/Why.html
+++ b/docs/_build/html/Why.html
@@ -4,7 +4,7 @@
- Why survivors? — survivors 1.7.0 documentation
+ Why survivors? — survivors 1.7.1 documentation
@@ -19,7 +19,7 @@
-
+
@@ -59,6 +59,11 @@
Why survivors?
Installation
Citing survivors
+
+Tutorials
+
diff --git a/docs/_build/html/_downloads/07fcc19ba03226cd3d83d4e40ec44385/auto_examples_python.zip b/docs/_build/html/_downloads/07fcc19ba03226cd3d83d4e40ec44385/auto_examples_python.zip
index 33808e8..f7a2868 100644
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diff --git a/docs/_build/html/_downloads/6f1e7a639e0699d6164445b55e6c116d/auto_examples_jupyter.zip b/docs/_build/html/_downloads/6f1e7a639e0699d6164445b55e6c116d/auto_examples_jupyter.zip
index adea752..18beedb 100644
Binary files a/docs/_build/html/_downloads/6f1e7a639e0699d6164445b55e6c116d/auto_examples_jupyter.zip and b/docs/_build/html/_downloads/6f1e7a639e0699d6164445b55e6c116d/auto_examples_jupyter.zip differ
diff --git a/docs/_build/html/_downloads/865138d638cab55f7e37ecace442a530/plot_user_guide.ipynb b/docs/_build/html/_downloads/865138d638cab55f7e37ecace442a530/plot_user_guide.ipynb
index 1b9d517..ad27da0 100644
--- a/docs/_build/html/_downloads/865138d638cab55f7e37ecace442a530/plot_user_guide.ipynb
+++ b/docs/_build/html/_downloads/865138d638cab55f7e37ecace442a530/plot_user_guide.ipynb
@@ -1,205 +1,281 @@
{
- "cells": [
- {
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "\n# Base User guide\n"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": null,
- "metadata": {
- "collapsed": false
- },
- "outputs": [],
- "source": [
- "# Author: Iulii Vasilev \n#\n# License: BSD 3 clause"
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "First, we will import modules and load data\n\n\n"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": null,
- "metadata": {
- "collapsed": false
- },
- "outputs": [],
- "source": [
- "import survivors.datasets as ds\nimport survivors.constants as cnt\n\nX, y, features, categ, sch_nan = ds.load_pbc_dataset()\nbins = cnt.get_bins(time=y[cnt.TIME_NAME], cens=y[cnt.CENS_NAME])\nprint(bins)"
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "Build Nonparametric KaplanMeier model and visualize survival function\n\n\n"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": null,
- "metadata": {
- "collapsed": false
- },
- "outputs": [],
- "source": [
- "import survivors.visualize as vis\nfrom survivors.external import KaplanMeier\n\nkm = KaplanMeier()\nkm.fit(durations=y[\"time\"], right_censor=y[\"cens\"])\nsf_km = km.survival_function_at_times(times=bins)\nvis.plot_survival_function(sf_km, bins)\n\nbins_short = [50, 100, 1000, 2000, 3000]\nsf_km_short = km.survival_function_at_times(times=bins_short)\nvis.plot_survival_function(sf_km_short, bins_short)"
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "Build Tree\n\n\n"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": null,
- "metadata": {
- "collapsed": false
- },
- "outputs": [],
- "source": [
- "from survivors.tree import CRAID\n\ncr = CRAID(criterion='logrank', depth=2, min_samples_leaf=0.1, signif=0.05,\n categ=categ, leaf_model=\"base\")\ncr.fit(X, y)\n\nsf_cr = cr.predict_at_times(X, bins=bins, mode=\"surv\")\nchf_cr = cr.predict_at_times(X, bins=bins, mode=\"hazard\")\n\nprint(chf_cr.shape)"
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "Plot dependencies\n\n\n"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": null,
- "metadata": {
- "collapsed": false
- },
- "outputs": [],
- "source": [
- "import matplotlib.pyplot as plt\ncr.visualize(target=cnt.TIME_NAME, mode=\"surv\")\n\nimage = plt.imread(f'{cr.name}.png')\nfig, ax = plt.subplots(figsize=(10, 7))\nax.imshow(image)\nax.axis('off')\nplt.show()"
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "Individual prediction\n\n\n"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": null,
- "metadata": {
- "collapsed": false
