{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "Causal Impact\n", "=============\n", "\n", "A Python package for causal inference using Bayesian structural time-series models. It's a port of the R package CausalImpact, see https://github.com/google/CausalImpact.\n", " \n", "### What does the package do?\n", "This package implements an approach to estimating the causal effect of a designed intervention on a time series. For example, how many additional daily clicks were generated by an advertising campaign? Answering a question like this can be difficult when a randomized experiment is not available.\n", "\n", "### How does it work?\n", "Given a response time series (e.g., clicks) and a set of control time series (e.g., clicks in non-affected markets or clicks on other sites), the package constructs a Bayesian structural time-series model. This model is then used to try and predict the counterfactual, i.e., how the response metric would have evolved after the intervention if the intervention had never occurred. For details, see: [Brodersen et al., Annals of Applied Statistics (2015)](http://research.google.com/pubs/pub41854.html).\n", "\n", "### What assumptions does the model make?\n", "As with all non-experimental approaches to causal inference, valid conclusions require strong assumptions. In the case of CausalImpact, we assume that there is a set control time series that were *themselves not affected by the intervention.* If they were, we might falsely under- or overestimate the true effect. Or we might falsely conclude that there was an effect even though in reality there wasn't. The model also assumes that the relationship between covariates and treated time series, as established during the pre-period, remains stable throughout the post-period (see `impact.model_args[\"dynamic_regression\"]` for a way of relaxing this assumption). Finally, it's important to be aware of the *priors* that are part of the model (see `impact.model_args[\"prior_level_sd\"]` in particular).\n", "\n", "### How is the package structured?\n", "The package is designed to make counterfactual inference as easy as fitting a regression model, but much more powerful, provided the assumptions above are met. The package has a single entry point, the function `CausalImpact()`. Given a response time series and a set of control time series, the function constructs a time-series model, performs posterior inference on the counterfactual, and returns a `CausalImpact` object. The results can be summarized in terms of a table, a verbal description, or a plot.\n", "\n", "\n", "### 1. Installing the package\n", "\n", "To install `causalimpact` run:" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "# !pip install causalimpact" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Once installed, the package can be imported using:" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "WARNING (pytensor.configdefaults): g++ not detected! PyTensor will be unable to compile C-implementations and will default to Python. Performance may be severely degraded. To remove this warning, set PyTensor flags cxx to an empty string.\n", "WARNING (pytensor.tensor.blas): Using NumPy C-API based implementation for BLAS functions.\n" ] } ], "source": [ "from causalimpact import CausalImpact" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 2. Creating an example dataset\n", "\n", "To illustrate how the package works, we create a simple toy dataset. It consists of a response variable `y` and a predictor `x1`. Note that in practice, we'd strive for including many more predictor variables and let the model choose an appropriate subset. The example data has 100 observations. We create an *intervention effect* by lifting the response variable by 10 units after timepoint 71.\n" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", "import pandas as pd\n", "from statsmodels.tsa.arima_process import arma_generate_sample\n", "import matplotlib\n", "%matplotlib inline\n", "matplotlib.rcParams['figure.figsize'] = (15, 6)\n", "\n", "np.random.seed(1)\n", "\n", "x1 = arma_generate_sample(ar=[0.999], ma=[0.9], nsample=100) + 100\n", "y = 1.2 * x1 + np.random.randn(100)\n", "\n", "y[71:100] = y[71:100] + 10\n", "data = pd.DataFrame(np.array([y, x1]).T, columns=[\"y\",\"x1\"])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We now have a simple matrix with 100 rows and two columns:" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
