{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "(posterior_predictive)=\n", "# Prior and Posterior Predictive Checks\n", "\n", "Posterior predictive checks (PPCs) are a great way to validate a model. The idea is to generate data from the model using parameters from draws from the posterior. \n", "\n", "Elaborating slightly, one can say that PPCs analyze the degree to which data generated from the model deviate from data generated from the true distribution. So, often you will want to know if, for example, your posterior distribution is approximating your underlying distribution. The visualization aspect of this model evaluation method is also great for a 'sense check' or explaining your model to others and getting criticism.\n", "\n", "*Prior* predictive checks are also a crucial part of the Bayesian modeling workflow. Basically, they have two main benefits:\n", "\n", "- They allow you to check whether you are indeed incorporating scientific knowledge into your model -- in short, they help you check how credible your assumptions before seeing the data are.\n", "- They can help sampling considerably, especially for generalized linear models, where the outcome space and the parameter space diverge because of the link function.\n", "\n", "Here, we will implement a general routine to draw samples from the observed nodes of a model. The models are basic but they will be a steppingstone for creating your own routines. If you want to see how to do prior and posterior predictive checks in a more complex, multidimensional model, you can check [this notebook](https://github.com/aloctavodia/BAP/blob/master/extras/multinomial_ppcs.ipynb). Now, let's sample!" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Running on PyMC v4.4.0+207.g49b517fde.dirty\n" ] } ], "source": [ "import arviz as az\n", "import matplotlib.pyplot as plt\n", "import numpy as np\n", "import pymc as pm\n", "import xarray as xr\n", "\n", "from scipy.special import expit as logistic\n", "\n", "\n", "print(f\"Running on PyMC v{pm.__version__}\")" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "az.style.use(\"arviz-darkgrid\")\n", "\n", "RANDOM_SEED = 58\n", "rng = np.random.default_rng(RANDOM_SEED)\n", "\n", "\n", "def standardize(series):\n", " \"\"\"Standardize a pandas series\"\"\"\n", " return (series - series.mean()) / series.std()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Lets generate a very simple linear regression model. On purpose, I'll simulate data that don't come from a standard Normal (you'll see why later):" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "'1.59, 5.69, 4.97, 17.54'" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "N = 100\n", "\n", "true_a, true_b, predictor = 0.5, 3.0, rng.normal(loc=2, scale=6, size=N)\n", "true_mu = true_a + true_b * predictor\n", "true_sd = 2.0\n", "\n", "outcome = rng.normal(loc=true_mu, scale=true_sd, size=N)\n", "\n", "f\"{predictor.mean():.2f}, {predictor.std():.2f}, {outcome.mean():.2f}, {outcome.std():.2f}\"" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "As you can see, variation in our predictor and outcome are quite high -- which is often the case with real data. And sometimes, the sampler won't like this -- and you don't want to make the sampler angry when you're a Bayesian... So, let's do what you'll often have to do with real data: standardize! This way, our predictor and outcome will have a mean of 0 and std of 1, and the sampler will be much, much happier:" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "'0.00, 1.00, -0.00, 1.00'" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "predictor_scaled = standardize(predictor)\n", "outcome_scaled = standardize(outcome)\n", "\n", "f\"{predictor_scaled.mean():.2f}, {predictor_scaled.std():.2f}, {outcome_scaled.mean():.2f}, {outcome_scaled.std():.2f}\"" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "And now, let's write the model with conventional flat priors and sample prior predictive samples:" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Sampling: [a, b, obs, sigma]\n" ] } ], "source": [ "with pm.Model() as model_1:\n", " a = pm.Normal(\"a\", 0.0, 10.0)\n", " b = pm.Normal(\"b\", 0.0, 10.0)\n", "\n", " mu = a + b * predictor_scaled\n", " sigma = pm.Exponential(\"sigma\", 1.0)\n", "\n", " pm.Normal(\"obs\", mu=mu, sigma=sigma, observed=outcome_scaled)\n", " idata = pm.sample_prior_predictive(samples=50, random_seed=rng)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "What do these priors mean? It's always hard to tell on paper -- the best is to plot their implication on the outcome scale, like that:" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "_, ax = plt.subplots()\n", "\n", "x = xr.DataArray(np.linspace(-2, 2, 50), dims=[\"plot_dim\"])\n", "prior = idata.prior\n", "y = prior[\"a\"] + prior[\"b\"] * x\n", "\n", "ax.plot(x, y.stack(sample=(\"chain\", \"draw\")), c=\"k\", alpha=0.4)\n", "\n", "ax.set_xlabel(\"Predictor (stdz)\")\n", "ax.set_ylabel(\"Mean Outcome (stdz)\")\n", "ax.set_title(\"Prior predictive checks -- Flat priors\");" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "These priors allow for absurdly strong relationships between the outcome and predictor. Of course, the choice of prior always depends on your model and data, but look at the scale of the y axis: the outcome can go from -40 to +40 standard deviations (remember, the data are standardized). I hope you will agree this is way too permissive -- we can do better! Let's use [weakly informative priors](https://github.com/stan-dev/stan/wiki/Prior-Choice-Recommendations) and see what they yield. In a real case study, this is the part where you incorporate scientific knowledge into your model:" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Sampling: [a, b, obs, sigma]\n" ] } ], "source": [ "with pm.Model() as model_1:\n", " a = pm.Normal(\"a\", 0.0, 0.5)\n", " b = pm.Normal(\"b\", 0.0, 1.0)\n", "\n", " mu = a + b * predictor_scaled\n", " sigma = pm.Exponential(\"sigma\", 1.0)\n", "\n", " pm.Normal(\"obs\", mu=mu, sigma=sigma, observed=outcome_scaled)\n", " idata = pm.sample_prior_predictive(samples=50, random_seed=rng)" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "_, ax = plt.subplots()\n", "\n", "x = xr.DataArray(np.linspace(-2, 2, 50), dims=[\"plot_dim\"])\n", "prior = idata.prior\n", "y = prior[\"a\"] + prior[\"b\"] * x\n", "\n", "ax.plot(x, y.stack(sample=(\"chain\", \"draw\")), c=\"k\", alpha=0.4)\n", "\n", "ax.set_xlabel(\"Predictor (stdz)\")\n", "ax.set_ylabel(\"Mean Outcome (stdz)\")\n", "ax.set_title(\"Prior predictive checks -- Weakly regularizing priors\");" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Well that's way better! There are still very strong relationships, but at least now the outcome stays in the realm of possibilities. Now, it's time to party -- if by \"party\" you mean \"run the model\", of course." ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Auto-assigning NUTS sampler...\n", "Initializing NUTS using jitter+adapt_diag...\n", "Multiprocess sampling (3 chains in 3 jobs)\n", "NUTS: [a, b, sigma]\n" ] }, { "data": { "text/html": [ "\n", "\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "\n", "
\n", " \n", " 100.00% [9000/9000 00:07<00:00 Sampling 3 chains, 0 divergences]\n", "
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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "with model_1:\n", " idata.extend(pm.sample(1000, tune=2000, random_seed=rng))\n", "\n", "az.plot_trace(idata);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Everything ran smoothly, but it's often difficult to understand what the parameters' values mean when analyzing a trace plot or table summary -- even more so here, as the parameters live in the standardized space. A useful thing to understand your models is... you guessed it: posterior predictive checks! We'll use PyMC's dedicated function to sample data from the posterior. This function will randomly draw 4000 samples of parameters from the trace. Then, for each sample, it will draw 100 random numbers from a normal distribution specified by the values of `mu` and `sigma` in that sample:" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Sampling: [obs]\n" ] }, { "data": { "text/html": [ "\n", "\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "\n", "
\n", " \n", " 100.00% [3000/3000 00:00<00:00]\n", "
\n", " " ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "with model_1:\n", " pm.sample_posterior_predictive(idata, extend_inferencedata=True, random_seed=rng)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now, the posterior_predictive group in `idata` contains 4000 generated data sets (containing 100 samples each), each using a different parameter setting from the posterior:" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "
<xarray.Dataset>\n",
       "Dimensions:    (chain: 3, draw: 1000, obs_dim_2: 100)\n",
       "Coordinates:\n",
       "  * chain      (chain) int32 0 1 2\n",
       "  * draw       (draw) int32 0 1 2 3 4 5 6 7 ... 992 993 994 995 996 997 998 999\n",
       "  * obs_dim_2  (obs_dim_2) int32 0 1 2 3 4 5 6 7 8 ... 92 93 94 95 96 97 98 99\n",
       "Data variables:\n",
       "    obs        (chain, draw, obs_dim_2) float64 -0.7669 0.182 ... -0.4326 0.7263\n",
       "Attributes:\n",
       "    created_at:                 2022-12-06T18:32:49.785544\n",
       "    arviz_version:              0.14.0\n",
