From af039cd746c154924d0c609d01be779586e74d9c Mon Sep 17 00:00:00 2001 From: jakobrunge Date: Tue, 5 Apr 2022 23:48:49 +0200 Subject: [PATCH] added plot_scatterplots --- tigramite/plotting.py | 15 +- tutorials/tigramite_tutorial_basics.ipynb | 554 +++--------------- ...orial_general_causal_effect_analysis.ipynb | 20 - 3 files changed, 82 insertions(+), 507 deletions(-) diff --git a/tigramite/plotting.py b/tigramite/plotting.py index 13e82e59..873f4501 100644 --- a/tigramite/plotting.py +++ b/tigramite/plotting.py @@ -841,9 +841,8 @@ def plot_scatterplots(dataframe, name=None, setup_args={}, add_scatterplot_args= matrix = setup_scatter_matrix(N=N, var_names=dataframe.var_names, **setup_args) matrix.add_scatterplot(dataframe=dataframe, **add_scatterplot_args) - - if name is not None: - matrix.savefig(name=name) + matrix.adjustfig(name=name) + return matrix @@ -942,7 +941,7 @@ def __init__( if j != 0: self.axes_dict[(i, j)].get_yaxis().set_ticklabels([]) - if i != dataframe.N - 1: + if i != N - 1: self.axes_dict[(i, j)].get_xaxis().set_ticklabels([]) if plot_gridlines: @@ -1031,8 +1030,8 @@ def add_scatterplot( # transform=self.axes_dict[(i, j)].transAxes) - def savefig(self, name=None): - """Save matrix figure. + def adjustfig(self, name=None): + """Adjust matrix figure. Parameters ---------- @@ -1111,13 +1110,11 @@ def savefig(self, name=None): wspace=0.35, ) - if name is not None: self.fig.savefig(name) else: pyplot.show() - def _draw_network_with_curved_edges( fig, ax, @@ -3663,7 +3660,7 @@ def lin_f(x): return x noises=None, seed=7) dataframe = pp.DataFrame(data, var_names=range(len(links))) - plot_scatterplots(dataframe, name='scattertest.pdf') + plot_scatterplots(dataframe) #, name='scattertest.pdf') # matrix = setup_scatter_matrix(N=dataframe.N, # var_names=dataframe.var_names) diff --git a/tutorials/tigramite_tutorial_basics.ipynb b/tutorials/tigramite_tutorial_basics.ipynb index d24a4a7e..7d4084e6 100644 --- a/tutorials/tigramite_tutorial_basics.ipynb +++ b/tutorials/tigramite_tutorial_basics.ipynb @@ -39,16 +39,7 @@ "cell_type": "code", "execution_count": 1, "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/home/rung_ja/anaconda3/envs/py37/lib/python3.7/site-packages/tigramite-4.3.1.1-py3.7.egg/tigramite/independence_tests/gpdc_torch.py:18: UserWarning: cannot import name '_fft' from 'torch._C' (/home/rung_ja/anaconda3/envs/py37/lib/python3.7/site-packages/torch/_C.cpython-37m-x86_64-linux-gnu.so)\n", - " warnings.warn(str(e))\n" - ] - } - ], + "outputs": [], "source": [ "# Imports\n", "import numpy as np\n", @@ -123,7 +114,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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\n", 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\n", 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" ] @@ -209,12 +200,42 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "Since the dependencies decay beyond a maximum lag of around 8, we choose ``tau_max=8`` for PCMCI. The other main parameter is ``pc_alpha`` which sets the significance level in the condition-selection step. Here we let PCMCI choose the optimal value by setting it to ``pc_alpha=None``. Then PCMCI will optimize this parameter in the ParCorr case by the Akaike Information criterion among a reasonable default list of values (e.g., ``pc_alpha = [0.05, 0.1, 0.2, 0.3, 0.4, 0.5]``). The parameter ``alpha_level=0.01`` indicates that we threshold the resulting p-value matrix at this significance level to obtain the graph. " + "Let's do another check and use the new ``plot_scatterplots`` function to see whether the dependencies are really linear and ``ParCorr`` is the right conditional independence test. With the argument ``scatter_lags`` set to a ``(N, N)`` integer numpy array you can choose