yx1
0121.308920101.463374
1120.56314999.448868
2119.83249599.524170
3119.43361299.033362
4119.840664100.779647
\n", "
" ], "text/plain": [ " y x1\n", "0 121.308920 101.463374\n", "1 120.563149 99.448868\n", "2 119.832495 99.524170\n", "3 119.433612 99.033362\n", "4 119.840664 100.779647" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "data.shape\n", "data.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can visualize the generated data using:" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "data.plot();" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 3. Running an Analysis\n", "\n", "To estimate the causal effect, we begin by specifying which period in the data should be used for training the model (pre-intervention period) and which period for computing a counterfactual prediction (post-intervention period)." ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "pre_period = [0,69]\n", "post_period = [71,99]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This says that time points 0...70 will be used for training, and time points 71...99 will be used for computing predictions. Alternatively, we could specify the periods in terms of dates or time points; see Section 5 for an example.\n", "\n", "To perform inference, we run the analysis using:" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "scrolled": true }, "outputs": [], "source": [ "impact = CausalImpact(data, pre_period, post_period)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This initialises a `CausalImpact` object" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "RUNNING THE L-BFGS-B CODE\n", "\n", " * * *\n", "\n", "Machine precision = 2.220D-16\n", " N = 3 M = 10\n", "\n", "At X0 0 variables are exactly at the bounds\n", "\n", "At iterate 0 f= 1.06685D+00 |proj g|= 4.25552D-01\n", "\n", "At iterate 5 f= 9.89784D-01 |proj g|= 2.23487D-03\n", "\n", " * * *\n", "\n", "Tit = total number of iterations\n", "Tnf = total number of function evaluations\n", "Tnint = total number of segments explored during Cauchy searches\n", "Skip = number of BFGS updates skipped\n", "Nact = number of active bounds at final generalized Cauchy point\n", "Projg = norm of the final projected gradient\n", "F = final function value\n", "\n", " * * *\n", "\n", " N Tit Tnf Tnint Skip Nact Projg F\n", " 3 7 10 1 0 0 4.157D-05 9.898D-01\n", " F = 0.98978278136724052 \n", "\n", "CONVERGENCE: REL_REDUCTION_OF_F_<=_FACTR*EPSMCH \n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " This problem is unconstrained.\n" ] } ], "source": [ "impact.run()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This instructs the package to assemble a structural time-series model, fit the model using MLE by default, and compute estimates \n", "of the causal effect. We can view the results in a dataframe as follows:" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 4. Plotting the results\n", "The easiest way of visualising the results is to use the `plot()` method of the `CausalImpact` object" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "impact.plot()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "By default, the plot contains three panels. The first panel shows the data and a counterfactual prediction for the post-treatment period. The second panel shows the difference between observed data and counterfactual predictions. This is the *pointwise* causal effect, as estimated by the model. The third panel adds up the pointwise contributions from the second panel, resulting in a plot of the *cumulative* effect of the intervention.\n", "\n", "Remember, once again, that all of the above inferences depend critically on the assumption that the covariates were not themselves affected by the intervention. The model also assumes that the relationship between covariates and treated time series, as established during the pre-period, remains stable throughout the post-period.\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 5. Working with dates and times\n", "\n", "It is often more natural to feed a time-series object into `CausalImpact()` rather than a data frame. For example, we might create a `data` variable as follows:\n" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