       "    inference_library:          pymc\n",
       "    inference_library_version:  4.4.0+207.g7c3068a1c
" ], "text/plain": [ "\n", "Dimensions: (chain: 3, draw: 1000, obs_dim_2: 100)\n", "Coordinates:\n", " * chain (chain) int32 0 1 2\n", " * draw (draw) int32 0 1 2 3 4 5 6 7 ... 992 993 994 995 996 997 998 999\n", " * obs_dim_2 (obs_dim_2) int32 0 1 2 3 4 5 6 7 8 ... 92 93 94 95 96 97 98 99\n", "Data variables:\n", " obs (chain, draw, obs_dim_2) float64 -0.7669 0.182 ... -0.4326 0.7263\n", "Attributes:\n", " created_at: 2022-12-06T18:32:49.785544\n", " arviz_version: 0.14.0\n", " inference_library: pymc\n", " inference_library_version: 4.4.0+207.g7c3068a1c" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ "idata.posterior_predictive" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "One common way to visualize is to look if the model can reproduce the patterns observed in the real data. {doc}`ArviZ ` has a really neat function to do that out of the box:" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "az.plot_ppc(idata, num_pp_samples=100);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "It looks like the model is pretty good at retrodicting the data. In addition to this generic function, it's always nice to make a plot tailored to your use-case. Here, it would be interesting to plot the predicted relationship between the predictor and the outcome. This is quite easy, now that we already sampled posterior predictive samples -- we just have to push the parameters through the model:" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [], "source": [ "post = idata.posterior\n", "mu_pp = post[\"a\"] + post[\"b\"] * xr.DataArray(predictor_scaled, dims=[\"obs_id\"])" ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "scrolled": false }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "_, ax = plt.subplots()\n", "\n", "ax.plot(\n", " predictor_scaled, mu_pp.mean((\"chain\", \"draw\")), label=\"Mean outcome\", color=\"C1\", alpha=0.6\n", ")\n", "ax.scatter(predictor_scaled, idata.observed_data[\"obs\"])\n", "az.plot_hdi(predictor_scaled, idata.posterior_predictive[\"obs\"])\n", "\n", "ax.set_xlabel(\"Predictor (stdz)\")\n", "ax.set_ylabel(\"Outcome (stdz)\");" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We have a lot of data, so the uncertainty around the mean of the outcome is pretty narrow; but the uncertainty surrounding the outcome in general seems quite in line with the observed data.\n", "\n", "## Comparison between PPC and other model evaluation methods. \n", "\n", "An excellent introduction to this was given in the [Edward](http://edwardlib.org) documentation:\n", "\n", "> PPCs are an excellent tool for revising models, simplifying or expanding the current model as one examines how well it fits the data. They are inspired by prior checks and classical hypothesis testing, under the philosophy that models should be criticized under the frequentist perspective of large sample assessment.\n", "\n", "> PPCs can also be applied to tasks such as hypothesis testing, model comparison, model selection, and model averaging. It’s important to note that while they can be applied as a form of Bayesian hypothesis testing, hypothesis testing is generally not recommended: binary decision making from a single test is not as common a use case as one might believe. We recommend performing many PPCs to get a holistic understanding of the model fit." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Prediction\n", "\n", "The same pattern can be used for prediction. Here, we are building a logistic regression model:" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([1, 1, 1, 1, 0, 1, 0, 0, 1, 1], dtype=int64)" ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" } ], "source": [ "N = 400\n", "true_intercept = 0.2\n", "true_slope = 1.0\n", "predictors = rng.normal(size=N)\n", "true_p = logistic(true_intercept + true_slope * predictors)\n", "\n", "outcomes = rng.binomial(1, true_p)\n", "outcomes[:10]" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Auto-assigning NUTS sampler...\n", "Initializing NUTS using jitter+adapt_diag...\n", "Multiprocess sampling (3 chains in 3 jobs)\n", "NUTS: [betas]\n" ] }, { "data": { "text/html": [ "\n", "\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "\n", "
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meansdhdi_3%hdi_97%mcse_meanmcse_sdess_bulkess_tailr_hat
betas[0]0.230.110.030.430.00.02175.392203.681.0
betas[1]1.040.140.761.290.00.02635.172032.971.0