- },
- "outputs": [],
- "source": [
- "print(\"Target:\", y[0])\nprint(cr.predict(X, target=cnt.TIME_NAME)[0])\nprint(cr.predict(X, target=cnt.CENS_NAME)[0])\nprint(cr.predict(X, target=\"depth\")[0])"
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "Building ensembles of survival trees\n\n\n"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": null,
- "metadata": {
- "collapsed": false
- },
- "outputs": [],
- "source": [
- "from survivors.ensemble import BootstrapCRAID\n\nbstr = BootstrapCRAID(n_estimators=10, size_sample=0.7, ens_metric_name='IBS_REMAIN',\n max_features=0.3, criterion='peto', depth=10,\n min_samples_leaf=0.01, categ=categ, leaf_model=\"base\")\nbstr.fit(X, y)\n\nsf_bstr = bstr.predict_at_times(X, bins=bins, mode=\"surv\")"
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "Evaluation of models\n\n\n"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": null,
- "metadata": {
- "collapsed": false
- },
- "outputs": [],
- "source": [
- "import survivors.metrics as metr\n\nmean_ibs = metr.ibs(y, y, sf_bstr, bins, axis=-1)\nmean_ibs # 0.071\nibs_by_obs = metr.ibs(y, y, sf_bstr, bins, axis=0)\nibs_by_obs # [0.0138, 0.038, ..., 0.0000, 0.0007]\nibs_by_time = metr.ibs(y, y, sf_bstr, bins, axis=1)\nibs_by_time # [0.0047, 0.0037, ..., 0.0983, 0.3533]\n\nprint(ibs_by_time.shape)"
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "Predict comparison\n\n\n"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": null,
- "metadata": {
- "collapsed": false
- },
- "outputs": [],
- "source": [
- "vis.plot_func_comparison(y[0],\n [sf_km, sf_cr[0], sf_bstr[0]],\n [\"KM\", \"CRAID\", \"BootstrapCRAID\"])"
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "Quality comparison in time\n\n\n"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": null,
- "metadata": {
- "collapsed": false
- },
- "outputs": [],
- "source": [
- "vis.plot_metric_comparison(y[0], [sf_km, sf_cr[0], sf_bstr[0]],\n [\"KM\", \"CRAID\", \"BootstrapCRAID\"], bins, metr.ibs_remain)\nvis.plot_metric_comparison(y[0], [sf_km, sf_cr[0], sf_bstr[0]],\n [\"KM\", \"CRAID\", \"BootstrapCRAID\"], bins, metr.auprc)"
- ]
- }
- ],
- "metadata": {
- "kernelspec": {
- "display_name": "Python 3",
- "language": "python",
- "name": "python3"
- },
- "language_info": {
- "codemirror_mode": {
- "name": "ipython",
- "version": 3
- },
- "file_extension": ".py",
- "mimetype": "text/x-python",
- "name": "python",
- "nbconvert_exporter": "python",
- "pygments_lexer": "ipython3",
- "version": "3.10.4"
- }
- },
- "nbformat": 4,
- "nbformat_minor": 0
-}
\ No newline at end of file
+ "cells": [
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "\n",
+ "# Base User guide\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {
+ "collapsed": false
+ },
+ "outputs": [],
+ "source": [
+ "# Author: Iulii Vasilev \n",
+ "#\n",
+ "# License: BSD 3 clause"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "First, we will import modules and load data\n",
+ "\n",
+ "\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {
+ "collapsed": false
+ },
+ "outputs": [],
+ "source": [
+ "import survivors.datasets as ds\n",
+ "import survivors.constants as cnt\n",
+ "\n",
+ "X, y, features, categ, sch_nan = ds.load_pbc_dataset()\n",
+ "bins = cnt.get_bins(time=y[cnt.TIME_NAME], cens=y[cnt.CENS_NAME])\n",
+ "print(bins)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "Build Nonparametric KaplanMeier model and visualize survival function\n",
+ "\n",
+ "\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {
+ "collapsed": false
+ },
+ "outputs": [],
+ "source": [
+ "import survivors.visualize as vis\n",
+ "from survivors.external import KaplanMeier\n",
+ "\n",
+ "km = KaplanMeier()\n",
+ "km.fit(durations=y[\"time\"], right_censor=y[\"cens\"])\n",
+ "sf_km = km.survival_function_at_times(times=bins)\n",
+ "vis.plot_survival_function(sf_km, bins)\n",
+ "\n",