yx1
2014-01-01121.308920101.463374
2014-01-02120.56314999.448868
2014-01-03119.83249599.524170
2014-01-04119.43361299.033362
2014-01-05119.840664100.779647
\n", "
" ], "text/plain": [ " y x1\n", "2014-01-01 121.308920 101.463374\n", "2014-01-02 120.563149 99.448868\n", "2014-01-03 119.832495 99.524170\n", "2014-01-04 119.433612 99.033362\n", "2014-01-05 119.840664 100.779647" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" } ], "source": [ "date_range = pd.date_range(start=\"2014-01-01\", periods=100)\n", "ts_data = data.copy()\n", "ts_data.index = date_range\n", "ts_data.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can now specify the pre_period and post_period in terms of time points rather than indices:" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [], "source": [ "ts_pre_period = [pd.to_datetime(date) for date in [\"2014-01-01\", \"2014-03-12\"]]\n", "ts_post_period = [pd.to_datetime(date) for date in [\"2014-03-13\", \"2014-04-10\"]]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "As a result, the x-axis of the plot shows time points instead of indices:" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "RUNNING THE L-BFGS-B CODE\n", "\n", " * * *\n", "\n", "Machine precision = 2.220D-16\n", " N = 3 M = 10\n", "\n", "At X0 0 variables are exactly at the bounds\n", "\n", "At iterate 0 f= 1.03579D+00 |proj g|= 4.35257D-01\n", "\n", "At iterate 5 f= 9.74586D-01 |proj g|= 1.50180D-04\n", "\n", " * * *\n", "\n", "Tit = total number of iterations\n", "Tnf = total number of function evaluations\n", "Tnint = total number of segments explored during Cauchy searches\n", "Skip = number of BFGS updates skipped\n", "Nact = number of active bounds at final generalized Cauchy point\n", "Projg = norm of the final projected gradient\n", "F = final function value\n", "\n", " * * *\n", "\n", " N Tit Tnf Tnint Skip Nact Projg F\n", " 3 5 10 1 0 0 1.502D-04 9.746D-01\n", " F = 0.97458627690388255 \n", "\n", "CONVERGENCE: REL_REDUCTION_OF_F_<=_FACTR*EPSMCH \n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " This problem is unconstrained.\n" ] } ], "source": [ "ts_impact = CausalImpact(ts_data, ts_pre_period, ts_post_period)\n", "ts_impact.run()" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
responsecum_responsepoint_predpoint_pred_lowerpoint_pred_uppercum_predcum_pred_lowercum_pred_upperpoint_effectpoint_effect_lowerpoint_effect_uppercum_effectcum_effect_lowercum_effect_upper
2014-01-01121.308920121.30892121.994854-2804.8155023048.805211121.994854-2804.8155023048.805211-0.6859342926.124423-2927.4962900.00.00.0
2014-01-02120.563149241.87207118.618185116.007655121.228715240.613039-2688.8078473170.0339261.9449644.555494-0.6655660.00.00.0
\n", "
" ], "text/plain": [ " response cum_response point_pred point_pred_lower \\\n", "2014-01-01 121.308920 121.30892 121.994854 -2804.815502 \n", "2014-01-02 120.563149 241.87207 118.618185 116.007655 \n", "\n", " point_pred_upper cum_pred cum_pred_lower cum_pred_upper \\\n", "2014-01-01 3048.805211 121.994854 -2804.815502 3048.805211 \n", "2014-01-02 121.228715 240.613039 -2688.807847 3170.033926 \n", "\n", " point_effect point_effect_lower point_effect_upper cum_effect \\\n", "2014-01-01 -0.685934 2926.124423 -2927.496290 0.0 \n", "2014-01-02 1.944964 4.555494 -0.665566 0.0 \n", "\n", " cum_effect_lower cum_effect_upper \n", "2014-01-01 0.0 0.0 \n", "2014-01-02 0.0 0.0 " ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" } ], "source": [ "ts_impact.inferences.head(2)" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ts_impact.plot()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 6. Printing a summary table\n", "\n", "To obtain a numerical summary of the analysis we use: " ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " Average Cumulative\n", "Actual 130 3784\n", "Predicted 120 3484\n", "95% CI [118, 122] [3430, 3538]\n", " \n", "Absolute Effect 10 300\n", "95% CI [12, 8] [354, 246]\n", " \n", "Relative Effect 8.6% 8.6%\n", "95% CI [10.2%, 7.1%] [10.2%, 7.1%]\n", " \n", "P-value 0.0% \n", "Prob. of Causal Effect 100.0% \n" ] } ], "source": [ "ts_impact.summary()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The **Average** column talks about the average (across time) during the post-intervention period (in the example: time points 71 through 100). The **Cumulative** column sums up individual time points, which is a useful perspective if the response variable represents a flow quantity (such as queries, clicks, visits, installs, sales, or revenue) rather than a stock quantity (such as number of users or stock price).