which lag to use for every pair of variables. Here we choose the lag at which the correlations above have their maximal absolute value. Of course, you might want to use a nonlinear conditional independence test to assess the lags with maximum dependency. I.e., run ``pcmci.get_lagged_dependencies`` with ``PCMCI`` initialized with a nonlinear measure (e.g., CMIknn or GPDC as introduced below)." + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "scatter_lags = np.argmax(np.abs(correlations), axis=2)\n", + "tp.plot_scatterplots(dataframe=dataframe, add_scatterplot_args={'scatter_lags':scatter_lags}); plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Since the dependencies in the lag function plot decay beyond a maximum lag of around 8, we choose ``tau_max=8`` for PCMCI. The other main parameter is ``pc_alpha`` which sets the significance level in the condition-selection step. Here we let PCMCI choose the optimal value by setting it to ``pc_alpha=None``. Then PCMCI will optimize this parameter in the ParCorr case by the Akaike Information criterion among a reasonable default list of values (e.g., ``pc_alpha = [0.05, 0.1, 0.2, 0.3, 0.4, 0.5]``). The parameter ``alpha_level=0.01`` indicates that we threshold the resulting p-value matrix at this significance level to obtain the graph. " ] }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 7, "metadata": {}, "outputs": [ { @@ -315,7 +336,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 8, "metadata": {}, "outputs": [ { @@ -381,7 +402,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 9, "metadata": {}, "outputs": [ { @@ -443,14 +464,14 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 10, "metadata": { "scrolled": false }, "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -473,12 +494,12 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 11, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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\n", 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" ] @@ -529,20 +550,20 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 12, "metadata": {}, "outputs": [ { - "data": { - "image/png": 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\n", 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" + "ename": "ValueError", + "evalue": "len(var_names) != data.shape[1].", + "output_type": "error", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mValueError\u001b[0m Traceback (most recent call last)", + "Input \u001b[0;32mIn [12]\u001b[0m, in \u001b[0;36m\u001b[0;34m()\u001b[0m\n\u001b[1;32m 4\u001b[0m data[t, \u001b[38;5;241m0\u001b[39m] \u001b[38;5;241m+\u001b[39m\u001b[38;5;241m=\u001b[39m \u001b[38;5;241m0.4\u001b[39m\u001b[38;5;241m*\u001b[39mdata[t\u001b[38;5;241m-\u001b[39m\u001b[38;5;241m1\u001b[39m, \u001b[38;5;241m1\u001b[39m]\u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39m\u001b[38;5;241m2\u001b[39m\n\u001b[1;32m 5\u001b[0m data[t, \u001b[38;5;241m2\u001b[39m] \u001b[38;5;241m+\u001b[39m\u001b[38;5;241m=\u001b[39m \u001b[38;5;241m0.3\u001b[39m\u001b[38;5;241m*\u001b[39mdata[t\u001b[38;5;241m-\u001b[39m\u001b[38;5;241m2\u001b[39m, \u001b[38;5;241m1\u001b[39m]\u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39m\u001b[38;5;241m2\u001b[39m\n\u001b[0;32m----> 6\u001b[0m dataframe \u001b[38;5;241m=\u001b[39m \u001b[43mpp\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mDataFrame\u001b[49m\u001b[43m(\u001b[49m\u001b[43mdata\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mvar_names\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mvar_names\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 7\u001b[0m tp\u001b[38;5;241m.\u001b[39mplot_timeseries(dataframe); plt\u001b[38;5;241m.