+ "bins_short = [50, 100, 1000, 2000, 3000]\n",
+ "sf_km_short = km.survival_function_at_times(times=bins_short)\n",
+ "vis.plot_survival_function(sf_km_short, bins_short)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "Build Tree\n",
+ "\n",
+ "\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {
+ "collapsed": false
+ },
+ "outputs": [],
+ "source": [
+ "from survivors.tree import CRAID\n",
+ "\n",
+ "cr = CRAID(criterion='logrank', depth=2, min_samples_leaf=0.1, signif=0.05,\n",
+ " categ=categ, leaf_model=\"base\")\n",
+ "cr.fit(X, y)\n",
+ "\n",
+ "sf_cr = cr.predict_at_times(X, bins=bins, mode=\"surv\")\n",
+ "chf_cr = cr.predict_at_times(X, bins=bins, mode=\"hazard\")\n",
+ "\n",
+ "print(chf_cr.shape)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "Plot dependencies\n",
+ "\n",
+ "\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {
+ "collapsed": false
+ },
+ "outputs": [],
+ "source": [
+ "import matplotlib.pyplot as plt\n",
+ "cr.visualize(target=cnt.TIME_NAME, mode=\"surv\")\n",
+ "\n",
+ "image = plt.imread(f'{cr.name}.png')\n",
+ "fig, ax = plt.subplots(figsize=(10, 7))\n",
+ "ax.imshow(image)\n",
+ "ax.axis('off')\n",
+ "plt.show()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "Individual prediction\n",
+ "\n",
+ "\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {
+ "collapsed": false
+ },
+ "outputs": [],
+ "source": [
+ "print(\"Target:\", y[0])\n",
+ "print(cr.predict(X, target=cnt.TIME_NAME)[0])\n",
+ "print(cr.predict(X, target=cnt.CENS_NAME)[0])\n",
+ "print(cr.predict(X, target=\"depth\")[0])"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "Building ensembles of survival trees\n",
+ "\n",
+ "\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {
+ "collapsed": false
+ },
+ "outputs": [],
+ "source": [
+ "from survivors.ensemble import BootstrapCRAID\n",
+ "\n",
+ "bstr = BootstrapCRAID(n_estimators=10, size_sample=0.7, ens_metric_name='IBS_REMAIN',\n",
+ " max_features=0.3, criterion='peto', depth=10,\n",
+ " min_samples_leaf=0.01, categ=categ, leaf_model=\"base\")\n",
+ "bstr.fit(X, y)\n",
+ "\n",
+ "sf_bstr = bstr.predict_at_times(X, bins=bins, mode=\"surv\")"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "Evaluation of models\n",
+ "\n",
+ "\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {
+ "collapsed": false
+ },
+ "outputs": [],
+ "source": [
+ "import survivors.metrics as metr\n",
+ "\n",
+ "mean_ibs = metr.ibs(y, y, sf_bstr, bins, axis=-1)\n",
+ "mean_ibs # 0.071\n",
+ "ibs_by_obs = metr.ibs(y, y, sf_bstr, bins, axis=0)\n",
+ "ibs_by_obs # [0.0138, 0.038, ..., 0.0000, 0.0007]\n",
+ "ibs_by_time = metr.ibs(y, y, sf_bstr, bins, axis=1)\n",
+ "ibs_by_time # [0.0047, 0.0037, ..., 0.0983, 0.3533]\n",
+ "\n",
+ "print(ibs_by_time.shape)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "Predict comparison\n",
+ "\n",
+ "\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {
+ "collapsed": false
+ },
+ "outputs": [],
+ "source": [
+ "vis.plot_func_comparison(y[0],\n",
+ " [sf_km, sf_cr[0], sf_bstr[0]],\n",
+ " [\"KM\", \"CRAID\", \"BootstrapCRAID\"])"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "Quality comparison in time\n",
+ "\n",
+ "\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {
+ "collapsed": false
+ },
+ "outputs": [],
+ "source": [
+ "vis.plot_metric_comparison(y[0], [sf_km, sf_cr[0], sf_bstr[0]],\n",
+ " [\"KM\", \"CRAID\", \"BootstrapCRAID\"], bins, metr.ibs_remain)\n",
+ "vis.plot_metric_comparison(y[0], [sf_km, sf_cr[0], sf_bstr[0]],\n",
+ " [\"KM\", \"CRAID\", \"BootstrapCRAID\"], bins, metr.auprc)"
+ ]
+ }
+ ],
+ "metadata": {
+ "kernelspec": {
+ "display_name": "Python 3",
+ "language": "python",
+ "name": "python3"
+ },
+ "language_info": {
+ "codemirror_mode": {
+ "name": "ipython",
+ "version": 3
+ },
+ "file_extension": ".py",
+ "mimetype": "text/x-python",
+ "name": "python",
+ "nbconvert_exporter": "python",