\n", "\n", "In the example, the estimated average causal effect of treatment was 11 (rounded to a whole number; for full precision see `impact$summary`). This is because we observed an average value of 99 but would have expected an average value of only 89. The 95% posterior interval of the average effect is [9.8, 11]. Since this excludes 0, we (correctly) conclude that the intervention had a causal effect on the response variable. Since we generated the data ourselves, we know that we injected a true effect of 10, and so the model accurately recovered ground truth. One reason for this is that we ensured, by design, that the covariate `x1` was not itself affected by the intervention. In practice, we must always reason whether this assumption is justified.\n", "\n", "For additional guidance about the correct interpretation of the summary table, the package provides a verbal interpretation, which we can print using:\n" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "During the post-intervention period, the response variable had an average value of approx. 130.\n", "By contrast, in the absence of an intervention, we would have expected an average response of 120. The 95% interval of\n", "this counterfactual prediction is [118, 122]. Subtracting this prediction from the observed response yields an estimate\n", "of the causal effect the intervention had on the response variable. This effect is 10 with a 95% interval of [12, 8].\n", "For a discussion of the significance of this effect, see below.\n", "\n", "\n", " Summing up the individual data points during the post-intervention period (which can only sometimes be meaningfully\n", "interpreted), the response variable had an overall value of 3784. By contrast, had the intervention not taken place,\n", "we would have expected a sum of 3484. The 95% interval of this prediction is [3430, 3538]\n", "\n", "\n", " The above results are given in terms of absolute numbers. In relative terms, the response variable showed an increase\n", "of 8.6%. The 95% interval of this percentage is [10.2%, 7.1%]\n", "\n", "\n", " This means that the positive effect observed during the intervention period is statistically significant and unlikely\n", "to be due to random fluctuations. It should be noted, however, that the question of whether this increase also bears\n", "substantive significance can only be answered by comparing the absolute effect 10 to the original goal of the underlying\n", "intervention.\n", "\n", "\n", "The probability of obtaining this effect by chance is very small (Bayesian one-sided tail-area\n", "probability 0.0). This means the causal effect can be considered statistically\n", "significant.\n" ] } ], "source": [ "ts_impact.summary(output=\"report\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 7. Adjusting the model\n", "\n", "So far, we've simply let the package decide how to construct a time-series model for the available data. However, there are several options that allow us to gain a little more control over this process. These options are passed into `model_args` as individual list elements, for example:" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "RUNNING THE L-BFGS-B CODE\n", "\n", " * * *\n", "\n", "Machine precision = 2.220D-16\n", " N = 3 M = 10\n", "\n", "At X0 0 variables are exactly at the bounds\n", "\n", "At iterate 0 f= 1.06685D+00 |proj g|= 4.25552D-01\n", "\n", "At iterate 5 f= 9.89784D-01 |proj g|= 2.23487D-03\n", "\n", " * * *\n", "\n", "Tit = total number of iterations\n", "Tnf = total number of function evaluations\n", "Tnint = total number of segments explored during Cauchy searches\n", "Skip = number of BFGS updates skipped\n", "Nact = number of active bounds at final generalized Cauchy point\n", "Projg = norm of the final projected gradient\n", "F = final function value\n", "\n", " * * *\n", "\n", " N Tit Tnf Tnint Skip Nact Projg F\n", " 3 7 10 1 0 0 4.157D-05 9.898D-01\n", " F = 0.98978278136724052 \n", "\n", "CONVERGENCE: REL_REDUCTION_OF_F_<=_FACTR*EPSMCH \n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " This problem is unconstrained.