\u001b[39mshow()\n", + "File \u001b[0;32m~/work/code/python_code/tigramite/tigramite_v4/tigramite/tigramite/data_processing.py:64\u001b[0m, in \u001b[0;36mDataFrame.__init__\u001b[0;34m(self, data, mask, missing_flag, var_names, datatime, remove_missing_upto_maxlag)\u001b[0m\n\u001b[1;32m 62\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[1;32m 63\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28mlen\u001b[39m(\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mvar_names) \u001b[38;5;241m!=\u001b[39m N:\n\u001b[0;32m---> 64\u001b[0m \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mValueError\u001b[39;00m(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mlen(var_names) != data.shape[1].\u001b[39m\u001b[38;5;124m\"\u001b[39m)\n\u001b[1;32m 65\u001b[0m \u001b[38;5;66;03m# Set datatime\u001b[39;00m\n\u001b[1;32m 66\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mdatatime \u001b[38;5;241m=\u001b[39m datatime\n", + "\u001b[0;31mValueError\u001b[0m: len(var_names) != data.shape[1]." + ] } ], "source": [ @@ -557,63 +578,9 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "##\n", - "## Step 1: PC1 algorithm with lagged conditions\n", - "##\n", - "\n", - "Parameters:\n", - "independence test = par_corr\n", - "tau_min = 1\n", - "tau_max = 2\n", - "pc_alpha = [0.2]\n", - "max_conds_dim = None\n", - "max_combinations = 1\n", - "\n", - "\n", - "\n", - "## Resulting lagged parent (super)sets:\n", - "\n", - " Variable $X^0$ has 1 link(s):\n", - " ($X^0$ -2): max_pval = 0.10814, min_val = -0.072\n", - "\n", - " Variable $X^1$ has 2 link(s):\n", - " ($X^0$ -1): max_pval = 0.08389, min_val = 0.078\n", - " ($X^1$ -1): max_pval = 0.19371, min_val = -0.059\n", - "\n", - " Variable $X^2$ has 1 link(s):\n", - " ($X^0$ -1): max_pval = 0.00000, min_val = 0.234\n", - "\n", - "##\n", - "## Step 2: MCI algorithm\n", - "##\n", - "\n", - "Parameters:\n", - "\n", - "independence test = par_corr\n", - "tau_min = 0\n", - "tau_max = 2\n", - "max_conds_py = None\n", - "max_conds_px = None\n", - "\n", - "## Significant links at alpha = 0.01:\n", - "\n", - " Variable $X^0$ has 0 link(s):\n", - "\n", - " Variable $X^1$ has 0 link(s):\n", - "\n", - " Variable $X^2$ has 1 link(s):\n", - " ($X^0$ -1): pval = 0.00000 | val = 0.234\n" - ] - } - ], + "outputs": [], "source": [ "pcmci_parcorr = PCMCI(\n", " dataframe=dataframe, \n", @@ -640,7 +607,7 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -660,7 +627,7 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -676,22 +643,9 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "array, dymmy, dummy = gpdc._get_array(X=[(0, -1)], Y=[(2, 0)], Z=[(1, -2)], tau_max=2)\n", "x, meanx = gpdc._get_single_residuals(array, target_var=0, return_means=True)\n", @@ -722,22 +676,9 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "np.random.seed(42)\n", "data = np.random.randn(500, 3)\n", @@ -757,20 +698,9 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/home/rung_ja/anaconda3/envs/py37/lib/python3.7/site-packages/sklearn/gaussian_process/kernels.py:409: ConvergenceWarning: The optimal value found for dimension 0 of parameter k2__noise_level is close to the specified lower bound 1e-05. Decreasing the bound and calling fit again may find a better value.\n", - " ConvergenceWarning)\n", - "/home/rung_ja/anaconda3/envs/py37/lib/python3.7/site-packages/sklearn/gaussian_process/kernels.py:409: ConvergenceWarning: The optimal value found for dimension 0 of parameter k2__noise_level is close to the specified lower bound 1e-05. Decreasing the bound and calling fit again may find a better value.