+ "pygments_lexer": "ipython3",
+ "version": "3.10.4"
+ }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 0
+}
diff --git a/docs/_build/html/_sources/auto_examples/index.rst.txt b/docs/_build/html/_sources/auto_examples/index.rst.txt
index 9726f0d..064d49e 100644
--- a/docs/_build/html/_sources/auto_examples/index.rst.txt
+++ b/docs/_build/html/_sources/auto_examples/index.rst.txt
@@ -28,6 +28,23 @@ Examples
+.. raw:: html
+
+
+
+.. only:: html
+
+ .. image:: /auto_examples/images/thumb/sphx_glr_plot_experiments_guide_thumb.png
+ :alt:
+
+ :ref:`sphx_glr_auto_examples_plot_experiments_guide.py`
+
+.. raw:: html
+
+
Experiments guide
+
+
+
.. raw:: html
@@ -37,6 +54,7 @@ Examples
:hidden:
/auto_examples/plot_user_guide
+ /auto_examples/plot_experiments_guide
.. only:: html
diff --git a/docs/_build/html/_sources/auto_examples/sg_execution_times.rst.txt b/docs/_build/html/_sources/auto_examples/sg_execution_times.rst.txt
index f3cc09d..0636316 100644
--- a/docs/_build/html/_sources/auto_examples/sg_execution_times.rst.txt
+++ b/docs/_build/html/_sources/auto_examples/sg_execution_times.rst.txt
@@ -6,7 +6,7 @@
Computation times
=================
-**00:10.627** total execution time for 1 file **from auto_examples**:
+**37:24.268** total execution time for 2 files **from auto_examples**:
.. container::
@@ -32,6 +32,9 @@ Computation times
* - Example
- Time
- Mem (MB)
+ * - :ref:`sphx_glr_auto_examples_plot_experiments_guide.py` (``plot_experiments_guide.py``)
+ - 37:24.268
+ - 0.0
* - :ref:`sphx_glr_auto_examples_plot_user_guide.py` (``plot_user_guide.py``)
- - 00:10.627
+ - 00:00.000
- 0.0
diff --git a/docs/_build/html/_sources/index.rst.txt b/docs/_build/html/_sources/index.rst.txt
index 90157ae..057f1cf 100644
--- a/docs/_build/html/_sources/index.rst.txt
+++ b/docs/_build/html/_sources/index.rst.txt
@@ -41,10 +41,18 @@ Documentation
Installation
Citing survivors
+.. toctree::
+ :maxdepth: 1
+ :caption: Tutorials
+
+ auto_examples/plot_experiments_guide
+ auto_examples/plot_user_guide
+
Indices and tables
------------------------------
* :ref:`sphx_glr_auto_examples_plot_user_guide.py`
+* :ref:`sphx_glr_auto_examples_plot_experiments_guide.py`
* :ref:`genindex`
* :ref:`modindex`
* :ref:`search`
diff --git a/docs/_build/html/_sources/sg_execution_times.rst.txt b/docs/_build/html/_sources/sg_execution_times.rst.txt
index a1e4dee..c6585ec 100644
--- a/docs/_build/html/_sources/sg_execution_times.rst.txt
+++ b/docs/_build/html/_sources/sg_execution_times.rst.txt
@@ -6,7 +6,7 @@
Computation times
=================
-**00:10.627** total execution time for 1 file **from all galleries**:
+**37:24.268** total execution time for 2 files **from all galleries**:
.. container::
@@ -32,6 +32,9 @@ Computation times
* - Example
- Time
- Mem (MB)
+ * - :ref:`sphx_glr_auto_examples_plot_experiments_guide.py` (``..\doc\plot_experiments_guide.py``)
+ - 37:24.268
+ - 0.0
* - :ref:`sphx_glr_auto_examples_plot_user_guide.py` (``..\doc\plot_user_guide.py``)
- - 00:10.627
+ - 00:00.000
- 0.0
diff --git a/docs/_build/html/_static/documentation_options.js b/docs/_build/html/_static/documentation_options.js
index fea8c69..5dc2eb9 100644
--- a/docs/_build/html/_static/documentation_options.js
+++ b/docs/_build/html/_static/documentation_options.js
@@ -1,5 +1,5 @@
const DOCUMENTATION_OPTIONS = {
- VERSION: '1.7.0',
+ VERSION: '1.7.1',
LANGUAGE: 'en',
COLLAPSE_INDEX: false,
BUILDER: 'html',
diff --git a/docs/_build/html/auto_examples/index.html b/docs/_build/html/auto_examples/index.html
index 14720e3..f36c753 100644
--- a/docs/_build/html/auto_examples/index.html
+++ b/docs/_build/html/auto_examples/index.html
@@ -4,7 +4,7 @@
- Examples — survivors 1.7.0 documentation
+ Examples — survivors 1.7.1 documentation
@@ -19,7 +19,7 @@
-
+
@@ -57,6 +57,11 @@
Why survivors?
Installation
Citing survivors
+
+Tutorials
+
@@ -88,6 +93,9 @@
@@ -223,7 +229,9 @@
-