\n" ] } ], "source": [ "ts_impact = CausalImpact(data, pre_period, post_period, model_args={\"nseasons\":7})\n", "ts_impact.run()" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ts_impact.plot()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Available options\n", "\n", "* `ndraws` Number of MCMC samples to draw. More samples lead to more accurate inferences. Defaults to __1000__.\n", "\n", "* `nburn` Number of burn in samples. This specifies how many of the initial samples will be discarded. defaults to 10% of ndraws.\n", "\n", "* `standardize_data` Whether to standardize all columns of the data before fitting the model. This is equivalent to an empirical Bayes approach to setting the priors. It ensures that results are invariant to linear transformations of the data. Defaults to __TRUE__.\n", "\n", "* `prior_level_sd` Prior standard deviation of the Gaussian random walk of the local level. Expressed in terms of data standard deviations. Defaults to __0.01__, a typical choice for well-behaved and stable datasets with low residual volatility after regressing out known predictors (e.g., web searches or sales in high quantities). When in doubt, a safer option is to use __0.1__, as validated on synthetic data, although this may sometimes give rise to unrealistically wide prediction intervals.\n", "\n", "* `nseasons` Period of the seasonal components. In order to include a seasonal component, set this to a whole number greater than 1. For example, if the data represent daily observations, use 7 for a day-of-week component. This interface currently only supports up to one seasonal component. To specify multiple seasonal components, use bsts to specify the model directly, then pass the fitted model in as bsts.model. Defaults to __1__, which means no seasonal component is used.\n", "\n", "* `season_duration` Duration of each season, i.e., number of data points each season spans. Defaults to __1__. For example, to add a day-of-week component to data with daily granularity, use __model_args = list(nseasons = 7, season_duration = 1)__. To add a day-of-week component to data with hourly granularity, set __model_args = list(nseasons = 7, season_duration = 24)__.\n", "\n", "* `dynamic_regression` Whether to include time-varying regression coefficients. In combination with a time-varying local trend or even a time-varying local level, this often leads to overspecification, in which case a static regression is safer. Defaults to __FALSE__." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 8. Using a custom model\n", "\n", "Instead of using the default model constructed by the CausalImpact package, we can use the UnobservedComponents model from the statsmodels package to specify our own model. This provides the greatest degree of flexibility.\n", "\n", "Before constructing a custom model, we set the observed data in the post-treatment period to NA, reflecting the fact that the counterfactual response is unobserved after the intervention. We keep a copy of the actual observed response in the variable `post_period_response`." ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [], "source": [ "post_period = [70,100]\n", "post_period_response = y[post_period[0]:post_period[1]].copy()\n", "y[post_period[0]:post_period[1]] = np.nan" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We next set up and estimate a time series model using the statsmodels package. Here is a simple example:" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "RUNNING THE L-BFGS-B CODE\n", "\n", " * * *\n", "\n", "Machine precision = 2.220D-16\n", " N = 2 M = 10\n", "\n", "At X0 0 variables are exactly at the bounds\n", "\n", "At iterate 0 f= 1.29676D+00 |proj g|= 1.16557D-01\n", "\n", "At iterate 5 f= 1.27429D+00 |proj g|= 2.71968D-05\n", "\n", " * * *\n", "\n", "Tit = total number of iterations\n", "Tnf = total number of function evaluations\n", "Tnint = total number of segments explored during Cauchy searches\n", "Skip = number of BFGS updates skipped\n", "Nact = number of active bounds at final generalized Cauchy point\n", "Projg = norm of the final projected gradient\n", "F = final function value\n", "\n", " * * *\n", "\n", " N Tit Tnf Tnint Skip Nact Projg F\n", " 2 6 9 1 0 0 1.451D-07 1.274D+00\n", " F = 1.2742850362213849 \n", "\n", "CONVERGENCE: NORM_OF_PROJECTED_GRADIENT_<=_PGTOL \n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " This problem is unconstrained.