\n", - " ConvergenceWarning)\n" - ] - } - ], + "outputs": [], "source": [ "pcmci_gpdc = PCMCI(\n", " dataframe=dataframe, \n", @@ -787,22 +717,9 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "array, dymmy, dummy = gpdc._get_array(X=[(0, -1)], Y=[(2, 0)], Z=[(1, -2)], tau_max=2)\n", "x, meanx = gpdc._get_single_residuals(array, target_var=0, return_means=True)\n", @@ -841,302 +758,9 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "##\n", - "## Step 1: PC1 algorithm with lagged conditions\n", - "##\n", - "\n", - "Parameters:\n", - "independence test = cmi_knn\n", - "tau_min = 1\n", - "tau_max = 2\n", - "pc_alpha = [0.05]\n", - "max_conds_dim = None\n", - "max_combinations = 1\n", - "\n", - "\n", - "\n", - "## Variable $X^0$\n", - "\n", - "Iterating through pc_alpha = [0.05]:\n", - "\n", - "# pc_alpha = 0.05 (1/1):\n", - "\n", - "Testing condition sets of dimension 0:\n", - "\n", - " Link ($X^0$ -1) --> $X^0$ (1/6):\n", - " Subset 0: () gives pval = 0.52100 / val = 0.006\n", - " Non-significance detected.\n", - "\n", - " Link ($X^0$ -2) --> $X^0$ (2/6):\n", - " Subset 0: () gives pval = 0.98900 / val = -0.004\n", - " Non-significance detected.\n", - "\n", - " Link ($X^1$ -1) --> $X^0$ (3/6):\n", - " Subset 0: () gives pval = 0.00000 / val = 0.284\n", - " No conditions of dimension 0 left.\n", - "\n", - " Link ($X^1$ -2) --> $X^0$ (4/6):\n", - " Subset 0: () gives pval = 0.78600 / val = 0.002\n", - " Non-significance detected.\n", - "\n", - " Link ($X^2$ -1) --> $X^0$ (5/6):\n", - " Subset 0: () gives pval = 0.55100 / val = 0.006\n", - " Non-significance detected.\n", - "\n", - " Link ($X^2$ -2) --> $X^0$ (6/6):\n", - " Subset 0: () gives pval = 0.27700 / val = 0.011\n", - " Non-significance detected.\n", - "\n", - " Sorting parents in decreasing order with \n", - " weight(i-tau->j) = min_{iterations} |val_{ij}(tau)| \n", - "\n", - "Updating parents:\n", - "\n", - " Variable $X^0$ has 1 link(s):\n", - " ($X^1$ -1): max_pval = 0.00000, min_val = 0.284\n", - "\n", - "Algorithm converged for variable $X^0$\n", - "\n", - "## Variable $X^1$\n", - "\n", - "Iterating through pc_alpha = [0.05]:\n", - "\n", - "# pc_alpha = 0.05 (1/1):\n", - "\n", - "Testing condition sets of dimension 0:\n", - "\n", - " Link ($X^0$ -1) --> $X^1$ (1/6):\n", - " Subset 0: () gives pval = 0.44300 / val = 0.008\n", - " Non-significance detected.\n", - "\n", - " Link ($X^0$ -2) --> $X^1$ (2/6):\n", - " Subset 0: () gives pval = 0.07000 / val = 0.018\n", - " Non-significance detected.\n", - "\n", - " Link ($X^1$ -1) --> $X^1$ (3/6):\n", - " Subset 0: () gives pval = 0.37700 / val = 0.009\n", - " Non-significance detected.\n", - "\n", - " Link ($X^1$ -2) --> $X^1$ (4/6):\n", - " Subset 0: () gives pval = 0.50900 / val = 0.007\n", - " Non-significance detected.\n", - "\n", - " Link ($X^2$ -1) --> $X^1$ (5/6):\n", - " Subset 0: () gives pval = 0.66400 / val = 0.004\n", - " Non-significance detected.\n", - "\n", - " Link ($X^2$ -2) --> $X^1$ (6/6):\n", - " Subset 0: () gives pval = 0.26700 / val = 0.011\n", - " Non-significance detected.\n", - "\n", - " Sorting parents in decreasing order with \n", - " weight(i-tau->j) = min_{iterations} |val_{ij}(tau)| \n", - "\n", - "Updating parents:\n", - "\n", - " Variable $X^1$ has 0 link(s):\n", - "\n", - "Algorithm converged for variable $X^1$\n", - "\n", - "## Variable $X^2$\n", - "\n", - "Iterating through pc_alpha = [0.05]:\n", - "\n", - "# pc_alpha = 0.05 (1/1):\n", - "\n", - "Testing condition sets of dimension 0:\n", - "\n", - " Link ($X^0$ -1) --> $X^2$ (1/6):\n", - " Subset 0: () gives pval = 0.00000 / val = 0.149\n", - " No conditions of dimension 0 left.\n", - "\n", - " Link ($X^0$ -2) --> $X^2$ (2/6):\n", - " Subset 0: () gives pval = 0.26200 / val = 0.011\n", - " Non-significance detected.\n", - "\n", - " Link ($X^1$ -1) --> $X^2$ (3/6):\n", - " Subset 0: () gives pval = 0.67700 / val = 0.004\n", - " Non-significance detected.\n", - "\n", - " Link ($X^1$ -2) --> $X^2$ (4/6):\n", - " Subset 0: () gives pval = 0.00000 / val = 0.242\n", - " No conditions of dimension 0 left.