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" ], "text/plain": [ " mean sd hdi_3% hdi_97% mcse_mean mcse_sd ess_bulk ess_tail \\\n", "betas[0] 0.23 0.11 0.03 0.43 0.0 0.0 2175.39 2203.68 \n", "betas[1] 1.04 0.14 0.76 1.29 0.0 0.0 2635.17 2032.97 \n", "\n", " r_hat \n", "betas[0] 1.0 \n", "betas[1] 1.0 " ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" } ], "source": [ "with pm.Model() as model_2:\n", " betas = pm.Normal(\"betas\", mu=0.0, sigma=np.array([0.5, 1.0]), shape=2)\n", "\n", " # set predictors as shared variable to change them for PPCs:\n", " pred = pm.MutableData(\"pred\", predictors, dims=\"obs_id\")\n", " p = pm.Deterministic(\"p\", pm.math.invlogit(betas[0] + betas[1] * pred), dims=\"obs_id\")\n", "\n", " outcome = pm.Bernoulli(\"outcome\", p=p, observed=outcomes, dims=\"obs_id\")\n", "\n", " idata_2 = pm.sample(1000, tune=2000, return_inferencedata=True, random_seed=rng)\n", "az.summary(idata_2, var_names=[\"betas\"], round_to=2)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now, let's simulate out-of-sample data to see how the model predicts them. We'll give the new predictors to the model and it'll then tell us what it thinks the outcomes are, based on what it learned in the training round. We'll then compare the model's predictions to the true out-of-sample outcomes." ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Sampling: []\n" ] }, { "data": { "text/html": [ "\n", "\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "\n", "
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             "Attributes:\n",
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             "    pred     (obs_id) float64 -0.5356 0.03558 -1.591 ... -1.436 -0.1065 -0.8064\n",
             "Attributes:\n",
             "    created_at:                 2022-12-06T18:33:32.904132\n",
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\n", " " ], "text/plain": [ "Inference data with groups:\n", "\t> posterior\n", "\t> predictions\n", "\t> log_likelihood\n", "\t> sample_stats\n", "\t> observed_data\n", "\t> constant_data\n", "\t> predictions_constant_data" ] }, "execution_count": 18, "metadata": {}, "output_type": "execute_result" } ], "source": [ "idata_2" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Mean predicted values plus error bars to give a sense of uncertainty in prediction\n", "Note that since we are dealing with the full posterior, we are also getting uncertainty in our predictions for free." ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "_, ax = plt.subplots(figsize=(12, 6))\n", "\n", "preds_out_of_sample = idata_2.predictions_constant_data.sortby(\"pred\")[\"pred\"]\n", "model_preds = idata_2.predictions.sortby(preds_out_of_sample)\n", "\n", "# uncertainty about the estimates:\n", "ax.vlines(\n", " preds_out_of_sample,\n", " *az.hdi(model_preds)[\"p\"].transpose(\"hdi\", ...),\n", " alpha=0.8,\n", ")\n", "# expected probability of success:\n", "ax.plot(\n", " preds_out_of_sample,\n", " model_preds[\"p\"].mean((\"chain\", \"draw\")),\n", " \"o\",\n", " ms=5,\n", " color=\"C1\",\n", " alpha=0.8,\n", " label=\"Expected prob.\",\n", ")\n", "\n", "# actual outcomes:\n", "ax.scatter(\n", " x=predictors_out_of_sample,\n", " y=outcomes_out_of_sample,\n", " marker=\"x\",\n", " color=\"k\",\n", " alpha=0.8,\n", " label=\"Observed outcomes\",\n", ")\n", "# true probabilities:\n", "x = np.linspace(predictors_out_of_sample.min() - 0.1, predictors_out_of_sample.max() + 0.1)\n", "ax.plot(\n", " x,\n", " logistic(true_intercept + true_slope * x),\n", " lw=2,\n", " ls=\"--\",\n", " color=\"#565C6C\",\n", " alpha=0.8,\n", " label=\"True prob.\",\n", ")\n", "\n", "ax.set_xlabel(\"Predictor\")\n", "ax.set_ylabel(\"Prob. of success\")\n", "ax.set_title(\"Out-of-sample Predictions\")\n", "ax.legend(fontsize=10, frameon=True, framealpha=0.5);" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Last updated: Tue Dec 06 2022\n", "\n", "Python implementation: CPython\n", "Python version : 3.11.0\n", "IPython version : 8.7.0\n", "\n", "pytensor: 2.8.10\n", "\n", "matplotlib: 3.6.2\n", "xarray : 2022.12.0\n", "pymc : 4.4.0+207.g7c3068a1c\n", "numpy : 1.23.4\n", "arviz : 0.14.0\n", "\n", "Watermark: 2.3.1\n", "\n" ] } ], "source": [ "%load_ext watermark\n", "%watermark -n -u -v -iv -w -p pytensor" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "anaconda-cloud": {}, "hide_input": false, "kernelspec": { "display_name": "Python 3 (ipykernel)", "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": "3.11.0" }, "toc": { "base_numbering": 1, "nav_menu": {}, "number_sections": true, "sideBar": true, "skip_h1_title": false, "title_cell": "Table of Contents", "title_sidebar": "Contents", "toc_cell": false, "toc_position": {}, "toc_section_display": true, "toc_window_display": false }, "vscode": { "interpreter": { "hash": "93c75725ab6c99bb5d4e456f6806f02a4d03e25646320eea2cba27ee709ef180" } } }, "nbformat": 4, "nbformat_minor": 4 }