\n" ] } ], "source": [ "from statsmodels.tsa.statespace.structural import UnobservedComponents\n", "ucm_model = UnobservedComponents(endog=y, level=\"llevel\")\n", "custom_impact = CausalImpact(ucm_model=ucm_model, post_period_response=post_period_response)\n", "custom_impact.run()" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "custom_impact.plot()" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
responsecum_responsepoint_predpoint_pred_lowerpoint_pred_uppercum_predcum_pred_lowercum_pred_upperpoint_effectpoint_effect_lowerpoint_effect_uppercum_effectcum_effect_lowercum_effect_upper
0121.308920121.3089200.000000-1959.9661341959.9661340.000000-1959.9661341959.966134121.3089202081.275055-1838.6572140.00.00.0
1120.563149241.872070121.308654117.202395125.414913121.308654-1842.7637392085.381048-0.7455053.360754-4.8517640.00.00.0
2119.832495361.704565120.935753117.379151124.492354242.244407-1725.3845882209.873402-1.1032572.453344-4.6598590.00.00.0
3119.433612481.138177120.567508117.213863123.921153362.811915-1608.1707252333.794556-1.1338962.219749-4.4875410.00.00.0
4119.840664600.978841120.283238117.035651123.530825483.095153-1491.1350742457.325381-0.4425742.805013-3.6901610.00.00.0
\n", "
" ], "text/plain": [ " response cum_response point_pred point_pred_lower point_pred_upper \\\n", "0 121.308920 121.308920 0.000000 -1959.966134 1959.966134 \n", "1 120.563149 241.872070 121.308654 117.202395 125.414913 \n", "2 119.832495 361.704565 120.935753 117.379151 124.492354 \n", "3 119.433612 481.138177 120.567508 117.213863 123.921153 \n", "4 119.840664 600.978841 120.283238 117.035651 123.530825 \n", "\n", " cum_pred cum_pred_lower cum_pred_upper point_effect \\\n", "0 0.000000 -1959.966134 1959.966134 121.308920 \n", "1 121.308654 -1842.763739 2085.381048 -0.745505 \n", "2 242.244407 -1725.384588 2209.873402 -1.103257 \n", "3 362.811915 -1608.170725 2333.794556 -1.133896 \n", "4 483.095153 -1491.135074 2457.325381 -0.442574 \n", "\n", " point_effect_lower point_effect_upper cum_effect cum_effect_lower \\\n", "0 2081.275055 -1838.657214 0.0 0.0 \n", "1 3.360754 -4.851764 0.0 0.0 \n", "2 2.453344 -4.659859 0.0 0.0 \n", "3 2.219749 -4.487541 0.0 0.0 \n", "4 2.805013 -3.690161 0.0 0.0 \n", "\n", " cum_effect_upper \n", "0 0.0 \n", "1 0.0 \n", "2 0.0 \n", "3 0.0 \n", "4 0.0 " ] }, "execution_count": 22, "metadata": {}, "output_type": "execute_result" } ], "source": [ "custom_impact.inferences.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Finally, we call `CausalImpact()`. Instead of providing input data, we simply pass in the fitted model object (`bsts_model`). We also need to provide the actual observed response. This is needed so that the package can compute the difference between predicted response (stored in `bsts_model`) and actual observed response (stored in `post_period_response`)." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 9. Using Bayesian Inference\n", "Instead of using MLE we can use pymc for bayesian estimation. This uses the NUTS sampler. Currently the only two parameters that can be used to tune the model is the number of draws and the number of burn-in samples. The performance of this will be significantly slower than the default MLE approach." ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [], "source": [ "bayes_impact = CausalImpact(data, pre_period, post_period, estimation=\"pymc\", model_args={\"ndraws\":3000, \"nburn\":300})" ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/opt/conda/lib/python3.10/site-packages/pytensor/tensor/elemwise.py:789: RuntimeWarning: divide by zero encountered in divide\n", " variables = ufunc(*ufunc_args, **ufunc_kwargs)\n", "/opt/conda/lib/python3.10/site-packages/pytensor/tensor/elemwise.py:789: RuntimeWarning: divide by zero encountered in divide\n", " variables = ufunc(*ufunc_args, **ufunc_kwargs)\n", "Auto-assigning NUTS sampler...