\n", - "\n", - " Link ($X^2$ -1) --> $X^2$ (5/6):\n", - " Subset 0: () gives pval = 0.11400 / val = 0.016\n", - " Non-significance detected.\n", - "\n", - " Link ($X^2$ -2) --> $X^2$ (6/6):\n", - " Subset 0: () gives pval = 0.14500 / val = 0.015\n", - " Non-significance detected.\n", - "\n", - " Sorting parents in decreasing order with \n", - " weight(i-tau->j) = min_{iterations} |val_{ij}(tau)| \n", - "\n", - "Updating parents:\n", - "\n", - " Variable $X^2$ has 2 link(s):\n", - " ($X^1$ -2): max_pval = 0.00000, min_val = 0.242\n", - " ($X^0$ -1): max_pval = 0.00000, min_val = 0.149\n", - "\n", - "Testing condition sets of dimension 1:\n", - "\n", - " Link ($X^1$ -2) --> $X^2$ (1/2):\n", - " Subset 0: ($X^0$ -1) gives pval = 0.00000 / val = 0.070\n", - " No conditions of dimension 1 left.\n", - "\n", - " Link ($X^0$ -1) --> $X^2$ (2/2):\n", - " Subset 0: ($X^1$ -2) gives pval = 0.14900 / val = 0.022\n", - " Non-significance detected.\n", - "\n", - " Sorting parents in decreasing order with \n", - " weight(i-tau->j) = min_{iterations} |val_{ij}(tau)| \n", - "\n", - "Updating parents:\n", - "\n", - " Variable $X^2$ has 1 link(s):\n", - " ($X^1$ -2): max_pval = 0.00000, min_val = 0.070\n", - "\n", - "Algorithm converged for variable $X^2$\n", - "\n", - "## Resulting lagged parent (super)sets:\n", - "\n", - " Variable $X^0$ has 1 link(s):\n", - " ($X^1$ -1): max_pval = 0.00000, min_val = 0.284\n", - "\n", - " Variable $X^1$ has 0 link(s):\n", - "\n", - " Variable $X^2$ has 1 link(s):\n", - " ($X^1$ -2): max_pval = 0.00000, min_val = 0.242\n", - "\n", - "##\n", - "## Step 2: MCI algorithm\n", - "##\n", - "\n", - "Parameters:\n", - "\n", - "independence test = cmi_knn\n", - "tau_min = 0\n", - "tau_max = 2\n", - "max_conds_py = None\n", - "max_conds_px = None\n", - "\n", - " link ($X^0$ -1) --> $X^0$ (1/8):\n", - " with conds_y = [ ($X^1$ -1) ]\n", - " with conds_x = [ ($X^1$ -2) ]\n", - "\n", - " link ($X^0$ -2) --> $X^0$ (2/8):\n", - " with conds_y = [ ($X^1$ -1) ]\n", - " with conds_x = [ ($X^1$ -3) ]\n", - "\n", - " link ($X^1$ 0) --> $X^0$ (3/8):\n", - " with conds_y = [ ($X^1$ -1) ]\n", - " with conds_x = [ ]\n", - "\n", - " link ($X^1$ -1) --> $X^0$ (4/8):\n", - " with conds_y = [ ]\n", - " with conds_x = [ ]\n", - "\n", - " link ($X^1$ -2) --> $X^0$ (5/8):\n", - " with conds_y = [ ($X^1$ -1) ]\n", - " with conds_x = [ ]\n", - "\n", - " link ($X^2$ 0) --> $X^0$ (6/8):\n", - " with conds_y = [ ($X^1$ -1) ]\n", - " with conds_x = [ ($X^1$ -2) ]\n", - "\n", - " link ($X^2$ -1) --> $X^0$ (7/8):\n", - " with conds_y = [ ($X^1$ -1) ]\n", - " with conds_x = [ ($X^1$ -3) ]\n", - "\n", - " link ($X^2$ -2) --> $X^0$ (8/8):\n", - " with conds_y = [ ($X^1$ -1) ]\n", - " with conds_x = [ ($X^1$ -4) ]\n", - "\n", - " link ($X^0$ 0) --> $X^1$ (1/8):\n", - " with conds_y = [ ]\n", - " with conds_x = [ ($X^1$ -1) ]\n", - "\n", - " link ($X^0$ -1) --> $X^1$ (2/8):\n", - " with conds_y = [ ]\n", - " with conds_x = [ ($X^1$ -2) ]\n", - "\n", - " link ($X^0$ -2) --> $X^1$ (3/8):\n", - " with conds_y = [ ]\n", - " with conds_x = [ ($X^1$ -3) ]\n", - "\n", - " link ($X^1$ -1) --> $X^1$ (4/8):\n", - " with conds_y = [ ]\n", - " with conds_x = [ ]\n", - "\n", - " link ($X^1$ -2) --> $X^1$ (5/8):\n", - " with conds_y = [ ]\n", - " with conds_x = [ ]\n", - "\n", - " link ($X^2$ 0) --> $X^1$ (6/8):\n", - " with conds_y = [ ]\n", - " with conds_x = [ ($X^1$ -2) ]\n", - "\n", - " link ($X^2$ -1) --> $X^1$ (7/8):\n", - " with conds_y = [ ]\n", - " with conds_x = [ ($X^1$ -3) ]\n", - "\n", - " link ($X^2$ -2) --> $X^1$ (8/8):\n", - " with conds_y = [ ]\n", - " with conds_x = [ ($X^1$ -4) ]\n", - "\n", - " link ($X^0$ 0) --> $X^2$ (1/8):\n", - " with conds_y = [ ($X^1$ -2) ]\n", - " with conds_x = [ ($X^1$ -1) ]\n", - "\n", - " link ($X^0$ -1) --> $X^2$ (2/8):\n", - " with conds_y = [ ($X^1$ -2) ]\n", - " with conds_x = [ ($X^1$ -2) ]\n", - "\n", - " link ($X^0$ -2) --> $X^2$ (3/8):\n", - " with conds_y = [ ($X^1$ -2) ]\n", - " with conds_x = [ ($X^1$ -3) ]\n", - "\n", - " link ($X^1$ 0) --> $X^2$ (4/8):\n", - " with conds_y = [ ($X^1$ -2) ]\n", - " with conds_x = [ ]\n", - "\n", - " link ($X^1$ -1) --> $X^2$ (5/8):\n", - " with conds_y = [ ($X^1$ -2) ]\n", - " with conds_x = [ ]\n", - "\n", - " link ($X^1$ -2) --> $X^2$ (6/8):\n", - " with conds_y = [ ]\n", - " with conds_x = [ ]\n", - "\n", - " link ($X^2$ -1) --> $X^2$ (7/8):\n", - " with conds_y = [ ($X^1$ -2) ]\n", - " with conds_x = [ ($X^1$ -3) ]\n", - "\n", - " link ($X^2$ -2) --> $X^2$ (8/8):\n", - " with conds_y = [ ($X^1$ -2) ]\n", - " with conds_x = [ ($X^1$ -4) ]\n", - "\n", - "## Significant links at alpha = 0.01:\n", - "\n", - " Variable $X^0$ has 1 link(s):\n", - " ($X^1$ -1): pval = 0.00000 | val = 0.284\n", - "\n", - " Variable $X^1$ has 0 link(s):\n", - "\n", - " Variable $X^2$ has 1 link(s):\n", - " ($X^1$ -2): pval = 0.00000 | val = 0.242\n" - ] - } - ], + "outputs": [], "source": [ "cmi_knn = CMIknn(significance='shuffle_test', knn=0.1, shuffle_neighbors=5, transform='ranks')\n", "pcmci_cmi_knn = PCMCI(\n", @@ -1148,7 +772,7 @@ }, { "cell_type": "code", - "execution_count": 20, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -1165,22 +789,9 @@ }, { "cell_type": "code", - "execution_count": 21, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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TjT1MujnwQNrshuBaKYkpBVO4igXTDqFXITIApZx7K+Xc8fjeeXN6mPR4/NBGX81vTJsl02ZT02YL0mZT0mbr1K5a6YmCKVzzi7RtGnoVIgNYyrkWYHf84b0PupnsY8D0tNn0tNlGQduN+EFltwCOBu7SRbvR0IcermLDD20cehUiA1xwF93L8JdkPNrDpF8FXkibHc+a94jaB3/rDQmZeuWFqKWpcW3WvP7CAWsFwxaJSJUFI5F/B/g10NPhucX4UczzvQ9sl3JuUU2Kk6K0xxSi5ta2FfhRxfMZ/rCCiNRAcHHuNfjba9zdw6SjirSNBNK6zUa4FEzhe7NImw7nidRYcIv2sfjzSO+WMeuXgaNqUpQUpWAKX7HzTJuEXoVIHQr2nrpuTnhzGbP+RuPvhUfBFD7tMYlErwHfrbxUGwCX16gWKaBgCp/2mESi9wPg42XOc0za7KBaFCOrUzCFT3tMItEbWuF803Thbe0pmMKnYBKJ3tXAigrmGwHcUuVapMDgqAuoQzqUJxKxlHPz02bbAafgL6Qt595ou5c8ZTYzAtgm77EJsDbQASzBjwYzH3gJeINEUheWomCKgvaYRGIg5dwC4GSAYFDXzwGfDx674TtIFPNqj2+czWyO75Z+LD7wsvjrFYez5lGq5fj7sq0NLCabuRWYBrSQSHaWvVIDhEZ+CFlLU2OCNcfvyuFHf6jb/4gicZI2GwE040PqKGCr4KUM0Jxy7t9rzJTN7ABcBOyPH9GlkvNYnfiwWgKcAdxajwGlYIpAS1NjG7BeQfMmza1txfamRCRiabO1gETKufY1XsxmNgSuAf4HWIvu97TKtRR4D/g2ieTDVXrPfkGH8qLxJmsG08YUP8wnIhFLOfch8OEaL2Qz+wPTgWH4UKqmEcHjbrKZq4DT6mXvSb3yotFWpG1E6FWISOWymWPwY++NovqhlG8ocCLwINnMkBouJzYUTNEoNpK49l5F+ots5gDgKiq/Hqpcw4HPAn8kmxnwA8rqyzAaK9tzOe5YtoJ/rOhgqXO059y5b5i1O+eejro4EelBNrMtcDvhhVKXYcChwM+A80Jedqi0xxSNjksWL6ftoEM57467uPEvszn7yt/su9566/3dzPaKujgR6VGYe0qFhgNnks1sFtHyQ6FgisbKFQ4GDRrEj3/8Y/bbbz+y2SyXX345wOlRFyci3fCdHT5Nlb47ly1bxnHfmcCJJ53CTVOnlTrbYOCyaiw/rhRM0egYNyJB7p47OT3zBqcPgWnTprHtttsCNEVdnIh06wz8IbWSpa++npN+uOrvzXMnXsgxJ6QAuP2uGRx5+KFc87sr+POM+0t9yyHAV8hmRpVTR3+iYIrGyp3WHsyP1h3GBg2DuLJ9Oaeeeio33XQTwKyoixORIrKZBqDsQ+3HHf0N7p7xAIsXL+Geex9gxv0zuXqy3+FZ1PoGm23q/xZtaCjr8qcs8IVya+kvFEzR6ADIdOb47n/f5ycXXcyyZcuYPHnyu8AFEdcmIsXthB+ZoSzDhg3jm18/gnMmXsDJp57N9P+7nqFD/SmqTZs2YVGrHz4zl8uV87YjgQF7Cw71yovGyrYglH5w/i/YbLPNGDduHLlc7gzWHK5IROJhI/zwYWU74bhxjNm5mbumTWH0llt81H7E2EP4/o/OYsb9Mzn04APLeUuj/PtJ9RsKpmh0/Kb9A44740zGjh3LSSedxB577MGKFStumDNnzjH4sbZEJF4qvn7o/AsvYYMN1qejY/UdruHDh3PD1b8NvZ64UzBFY+V7nTk6Ojp48sknGTduHADvvvsuc+bM2Sji2kSkuHepIAwuvWIy2ewKbv3Ttfz8FxdzxGFfrkYtjuK30BkQFEzR6PjuOkOZMflK5gcNC1Z2tvxzZedc/JD3IhI/z1Dm0EOPPDaLG6ZMpeWx+xg5ciTt7/+UZ5+by847lXP7p6KWAg/09U3iSsEUjZXbrTWY7dZa7eO/vbm17ddRFSQivUgkV5LNPIW/sWCvFi5cxHdSP2LGHVMZOXIkAD+cMJ4rJl3FH66Z1Ndq1gYe6eubxJVuexGBlqbGi/HXQ+T7SXNr20VR1CMiJcpmDgWm4kdgiEoH8BCJ5JcirKGm1F08GiuLtNXFqMEi/dw9wIv4czxRWUlw592BSsEUjWJ/bWVDr0JEypNIOmA80V3WsRy4ikRyzTvoDiAKpmgU3iQQ/J0qRSTuEsk5wPGEH04fAE8Ap4W83NApmKIxqkibgkmkv0gkpwFn4/dgwvAB8AJweD3cxVbBFI1ie0yLwy5CRPogkbwCOBZYRgVDFZVhGXAH8DkSyboYGUbBFA0dyhMZCBLJ24BPAX/DB0g1O0Usw38vnEAiOY5Esm7OQyuYoqFgEhkoEslXSST3BA4BnsYHSrGet6VwQDv+++BsYBMSyVurUmc/ogtso6FgEhloEsnHgd3JZnYBvgp8C9gYWIG/IDZRZK4O/HkqCx4z8NdJPVBPe0iFdIFtyFqaGocAHxY0O2Bwc2tbRSMXi0hMZTObAtsB2wA74oMqgd+jagfmAvOBl4B5JJIdEVUaKwqmkLU0NW4IvF3Q/F5za1tjFPWIiMSNzjGFb1SRtsUh1yAiElsKpvDp/JKISA8UTOFTMImI9EDBFD4Fk4hIDxRM4VMwiYj0QMEUvg2LtCmYREQCCqbwbV2k7bWwixARiSsFU/i2KdL2UuhViIjElIIpRC1NjUbxPab5YdciIhJXCqZwbQKMKGhbBrRGUIuISCwpmMJV9DBec2ubxoUSEQkomMKlw3giIr1QMIWr2B6TgklEJI+CKVwKJhGRXiiYwqWu4iIivVAwhaSlqXFt4BNFXlIwiYjkUTCFZzRrft5vNLe2vR9FMSIicaVgCo/OL4mIlEDBFB4Fk4hICRRM4RlTpE3BJCJSQMEUnj2LtL0QehUiIjGnYApBS1PjxsAnC5od8FQE5YiIxJqCKRx7F2l7rrm1bUnolYiIxJyCKRzFgmlW6FWIiPQDCqZwfL5I2xOhVyEi0g8omGqspalxFPCpIi8pmEREilAw1d7nACtoe6m5te3tKIoREYk7BVPt6TCeiEgZBkddwEATDNZ6AbAv8CywQ5HJ1PFBRKQbCqbquxSYEPy+K/56pULaYxIR6YYO5VXflwqeF55fagXWa2lq/GJLU+OQkGoSEek3FEzV11vYfAj8A5gJvNDS1NhY+5JERPoPBVP19TaawxZ5v48GTqldKSIi/Y+CqfoWlzn9erUoQkSkv1IwVd/iMqZ1wA01qkNEpF9SMFVfOQOznt7c2janZpWIiPRDCqbqW1zidNcCl9WwDhGRfknBVH2LS5jmMWBCc2tbsWucRETqmoKp+hb38vq/ga82t7Z9GEItIiL9joKp+no6x7QY+HJza1tbSLWIiPQ7CqbqKxzpoUsHcGRza9tLYRYjItLfKJiqr7Ob9pOaW9seDrUSEZF+SMFUfVNZM5weaG5tuyaKYkRE+hsFU5U1t7YtB74MvA0sA6YDB0dalIhIP2LOqceyiIjEh/aYREQkVhRMIiISK7qDbamymQT+jrTbAGOATwHrAA34eyy9ib+V+nxgHvASiaSOk4qIlEnnmHqSzYwExgJHA1/AB1ADMIzi1yt1AMvxgb8UuDV4/EUhJSJSGgVTMdnMOsAPgTOClhEVvlMn8AHwOnAacJ8CSkSkZwqmfNmMAScAl7Nqz6halgILgKNIJF+s4vuKiAwoCqYu2cwI4P+A/YDhNVpKDsgCJ5FI3lijZYiI9GsKJug6l/QUsCWQCGGJy4ELSSQvCGFZIiL9ioIpmxkCPAx8hnBCqctyIEUi+ccQlykiEnu6jgkmAbsRbiiBP3+VJpvZI+TliojEWn3vMWUz2wFPA0MjqsABc4Gd1VtPRMSr9z2mScDa1XijO/98LyeedApjv3Y0Dz70aKmzGTAaOKIaNYiIDAT1u8eUzWyIv75orVJnSV99PXPnvcDvrrwEgHMnXsh/Fr7OlOvTH03z3nuLOe0nP+e6319ZTjWzSCS/UM4MIiIDVT3vMe0PrChnhuOO/gZ3z3iAxYuXcM+9DzDj/plcPfmy1ab55UWXMuG7J5Rbyx5kMyUHpIjIQFbPY+UdAIwsZ4Zhw4bxza8fwTkTL+C+Bx5m5ozpDB3qT0855zjr3PP50oFfZNdddiq3lhXALsBfy51RRGSgqedg2riSmU44bhxjdm7mrmlTGL3lFh+1//Z31/DQo4+zpL2dl19ZwPdO/HY5b+uA9SupR0RkoKnnYMpVMtP5F17CBhusT0fH6ndPP3nCeE6eML4v9RTejl1EpC7V8zmmVykznC69YjLZ7Apu/dO1XDn5qmrW0oC/bYaISN2r52C6Hz+wakkeeWwWN0yZyo3XTmKfz+9F+/tLefa5udWqxfDXM4mI1L16DqbHKXG0h4ULF/Gd1I+YdtP1jBzp+0v8cMJ4rphUtb2mx0gkKzq0KCIy0NTvdUwA2cyfgK9RxrVMNbAcOIBE8skIaxARiY163mMCfyPAKDsddAJPKJRERFap72BKJN8AJgLLIqpgOfD9iJYtIhJL9R1M3iXALYQfTsuBQ0gkXw55uSIisaZg8qN6jwceIbxw+gA4lkTyiZCWJyLSbyiYABLJTuAw4DJ8aNRKFvgvsD+J5G01XI6ISL9V373yislm9gRuADYBRlTpXTuCx23AD0gk36vS+4qIDDgKpmKyGQMOBX6ND6ghVNalfGkw7+3AT0kkX6lajSIiA5SCqSc+oHYCvgp8C9gMf6jPgOGsfij0w+C1BnyIzQamAPeQSL4TYtUiIv2agqkc2cy6wNbBYytgHfwe0QfAO8D84PEqieTKqMoUEenPFEwiIhIr6pUnIiKxomASEZFYUTCJiEisKJhERCRWFEwiIhIrCiYREYmVwX2aO5tx4MDlVj0+eu7AdX703HdLX7PdP88FrxU+D6bt7icOlwve66Of+e9V+Oh6Hf+za1mOvN8d5Nzqz7seua5p86fL+fZcDjqD5XTmteW1u65256Czc9XPXMFz5/y0DlynX7bL+eW5nAtWP2jv7PonyH/dQaefrqvNv1cOl3PkgmXmOjv99J05XC5HLqgvF0znPnq9s9f5XFBjrjNHzrngPfjotc6Plu2f5zpz5Aqeu1wwnXP+NfwNq4r9dPgxnvJ/djdt/s+Jzlmf/s+HSduXtq863b60xyQiIrGiYBIRkVhRMImISKwomEREJFYUTCIiEisKJhERiRUFk4iIxIqCSUREYkXBJCIisaJgEhGRWFEwiYhIrCiYREQkVhRMIiISKwomERGJFQWTiIjEioJJRETixTlX8QMY35f5q/mISy1xqSNOtcSljrjVEsdatcyBsbz+vsy+7jGN7+P81RSXWuJSB8SnlrjUAfGqpTdR1KplDozl9etl6lCeiIjEioJJRERipa/BdHVVqqiOuNQSlzogPrXEpQ6IVy29iaJWLXNgLK9fL9OCE1YiIiKxoEN5IiISKyUFk5kdZGbzzexlMzuryOtmZr8JXn/ezHatfqkl1bGtmbWY2QozO60WNZRRy7jgs3jezGab2U4R1jI2qONZM3vazPaKoo686T5jZp1mdmQt6iilFjPbx8yWBJ/Js2b2s1rVUmF93W5TpX7OVVzea2Y2t+v/TxXXsdvttZJ1rMIya7We3X4X1HA9e1pm2evZl++YitaxhH7pDcArwJbAWsBzwHYF0xwM3AcY8FngrzXoH19KHRsCnwEuAE6rYV/9UmrZE1gv+P1LtfhMyqhlBKsO2+4IvBhFHXnTPQLcCxwZ4WeyD3BPrf6PVKG+ottUqZ9ztZYXvPYasH4N1rHo9lrJOvZ1mTVez6LfBTVez26/f8pdzxKXV/Q7ptJ1LGWPaXfgZefcAufch8DNwNiCacYCf3TeU8AoM9u4hPcuR691OOfecc79HVhZ5WVXUsts59x7wdOngE0jrGWpC/6XAMOBWpxYLOX/CcAPgNuAd2pQQ7m1RKUv21Ql6xbFNtyX7bXSf78oviP68l1Qy/Ws5vdPX75jKlrHUoKpCXg97/mioK3cafoqjGXUqpb/xf81GlktZna4mb0IzABOiKIOM2sCDgd+X4Pll1VLoNnMnjOz+8xs+xrXlK8v21Ql20Fft2EHPGhm/zCzUi+g7Mv2Wum8ff2OCGM9878LwlrPwu+fctezL98xFa3j4BKKsiJthX9xlzJNX4WxjFKVXIuZ7Yv/j1GT8zql1uKcuwO4w8w+D/wC+GIEdVwBnOmc6zQrNnmotcwBNnfOLTWzg4E7ga1qWVSevmxTlWwHfd2GP+ece8PMNgRmmtmLzrlZVVhmteft63dETdezyHdBzdezm++fctezL98xFa1jKXtMi4DN8p5vCrxRwTR9FcYyqlqLme0IXAuMdc5loqylS/AfcLSZrR9BHZ8Gbjaz14Ajgd+Z2WFVrqOkWpxz7c65pcHv9wJDavCZVFxfD9NUsh30aRt2znX9fAe4A394pjd92V4rnbdP3xG1XM9uvgtqup7dff9UsJ59+Y6pbB1LOPE1GFgAbMGqk1fbF0xzCKufOP1bKSfVynmUUkfetBOpbeeHUj6TjwMvA3vWqo4yavkkq05M7gq0dj2P4t8nmP4P1K7zQymfyUZ5n8nuwMJqfyZ9rK/oNlXu51yF5Q0HRub9Phs4qJr/Hwq310rWsQrLrNl6dvddUMv17GGZZa9nicsr+h1T8TqWuCEdDLyE711xTtD2PeB7we8GTA5enwt8ukYbdG91bIRP6HZgcfD7OhHVci3wHvBs8Hi6FnWUWMuZwLygjhZgryjqKJj2D9QomEr8TL4ffCbP4U8O1/QPiArq63abKjZvrZaH7031XPCYV+rySlxmt9trJevYl2XWeD27/S6o4XoWXWal61nC8rr9jqlkHTXyg4iIxIpGfhARkVhRMImISKwomEJmZoeZ2XYVzPeamT1R0Pasmf0z7/nuZjYrGP7jRTO71syGmdnxZjapGvWLDFRmNtHMnJl9Mq/tR0Hbp4PnI8zsKjN7xczmBdvbHsFrS6OqfaBRMIXvMKDsYAqMNLPNAMxsTP4LZvYxYBr+OqFtgDHA/cDIyksViSczK+UazErMBb6R9/xI4F95z68F2oCtnHPbA8cDYV1mUDcUTFVgZncGV1HP67qSOv+vJzM70sz+YGZ7Al8BLgn2dkab2c5m9lQwAOIdZrZeD4u6FTgq+P2bwNS81yYANzrnWgCcN90593Y111UkLGZ2bLBdPGdmU4Jt6DIzexS4uLttx8xONrN/Be03B21fsFUD9j5jZt39wXYnwZA5ZrYlsAR4N3g+GtgDONc5lwNwfqidGbX8HOqRgqk6TnDO7Ya/gPRkM0sWm8g5Nxv4M3C6c25n59wrwB/xezk74v9a+3kPy5kOHBH8fihwd95rOwD/6NtqiMRDMETUOcB+zrmdgB8GL20NfNE5dyrdbztnAbsE7d8L2k4DJjjndgb2Bj7oZtHtwOtmtgP+j79b8l7bHnjWOddZhVWUHiiYquNkM+u6HmYzShzaxszWBUY55x4Pmm4EPt/DLG3Ae2b2DeAFYHnlJYvE2n7AdOfcfwGcc21B+zTnh7Tqadt5HrjJzI4GOoK2J4HLzOzkYL6u9mJuxh/OOww/MoKETMHUR2a2D35MqObgL7tngASrjweVKPM9G/IOO5xf8PIt+Ashpxa0zwN2K2c5IjFmFB9TbVkJ8x6C30Z2A/5hZoOdcxcB3wGGAk+Zvy/TBV3bWcH8dwPHAAudc+157fOAncxM35s1pg+479YF3nPOLTezbfHDuQC8bWZjgv/Eh+dN/z5BhwTn3BL8HtDewWvHAI875zqDQ307O+cKb2B3B/D/gAcK2icBx3X1EAIws6PNbKNqrKRIyB4Gvt51WNzMGvNf7G7bCba3zZxzjwJnAKOAEWY22jk31zl3MfA0sK1z7pyu7azgvT/Aj2RwQUH7K8G851kwCrGZbWVmY6u54lLa6OLSs/uB75nZ88B8/OE88Me578EP+f5P/I20wB8muCY4pHAkcBzwezMbhh9T6ts9Lcw59z5wMYDljdDtnHs7OMT362DU4BwwC7i9CusoEirn3DwzuwAfNp34IxGFim07DcCfgkN9BlzunFtsZr8wP9J2J76XXY+3oXHO3dzNS98BLgVeNrPlQAY4vfw1lJ5oSCIREYkVHcoTEZFYUTCJiEisKJhERCRWFEwiIhIrCiYREYkVBZOIiMSKgklERGJFwSQiIrHy/wGWl17PPHGvwAAAAABJRU5ErkJggg==\n", 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\n", 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "np.random.seed(1)\n", "data = np.random.randn(2000, 3)\n", @@ -1253,7 +851,7 @@ }, { "cell_type": "code", - "execution_count": 23, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -1266,7 +864,7 @@ }, { "cell_type": "code", - "execution_count": 24, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -1298,9 +896,9 @@ ], "metadata": { "kernelspec": { - "display_name": "Python (py37)", + "display_name": "Python 3 (ipykernel)", "language": "python", - "name": "py37" + "name": "python3" }, "language_info": { "codemirror_mode": { @@ -1312,7 +910,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.7.11" + "version": "3.9.7" } }, "nbformat": 4, diff --git a/tutorials/tigramite_tutorial_general_causal_effect_analysis.ipynb b/tutorials/tigramite_tutorial_general_causal_effect_analysis.ipynb index 66102afa..da97bbf1 100644 --- a/tutorials/tigramite_tutorial_general_causal_effect_analysis.ipynb +++ b/tutorials/tigramite_tutorial_general_causal_effect_analysis.ipynb @@ -2055,26 +2055,6 @@ "plt.show()\n" ] }, - { - "cell_type": "code", - "execution_count": 55, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "[2 0 1]\n", - "[1 2 0]\n" - ] - } - ], - "source": [ - "a=np.array([0.4, 0.8, 0.1])\n", - "print(np.argsort(a))\n", - "print(np.argsort(np.argsort(a)))" - ] - }, { "cell_type": "code", "execution_count": null,