\n", "Initializing NUTS using jitter+adapt_diag...\n", "/opt/conda/lib/python3.10/site-packages/pytensor/tensor/elemwise.py:789: RuntimeWarning: divide by zero encountered in divide\n", " variables = ufunc(*ufunc_args, **ufunc_kwargs)\n", "/opt/conda/lib/python3.10/site-packages/pytensor/tensor/elemwise.py:789: RuntimeWarning: divide by zero encountered in divide\n", " variables = ufunc(*ufunc_args, **ufunc_kwargs)\n", "/opt/conda/lib/python3.10/site-packages/pytensor/tensor/elemwise.py:789: RuntimeWarning: divide by zero encountered in divide\n", " variables = ufunc(*ufunc_args, **ufunc_kwargs)\n", "Multiprocess sampling (4 chains in 4 jobs)\n", "NUTS: [sigma2.irregular, sigma2.level, beta.x1]\n", "/opt/conda/lib/python3.10/site-packages/pytensor/tensor/elemwise.py:789: RuntimeWarning: divide by zero encountered in divide\n", " variables = ufunc(*ufunc_args, **ufunc_kwargs)\n", "/opt/conda/lib/python3.10/site-packages/pytensor/tensor/elemwise.py:789: RuntimeWarning: divide by zero encountered in divide\n", " variables = ufunc(*ufunc_args, **ufunc_kwargs)\n", "/opt/conda/lib/python3.10/site-packages/pytensor/tensor/elemwise.py:789: RuntimeWarning: divide by zero encountered in divide\n", " variables = ufunc(*ufunc_args, **ufunc_kwargs)\n", "/opt/conda/lib/python3.10/site-packages/pytensor/tensor/elemwise.py:789: RuntimeWarning: divide by zero encountered in divide\n", " variables = ufunc(*ufunc_args, **ufunc_kwargs)\n" ] }, { "data": { "text/html": [ "\n", "\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "\n", "
\n", " \n", " 100.00% [13200/13200 00:18<00:00 Sampling 4 chains, 0 divergences]\n", "
\n", " " ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "/opt/conda/lib/python3.10/site-packages/pytensor/tensor/elemwise.py:789: RuntimeWarning: divide by zero encountered in divide\n", " variables = ufunc(*ufunc_args, **ufunc_kwargs)\n", "/opt/conda/lib/python3.10/site-packages/pytensor/tensor/elemwise.py:789: RuntimeWarning: divide by zero encountered in divide\n", " variables = ufunc(*ufunc_args, **ufunc_kwargs)\n", "/opt/conda/lib/python3.10/site-packages/pytensor/tensor/elemwise.py:789: RuntimeWarning: divide by zero encountered in divide\n", " variables = ufunc(*ufunc_args, **ufunc_kwargs)\n", "/opt/conda/lib/python3.10/site-packages/pytensor/tensor/elemwise.py:789: RuntimeWarning: divide by zero encountered in divide\n", " variables = ufunc(*ufunc_args, **ufunc_kwargs)\n", "Sampling 4 chains for 300 tune and 3_000 draw iterations (1_200 + 12_000 draws total) took 18 seconds.\n", "/opt/conda/lib/python3.10/site-packages/pytensor/tensor/elemwise.py:789: RuntimeWarning: divide by zero encountered in divide\n", " variables = ufunc(*ufunc_args, **ufunc_kwargs)\n", "/opt/conda/lib/python3.10/site-packages/pytensor/tensor/elemwise.py:789: RuntimeWarning: divide by zero encountered in divide\n", " variables = ufunc(*ufunc_args, **ufunc_kwargs)\n", "/opt/conda/lib/python3.10/site-packages/pytensor/tensor/elemwise.py:789: RuntimeWarning: divide by zero encountered in divide\n", " variables = ufunc(*ufunc_args, **ufunc_kwargs)\n", "/opt/conda/lib/python3.10/site-packages/pytensor/tensor/elemwise.py:789: RuntimeWarning: divide by zero encountered in divide\n", " variables = ufunc(*ufunc_args, **ufunc_kwargs)\n" ] } ], "source": [ "bayes_impact.run()" ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "bayes_impact.plot()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 9. FAQ\n", "\n", "### How can I check whether the model assumptions are fulfilled?\n", "It's the elephant in the room with any causal analysis on observational data: how can we verify the assumptions that go into the model? Here are a few ways of getting started. First of all, it is critical to reason why the covariates that are included in the model (this was *x1* in the example) *were not themselves affected* by the intervention. Sometimes it helps to plot all covariates and do a visual sanity check. Next, it is a good idea to examine how well the outcome data *y* can be predicted *before the beginning of the intervention*. This can be done by running `CausalImpact()` on an imaginary intervention. Then check how well the model predicted the data following this imaginary intervention. We would expect not to find a significant effect, i.e., counterfactual estimates and actual data should agree reasonably closely. Finally, when presenting or writing up results, be sure to list the above assumptions explicitly, including the priors in `model_args`, and discuss them with your audience.\n", "\n", "### May the data contain missing values?\n", "The response variable (i.e., the first column in data) may contain missing values (`NA`), but covariates (all other columns in data) may not. If one of your covariates contains missing values, consider imputing (i.e., estimating) the missing values; if this is not feasible, leave the regressor out.\n", "\n", "### How can I customize the default plot?\n", "By default, `impact.plot()` creates three panels, showing the counterfactual, pointwise, and cumulative impact estimates. One way of customizing the plot is to specify which panels should be included:" ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "impact.plot([\"original\", \"pointwise\"])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This creates a plot without cumulative impact estimates. This is sensible whenever the response variable represents a stock quantity that cannot be meaningfully summed up across time (e.g., number of current subscribers), rather than a flow quantity (e.g., number of clicks).\n", "\n", "### How can I change the font size in the plot?\n", "The `plot()` function for `CausalImpact` objects returns a matplotlib object. This means we can customize the plot using standard bokeh functions. For example, to increase the font size, we can do:" ] }, { "cell_type": "code", "execution_count": 27, "metadata": { "scrolled": false }, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "font = {'family' : 'monospace',\n", " 'weight' : 'bold',\n", " 'size' : 16}\n", "\n", "matplotlib.rc('font', **font)\n", "impact.plot([\"original\", \"pointwise\"])\n", "# reset back to normal\n", "font = {'family' : 'sans serif',\n", " 'weight' : 'normal',\n", " 'size' : 12}\n", "\n", "matplotlib.rc('font', **font)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### How can I obtain 90% intervals instead of 95% intervals?\n", "The size of the intervals is specified by the argument `alpha`, which defaults to 0.05. To obtain 90% intervals instead, we would use:" ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [], "source": [ "perc_90_impact = CausalImpact(data, pre_period, post_period, alpha = 0.1)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### How can I validate my models performance\n", "There is a set of diagnostic plots that will allow you to view the residuals and validate their normality" ] }, { "cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "execution_count": 29, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "impact.results.results.plot_diagnostics()" ] }, { "cell_type": "code", "execution_count": 30, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "execution_count": 30, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "impact.results.results.plot_components()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Which predictor variables were used in the model?\n", "Analyses may easily contain tens or hundreds of potential predictors (i.e., columns in the data function argument). Which of these were informative? We can plot the posterior probability of each predictor being included in the model using:" ] }, { "cell_type": "code", "execution_count": 31, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# TODO: something like this\n", "params = pd.DataFrame(impact.results.results.params).T\n", "params.columns = impact.results.results.param_names \n", "betas = [column for column in params.columns if column.startswith(\"beta\")]\n", "beta_params = params.loc[:, betas]\n", "# exogenous data for the post period\n", "exog_post = data.iloc[post_period[0]:, 1:]\n", "\n", "contribution = np.dot(exog_post, beta_params)\n", "contribution = pd.DataFrame(contribution, columns=betas).sum(axis=0)\n", "contribution.plot(kind=\"barh\");" ] } ], "metadata": { "anaconda-cloud": {}, "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": "3.10.6" } }, "nbformat": 4, "nbformat_minor": 1 }